From 8f6dcb901ec9f331c803a6484f7e4b457331402a Mon Sep 17 00:00:00 2001 From: Devis Lucato Date: Mon, 27 Mar 2023 15:54:29 -0700 Subject: [PATCH 01/20] Add OpenAI GPT tokenizer class (#148) ### Motivation and Context Add GPT2/GPT3 tokenizer, to allow counting tokens when using OpenAI. ### Description Add C# port of the tokenizers recommended by OpenAI. See https://platform.openai.com/tokenizer for more info. --- .../OpenAI/Tokenizers/GPT3TokenizerTests.cs | 144 + .../Orchestration/SKFunctionTests1.cs | 2 +- .../AI/CompleteRequestSettings.cs | 2 +- .../AI/OpenAI/Tokenizers/GPT3Tokenizer.cs | 194 + .../Tokenizers/Settings/EmbeddedResource.cs | 52 + .../Tokenizers/Settings/GPT3Settings.cs | 65 + .../OpenAI/Tokenizers/Settings/encoder.json | 1 + .../AI/OpenAI/Tokenizers/Settings/vocab.bpe | 50001 ++++++++++++++++ .../src/SemanticKernel/SemanticKernel.csproj | 11 + 9 files changed, 50470 insertions(+), 2 deletions(-) create mode 100644 dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Tokenizers/GPT3TokenizerTests.cs create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/GPT3Tokenizer.cs create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/EmbeddedResource.cs create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/GPT3Settings.cs create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/encoder.json create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/vocab.bpe diff --git a/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Tokenizers/GPT3TokenizerTests.cs b/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Tokenizers/GPT3TokenizerTests.cs new file mode 100644 index 000000000000..32b633290910 --- /dev/null +++ b/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Tokenizers/GPT3TokenizerTests.cs @@ -0,0 +1,144 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.Diagnostics; +using System.Linq; +using System.Text; +using System.Text.Json; +using Microsoft.SemanticKernel.AI.OpenAI.Tokenizers; +using Xunit; +using Xunit.Abstractions; + +namespace SemanticKernel.UnitTests.AI.OpenAI.Tokenizers; + +#pragma warning disable CA5394 +public class GPT3TokenizerTests +{ + private readonly ITestOutputHelper _log; + + public GPT3TokenizerTests(ITestOutputHelper log) + { + this._log = log; + } + + // ReSharper disable StringLiteralTypo + [Theory] + [InlineData("", 0)] + [InlineData("a", 1)] + [InlineData("abbccd", 3)] + [InlineData("ab bc cd", 3)] + [InlineData("ab + bc + cd = 10.", 8)] + [InlineData("Array.prototype.slice()", 6)] + [InlineData("const animals = ['ant', 'bison', 'camel', 'duck', 'elephant'];", 23)] + [InlineData(" c o n s t a n i m a l s = [ ' a n t ' , ' b i s o n ' , ' c a m e l ' , ' d u c k ' , ' e l e p h a n t ' ] ; ", 70)] + [InlineData("Many words map to one token, but some don't: indivisible.", 16)] + [InlineData("Unicode characters like emojis may be split into many tokens containing the underlying bytes: 🤚🏾", 25)] + [InlineData("Sequences of characters commonly found next to each other may be grouped together: 1234567890", 19)] + [InlineData("ἀμφὶ Ποσειδάωτα, μέγαν θεόν, ἄρχομ᾽ ἀείδειν,", 58)] + [InlineData("This is a test 𝓣𝓱𝓲𝓼 𝓲𝓼 𝓪 𝓽𝓮𝓼𝓽", 41)] + [InlineData("This.▶︎ is🎶 a😀 test🐼", 17)] + [InlineData("在计算机编程中，单元测试（英語：Unit Testing）又称为模块测试 [來源請求] ，是针对程序模块（软件设计的最小单位）来进行正确性检验的测试工作。程序单元是应用的最小可测试部件。在过程化编程中，一个单元就是单个程序、函数、过程等；对于面向对象编程，最小单元就是方法，包括基类（超类）、抽象类、或者派生类（子类）中的方法。 ", 334)] + [InlineData(@"En programación, una prueba unitaria o test unitario (del inglés: unit test) +es una forma efectiva de comprobar el correcto funcionamiento de las unidades individuales +más pequeñas de los programas informáticos", 68)] + // ReSharper restore StringLiteralTypo + public void ItReturnsTheCorrectNumberOfTokens(string text, int tokenCount) + { + // Act-Assert + Assert.Equal(tokenCount, GPT3Tokenizer.Encode(text).Count); + Assert.Equal(tokenCount, GPT3Tokenizer.Encode(new StringBuilder(text)).Count); + Assert.Equal(tokenCount, GPT3Tokenizer.Encode(text.ToArray()).Count); + Assert.Equal(tokenCount, GPT3Tokenizer.Encode(text.ToCharArray()).Count); + Assert.Equal(tokenCount, GPT3Tokenizer.Encode(text.ToCharArray().ToList()).Count); + } + + // TODO: check actual token IDs// ReSharper disable StringLiteralTypo + [Theory] + [InlineData("", "[]")] + [InlineData("a", "[64]")] + [InlineData("abbccd", "[6485, 535, 67]")] + [InlineData("ab bc cd", "[397, 47125, 22927]")] + [InlineData("January 1st, 2000", "[21339, 352, 301, 11, 4751]")] + [InlineData("ab + bc + cd = 10.", "[397, 1343, 47125, 1343, 22927, 796, 838, 13]")] + [InlineData("Array.prototype.slice()", "[19182, 13, 38124, 13, 48369, 3419]")] + [InlineData("const animals = ['ant', 'bison', 'camel', 'duck', 'elephant'];", "[9979,4695,796,37250,415,3256,705,65,1653,3256,705,66,17983,3256,705,646,694,3256,705,11129,33959,6,11208]")] + [InlineData(" c o n s t a n i m a l s = [ ' a n t ' , ' b i s o n ' , ' c a m e l ' , ' d u c k ' , ' e l e p h a n t ' ] ; ", "[269,267,299,264,256,220,220,257,299,1312,285,257,300,264,220,220,796,220,220,685,705,257,299,256,705,837,220,220,705,275,1312,264,267,299,705,837,220,220,705,269,257,285,304,300,705,837,220,220,705,288,334,269,479,705,837,220,220,705,304,300,304,279,289,257,299,256,705,2361,2162,220]")] + [InlineData("This is a test 𝓣𝓱𝓲𝓼 𝓲𝓼 𝓪 𝓽𝓮𝓼𝓽", "[1212,318,257,1332,220,47728,241,96,47728,241,109,47728,241,110,47728,241,120,220,47728,241,110,47728,241,120,220,47728,241,103,220,47728,241,121,47728,241,106,47728,241,120,47728,241,121]")] + [InlineData("This.▶︎ is🎶 a😀 test🐼", "[1212,13,5008,114,35266,236,318,8582,236,114,257,47249,222,1332,8582,238,120]")] + [InlineData("Many words map to one token, but some don't: indivisible.", "[7085,2456,3975,284,530,11241,11,475,617,836,470,25,773,452,12843,13]")] + [InlineData("Unicode characters like emojis may be split into many tokens containing the underlying bytes: 🤚🏾", "[3118,291,1098,3435,588,795,13210,271,743,307,6626,656,867,16326,7268,262,10238,9881,25,12520,97,248,8582,237,122]")] + [InlineData("Sequences of characters commonly found next to each other may be grouped together: 1234567890", "[44015,3007,286,3435,8811,1043,1306,284,1123,584,743,307,32824,1978,25,17031,2231,30924,3829]")] + [InlineData("ἀμφὶ Ποσειδάωτα, μέγαν θεόν, ἄρχομ᾽ ἀείδειν,", "[157,120,222,34703,139,228,45495,114,7377,254,26517,38392,30950,29945,138,112,138,105,49535,32830,17394,11,18919,138,255,42063,17394,26180,7377,116,30950,139,234,26180,11,28053,120,226,33643,139,229,26517,34703,157,122,121,28053,120,222,30950,138,107,138,112,30950,29945,26180,11]")] + // ReSharper restore StringLiteralTypo + public void ItReturnsTheCorrectTokens(string text, string tokens) + { + // Arrange + List expectedTokens = JsonSerializer.Deserialize>(tokens)!; + + // Act + List actualTokens = GPT3Tokenizer.Encode(text); + + // Assert + Assert.Equal(expectedTokens.Count, actualTokens.Count); + Assert.Equal(tokens.Replace(" ", "", StringComparison.OrdinalIgnoreCase), + JsonSerializer.Serialize(actualTokens).Replace(" ", "", StringComparison.OrdinalIgnoreCase)); + } + + [Fact] + // ReSharper disable StringLiteralTypo + public void ItDoesntTimeOutForABigText() + { + // Arrange + const int oneMb = 1000 * 1000; + var watch = new Stopwatch(); + Random rnd = new(); + StringBuilder text = new(); + watch.Start(); + var count = 0; + while (text.Length < oneMb) + { + text.Append(GenerateWord(rnd, count++)); + } + + watch.Stop(); + this._log.WriteLine($"Text size: {text.Length}. Text generated in: {watch.ElapsedMilliseconds} msecs."); + + // Act + Assert no exception occurs + watch.Restart(); + GPT3Tokenizer.Encode(text); + watch.Stop(); + this._log.WriteLine($"Text size: {text.Length}. Text tokenized in: {watch.ElapsedMilliseconds} msecs."); + } + + // Try to generate some random text to reduce the tokenizer cache hits. + private static string GenerateWord(Random rnd, int count) + { + string[] group1 = { "test🐼", "bytes", " ", "- =", "llllllllllllllllllllllllllllllllllll", "%", "This.▶ ", " group ", "ἄρχομ " }; + string[] group2 = { "b", "c", "d", "f", "g", "h", "j", "k", "l", "m", "n", "p", "q", "r", "s", "t", "v", "w", "x", "y", "z", "\n" }; + string[] group3 = { "a", "e", "i", "o", "u", " " }; + + var result = new StringBuilder(); + + var length = rnd.Next(1, 200); + if (length <= 2) + { + var word1 = group1[rnd.Next(0, group1.Length)]; + var word2 = group1[rnd.Next(0, group1.Length)]; + result.Append(word1); + result.Append(word2); + } + else + { + while (result.Length < length) + { + result.Append(group2[rnd.Next(0, group2.Length)]); + result.Append(group3[rnd.Next(0, group3.Length)]); + result.Append(rnd.Next(0, 2) == 0 ? group2[rnd.Next(0, group2.Length)] : group3[rnd.Next(0, group3.Length)]); + } + } + + return $"{result}{count}"; + } +} +#pragma warning restore CA5394 diff --git a/dotnet/src/SemanticKernel.UnitTests/Orchestration/SKFunctionTests1.cs b/dotnet/src/SemanticKernel.UnitTests/Orchestration/SKFunctionTests1.cs index ac31b50ae42a..f7100dd63707 100644 --- a/dotnet/src/SemanticKernel.UnitTests/Orchestration/SKFunctionTests1.cs +++ b/dotnet/src/SemanticKernel.UnitTests/Orchestration/SKFunctionTests1.cs @@ -33,7 +33,7 @@ public void ItHasDefaultRequestSettings() // Assert Assert.Equal(0, skFunction.RequestSettings.Temperature); - Assert.Equal(100, skFunction.RequestSettings.MaxTokens); + Assert.Equal(256, skFunction.RequestSettings.MaxTokens); } [Fact] diff --git a/dotnet/src/SemanticKernel/AI/CompleteRequestSettings.cs b/dotnet/src/SemanticKernel/AI/CompleteRequestSettings.cs index 87b5275cb819..b5ce84acc346 100644 --- a/dotnet/src/SemanticKernel/AI/CompleteRequestSettings.cs +++ b/dotnet/src/SemanticKernel/AI/CompleteRequestSettings.cs @@ -34,7 +34,7 @@ public class CompleteRequestSettings /// /// The maximum number of tokens to generate in the completion. /// - public int MaxTokens { get; set; } = 100; + public int MaxTokens { get; set; } = 256; /// /// Sequences where the completion will stop generating further tokens. diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/GPT3Tokenizer.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/GPT3Tokenizer.cs new file mode 100644 index 000000000000..2f4e74d14135 --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/GPT3Tokenizer.cs @@ -0,0 +1,194 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Concurrent; +using System.Collections.Generic; +using System.Linq; +using System.Text; +using System.Text.RegularExpressions; +using Microsoft.SemanticKernel.AI.OpenAI.Tokenizers.Settings; + +namespace Microsoft.SemanticKernel.AI.OpenAI.Tokenizers; + +/// +/// Port of GPT3 Javascript tokenizer recommended by OpenAI. +/// See https://platform.openai.com/tokenizer and +/// https://help.openai.com/en/articles/4936856-what-are-tokens-and-how-to-count-them +/// +public static class GPT3Tokenizer +{ + private static readonly ConcurrentDictionary s_bpeCache = new(); + + private static ConcurrentDictionary? s_bytesToUnicodeCache; + + // Regex for English contractions, e.g. "he's", "we'll", "I'm" etc. + private static readonly Regex s_encodingRegex = new( + @"'s|'t|'re|'ve|'m|'ll|'d| ?\p{L}+| ?\p{N}+| ?[^\s\p{L}\p{N}]+|\s+(?!\S)|\s+", RegexOptions.Compiled, + TimeSpan.FromSeconds(5)); + + /// + /// The tokenizer uses a byte-pair encoding (BPE) algorithm to split words into + /// sub-words based on frequency and merges rules. It can handle out-of-vocabulary + /// words, punctuation, and special tokens. + /// + /// Text to tokenize + /// List of token IDs + public static List Encode(string text) + { + if (string.IsNullOrEmpty(text)) { return new List(); } + + ConcurrentDictionary byteEncoder = BytesToUnicode(); + MatchCollection matches = s_encodingRegex.Matches(text); + + var bpeTokens = new List(); + foreach (Match? match in matches) + { + string token = new string(Encoding.UTF8.GetBytes(match!.Value).Select(x => byteEncoder[x]).ToArray()); + List newTokens = BytePairEncoding(token).Split(' ').Select(x => GPT3Settings.Encoder[x]).ToList(); + bpeTokens.AddRange(newTokens); + } + + return bpeTokens; + } + + public static List Encode(StringBuilder? stringBuilder) + { + return stringBuilder == null ? new List() : Encode(stringBuilder.ToString()); + } + + public static List Encode(char[]? chars) + { + return chars == null ? new List() : Encode(new string(chars)); + } + + public static List Encode(IEnumerable? chars) + { + return chars == null ? new List() : Encode(chars.ToArray()); + } + + private static int Ord(string x) => char.ConvertToUtf32(x, 0); + + private static ConcurrentDictionary BytesToUnicode() + { + // Note: no visible gain with this + if (s_bytesToUnicodeCache != null) { return s_bytesToUnicodeCache; } + + List bytes = Enumerable.Range(Ord("!"), Ord("~") + 1 - Ord("!")) + .Concat(Enumerable.Range(Ord("¡"), Ord("¬") + 1 - Ord("¡"))) + .Concat(Enumerable.Range(Ord("®"), Ord("ÿ") + 1 - Ord("®"))) + .ToList(); + + List chars = (from x in bytes select (char)x).ToList(); + + int n = 0; + for (int b = 0; b < 256; b++) + { + if (bytes.Contains(b)) { continue; } + + bytes.Add(b); + chars.Add((char)(256 + n++)); + } + + s_bytesToUnicodeCache = new ConcurrentDictionary(bytes + .Zip(chars, (k, v) => new { k, v }) + .ToDictionary(x => x.k, x => x.v)); + + return s_bytesToUnicodeCache; + } + + private static string BytePairEncoding(string token) + { + if (s_bpeCache.TryGetValue(token, out string value)) + { + return value; + } + + List word = (from x in token.ToList() select x.ToString()).ToList(); + List> pairs = GetPairs(word); + if (pairs.Count == 0) + { + s_bpeCache.TryAdd(token, token); + return token; + } + + while (true) + { + var minPairs = new SortedDictionary>(); + foreach (Tuple pair in pairs) + { + if (GPT3Settings.BpeRanks.TryGetValue(pair, out _)) + { + int rank = GPT3Settings.BpeRanks[pair]; + minPairs[rank] = pair; + } + else + { + minPairs[100000000000] = pair; + } + } + + Tuple biGram = minPairs[minPairs.Keys.Min()]; + if (!GPT3Settings.BpeRanks.ContainsKey(biGram)) { break; } + + string first = biGram.Item1; + string second = biGram.Item2; + + var newWord = new List(); + int i = 0; + + while (i < word.Count) + { + int j = word.IndexOf(first, i); + + if (j == -1) + { + var slice = new ArraySegment((from x in word select x.ToString()).ToArray(), i, word.Count - i); + newWord.AddRange(slice); + break; + } + + var slice2 = new ArraySegment((from x in word select x.ToString()).ToArray(), i, j - i); + newWord.AddRange(slice2); + i = j; + + if (word[i] == first && i < (word.Count - 1) && word[i + 1] == second) + { + newWord.Add($"{first}{second}"); + i += 2; + } + else + { + newWord.Add(word[i]); + i += 1; + } + } + + word = newWord; + if (word.Count == 1) { break; } + + pairs = GetPairs(word); + } + + string result = string.Join(" ", word); + s_bpeCache.TryAdd(token, result); + return result; + } + + /// + /// Return set of symbol pairs in a word. + /// + private static List> GetPairs(List word) + { + var result = new List>(); + + string prevChar = word[0]; + for (int i = 1; i < word.Count; i++) + { + string currentChar = word[i]; + result.Add(new Tuple(prevChar, currentChar)); + prevChar = currentChar; + } + + return result; + } +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/EmbeddedResource.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/EmbeddedResource.cs new file mode 100644 index 000000000000..4846e05ef2fd --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/EmbeddedResource.cs @@ -0,0 +1,52 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.IO; + +namespace Microsoft.SemanticKernel.AI.OpenAI.Tokenizers.Settings; + +internal static class EmbeddedResource +{ + private const string PrefixToIgnore = "Microsoft.SemanticKernel"; + private static readonly string s_namespace = typeof(EmbeddedResource).Namespace; + + /// + /// Return content of BPE file. + /// + /// BPE file content + internal static string ReadBytePairEncodingTable() + { + return ReadFile("vocab.bpe"); + } + + /// + /// Return content of encoding table file. + /// + /// Encoding table string + internal static string ReadEncodingTable() + { + return ReadFile("encoder.json"); + } + + /// + /// Read a content file embedded in the project. Files are read from disk, + /// not from the assembly, to avoid inflating the assembly size. + /// + /// Filename to read + /// File content + /// Error in case the file doesn't exist + private static string ReadFile(string fileName) + { + // Assume the class namespace matches the directory structure to find the file + var dir = s_namespace + .Replace(PrefixToIgnore, "", StringComparison.OrdinalIgnoreCase) + .Trim('.') + .Replace('.', Path.DirectorySeparatorChar); + + var file = Path.Join(dir, fileName); + + if (!File.Exists(file)) { throw new FileNotFoundException(file); } + + return File.ReadAllText(file); + } +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/GPT3Settings.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/GPT3Settings.cs new file mode 100644 index 000000000000..3b62cded0a99 --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/GPT3Settings.cs @@ -0,0 +1,65 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.Linq; +using System.Text.Json; + +namespace Microsoft.SemanticKernel.AI.OpenAI.Tokenizers.Settings; + +internal static class GPT3Settings +{ + // Lazy load and cache encoding table (encoder.json) + internal static Dictionary Encoder => s_encoder.Value; + + // Lazy load and cache byte pair encoding table (vocab.bpe) + internal static Dictionary, int> BpeRanks => s_bpeRanks.Value; + + // Lazy load and cache encoding table (encoder.json) + private static readonly Lazy> s_encoder = new(BuildEncoder); + + // Lazy load and cache byte pair encoding table (vocab.bpe) + private static readonly Lazy, int>> s_bpeRanks = new(BuildBpeRanks); + + private static Dictionary, int> BuildBpeRanks() + { + string[] lines = EmbeddedResource.ReadBytePairEncodingTable().Split("\n"); + List> bpeMerges = new ArraySegment(lines, 1, lines.Length - 1) + .Where(x => x.Trim().Length > 0) + .Select(x => + { + string[] y = x.Split(' '); + return new Tuple(y[0], y[1]); + }).ToList(); + return DictZip(bpeMerges, Range(0, bpeMerges.Count)); + } + + private static Dictionary BuildEncoder() + { + string json = EmbeddedResource.ReadEncodingTable(); + var encoder = JsonSerializer.Deserialize>(json, new JsonSerializerOptions()); + if (encoder == null) + { + throw new AIException(AIException.ErrorCodes.InvalidConfiguration, + "Encoding table deserialization returned NULL"); + } + + return encoder; + } + + private static Dictionary, int> DictZip(List> x, List y) + { + var result = new Dictionary, int>(); + for (int i = 0; i < x.Count; i++) + { + result.Add(x[i], y[i]); + } + + return result; + } + + private static List Range(int x, int y) + { + return Enumerable.Range(x, y - x).ToList(); + } +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/encoder.json b/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/encoder.json new file mode 100644 index 000000000000..1f1d9aaca301 --- /dev/null +++ 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"\u0120implications": 10939, "\u0120Song": 10940, "\u0120maintaining": 10941, "\u0120guards": 10942, "CON": 10943, "\u0120derived": 10944, "\u0120executed": 10945, "\u0120theories": 10946, "\u0120quoted": 10947, "\u0120Andre": 10948, "oga": 10949, "seless": 10950, "info": 10951, "\u0120Belg": 10952, "\u0120tears": 10953, "\u0120Surv": 10954, "\u0120birthday": 10955, "igious": 10956, "immer": 10957, "\u0120spectrum": 10958, "\u0120architecture": 10959, "\u0120recruit": 10960, "arma": 10961, "Table": 10962, "\u0120monsters": 10963, "\u0120Gov": 10964, "\u0120destination": 10965, "\u0120attractive": 10966, "\u0120foss": 10967, "\u0120Moreover": 10968, "\u0120presents": 10969, "THE": 10970, "\u0120reply": 10971, "pton": 10972, "\u0120cum": 10973, "\u0120delight": 10974, "\u0120affects": 10975, "\u0120donations": 10976, "\u0120Toy": 10977, "\u0120Him": 10978, "MENT": 10979, "\u0120overcome": 10980, "itched": 10981, "\u0120Fantasy": 10982, "\u0120Hat": 10983, "\u0120Beast": 10984, "bott": 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11177, "gged": 11178, "\u0120HE": 11179, "Mich": 11180, "bet": 11181, "\u0120Lady": 11182, "ylum": 11183, "erves": 11184, "\u0120meets": 11185, "white": 11186, "Log": 11187, "\u0120corresponding": 11188, "\u0120insisted": 11189, "GG": 11190, "\u0120surrounded": 11191, "\u0120tens": 11192, "\u0120lane": 11193, "\u0120coinc": 11194, "home": 11195, "\u0120existed": 11196, "ected": 11197, "\u0120Double": 11198, "lamm": 11199, "\u0120skept": 11200, "exp": 11201, "\u0120perception": 11202, "iev": 11203, "\u0120Being": 11204, "oft": 11205, "\u0120adopt": 11206, ".:": 11207, "];": 11208, "Windows": 11209, "\u0120satellite": 11210, "ASH": 11211, "\u0120infant": 11212, "description": 11213, "\u0120Meanwhile": 11214, "cm": 11215, "oca": 11216, "\u0120Treat": 11217, "actor": 11218, "\u0120tobacco": 11219, "\u0120Norm": 11220, "emption": 11221, "\u0120flesh": 11222, "\u0120je": 11223, "oop": 11224, "\u0120Heaven": 11225, "\u0120beating": 11226, "anim": 11227, "\u0120gathering": 11228, 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11374, "\u0120conviction": 11375, "\u0120garden": 11376, "public": 11377, "\u0120satisfied": 11378, "fold": 11379, "OK": 11380, "\u0120inhab": 11381, "\u0120Think": 11382, "\u0120programme": 11383, "\u0120stomach": 11384, "\u0120coordin": 11385, "\u0120holy": 11386, "\u0120threshold": 11387, "\u0120rhet": 11388, "\u0120serial": 11389, "\u0120employers": 11390, "\u0120Everything": 11391, "rah": 11392, "\u0120bother": 11393, "\u0120brands": 11394, "Value": 11395, "\u0120Ted": 11396, "\u0120Planet": 11397, "\u0120pink": 11398, "\u0120Furthermore": 11399, "sa": 11400, "PE": 11401, "reck": 11402, "\u0120USD": 11403, "otte": 11404, "\u0120&&": 11405, "\u0120landed": 11406, "gets": 11407, "\u0120producers": 11408, "\u0120healthcare": 11409, "\u0120dominant": 11410, "\u0120destro": 11411, "\u0120amended": 11412, "chron": 11413, "\u0120fits": 11414, "\u0120Syd": 11415, "\u0120Authority": 11416, "ATCH": 11417, "\u0120fights": 11418, "\u0120LLC": 11419, "\u0120---": 11420, "\u0120Corp": 11421, 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"rust": 11469, "\u0120360": 11470, "tery": 11471, "\u0120shocked": 11472, "BR": 11473, "\u0120Oil": 11474, "\u0120Allah": 11475, "\u0120partly": 11476, "\u0120ignor": 11477, "\u0120transmission": 11478, "\u0120homosexual": 11479, "iversal": 11480, "\u0120hopefully": 11481, "\u00e3\u0124\u00a4": 11482, "\u0120lesson": 11483, "Leg": 11484, "\u0120..": 11485, "Yet": 11486, "table": 11487, "appropri": 11488, "rett": 11489, "\u0120boards": 11490, "\u0120incorrect": 11491, "\u0120bacteria": 11492, "aru": 11493, "amac": 11494, "\u0120snap": 11495, ".'\"": 11496, "\u0120parad": 11497, "tem": 11498, "heart": 11499, "\u0120availability": 11500, "\u0120wisdom": 11501, "\u0120(+": 11502, "\u0120priest": 11503, "\u0120\u00c2\u0142\u0120\u00c2\u0142": 11504, "Open": 11505, "\u0120span": 11506, "\u0120parameter": 11507, "\u0120convince": 11508, "\u0120(%)": 11509, "rac": 11510, "\u0120fo": 11511, "\u0120safely": 11512, "\u0120converted": 11513, "\u0120Olympic": 11514, "\u0120reserve": 11515, 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11754, "ceptions": 11755, "\u0120respective": 11756, "/.": 11757, "\u0120drinks": 11758, "\u0120Wi": 11759, "\u0120bands": 11760, "\u0120Liverpool": 11761, "\u0120grip": 11762, "\u0120Buy": 11763, "\u0120openly": 11764, "\u0120reviewed": 11765, "pert": 11766, "\u0120verify": 11767, "\u0120Cole": 11768, "\u0120Wales": 11769, "MO": 11770, "\u0120unpre": 11771, "\u0120shelter": 11772, "\u0120Imperial": 11773, "\u0120gui": 11774, "\u0120Dak": 11775, "\u0120suggestions": 11776, "\u0120explicitly": 11777, "\u0120slave": 11778, "\u0120blockchain": 11779, "\u0120competing": 11780, "\u0120promising": 11781, "SON": 11782, "\u0120soccer": 11783, "\u0120constitution": 11784, "429": 11785, "\u0120distract": 11786, "\u0120User": 11787, "esides": 11788, "\u0120Method": 11789, "\u0120Tokyo": 11790, "\u0120accompanied": 11791, "Client": 11792, "sur": 11793, "alog": 11794, "\u0120identification": 11795, "\u0120invasion": 11796, "asma": 11797, "\u0120industries": 11798, "ppers": 11799, "\u0120subtle": 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11987, "\u0120Spell": 11988, "\u0120sons": 11989, "owned": 11990, "\u0120merc": 11991, "\u0120experimental": 11992, "lando": 11993, "hs": 11994, "\u0120Dungeon": 11995, "inos": 11996, "\u0120comply": 11997, "\u0120Systems": 11998, "arth": 11999, "\u0120seized": 12000, "local": 12001, "\u0120Girls": 12002, "udo": 12003, "oned": 12004, "\u0120Fle": 12005, "\u0120constructed": 12006, "\u0120hosted": 12007, "\u0120scared": 12008, "actic": 12009, "\u0120Islands": 12010, "\u0120MORE": 12011, "\u0120bless": 12012, "\u0120blocking": 12013, "\u0120chips": 12014, "\u0120evac": 12015, "Ps": 12016, "\u0120corporation": 12017, "\u0120ox": 12018, "\u0120lighting": 12019, "\u0120neighbors": 12020, "\u0120Ub": 12021, "aro": 12022, "\u0120beef": 12023, "\u0120Uber": 12024, "Facebook": 12025, "armed": 12026, "itate": 12027, "\u0120Rating": 12028, "\u0120Quick": 12029, "\u0120occupied": 12030, "\u0120aims": 12031, "\u0120Additionally": 12032, "\u0120Interest": 12033, "\u0120dramatically": 12034, "\u0120heal": 12035, "\u0120painting": 12036, "\u0120engineers": 12037, "MM": 12038, "\u0120Must": 12039, "\u0120quantity": 12040, "Paul": 12041, "\u0120earnings": 12042, "\u0120Posts": 12043, "stra": 12044, "\u00e3\u0125\u00bc\u00e3\u0125": 12045, "\u0120stance": 12046, "\u0120dropping": 12047, "script": 12048, "\u0120dressed": 12049, "Make": 12050, "\u0120justify": 12051, "\u0120Ltd": 12052, "\u0120prompted": 12053, "\u0120scrut": 12054, "\u0120speeds": 12055, "\u0120Giants": 12056, "omer": 12057, "\u0120Editor": 12058, "\u0120describing": 12059, "\u0120Lie": 12060, "mented": 12061, "\u0120nowhere": 12062, "ocaly": 12063, "\u0120instruction": 12064, "fortable": 12065, "\u0120entities": 12066, "\u0120cm": 12067, "\u0120Natural": 12068, "\u0120inquiry": 12069, "\u0120pressed": 12070, "izont": 12071, "forced": 12072, "\u0120raises": 12073, "\u0120Netflix": 12074, "\u0120Side": 12075, "\u0120outer": 12076, "\u0120amongst": 12077, "ims": 12078, "owski": 12079, "\u0120climb": 12080, 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"\u0120preventing": 12174, "\u0120retro": 12175, "\u0120Ax": 12176, "\u0120cruel": 12177, "\u0120float": 12178, ".),": 12179, "\u0120filing": 12180, "\u0120Grant": 12181, "\u0120Bor": 12182, "\u0120rib": 12183, "\u0120championship": 12184, "\u0120Merc": 12185, "\u0120styles": 12186, "\u0120cake": 12187, "\u0120builds": 12188, "\u0120Self": 12189, "iox": 12190, "\u0120epic": 12191, "oyd": 12192, "Bel": 12193, "\u0120Stew": 12194, ".(": 12195, "ahu": 12196, "\u0120Beyond": 12197, "\u0120outs": 12198, "\u0120solo": 12199, "\u0120Tree": 12200, "\u0120preserve": 12201, "\u0120tub": 12202, "ARE": 12203, "roc": 12204, "\u0120Impro": 12205, "\u0120Wright": 12206, "\u0120bund": 12207, "\u0120traged": 12208, "\u0120occasional": 12209, "bian": 12210, "Second": 12211, "rons": 12212, "\u0120interactions": 12213, "formed": 12214, "sing": 12215, "\u0120owns": 12216, "\u0120hockey": 12217, "General": 12218, "\u0120logical": 12219, "\u0120expend": 12220, "\u0120escal": 12221, "\u0120Griff": 12222, "\u0120Crown": 12223, "\u0120Reserve": 12224, "\u0120stopping": 12225, "\u0120excuse": 12226, "second": 12227, "\u0120operated": 12228, "\u0120reaches": 12229, "\u0120Malays": 12230, "\u0120pollution": 12231, "\u0120Brooklyn": 12232, "\u0120delete": 12233, "\u0120hash": 12234, "Block": 12235, "aha": 12236, "\u00e2\u0122\u00b3": 12237, "\u0120shorter": 12238, "piece": 12239, ">>>": 13163, "\u0120Mormon": 13164, "tor": 13165, "\u0120particles": 13166, "\u0120Bart": 13167, "ryption": 13168, "\u0120admin": 13169, "\u0120squee": 13170, "VIDIA": 13171, "\u0120creator": 13172, "iameter": 13173, "icular": 13174, "NBC": 13175, "\u0120grabbed": 13176, "\u0120nodd": 13177, "\u0120rated": 13178, "\u0120rotation": 13179, "\u0120grasp": 13180, "\u0120excessive": 13181, "\u0120EC": 13182, "\u0120Whit": 13183, "\u0120inventory": 13184, "aults": 13185, "\u0120FB": 13186, "\u0120ecosystem": 13187, "\u0120billions": 13188, "\u0120venture": 13189, "named": 13190, "\u0120defender": 13191, "oute": 13192, "Instead": 13193, "irable": 13194, "War": 13195, "\u0120assumption": 13196, "\u0120bite": 13197, "\u0120earthqu": 13198, "tail": 13199, "space": 13200, "\u0120gifts": 13201, "boys": 13202, "\u0120inevitable": 13203, "\u0120structural": 13204, "\u0120beneficial": 13205, "\u0120compelling": 13206, "hole": 13207, "ervation": 13208, "\u0120coat": 13209, "oj": 13210, "incarn": 13211, "\u0120Years": 13212, "\u0120determining": 13213, "\u0120rhetoric": 13214, "\u0120boundaries": 13215, "\u0120whites": 13216, "Ant": 13217, "addy": 13218, ")-": 13219, "raham": 13220, "etermin": 13221, "\u0120harvest": 13222, "\u0120Conc": 13223, "\u0120laptop": 13224, "\u0120Match": 13225, "\u0120enjoying": 13226, "cca": 13227, "ollar": 13228, "\u0120trips": 13229, "\u0120addiction": 13230, "\u0120Sak": 13231, "\u0120powered": 13232, "\u0120cous": 13233, "\u0120Russians": 13234, "iere": 13235, "\u0120retrie": 13236, "quality": 13237, "\u0120differ": 13238, "\u0120kingdom": 13239, "\u0120Laur": 13240, "\u0120Capitol": 13241, "\u0120conclusions": 13242, "\u0120Altern": 13243, "\u0120Nav": 13244, "\u0120transparent": 13245, "BER": 13246, "Group": 13247, "\u0120Complete": 13248, "\u0120infer": 13249, "\u0120intrig": 13250, "\u0120insane": 13251, "RO": 13252, "ophob": 13253, "isen": 13254, "qual": 13255, "Michael": 13256, "\u0120museum": 13257, "\u0120Pope": 13258, "\u0120reset": 13259, "rative": 13260, "five": 13261, "\u0120aggreg": 13262, "ittees": 13263, "ository": 13264, "\u0120carb": 13265, "\u0120Record": 13266, "\u0120decides": 13267, "\u0120Fix": 13268, "\u0120exceptions": 13269, "\u0120Commissioner": 13270, "uns": 13271, "\u0120Environmental": 13272, "\u0120legendary": 13273, "istence": 13274, "\u0120tunnel": 13275, "km": 13276, "\u0120insult": 13277, "\u0120troll": 13278, "\u0120shake": 13279, "\u0120detention": 13280, "ques": 13281, "\u0120Chrome": 13282, "\u0120Files": 13283, "\u0120subt": 13284, "\u0120prospects": 13285, "\u0120prol": 13286, "render": 13287, "proof": 13288, "\u0120performances": 13289, "Str": 13290, "\u0120href": 13291, "ername": 13292, "\u0120achievement": 13293, "\u0120fut": 13294, "Full": 13295, "\u0120Leban": 13296, "google": 13297, "\u00e3\u0125\u012a": 13298, "ampa": 13299, "Maybe": 13300, "\u0120projected": 13301, "\u0120Emb": 13302, "\u0120colleg": 13303, "\u0120awards": 13304, "\u0120\u00e2\u0136": 13305, "Gold": 13306, "\u0120Blake": 13307, "\u0120Raj": 13308, "ifting": 13309, "\u0120pending": 13310, "\u0120instinct": 13311, "\u0120developments": 13312, "Connect": 13313, "\u0120Mand": 13314, "\u0120WITH": 13315, "\u0120Philippines": 13316, "profile": 13317, "\u0120altogether": 13318, "\u0120Bund": 13319, "\u0120TD": 13320, "oooo": 13321, "amped": 13322, "iph": 13323, "\u0120steam": 13324, "\u0120oldest": 13325, "\u0120detection": 13326, "ulpt": 13327, "\u0120\u00e7": 13328, "\u0120Wayne": 13329, "2006": 13330, "fa": 13331, "\u0120circles": 13332, "\u0120Fu": 13333, "\u0120donors": 13334, "appropriate": 13335, "\u0120Dakota": 13336, "jamin": 13337, "\u0120motivated": 13338, "\u0120purchases": 13339, "\u0120Louisiana": 13340, "\u0120Spl": 13341, "\u0120globe": 13342, "\u0120105": 13343, "zip": 13344, "call": 13345, "\u0120departments": 13346, "\u0120sustainable": 13347, "105": 13348, "\u0120OP": 13349, "ifiers": 13350, "\u0120prevented": 13351, "\u0120incomp": 13352, "\u0120Commander": 13353, "\u0120dominated": 13354, "\u0120\u00c2\u00bb": 13355, "\u0120invested": 13356, "\u0120complexity": 13357, "\u0120incl": 13358, "\u0120ensuring": 13359, "\u0120realm": 13360, "ync": 13361, "\u0120Independent": 13362, "rained": 13363, "\u0120Jen": 13364, "\u0120Flight": 13365, "\u0120athe": 13366, "\u0120speculation": 13367, "\u0120TE": 13368, "ocate": 13369, "tic": 13370, "\u0120plaint": 13371, "herry": 13372, "\u0120toy": 13373, "\u0120111": 13374, "\u0120plates": 13375, "status": 13376, "\u0120Isa": 13377, "\u0120devoted": 13378, "Cop": 13379, "\u0120ES": 13380, "255": 13381, "urrency": 13382, "Main": 13383, "\u0120slaves": 13384, "\u0120pepper": 13385, "\u0120quotes": 13386, "\u0120ceiling": 13387, "\u0120Fish": 13388, "\u0120transformation": 13389, "\u0120fraction": 13390, "\u0120advantages": 13391, "\u0120toile": 13392, "\u0120stunning": 13393, "\u0120moist": 13394, "breaking": 13395, "si": 13396, "\u0120Location": 13397, "\u0120Medium": 13398, "\u0120texts": 13399, "\u0120ugly": 13400, "\u0120bio": 13401, ".\u00e2\u0122\u0136": 13402, "\u0120Based": 13403, "\u0120trains": 13404, "\u0120Wing": 13405, "\u0120Ancient": 13406, "\u0120Records": 13407, "\u0120Hope": 13408, "Special": 13409, "adesh": 13410, "obi": 13411, "[/": 13412, "\u0120temporarily": 13413, "Ver": 13414, "hu": 13415, "oser": 13416, "\u0120overnight": 13417, "\u0120mamm": 13418, "\u0120Treasury": 13419, "\u0120Venezuel": 13420, "\u0120Mega": 13421, "\u0120tar": 13422, "\u0120expects": 13423, "black": 13424, "orph": 13425, "\\\\\\\\": 13426, "\u0120acceptance": 13427, "\u0120radar": 13428, "sis": 13429, "\u0120junior": 13430, "\u0120frames": 13431, "\u0120observation": 13432, "acies": 13433, "Power": 13434, "\u0120Advanced": 13435, "Mag": 13436, "ologically": 13437, "\u0120Mechan": 13438, "\u0120sentences": 13439, "\u0120analysts": 13440, "aughters": 13441, "forcement": 13442, "\u0120vague": 13443, "\u0120clause": 13444, "\u0120directors": 13445, "\u0120evaluate": 13446, "\u0120cabinet": 13447, "Matt": 13448, "\u0120Classic": 13449, "Ang": 13450, "\u0120cler": 13451, "\u0120Buck": 13452, "\u0120researcher": 13453, "\u0120160": 13454, "\u0120poorly": 13455, "\u0120experiencing": 13456, "\u0120Ped": 13457, "\u0120Manhattan": 13458, "\u0120freed": 13459, "\u0120themes": 13460, "advant": 13461, "\u0120nin": 13462, "\u0120praise": 13463, "104": 13464, "\u0120Libya": 13465, "best": 13466, "\u0120trusted": 13467, "\u0120cease": 13468, "\u0120dign": 13469, "Direct": 13470, "\u0120bombing": 13471, "\u0120migration": 13472, "\u0120Sciences": 13473, "\u0120municipal": 13474, "\u0120Average": 13475, "\u0120glory": 13476, "\u0120revealing": 13477, "\u0120arena": 13478, "\u0120uncertainty": 13479, "\u0120battlefield": 13480, "iao": 13481, "God": 13482, "\u0120cinem": 13483, "rape": 13484, "elle": 13485, "apons": 13486, "\u0120listing": 13487, "\u0120waited": 13488, "\u0120spotted": 13489, "keley": 13490, "\u0120Audio": 13491, "eor": 13492, "arding": 13493, "idding": 13494, "igma": 13495, "\u0120Neg": 13496, "\u0120lone": 13497, "\u0120----": 13498, "exe": 13499, "deg": 13500, "\u0120transf": 13501, "\u0120wash": 13502, "\u0120slavery": 13503, "\u0120exploring": 13504, "\u0120WW": 13505, "atson": 13506, "\u0120encl": 13507, "lies": 13508, "\u0120Creek": 13509, "\u0120wooden": 13510, "Manager": 13511, "\u0120Brand": 13512, "ummy": 13513, "\u0120Arthur": 13514, "\u0120bureaucr": 13515, "\u0120blend": 13516, "arians": 13517, "Further": 13518, "\u0120supposedly": 13519, "\u0120winds": 13520, "\u01201979": 13521, "\u0120gravity": 13522, "\u0120analyses": 13523, "\u0120Travel": 13524, "\u0120Veter": 13525, "\u0120dumb": 13526, "\u0120alternate": 13527, "gal": 13528, "\u0120consumed": 13529, "\u0120effectiveness": 13530, ".''": 13531, "\u0120paths": 13532, "onda": 13533, "LA": 13534, "\u0120Strong": 13535, "\u0120enables": 13536, "\u0120escaped": 13537, "\u0120\"\"": 13538, "\u0120112": 13539, "\u01201983": 13540, "\u0120smiled": 13541, "\u0120tendency": 13542, "Fire": 13543, "\u0120pars": 13544, "\u0120Roc": 13545, "\u0120lake": 13546, "\u0120fitness": 13547, "\u0120Ath": 13548, "\u0120Horn": 13549, "\u0120hier": 13550, "\u0120impose": 13551, "mother": 13552, "\u0120pension": 13553, "icut": 13554, "borne": 13555, "iciary": 13556, "._": 13557, "\u0120SU": 13558, "\u0120polar": 13559, "isy": 13560, "engu": 13561, "itialized": 13562, "ATA": 13563, "write": 13564, "\u0120exercises": 13565, "\u0120Diamond": 13566, "otypes": 13567, "\u0120harmful": 13568, "onz": 13569, "\u0120printing": 13570, "story": 13571, "\u0120expertise": 13572, "\u0120Ger": 13573, "\u0120tragedy": 13574, "\u0120Fly": 13575, "\u0120divid": 13576, "ampire": 13577, "stock": 13578, "Mem": 13579, "\u0120reign": 13580, "\u0120unve": 13581, "\u0120amend": 13582, "\u0120Prophet": 13583, "\u0120mutual": 13584, "\u0120Fac": 13585, "\u0120replacing": 13586, "Har": 13587, "\u0120Circuit": 13588, "\u0120throat": 13589, "\u0120Shot": 13590, "\u0120batteries": 13591, "\u0120toll": 13592, "\u0120addressing": 13593, "\u0120Medicaid": 13594, "\u0120pupp": 13595, "\u0120Nar": 13596, "olk": 13597, "\u0120equity": 13598, "MR": 13599, "\u0120Hispan": 13600, "\u0120Large": 13601, "mid": 13602, "Dev": 13603, "\u0120exped": 13604, "\u0120demo": 13605, "\u0120Marshall": 13606, "ergus": 13607, "\u0120fiber": 13608, "\u0120divorce": 13609, "\u0120Create": 13610, "\u0120slower": 13611, "\u0120Parker": 13612, "\u0120Student": 13613, "\u0120Training": 13614, "Return": 13615, "\u0120Tru": 13616, "\u0120cub": 13617, "\u0120Reached": 13618, "\u0120panic": 13619, "\u0120quarters": 13620, "\u0120rect": 13621, "\u0120treating": 13622, "\u0120rats": 13623, "\u0120Christianity": 13624, "oler": 13625, "\u0120sacred": 13626, "\u0120declare": 13627, "ulative": 13628, "eting": 13629, "\u0120delivering": 13630, "estone": 13631, "\u0120tel": 13632, "\u0120Larry": 13633, "\u0120meta": 13634, "accept": 13635, "artz": 13636, "\u0120Roger": 13637, "handed": 13638, "\u0120header": 13639, "\u0120trapped": 13640, "\u0120Century": 13641, "\u0120knocked": 13642, "\u0120Oxford": 13643, "\u0120survivors": 13644, "bot": 13645, "\u0120demonstration": 13646, "\u0120dirt": 13647, "\u0120assists": 13648, "OME": 13649, "\u0120Draft": 13650, "ortunate": 13651, "folio": 13652, "pered": 13653, "usters": 13654, "gt": 13655, "\u0120Lock": 13656, "\u0120judicial": 13657, "verted": 13658, "\u0120secured": 13659, "outing": 13660, "\u0120Books": 13661, "\u0120hosting": 13662, "\u0120lifted": 13663, "length": 13664, "\u0120jer": 13665, "\u0120wheels": 13666, "\u0120Range": 13667, "umbnails": 13668, "\u0120diagnosis": 13669, "tech": 13670, "\u0120Stewart": 13671, "\u0120Pract": 13672, "\u0120nationwide": 13673, "\u0120dear": 13674, "\u0120obligations": 13675, "\u0120grows": 13676, "\u0120mandatory": 13677, "\u0120suspicious": 13678, "!'": 13679, "Apr": 13680, "Great": 13681, "\u0120mortgage": 13682, "\u0120prosecutor": 13683, "\u0120editorial": 13684, "\u0120Kr": 13685, "\u0120processed": 13686, "ungle": 13687, "\u0120flexibility": 13688, "Earlier": 13689, "\u0120Cart": 13690, "\u0120Sug": 13691, "\u0120focuses": 13692, "\u0120startup": 13693, "\u0120breach": 13694, "\u0120Tob": 13695, "cycle": 13696, "\u00e3\u0122\u012e": 13697, "rose": 13698, "\u0120bizarre": 13699, "\u00e3\u0122\u012f": 13700, "\u0120vegetables": 13701, "$$": 13702, "\u0120retreat": 13703, "oshi": 13704, "\u0120Shop": 13705, "\u0120Ground": 13706, "\u0120Stop": 13707, "\u0120Hawaii": 13708, "\u0120Ay": 13709, "Perhaps": 13710, "\u0120Beaut": 13711, "uffer": 13712, "enna": 13713, "\u0120productivity": 13714, "Fixed": 13715, "control": 13716, "\u0120absent": 13717, "\u0120Campaign": 13718, "Green": 13719, "\u0120identifying": 13720, "\u0120regret": 13721, "\u0120promoted": 13722, "\u0120Seven": 13723, "\u0120eru": 13724, "neath": 13725, "aughed": 13726, "\u0120Pin": 13727, "\u0120Living": 13728, "Cost": 13729, "omatic": 13730, "mega": 13731, "\u0120Nig": 13732, "ocy": 13733, "\u0120inbox": 13734, "\u0120empire": 13735, "\u0120horizont": 13736, "\u0120branches": 13737, "\u0120metaph": 13738, "Active": 13739, "edi": 13740, "\u0120Film": 13741, "\u0120Something": 13742, "\u0120mods": 13743, "incial": 13744, "\u0120Original": 13745, "Gen": 13746, "\u0120spirits": 13747, "\u0120earning": 13748, "Hist": 13749, "\u0120riders": 13750, "\u0120sacrific": 13751, "MT": 13752, "\u0120VA": 13753, "\u0120Salt": 13754, "\u0120occupation": 13755, "\u0120Mi": 13756, "\u0120disg": 13757, "lict": 13758, "\u0120nit": 13759, "\u0120nodes": 13760, "eem": 13761, "\u0120Pier": 13762, "\u0120hatred": 13763, "psy": 13764, "\u00e3\u0125\u012b": 13765, "\u0120theater": 13766, "\u0120sophisticated": 13767, "\u0120defended": 13768, "\u0120besides": 13769, "\u0120thoroughly": 13770, "\u0120Medicare": 13771, "\u0120blamed": 13772, "arently": 13773, "\u0120crying": 13774, "FOR": 13775, "priv": 13776, "\u0120singing": 13777, "\u0120Il": 13778, "\u0120cute": 13779, "oided": 13780, "olitical": 13781, "\u0120Neuro": 13782, "\u00e5\u00a4": 13783, "\u0120donation": 13784, "\u0120Eagles": 13785, "\u0120Give": 13786, "Tom": 13787, "\u0120substantially": 13788, "\u0120License": 13789, "\u0120Ja": 13790, "\u0120grey": 13791, "\u0120Animal": 13792, "\u0120ER": 13793, "\u0120Und": 13794, "\u0120keen": 13795, "\u0120conclude": 13796, "\u0120Mississippi": 13797, "Engine": 13798, "\u0120Studios": 13799, "Press": 13800, "overs": 13801, "llers": 13802, "\u0120350": 13803, "\u0120Rangers": 13804, "\u0120rou": 13805, "erto": 13806, "Ep": 13807, "issa": 13808, "ivan": 13809, "\u0120seal": 13810, "\u0120Regist": 13811, "display": 13812, "\u0120weaken": 13813, "uum": 13814, "\u0120Commons": 13815, "\u0120Say": 13816, "\u0120cultures": 13817, "\u0120laughed": 13818, "\u0120slip": 13819, "\u0120treatments": 13820, "izable": 13821, "mart": 13822, "\u0120Rice": 13823, "\u0120beast": 13824, "\u0120obesity": 13825, "\u0120Laure": 13826, "iga": 13827, "Which": 13828, "holder": 13829, "\u0120elderly": 13830, "\u0120pays": 13831, "\u0120complained": 13832, "\u0120crop": 13833, "\u0120proc": 13834, "\u0120explosive": 13835, "\u0120Fan": 13836, "\u0120Arsenal": 13837, "Author": 13838, "eful": 13839, "\u0120meals": 13840, "\u0120(-": 13841, "idays": 13842, "\u0120imagination": 13843, "\u0120annually": 13844, "\u0120ms": 13845, "asures": 13846, "Head": 13847, "ikh": 13848, "matic": 13849, "\u0120boyfriend": 13850, "\u0120Computer": 13851, "\u0120bump": 13852, "\u0120surge": 13853, "\u0120Craig": 13854, "\u0120Kirk": 13855, "Del": 13856, "mediate": 13857, "\u0120scenarios": 13858, "\u0120Mut": 13859, "\u0120Stream": 13860, "\u0120competitors": 13861, "\u00d9\u0126": 13862, "\u0120Stanford": 13863, "\u0120Resources": 13864, "azed": 13865, "bage": 13866, "\u0120organis": 13867, "\u0120Release": 13868, "\u0120separately": 13869, "\u0120habits": 13870, "\u0120measurements": 13871, "\u0120Close": 13872, "\u0120accompany": 13873, "\u0120gly": 13874, "\u0120tang": 13875, "\u0120Rou": 13876, "\u0120plugin": 13877, "\u0120convey": 13878, "\u0120Challenge": 13879, "oots": 13880, "jan": 13881, "\u0120curs": 13882, "\u0120Relations": 13883, "keeper": 13884, "\u0120approaching": 13885, "ping": 13886, "Speaking": 13887, "\u0120arrangement": 13888, "\u0120VI": 13889, "arettes": 13890, "\u0120affecting": 13891, "\u0120permits": 13892, "because": 13893, "\u0120useless": 13894, "\u0120Hus": 13895, "!!!!": 13896, "\u0120destroying": 13897, "Unfortunately": 13898, "\u0120fascinating": 13899, "Sem": 13900, "\u0120electoral": 13901, "\u0120transparency": 13902, "\u0120Chaos": 13903, "\u0120volunteer": 13904, "\u0120statistical": 13905, "\u0120activated": 13906, "rox": 13907, "Web": 13908, "HE": 13909, "\u0120Hampshire": 13910, "isive": 13911, "Map": 13912, "\u0120trash": 13913, "\u0120Lawrence": 13914, "stick": 13915, "Cr": 13916, "\u0120rings": 13917, "EXT": 13918, "\u0120operational": 13919, "opes": 13920, "Does": 13921, "\u0120Evans": 13922, "\u0120witnessed": 13923, "Port": 13924, "\u0120launching": 13925, "econom": 13926, "wear": 13927, "\u0120Particip": 13928, "umm": 13929, "cules": 13930, "\u0120RAM": 13931, "\u0120Tun": 13932, "\u0120assured": 13933, "\u0120binary": 13934, "\u0120betray": 13935, "\u0120exploration": 13936, "\u0120Fel": 13937, "\u0120admission": 13938, "itated": 13939, "Sy": 13940, "\u0120avoided": 13941, "\u0120Simulator": 13942, "\u0120celebrated": 13943, "\u0120Electric": 13944, "\u00a5\u0140": 13945, "\u0120cluster": 13946, "itzerland": 13947, "health": 13948, "Line": 13949, "\u0120Nash": 13950, "aton": 13951, "\u0120spare": 13952, "\u0120enterprise": 13953, "\u0120DIS": 13954, "cludes": 13955, "\u0120flights": 13956, "\u0120regards": 13957, "\u0120\u00c3\u0139": 13958, "half": 13959, "\u0120trucks": 13960, "\u0120contacts": 13961, "\u0120uncons": 13962, "\u0120Climate": 13963, "\u0120immense": 13964, "NEW": 13965, "occ": 13966, "ective": 13967, "\u0120embod": 13968, "\u0120patrol": 13969, "\u0120beside": 13970, "\u0120viable": 13971, "\u0120creep": 13972, "\u0120triggered": 13973, "verning": 13974, "\u0120comparable": 13975, "ql": 13976, "\u0120gaining": 13977, "asses": 13978, "\u0120();": 13979, "\u0120Grey": 13980, "\u0120MLS": 13981, "sized": 13982, "\u0120prosper": 13983, "\"?": 13984, "\u0120polling": 13985, "\u0120shar": 13986, "\u0120RC": 13987, "\u0120firearm": 13988, "orient": 13989, "\u0120fence": 13990, "\u0120variations": 13991, "giving": 13992, "\u0120Pi": 13993, "ospel": 13994, "\u0120pledge": 13995, "\u0120cure": 13996, "\u0120spy": 13997, "\u0120violated": 13998, "\u0120rushed": 13999, "\u0120stroke": 14000, "\u0120Blog": 14001, "sels": 14002, "\u0120Ec": 14003, ",''": 14004, "\u0120pale": 14005, "\u0120Collins": 14006, "terror": 14007, "\u0120Canadians": 14008, "\u0120tune": 14009, "\u0120laboratory": 14010, "\u0120nons": 14011, "tarian": 14012, "\u0120disability": 14013, "\u0120Gam": 14014, "\u0120singer": 14015, "alg": 14016, "\u0120Senior": 14017, "\u0120traded": 14018, "\u0120Warrior": 14019, "\u0120infring": 14020, "\u0120Franklin": 14021, "\u0120strain": 14022, "\u0120Swedish": 14023, "\u0120seventh": 14024, "\u0120Benn": 14025, "\u0120Tell": 14026, "\u0120syndrome": 14027, "\u0120wondered": 14028, "iden": 14029, "++++": 14030, "igo": 14031, "\u0120purple": 14032, "\u0120journalism": 14033, "\u0120rebel": 14034, "\u0120fu": 14035, "blog": 14036, "\u0120invite": 14037, "rencies": 14038, "\u0120Contact": 14039, "Israel": 14040, "\u0120Content": 14041, "\u0120cheer": 14042, "\u0120bedroom": 14043, "\u0120Engineering": 14044, "\u0120Queens": 14045, "\u0120dwell": 14046, "\u0120PlayStation": 14047, "\u0120Dim": 14048, "\u0120Colon": 14049, "lr": 14050, "\u0120operates": 14051, "\u0120motivation": 14052, "USA": 14053, "astered": 14054, "Core": 14055, "\u0120Truth": 14056, "olo": 14057, "OSE": 14058, "\u0120Memory": 14059, "\u0120predec": 14060, "\u0120anarch": 14061, "\u01201920": 14062, "\u0120Yam": 14063, "\u00c3\u00a8": 14064, "bid": 14065, "\u0120grateful": 14066, "\u0120excitement": 14067, "\u0120treasure": 14068, "\u0120longest": 14069, "ctive": 14070, "\u0120deserves": 14071, "\u0120reserves": 14072, "\u0120cops": 14073, "\u0120Ottawa": 14074, "\u0120Egyptian": 14075, "anked": 14076, "\u0120artif": 14077, "\u0120hypothesis": 14078, ":/": 14079, "\u0120purchasing": 14080, "\u0120lovely": 14081, "HP": 14082, "\u0120divide": 14083, "\u0120strictly": 14084, "\u0120questioning": 14085, "\u0120taxpayers": 14086, "\u0120Joy": 14087, "\u0120rolls": 14088, "\u0120Heavy": 14089, "\u0120ports": 14090, "\u0120magnetic": 14091, "\u0120inflamm": 14092, "\u0120brush": 14093, "tics": 14094, "\u00e2\u012a\u0134": 14095, "\u0120bottles": 14096, "ppy": 14097, "\u0120padd": 14098, "\u00e3\u0124\u00af": 14099, "million": 14100, "\u0120devastating": 14101, "\u0120compiled": 14102, "\u0120medication": 14103, "\u0120twelve": 14104, "\u0120Perry": 14105, "Space": 14106, "imb": 14107, "your": 14108, "\u0120leaked": 14109, "\u0120Tar": 14110, "\u0120unity": 14111, "\u0120infected": 14112, "\u0120traveled": 14113, "IDE": 14114, "\u0120McDonald": 14115, "txt": 14116, "\u0120Princ": 14117, "\u0120interven": 14118, "\u0120Taiwan": 14119, "\u0120Pow": 14120, "\u0120bearing": 14121, "\u0120Thread": 14122, "\u0120zones": 14123, "izards": 14124, "unks": 14125, "Chapter": 14126, "llor": 14127, "\u0120\u00c2\u00b7": 14128, "\u0120wounds": 14129, "\u0120discretion": 14130, "\u0120succeeded": 14131, "iking": 14132, "\u0120iconic": 14133, "Call": 14134, "\u0120screening": 14135, "\u0120Mis": 14136, "icts": 14137, "\u0120ministers": 14138, "\u0120separation": 14139, "Player": 14140, "\u0120bip": 14141, "\u0120beloved": 14142, "\u0120counting": 14143, "\u0120Eye": 14144, "around": 14145, "inging": 14146, "\u0120tablet": 14147, "\u0120offence": 14148, "inance": 14149, "have": 14150, "\u0120Info": 14151, "\u0120Ninja": 14152, "\u0120protective": 14153, "\u0120Cass": 14154, "Mac": 14155, "\u0120Quality": 14156, "North": 14157, "\u0120ic": 14158, "\u0120Cuba": 14159, "\u0120Chronicle": 14160, "\u0120Property": 14161, "\u0120fastest": 14162, "otos": 14163, "\u0120Germ": 14164, "OWN": 14165, "\u0120boom": 14166, "\u0120Stanley": 14167, "erguson": 14168, "\u0120clever": 14169, "\u0120enters": 14170, "mode": 14171, "terior": 14172, "\u0120Sens": 14173, "\u0120linear": 14174, "ARK": 14175, "\u0120comparing": 14176, "\u0120purely": 14177, "\u0120safer": 14178, "\u0120Potter": 14179, "\u0120cups": 14180, "RT": 14181, "\u0120gluc": 14182, "\u0120attributed": 14183, "\u0120dupl": 14184, "\u0120Pap": 14185, "\u0120precious": 14186, "\u0120pa": 14187, "ictionary": 14188, "\u0120Tig": 14189, "\u0120Too": 14190, "olutions": 14191, "stan": 14192, "\u0120robots": 14193, "\u0120lobb": 14194, "\u0120statute": 14195, "\u0120prevention": 14196, "western": 14197, "160": 14198, "\u0120Active": 14199, "\u0120Maria": 14200, "hal": 14201, "None": 14202, "ellar": 14203, "\u0120KB": 14204, "\u0120Partners": 14205, "\u0120Single": 14206, "\u0120Following": 14207, "ango": 14208, "acious": 14209, "\u0120thou": 14210, "\u0120kg": 14211, "\u0120influential": 14212, "\u0120Friends": 14213, "Sur": 14214, "ainted": 14215, "\u0120forums": 14216, "\u0120starter": 14217, "\u0120citizenship": 14218, "\u0120Election": 14219, "onge": 14220, "otation": 14221, "osph": 14222, ";;;;": 14223, "utical": 14224, "pur": 14225, "eren": 14226, "\u0120accusations": 14227, "bitious": 14228, "abbit": 14229, "\u0120Ord": 14230, "Posted": 14231, "irk": 14232, "\u0120sensitivity": 14233, "iche": 14234, "\u0120Amy": 14235, "\u0120Fab": 14236, "\u0120summit": 14237, "\u0120pedest": 14238, "\u0120rubber": 14239, "\u0120agricultural": 14240, "\u0120cancel": 14241, "AE": 14242, "\u0120inaug": 14243, "\u0120contam": 14244, "\u0120firmly": 14245, "iw": 14246, "stage": 14247, "\u0120Kan": 14248, "\u0120tier": 14249, "\u0120invention": 14250, "\u0120translated": 14251, "\u0120Rules": 14252, "Box": 14253, "Twitter": 14254, "IDS": 14255, "\u0120pizza": 14256, "\u0120debug": 14257, "\u0120Drop": 14258, "vs": 14259, "\u0120horses": 14260, "big": 14261, "\u0120boring": 14262, "\u0120hood": 14263, "\u0120McCain": 14264, "atched": 14265, "\u0120Bros": 14266, "\u0120skip": 14267, "\u0120essay": 14268, "stat": 14269, "\u0120Legends": 14270, "\u0120ammunition": 14271, "auc": 14272, "\u0120shooter": 14273, "\u0120unh": 14274, "\u0120supplied": 14275, "\u0120generic": 14276, "\u0120SK": 14277, "iban": 14278, "yrics": 14279, "\u0120255": 14280, "\u0120climbing": 14281, "Former": 14282, "\u0120flip": 14283, "\u0120jumping": 14284, "\u0120frustration": 14285, "\u0120Terry": 14286, "\u0120neighborhoods": 14287, "\u0120median": 14288, "bean": 14289, "\u0120brains": 14290, "Following": 14291, "\u0120shaped": 14292, "\u0120draws": 14293, "\u0120altered": 14294, "Jack": 14295, "\u0120recipes": 14296, "\u0120skilled": 14297, "wealth": 14298, "achi": 14299, "election": 14300, "\u0120behaviors": 14301, "deals": 14302, "\u0120Until": 14303, "Fe": 14304, "\u0120declaration": 14305, "marks": 14306, "\u0120Between": 14307, "celona": 14308, "\u0120reson": 14309, "\u0120bubble": 14310, "Among": 14311, "\u0120imperial": 14312, "GS": 14313, "\u0120feminist": 14314, "2005": 14315, "\u0120Kyle": 14316, "\u0120accounting": 14317, "\u0120Tele": 14318, "\u0120Tyr": 14319, "\u0120connecting": 14320, "\u0120rehab": 14321, "\u0120Pred": 14322, "sim": 14323, "\u0120meantime": 14324, "\u0120physician": 14325, "MW": 14326, "\u0120Campbell": 14327, "\u0120Brandon": 14328, "\u0120contributing": 14329, "\u0120Rule": 14330, "\u0120Weight": 14331, "\u0120Nap": 14332, "\u0120interactive": 14333, "\u0120vag": 14334, "\u0120helmet": 14335, "\u0120Comb": 14336, "four": 14337, "\u0120shipped": 14338, "\u0120completing": 14339, "\u0120PD": 14340, "PDATE": 14341, "\u0120spreading": 14342, "\u0120scary": 14343, "erving": 14344, "\u0120Gas": 14345, "\u0120frank": 14346, "school": 14347, "\u0120romantic": 14348, "\u0120stabil": 14349, "Rob": 14350, "\u0120accurately": 14351, "\u0120acute": 14352, "\u0120Hann": 14353, "\u0120symbols": 14354, "\u0120civilization": 14355, "\u0120AW": 14356, "\u0120lightning": 14357, "\u0120considers": 14358, "\u0120venue": 14359, "\u0120\u00d7": 14360, "\u0120oven": 14361, "\u0120SF": 14362, "his": 14363, "\u0120nu": 14364, "\u0120Learn": 14365, "\u0120peoples": 14366, "\u0120std": 14367, "\u0120slee": 14368, "\u0120slic": 14369, "\u0120Statistics": 14370, "\u0120corners": 14371, "\u0120Baker": 14372, "\u0120:)": 14373, "mentation": 14374, "olver": 14375, "\u0120laughing": 14376, "\u0120Todd": 14377, "onde": 14378, "\u0120Hills": 14379, "\u0120nuts": 14380, "\u0120Woman": 14381, "plane": 14382, "\u0120liver": 14383, "\u0120Inside": 14384, "Sorry": 14385, "\u0120agrees": 14386, "\u0120fundament": 14387, "\u0120Fisher": 14388, "\u0120auction": 14389, "\u0120threads": 14390, "glas": 14391, "\u0120Basic": 14392, "\u0120Nat": 14393, "\u0120lacking": 14394, "\u0120celebration": 14395, "ju": 14396, "\u0120silly": 14397, "Euro": 14398, "\u0120tatt": 14399, "ighty": 14400, "controlled": 14401, "Test": 14402, "\u0120Singh": 14403, "\u0120rage": 14404, "\u0120rhyth": 14405, "offic": 14406, "\u0120Phantom": 14407, "\u0120headlines": 14408, "\u0120responding": 14409, "\u0120Morning": 14410, "\u0120vitamin": 14411, "\u0120boots": 14412, "\u0120Site": 14413, "alin": 14414, "pi": 14415, "\u0120viral": 14416, "\u0120UC": 14417, "DER": 14418, "\u0120Sex": 14419, "\u0120stocks": 14420, "current": 14421, "\u0120churches": 14422, "\u0120Rare": 14423, "\u0120Murphy": 14424, "\u0120denial": 14425, "\u0120Gaming": 14426, "\u0120toug": 14427, "\u0120nick": 14428, "\u0120makers": 14429, "\u0120Ronald": 14430, "\u0120generous": 14431, "\u0120Doc": 14432, "\u0120Morris": 14433, "\u0120transformed": 14434, "\u0120Normal": 14435, "\u0120104": 14436, "\u0120Kickstarter": 14437, "\u0120Upon": 14438, "Online": 14439, "\u0120IRS": 14440, "\u0120wrap": 14441, "\u0120loving": 14442, "\u0120arrives": 14443, "\u0120Due": 14444, "\u0120heter": 14445, "\u0120Made": 14446, "\u0120rental": 14447, "\u0120belongs": 14448, "\u0120attorneys": 14449, "\u0120crops": 14450, "\u0120matched": 14451, "ulum": 14452, "oline": 14453, "109": 14454, "\u0120dispar": 14455, "\u0120buyers": 14456, "\u0120Cambridge": 14457, "\u0120ethics": 14458, "roups": 14459, "\u0120justified": 14460, "\u0120marginal": 14461, "\u0120respected": 14462, "winning": 14463, "\u0120nodded": 14464, "\u0120Serge": 14465, "\u0120Former": 14466, "Craft": 14467, "################": 14468, "\u0120Warner": 14469, "\u0120dash": 14470, "ete": 14471, "\u0120entert": 14472, "\u0120Escape": 14473, "outheast": 14474, "\u0120knees": 14475, "\u0120Bomb": 14476, "\u0120rug": 14477, "Pass": 14478, "\u0120attitudes": 14479, "government": 14480, "\u0120Prior": 14481, "\u0120qualities": 14482, "\u0120notification": 14483, "\u0120Phone": 14484, "lie": 14485, "\u0120anticipated": 14486, "\u0120Combat": 14487, "\u0120Barry": 14488, "\u01201982": 14489, "Users": 14490, "oner": 14491, "\u0120computing": 14492, "\u0120Connecticut": 14493, "\u0120lesser": 14494, "\u0120peers": 14495, "\u0120Cu": 14496, "\u0120technically": 14497, "\u0120submission": 14498, "\u0120Universal": 14499, "\u0120manually": 14500, "ourge": 14501, "\u0120respondents": 14502, "\u0120BTC": 14503, "\u0120Host": 14504, "\u0120fare": 14505, "\u0120Bird": 14506, "\u0120receipt": 14507, "also": 14508, "\u0120jack": 14509, "\u0120agriculture": 14510, "\u0120skull": 14511, "\u0120!=": 14512, "\u0120passive": 14513, "\u0120CI": 14514, "\u0120societies": 14515, "\u0120reminded": 14516, "\u0120interference": 14517, "Buy": 14518, "\u0120\u00e2\u013e": 14519, "gon": 14520, "\u0120scrutiny": 14521, "\u0120Witch": 14522, "\u0120conducting": 14523, "\u0120\u00e3\u0125": 14524, "\u0120exchanges": 14525, "\u0120Mitchell": 14526, "\u0120inhabit": 14527, "\u0120twist": 14528, "BD": 14529, "\u0120wherever": 14530, "groupon": 14531, "\u0120jokes": 14532, "\u0120Benjamin": 14533, "\u0120Random": 14534, "frame": 14535, "\u0120Lions": 14536, "\u0120highlighted": 14537, "\u0120Arkansas": 14538, "Ent": 14539, "\u0120pile": 14540, "\u0120prelim": 14541, "gs": 14542, "minded": 14543, "\u0120felony": 14544, "\u0120GA": 14545, "\u0120Luck": 14546, "\u0120practically": 14547, "\u0120Bos": 14548, "\u0120actress": 14549, "Dam": 14550, "\u0120Bou": 14551, "\u0120visa": 14552, "\u0120embedded": 14553, "\u0120hybrid": 14554, "\u0120earliest": 14555, "\u0120sooner": 14556, "social": 14557, "\u0120HA": 14558, "\u0120steep": 14559, "\u0120disadvant": 14560, "\u0120exploit": 14561, "\u0120Egg": 14562, "\u0120Ultra": 14563, "\u0120necessity": 14564, "Local": 14565, "iege": 14566, "\u0120dated": 14567, "\u0120masses": 14568, "\u0120subscription": 14569, "pless": 14570, "\u0120anonym": 14571, "\u0120presumably": 14572, "Blue": 14573, "Their": 14574, "asketball": 14575, "\u0120Philip": 14576, "\u0120comed": 14577, "loaded": 14578, "rane": 14579, "\u0120reflection": 14580, "China": 14581, "\u0120extends": 14582, "\u0120forming": 14583, "\u0120unders": 14584, "2001": 14585, "\u0120grat": 14586, "\u0120concentrations": 14587, "\u0120insulin": 14588, "\u0120secular": 14589, "\u0120whilst": 14590, "\u0120winners": 14591, "Advertisements": 14592, "\u0120deliberately": 14593, "\u0120Working": 14594, "\u0120sink": 14595, "etics": 14596, "dale": 14597, "\u0120mandate": 14598, "\u0120gram": 14599, "\u0120vacation": 14600, "\u0120warnings": 14601, "ripp": 14602, "\u0120THAT": 14603, "\u0120commentary": 14604, "\u0120intu": 14605, "\u0120aest": 14606, "\u0120reasoning": 14607, "\u0120breakdown": 14608, "\u0120Zombie": 14609, "\u0120-->": 14610, "\u0120Political": 14611, "cott": 14612, "\u0120thrust": 14613, "\u0120technological": 14614, "\u0120deciding": 14615, "\u0120trafficking": 14616, "Long": 14617, "Welcome": 14618, "prising": 14619, "\u0120Communications": 14620, "\u0120endors": 14621, "\u0120swift": 14622, "\u0120metabol": 14623, "coins": 14624, "resa": 14625, "\u0120HTTP": 14626, "\u0120enroll": 14627, "\u0120Happy": 14628, "usr": 14629, "intage": 14630, "\u0120[\"": 14631, "uably": 14632, "\u0120Material": 14633, "\u0120repeal": 14634, "Sept": 14635, "kh": 14636, "\u0120Modi": 14637, "\u0120underneath": 14638, "\u0120IL": 14639, "shore": 14640, "\u0120diagnosed": 14641, "aceutical": 14642, "\u0120shower": 14643, "aux": 14644, "\u0120Switch": 14645, "\u0120Strength": 14646, "\u0120jihad": 14647, "national": 14648, "\u0120trauma": 14649, "ussy": 14650, "oni": 14651, "\u0120consolid": 14652, "\u0120calories": 14653, "\u0120Flynn": 14654, "agged": 14655, "168": 14656, "\u0120Pink": 14657, "\u0120fulfill": 14658, "\u0120chains": 14659, "\u0120notably": 14660, "\u0120AV": 14661, "Life": 14662, "\u0120Chuck": 14663, "mus": 14664, "\u0120Urban": 14665, "\u0120Hend": 14666, "\u0120deposit": 14667, "\u0120Sad": 14668, "\u0120affair": 14669, "ORK": 14670, "ieval": 14671, "\u0120FDA": 14672, "\u0120trop": 14673, "\u0120Overall": 14674, "\u0120virtue": 14675, "\u0120satisfaction": 14676, "aund": 14677, "\u0120lun": 14678, "\u0120Switzerland": 14679, "\u0120Operation": 14680, "process": 14681, "\u0120shook": 14682, "\u0120counties": 14683, "leased": 14684, "\u0120Charlotte": 14685, "112": 14686, "\u0120transcript": 14687, "\u0120redd": 14688, "push": 14689, "\u0120Hey": 14690, "\u0120Analysis": 14691, "[\"": 14692, "\u0120alternatives": 14693, "ardless": 14694, "\u0120eleph": 14695, "\u0120prejud": 14696, "\u0120Leaf": 14697, "Having": 14698, "\u0120Hub": 14699, "\u0120expressions": 14700, "\u0120Volume": 14701, "\u0120shocking": 14702, "\u0120Reds": 14703, "\u0120readily": 14704, "\u0120planets": 14705, "adata": 14706, "\u0120collapsed": 14707, "\u0120Madrid": 14708, "\u0120irrit": 14709, "ipper": 14710, "\u0120Enc": 14711, "\u0120Wire": 14712, "\u0120buzz": 14713, "\u0120GP": 14714, "asha": 14715, "\u0120accidentally": 14716, "uru": 14717, "\u0120frustrated": 14718, "\u0120SA": 14719, "\u0120hungry": 14720, "\u0120Huff": 14721, "\u0120labels": 14722, "anto": 14723, "\u0120EP": 14724, "\u0120barriers": 14725, ")|": 14726, "\u0120Berkeley": 14727, "\u0120Jets": 14728, "\u0120pairs": 14729, "\u0120Lan": 14730, "James": 14731, "\u0120Bear": 14732, "\u0120humor": 14733, "\u0120Liberty": 14734, "\u0120magnitude": 14735, "\u0120aging": 14736, "\u0120Mason": 14737, "\u0120friendship": 14738, "umbling": 14739, "\u0120emerge": 14740, "\u0120newspapers": 14741, "\u0120ambitious": 14742, "\u0120Richards": 14743, "aternal": 14744, "\u01201981": 14745, "\u0120cookies": 14746, "\u0120sculpt": 14747, "\u0120pursuit": 14748, "Location": 14749, "\u0120scripts": 14750, "pc": 14751, "\u0120arrangements": 14752, "\u0120diameter": 14753, "\u0120loses": 14754, "amation": 14755, "\u0120liqu": 14756, "\u0120Jake": 14757, "arette": 14758, "\u0120understands": 14759, "\u0120Zen": 14760, "vm": 14761, "\u0120approve": 14762, "\u0120wip": 14763, "\u0120ultra": 14764, "\u0120intend": 14765, "\u0120DI": 14766, "ascular": 14767, "\u0120stays": 14768, "\u0120Kor": 14769, "\u0120Kl": 14770, "\u0120investing": 14771, "La": 14772, "\u0120believing": 14773, "bad": 14774, "mouth": 14775, "\u0120taxpayer": 14776, "\u00e3\u0125\u0125": 14777, "\u0120Quebec": 14778, "\u0120lap": 14779, "\u0120Swiss": 14780, "drop": 14781, "\u0120drain": 14782, "iri": 14783, "etc": 14784, "ften": 14785, "\u0120Nex": 14786, "\u0120straw": 14787, "\u0120screaming": 14788, "\u0120counted": 14789, "\u0120damaging": 14790, "\u0120ambassador": 14791, "century": 14792, "\u0120prox": 14793, "\u0120arrests": 14794, "uv": 14795, "ilateral": 14796, "\u0120Charg": 14797, "\u0120prescribed": 14798, "\u0120independently": 14799, "\u0120fierce": 14800, "\u0120Baby": 14801, "\u0120brave": 14802, "\u0120suits": 14803, "=>": 14804, "\u0120baseline": 14805, "\u0120Rate": 14806, "\u0120islands": 14807, "\u0120((": 14808, "green": 14809, "ixels": 14810, "\u0120namely": 14811, "\u0120Village": 14812, "than": 14813, "amy": 14814, "Version": 14815, "gmail": 14816, "entials": 14817, "\u0120Sud": 14818, "\u0120Melbourne": 14819, "\u0120arriving": 14820, "\u0120quantum": 14821, "eff": 14822, "ropolitan": 14823, "Tri": 14824, "\u0120funeral": 14825, "\u0120IR": 14826, "\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124": 14827, "\u0120Cob": 14828, "itably": 14829, "\u0120turb": 14830, "\u0120combo": 14831, "Review": 14832, "\u0120deployment": 14833, "uity": 14834, "\u0120Bott": 14835, "\u0120invisible": 14836, "\u0120rendering": 14837, "\u0120unlocked": 14838, "\u0120aqu": 14839, "\u0120Vladimir": 14840, "\u0120pad": 14841, "\u0120Brain": 14842, "\u0120Legacy": 14843, "dragon": 14844, "\u0120Kurdish": 14845, "\u0120sounded": 14846, "\u0120detained": 14847, "\u0120DM": 14848, "gary": 14849, "\u0120daughters": 14850, "\u0120disturbing": 14851, "uka": 14852, "\u0120Parad": 14853, "\u0120tast": 14854, "\u0120unfortunate": 14855, "\u0120ul": 14856, "emin": 14857, "\u0120attendance": 14858, "trl": 14859, "\u0120parks": 14860, "\u0120Memorial": 14861, "\u0120Alice": 14862, "othy": 14863, "guard": 14864, "\u0120Dise": 14865, "\u0120Shan": 14866, "\u0120Forum": 14867, "Rich": 14868, "\u0120shifted": 14869, "uez": 14870, "\u0120lighter": 14871, "\u0120Magn": 14872, "\u0120cod": 14873, "Sch": 14874, "hammad": 14875, "Pub": 14876, "350": 14877, "\u0120Pokemon": 14878, "\u0120prototype": 14879, "\u0120unre": 14880, "Base": 14881, "\u0120Students": 14882, "\u0120Reply": 14883, "\u0120Communist": 14884, "\u0120gau": 14885, "\u0120Tyler": 14886, "IZ": 14887, "\u0120participated": 14888, "\u0120suprem": 14889, "\u0120Details": 14890, "\u0120vessels": 14891, "rod": 14892, "\u0120tribe": 14893, "keep": 14894, "\u0120assumptions": 14895, "\u0120pound": 14896, "\u0120crude": 14897, "\u0120Available": 14898, "\u0120swimming": 14899, "\u0120inclusion": 14900, "\u0120advances": 14901, "culation": 14902, "\u0120conservation": 14903, "\u0120overd": 14904, "\u0120Buffalo": 14905, "Article": 14906, "edge": 14907, "\u0120awa": 14908, "\u0120Madison": 14909, "\u0120sidew": 14910, "\u0120catast": 14911, "\u0120Krist": 14912, "ucle": 14913, "\u0120Highway": 14914, "\u0120Terror": 14915, "\u0120activation": 14916, "\u0120unconscious": 14917, "\u0120Satan": 14918, "\u0120Susan": 14919, "illery": 14920, "\u0120arranged": 14921, "iop": 14922, "\u0120rumors": 14923, "urring": 14924, "think": 14925, "\u0120Keith": 14926, "\u0120Kind": 14927, "\u0120avoiding": 14928, "byn": 14929, "nut": 14930, "\u0120Speaker": 14931, "rus": 14932, "names": 14933, "\u0120guilt": 14934, "\u0120Olympics": 14935, "\u0120sail": 14936, "\u0120Mes": 14937, "levant": 14938, "\u0120Columbus": 14939, "aft": 14940, "City": 14941, "South": 14942, "\u0120Harvey": 14943, "\u0120Pun": 14944, "Several": 14945, "\u0120mentally": 14946, "\u0120impress": 14947, "mount": 14948, "\u0120Ubuntu": 14949, "\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136": 14950, "\u0120Superman": 14951, "\u0120MPs": 14952, "\u0120intentions": 14953, "\u0120Racing": 14954, "\u0120likelihood": 14955, "\u0120240": 14956, "Total": 14957, "\u0120toys": 14958, "\u0120Watson": 14959, "\u0120urge": 14960, "Lear": 14961, "\u0120Paper": 14962, "\u0120occurring": 14963, "\u0120Beng": 14964, "\u0120Cert": 14965, "\u0120stones": 14966, "Tim": 14967, "\u0120Twin": 14968, "zb": 14969, "\u0120Dynam": 14970, "\u0120politician": 14971, "kens": 14972, "\u0120Enterprise": 14973, "UTERS": 14974, "\u0120abol": 14975, "\u0120refresh": 14976, "\u0120arbitrary": 14977, "pection": 14978, "\u0120troubles": 14979, "\u0120});": 14980, "tv": 14981, "\u0120pilots": 14982, "\u0120distribute": 14983, "\u0120audit": 14984, "\u0120pause": 14985, "original": 14986, "\u0120rivals": 14987, "\u00c2\u00a3": 14988, "Fig": 14989, "TL": 14990, "abil": 14991, "rying": 14992, "Lin": 14993, "ioned": 14994, "lon": 14995, "\u0120fancy": 14996, "\u0120crashed": 14997, "\u0120tract": 14998, "\u0120shed": 14999, "\u0120consume": 15000, "Based": 15001, "download": 15002, "init": 15003, "\u0120voltage": 15004, "Introdu": 15005, "\u0120condemned": 15006, "\u0120Finance": 15007, "respect": 15008, "\u0120excluded": 15009, "\u0120establishing": 15010, "heric": 15011, "\u0120heritage": 15012, "\u0120spectacular": 15013, "\u0120unst": 15014, "\u0120Snowden": 15015, "\u0120Lane": 15016, "San": 15017, "\u0120protections": 15018, "struction": 15019, "incinn": 15020, "\u0120macro": 15021, "Custom": 15022, "iosity": 15023, "\u0120esp": 15024, "\u0120functioning": 15025, "\u0120mush": 15026, "\u0120puzzle": 15027, "\u0120ethical": 15028, "Mal": 15029, "\u0120governing": 15030, "\u0120Ferguson": 15031, "\u0120restored": 15032, "\u0120stressed": 15033, "\u0120Counter": 15034, "\u0120Kas": 15035, "clip": 15036, "ANS": 15037, "\u0120seiz": 15038, "UK": 15039, "byss": 15040, "oldown": 15041, "api": 15042, "\u0120permanently": 15043, "ounters": 15044, "West": 15045, "Through": 15046, "Light": 15047, "atoes": 15048, "\u0120neat": 15049, "\u0120cord": 15050, "urer": 15051, "\u0120severely": 15052, "\u0120Aven": 15053, "\u0120interrog": 15054, "\u0120triple": 15055, "Given": 15056, "Number": 15057, "\u0120arise": 15058, "\u0120sher": 15059, "plant": 15060, "\u0120flower": 15061, "\u0120Cou": 15062, "\u0120ate": 15063, "\u0120newer": 15064, "bul": 15065, "\u0120meanwhile": 15066, "\u0120Lair": 15067, "\u0120adjustment": 15068, "\u0120Copyright": 15069, "\u0120divers": 15070, "iological": 15071, "\u0120gamers": 15072, "oat": 15073, "\u0120historically": 15074, "\u0120analog": 15075, "\u0120longtime": 15076, "\u0120prescription": 15077, "\u0120Mist": 15078, "\u0120Hyper": 15079, "\u0120Maine": 15080, "\u0120Deity": 15081, "\u0120multipl": 15082, "\u0120Reincarn": 15083, "\u0120Hyd": 15084, "\u0120Pic": 15085, "Sil": 15086, "rants": 15087, "\u0120Cris": 15088, ".;": 15089, "({": 15090, "ependence": 15091, "\u0120recy": 15092, "ateur": 15093, "\u0120quad": 15094, "\u0120glob": 15095, "\u0120conced": 15096, "team": 15097, "\u0120capitalist": 15098, "\u0120Lot": 15099, "\u0120royal": 15100, "\u0120Cyber": 15101, "\u0120blacks": 15102, "metic": 15103, "riv": 15104, "\u0120Danny": 15105, "\u0120spo": 15106, "\u0120RO": 15107, "\u0120animated": 15108, "rypted": 15109, "\u0120Deputy": 15110, "\u0120rendered": 15111, "FE": 15112, "\u0120streak": 15113, "\u0120clouds": 15114, "\u0120Doug": 15115, "~~~~~~~~": 15116, "\u0120discour": 15117, "\u0120Veh": 15118, "\u0120psychology": 15119, "\u0120Journey": 15120, "\u0120crystal": 15121, "\u0120Frost": 15122, "\u0120suspicion": 15123, "\u0120relate": 15124, "orus": 15125, "\u0120Crypt": 15126, "\u0120NVIDIA": 15127, "comed": 15128, "uting": 15129, "incinnati": 15130, "\u0120vulnerability": 15131, "ostic": 15132, "\u0120isolation": 15133, "\u0120cooling": 15134, "\u0120Coalition": 15135, "\u0120119": 15136, "Four": 15137, "\u0120Deal": 15138, "\u0120\u00e2\u012b": 15139, "semble": 15140, "rament": 15141, "\u0120Barcelona": 15142, "\u0120102": 15143, "\u0120cocaine": 15144, "ocalypse": 15145, "Feb": 15146, "ogenic": 15147, "\u0120mutation": 15148, "\u0120cryptoc": 15149, "\u0120Kel": 15150, "\u0120Git": 15151, "ais": 15152, "\u0120sisters": 15153, "ANK": 15154, "\u0120activate": 15155, "Ter": 15156, "\u0120dread": 15157, "ylon": 15158, "\u0120propri": 15159, "Aust": 15160, "\u0120Default": 15161, "\u0120outdoor": 15162, "\u0120sheer": 15163, "ceive": 15164, "\u0120gently": 15165, "\u00d0\u00be": 15166, "Program": 15167, "\u0120\u00e2\u0128\u0134": 15168, "\u0120vegan": 15169, "\u0120Crus": 15170, "\u0120responsibilities": 15171, "\u0120HR": 15172, "OLD": 15173, "\u0120prevents": 15174, "\u0120stiff": 15175, "\u0120Were": 15176, "\u0120athletic": 15177, "\u0120Score": 15178, "\u0120):": 15179, "\u0120columns": 15180, "\u0120Loc": 15181, "available": 15182, "\u0120Fram": 15183, "\u0120Sessions": 15184, "\u0120companion": 15185, "\u0120packs": 15186, "140": 15187, "\u0120Knights": 15188, "\u0120fart": 15189, "\u0120streams": 15190, "\u0120shore": 15191, "\u0120appeals": 15192, "\u0120Performance": 15193, "haul": 15194, "\u0120Stra": 15195, "\u0120Nag": 15196, "103": 15197, "\u0120Transportation": 15198, "BB": 15199, "Ev": 15200, "zan": 15201, "Public": 15202, "\u0120twin": 15203, "ulsion": 15204, "Mult": 15205, "\u0120electro": 15206, "\u0120statue": 15207, "ationally": 15208, "\u0120Nort": 15209, "\u0120inspection": 15210, "/*": 15211, "igue": 15212, "\u0120compassion": 15213, "\u0120Tales": 15214, "\u0120Stein": 15215, "\u0120Screen": 15216, "\u0120Bug": 15217, "\u0120Lion": 15218, "girl": 15219, "\u0120withdrawal": 15220, "\u0120objectives": 15221, "\u0120bloody": 15222, "\u0120preliminary": 15223, "\u0120jacket": 15224, "\u0120dimensions": 15225, "\u0120Cool": 15226, "\u0120Occup": 15227, "\u0120wreck": 15228, "\u0120doubled": 15229, "anking": 15230, "\u01201975": 15231, "\u0120glasses": 15232, "\u0120Wang": 15233, "prov": 15234, "Path": 15235, "connected": 15236, "\u0120Multi": 15237, "\u0120Norway": 15238, "agonist": 15239, "\u0120feared": 15240, "\u0120touching": 15241, "\u0120arguably": 15242, "\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af": 15243, "\u0120NCAA": 15244, "chem": 15245, "\u0120spat": 15246, "\u0120WWE": 15247, "\u0120Cel": 15248, "igger": 15249, "\u0120attacker": 15250, "\u0120Join": 15251, "object": 15252, "etta": 15253, "\u0120eliminated": 15254, "det": 15255, "\u0120destruct": 15256, "\u0120Lucas": 15257, "ctuary": 15258, "180": 15259, "\u0120Brady": 15260, "\u0120Blues": 15261, "Bay": 15262, "aukee": 15263, "\u0120timeline": 15264, "\u0120delegates": 15265, "written": 15266, "ufficient": 15267, "\u0120shapes": 15268, "Copyright": 15269, "ouble": 15270, "service": 15271, "\u0120pione": 15272, "\u0120colleges": 15273, "\u0120rows": 15274, "\u0120spite": 15275, "\u0120assessed": 15276, "360": 15277, "\u0120lease": 15278, "\u0120confidential": 15279, "cker": 15280, "\u0120Manning": 15281, "\u0120Voice": 15282, "\u0120sealed": 15283, "\u0120calculate": 15284, "NO": 15285, "\u0120Assistant": 15286, "\u0120teenager": 15287, "ulent": 15288, "atherine": 15289, "\u0120mock": 15290, "\u0120diamond": 15291, "\u0120fest": 15292, "\u0120switched": 15293, "\u0120resume": 15294, "\u0120Puerto": 15295, "\u0120lanes": 15296, "iration": 15297, "\u0120Similarly": 15298, "\u0120rod": 15299, "\u0120Sel": 15300, "\u0120Palace": 15301, "\u0120Limited": 15302, "eous": 15303, "\u0120variant": 15304, "\u0120ward": 15305, "\u0120))": 15306, "Show": 15307, "OOK": 15308, "Alex": 15309, "\u0120Nep": 15310, "bris": 15311, "\u0120Wikipedia": 15312, "\u0120exceptional": 15313, "\u0120manages": 15314, "\u0120Draw": 15315, "Again": 15316, "\u0120copper": 15317, "utt": 15318, "\u0120exports": 15319, "\u0120portfolio": 15320, "\u0120elevated": 15321, "Rated": 15322, "\u0120Otherwise": 15323, "\u0120Tact": 15324, "\u0120Shel": 15325, "\u0120TX": 15326, "\"\u00e2\u0122\u0136": 15327, "\u0120resur": 15328, "\u0120Wa": 15329, "venant": 15330, "\u0120monetary": 15331, "people": 15332, "Email": 15333, "\u0120fifty": 15334, "\u0120Sweet": 15335, "\u0120Malaysia": 15336, "\u0120confusing": 15337, "\u0120Rio": 15338, "uda": 15339, "utenant": 15340, "\");": 15341, "\u0120praised": 15342, "\u0120volumes": 15343, "turn": 15344, "\u0120mature": 15345, "\u0120nonprofit": 15346, "\u0120passionate": 15347, "\u0120Private": 15348, "\u0120103": 15349, "\u0120descend": 15350, "\u00e7\u00a5\u0140": 15351, "uffy": 15352, "headed": 15353, "Whether": 15354, "rien": 15355, "zech": 15356, "beit": 15357, "\u0120chrom": 15358, "\u0120McM": 15359, "\u0120dancing": 15360, "\u0120eleg": 15361, "\u0120Noticed": 15362, "115": 15363, "\u0120advocacy": 15364, "ENTS": 15365, "ambling": 15366, "\u0120Minor": 15367, "\u0120Finn": 15368, "\u0120priorities": 15369, "\u0120thereof": 15370, "\u0120Stage": 15371, "\u0120Rogers": 15372, "\u0120substitute": 15373, "\u0120Jar": 15374, "\u0120Jefferson": 15375, "\u0120lightly": 15376, "102": 15377, "\u0120Lisa": 15378, "uits": 15379, "ysical": 15380, "\u0120shifts": 15381, "\u0120drones": 15382, "\u0120workplace": 15383, "\u0120resid": 15384, "ensed": 15385, "ahn": 15386, "\u0120preferences": 15387, "server": 15388, "\u0120debates": 15389, "doc": 15390, "\u0120Gods": 15391, "\u0120helicopter": 15392, "\u0120honour": 15393, "\u0120considerably": 15394, "eded": 15395, "\u0120Female": 15396, "\u0120Anne": 15397, "\u0120reun": 15398, "\u0120Face": 15399, "\u0120Hallow": 15400, "\u0120Budget": 15401, "\u0120condemn": 15402, "\u0120tender": 15403, "Prof": 15404, "ocratic": 15405, "\u0120Turner": 15406, "\u0120Agric": 15407, "\u01201976": 15408, "\u0120apt": 15409, "disc": 15410, "\u0120Fighter": 15411, "\u0120Aur": 15412, "\u0120garbage": 15413, "input": 15414, "\u0120Karl": 15415, "\u0120Oliver": 15416, "\u0120Language": 15417, "kn": 15418, "Non": 15419, "\u0120Clar": 15420, "\u0120traditions": 15421, "\u0120advertisement": 15422, "\u0120Sor": 15423, "\u0120archive": 15424, "\u0120villages": 15425, "750": 15426, "\u0120implementing": 15427, "waukee": 15428, "\u0120dietary": 15429, "\u0120switching": 15430, "Republic": 15431, "\u0120velocity": 15432, "\u0120cit": 15433, "\u0120Awards": 15434, "\u0120financing": 15435, "\u0120lasted": 15436, ")]": 15437, "\u0120reminder": 15438, "Person": 15439, "\u0120precision": 15440, "\u0120designers": 15441, "\u0120Fried": 15442, "\u0120Border": 15443, "\u0120tragic": 15444, "\u0120wield": 15445, "\u0120initiatives": 15446, "\u0120Tank": 15447, "wer": 15448, "\u0120joins": 15449, "Ro": 15450, "inery": 15451, "\u0120arrow": 15452, "\u0120generating": 15453, "founder": 15454, "\u0120searches": 15455, "\u0120randomly": 15456, "Access": 15457, "\u0120batch": 15458, "\u0120posed": 15459, "lat": 15460, "\u0120pursuing": 15461, "asa": 15462, "\u0120testified": 15463, "forming": 15464, "\u0120Shar": 15465, "wiki": 15466, "\u0120Either": 15467, "Sometimes": 15468, "\u0120senators": 15469, "\u0120Johnny": 15470, "\u0120Taliban": 15471, "\u0120GPS": 15472, "\":\"/": 15473, "\u00e3\u0123\u00ae\u00e5": 15474, "\u0120analyzed": 15475, "\u0120Rubio": 15476, "\u0120Movement": 15477, "opard": 15478, "iii": 15479, "Stand": 15480, "fight": 15481, "\u0120ignoring": 15482, "iang": 15483, "\u0120GN": 15484, "soever": 15485, "\u0120STAT": 15486, "\u0120refusing": 15487, "\u0120sweat": 15488, "\u0120bay": 15489, "PORT": 15490, "irmed": 15491, "aky": 15492, "\u0120dispro": 15493, "\u0120labeled": 15494, "\u0120108": 15495, "Hello": 15496, "\u0120pleasant": 15497, "aba": 15498, "\u0120triumph": 15499, "\u0120aboard": 15500, "\u0120incom": 15501, "\u0120Crow": 15502, "lett": 15503, "\u0120folk": 15504, "\u0120chase": 15505, "``": 15506, "\u0120Brus": 15507, "\u0120teens": 15508, "cue": 15509, "\u0120terrain": 15510, "hyd": 15511, "ilight": 15512, "ORY": 15513, "Support": 15514, "ews": 15515, "lli": 15516, "raints": 15517, "\u0120Cand": 15518, "\u0120abused": 15519, "achment": 15520, "larg": 15521, "Bas": 15522, "\u0120Cancer": 15523, "\u01201978": 15524, "\u0120supporter": 15525, "access": 15526, "\u0120Termin": 15527, "\u0120Tampa": 15528, "\u0120ANY": 15529, "\u0120newest": 15530, "\u0120Criminal": 15531, "edu": 15532, "\u01201930": 15533, "\u0120admits": 15534, "\u0120ende": 15535, "\u0120failures": 15536, "urate": 15537, "fulness": 15538, "cycl": 15539, "\u0120Subject": 15540, "\u0120infinite": 15541, "three": 15542, "WA": 15543, "pit": 15544, "\u0120Install": 15545, "Rad": 15546, "iliation": 15547, "GM": 15548, "\u0120continent": 15549, "\u0120accommodate": 15550, "\u0120Clay": 15551, "\u0120pup": 15552, "\u0120Function": 15553, "\u0120hammer": 15554, "\u0120Alberta": 15555, "\u0120revised": 15556, "\u0120minorities": 15557, "\u0120measurement": 15558, "Connell": 15559, "\u0120disable": 15560, "\u0120Mix": 15561, "Incre": 15562, "\u0120fork": 15563, "\u0120Rosen": 15564, "\u0120implies": 15565, "umblr": 15566, "ANG": 15567, "\u0120proteins": 15568, "\u0120aggression": 15569, "\u0120facilitate": 15570, "SN": 15571, "\u0120illegally": 15572, "uer": 15573, "\u0120academ": 15574, "\u0120puzz": 15575, "\u0120Shift": 15576, "pay": 15577, "ollo": 15578, "\u0120audiences": 15579, "Build": 15580, "\u0120noble": 15581, "\u0120syntax": 15582, "\u00e2\u013a\u0127": 15583, "\u0120beam": 15584, "\u0120Bed": 15585, "\u0120Ald": 15586, "\u0120origins": 15587, "video": 15588, "\u01201977": 15589, "\u0120Assault": 15590, "\u0120garage": 15591, "Team": 15592, "\u0120verdict": 15593, "\u0120dwar": 15594, "\u0120Virtual": 15595, "event": 15596, "Keep": 15597, "\u0120sentiment": 15598, "\u0120wildlife": 15599, "shirt": 15600, "\u0120burg": 15601, "\u0120recommendation": 15602, "represent": 15603, "\u0120gallery": 15604, "owners": 15605, "\u0120scholar": 15606, "\u0120convenience": 15607, "\u0120Swift": 15608, "\u0120convinc": 15609, "Cap": 15610, "\u0120warfare": 15611, "\u0120Visual": 15612, "\u0120constitute": 15613, "\u0120abort": 15614, "\u0120Weather": 15615, "\u0120Looking": 15616, "\u0120Hem": 15617, "\u0120martial": 15618, "\u0120incoming": 15619, "etition": 15620, "\u0120tolerance": 15621, "\u0120Created": 15622, "\u0120flows": 15623, "\u0120Elder": 15624, "\u0120souls": 15625, "\u0120foul": 15626, "\u0120Pain": 15627, "\u0120CAN": 15628, "\u0120220": 15629, "bc": 15630, "hend": 15631, "\u0120genius": 15632, "Real": 15633, "\u0120Wr": 15634, "ometer": 15635, "pad": 15636, "\u0120limiting": 15637, "\u0120Si": 15638, "\u0120Lore": 15639, "\u0120Adventures": 15640, "\u0120varied": 15641, "Disc": 15642, "fin": 15643, "\u0120Personal": 15644, "Chris": 15645, "\u0120invented": 15646, "\u0120dive": 15647, "\u0120Rise": 15648, "\u0120oz": 15649, "\u0120Comics": 15650, "\u0120expose": 15651, "\u0120Reb": 15652, "letters": 15653, "site": 15654, "imated": 15655, "\u0120hacking": 15656, "\u0120educated": 15657, "\u0120Nobody": 15658, "\u0120depri": 15659, "\u0120incentive": 15660, "\u00e3\u0124\u00b7": 15661, "\u0120oversight": 15662, "\u0120tribes": 15663, "\u0120Belgium": 15664, "\u0120licensing": 15665, "ourt": 15666, "Product": 15667, "ahl": 15668, "\u0120Gem": 15669, "\u0120specialist": 15670, "\u0120cra": 15671, "anners": 15672, "\u0120Corbyn": 15673, "\u01201973": 15674, "READ": 15675, "\u0120summar": 15676, "\u0120overlook": 15677, "\u0120Application": 15678, "\u0120inappropriate": 15679, "\u0120downloaded": 15680, "Que": 15681, "\u0120Bears": 15682, "\u0120thumb": 15683, "\u0120Character": 15684, "\u0120Reincarnated": 15685, "\u0120Sid": 15686, "\u0120demonstrates": 15687, "sky": 15688, "\u0120Bloomberg": 15689, "\u0120Array": 15690, "\u0120Results": 15691, "\u0120Fourth": 15692, "\u0120EDT": 15693, "\u0120Oscar": 15694, "cend": 15695, "\u0120106": 15696, "\u0120NULL": 15697, "\u0120HERE": 15698, "match": 15699, "\u0120Brun": 15700, "\u0120glucose": 15701, "ieg": 15702, "egu": 15703, "\u0120certified": 15704, "\u0120relie": 15705, "\u0120humanitarian": 15706, "\u0120prayers": 15707, "King": 15708, "\u0120nan": 15709, "hou": 15710, "108": 15711, "ulu": 15712, "\u0120renewable": 15713, "\u0120distinguish": 15714, "\u0120dense": 15715, "\u0120Vent": 15716, "\u0120Package": 15717, "\u0120Boss": 15718, "\u0120editors": 15719, "\u0120migr": 15720, "Tra": 15721, "\u0120Peters": 15722, "\u0120Arctic": 15723, "2004": 15724, "\u0120Cape": 15725, "\u0120locally": 15726, "\u0120lasting": 15727, "\u0120handy": 15728, ".).": 15729, "Pan": 15730, "\u0120RES": 15731, "Index": 15732, "\u0120tensions": 15733, "\u0120formerly": 15734, "\u0120ideological": 15735, "\u0120sensors": 15736, "\u0120dealers": 15737, "\u0120defines": 15738, "Sk": 15739, "\u0120proceeds": 15740, "\u0120proxy": 15741, "azines": 15742, "\u0120Bash": 15743, "\u0120Pad": 15744, "\u0120Craft": 15745, "ealous": 15746, "\u0120sheets": 15747, "ometry": 15748, "June": 15749, "clock": 15750, "TT": 15751, "\u0120Theatre": 15752, "\u0120Buzz": 15753, "\u0120chapters": 15754, "\u0120millenn": 15755, "\u0120dough": 15756, "\u0120Congressional": 15757, "\u0120imagined": 15758, "avior": 15759, "\u0120clinic": 15760, "\u01201945": 15761, "\u0120holder": 15762, "root": 15763, "olester": 15764, "\u0120restart": 15765, "BN": 15766, "\u0120Hamas": 15767, "\u0120Job": 15768, "\u0120orb": 15769, "\u0120ram": 15770, "\u0120disclose": 15771, "\u0120translate": 15772, "\u0120immigrant": 15773, "\u0120annoying": 15774, "\u0120treaty": 15775, "anium": 15776, "\u0120Tea": 15777, "\u0120Legion": 15778, "\u0120crowds": 15779, "\u0120Bec": 15780, "\u0120Aer": 15781, "ohyd": 15782, "Bro": 15783, "Looking": 15784, "\u0120lbs": 15785, "\u0120aggress": 15786, "\u0120seam": 15787, "\u0120intercept": 15788, "\u0120MI": 15789, "mercial": 15790, "activ": 15791, "\u0120Cit": 15792, "\u0120dimension": 15793, "\u0120consistency": 15794, "\u0120rushing": 15795, "\u0120Douglas": 15796, "\u0120trim": 15797, "Install": 15798, "icker": 15799, "\u0120shy": 15800, "106": 15801, "\u0120mentions": 15802, "pelled": 15803, "\u0120Tak": 15804, "cost": 15805, "\u0120classroom": 15806, "\u0120fortune": 15807, "driven": 15808, "\u0120unle": 15809, "\u0120Wheel": 15810, "\u0120investor": 15811, "\u0120Masters": 15812, "kit": 15813, "\u0120associations": 15814, "\u0120Evolution": 15815, "oping": 15816, "uscript": 15817, "\u0120provincial": 15818, "\u0120Walter": 15819, "avi": 15820, "SO": 15821, "\u0120unlimited": 15822, "English": 15823, "\u0120Cards": 15824, "\u0120Ebola": 15825, "nered": 15826, "\u0120revenge": 15827, "\u0120outright": 15828, "umper": 15829, "\u0120fitting": 15830, "\u0120Solid": 15831, "\u0120formally": 15832, "\u0120problematic": 15833, "\u0120hazard": 15834, "\u0120encryption": 15835, "\u0120straightforward": 15836, "\u0120AK": 15837, "\u0120pse": 15838, "\u0120Orb": 15839, "\u0120Chamber": 15840, "\u0120Mak": 15841, "Contents": 15842, "\u0120loyalty": 15843, "\u0120lyrics": 15844, "\u0120Sym": 15845, "\u0120welcomed": 15846, "\u0120cooked": 15847, "\u0120monop": 15848, "\u0120nurse": 15849, "\u0120misleading": 15850, "\u0120eternal": 15851, "\u0120shifting": 15852, "\u0120+=": 15853, "Vis": 15854, "\u0120institutional": 15855, "illary": 15856, "\u0120pant": 15857, "VERT": 15858, "\u0120ACC": 15859, "\u0120Enh": 15860, "\u0120incon": 15861, "\u0120REUTERS": 15862, "\u0120donated": 15863, "\u00e2\u0122\u00a6\u00e2\u0122\u00a6\u00e2\u0122\u00a6\u00e2\u0122\u00a6": 15864, "Intern": 15865, "\u0120exhibit": 15866, "\u0120tire": 15867, "\u0120Ric": 15868, "\u0120Champion": 15869, "\u0120Muhammad": 15870, "NING": 15871, "\u0120Soccer": 15872, "\u0120mobility": 15873, "\u0120varying": 15874, "\u0120Movie": 15875, "\u0120lord": 15876, "oak": 15877, "Field": 15878, "\u0120vector": 15879, "usions": 15880, "\u0120scrap": 15881, "\u0120enabling": 15882, "make": 15883, "Tor": 15884, ".*": 15885, "||": 15886, "\u0120Website": 15887, "\u0120NPC": 15888, "\u0120socialist": 15889, "\u0120Billy": 15890, "\u0120Additional": 15891, "\u0120cargo": 15892, "\u0120farms": 15893, "\u0120Soon": 15894, "\u0120Prize": 15895, "\u0120midnight": 15896, "\u0120900": 15897, "seen": 15898, "\u0120Spot": 15899, "\u0120sheep": 15900, "\u0120sponsored": 15901, "\u0120Hi": 15902, "\u0120Jump": 15903, "\u01201967": 15904, "Microsoft": 15905, "\u0120Agent": 15906, "\u0120charts": 15907, "dir": 15908, "\u0120adjacent": 15909, "\u0120tricks": 15910, "\u0120manga": 15911, "\u0120exagger": 15912, "/>": 15913, "football": 15914, "\u0120FCC": 15915, "GC": 15916, "\u0120Tier": 15917, "andra": 15918, "OUND": 15919, "%),": 15920, "\u0120fruits": 15921, "VC": 15922, "\u0120AA": 15923, "Rober": 15924, "\u0120midst": 15925, "\u00e2\u0139": 15926, "anka": 15927, "\u0120legislature": 15928, "\u0120Neil": 15929, "\u0120tourists": 15930, "\"\"": 15931, "\u0120Warning": 15932, "\u0120Nevertheless": 15933, "\u0120Official": 15934, "\u0120Whatever": 15935, "\u0120mold": 15936, "\u0120drafted": 15937, "\u0120substances": 15938, "\u0120breed": 15939, "\u0120tags": 15940, "\u0120Task": 15941, "\u0120verb": 15942, "\u0120manufactured": 15943, "comments": 15944, "\u0120Polish": 15945, "Prov": 15946, "\u0120determines": 15947, "Obama": 15948, "kers": 15949, "\u0120utterly": 15950, "\u0120sect": 15951, "sche": 15952, "\u0120Gates": 15953, "\u0120Chap": 15954, "\u0120aluminum": 15955, "\u0120zombie": 15956, "\u0120Touch": 15957, "\u0120UP": 15958, "\u0120satisfy": 15959, "\u0120predomin": 15960, "ascript": 15961, "\u0120elaborate": 15962, "\u01201968": 15963, "\u0120measuring": 15964, "\u0120Vari": 15965, "anyahu": 15966, "\u0120sir": 15967, "ulates": 15968, "idges": 15969, "ickets": 15970, "\u0120Spencer": 15971, "TM": 15972, "oubted": 15973, "\u0120prey": 15974, "\u0120installing": 15975, "\u0120Cab": 15976, "reed": 15977, "reated": 15978, "Supp": 15979, "\u0120wrist": 15980, "\u0120Kerry": 15981, "107": 15982, "\u0120Kle": 15983, "\u0120Rachel": 15984, "\u0120cotton": 15985, "\u0120ARE": 15986, "\u0120Ele": 15987, "Control": 15988, "\u0120loads": 15989, "\u0120Dod": 15990, "anas": 15991, "bone": 15992, "\u0120classical": 15993, "\u0120Regional": 15994, "\u0120Integ": 15995, "VM": 15996, "\u0120desires": 15997, "\u0120autism": 15998, "supported": 15999, "\u0120Message": 16000, "\u0120compact": 16001, "writer": 16002, "\u0120109": 16003, "\u0120Hurricane": 16004, "cision": 16005, "\u0120cycles": 16006, "\u0120drill": 16007, "\u0120colleague": 16008, "\u0120maker": 16009, "German": 16010, "\u0120mistaken": 16011, "Sun": 16012, "\u0120Gay": 16013, "\u0120whatsoever": 16014, "\u0120sells": 16015, "\u0120Airl": 16016, "liv": 16017, "\u0120Option": 16018, "\u0120solved": 16019, "\u0120sectors": 16020, "\u0120horizontal": 16021, "\u0120equation": 16022, "\u0120Skill": 16023, "\u0120Bio": 16024, "gement": 16025, "\u0120Snap": 16026, "\u0120Legal": 16027, "\u0120trademark": 16028, "\u0120makeup": 16029, "\u0120assembled": 16030, "\u0120saves": 16031, "\u0120Halloween": 16032, "\u0120Vermont": 16033, "\u0120FROM": 16034, "\u0120farming": 16035, "\u0120Podcast": 16036, "acceptable": 16037, "\u0120Higher": 16038, "\u0120asleep": 16039, "ullivan": 16040, "\u0120referen": 16041, "\u0120Lev": 16042, "\u0120bullets": 16043, "oko": 16044, "HC": 16045, "\u0120stairs": 16046, "\u0120maintains": 16047, "\u0120Lower": 16048, "\u0120Vi": 16049, "\u0120marine": 16050, "\u0120acres": 16051, "\u0120coordinator": 16052, "\u0120Joh": 16053, "\u0120counterparts": 16054, "\u0120Brothers": 16055, "\u0120indict": 16056, "bra": 16057, "\u0120chunk": 16058, "\u0120cents": 16059, "Home": 16060, "\u0120Month": 16061, "\u0120accordingly": 16062, "ifles": 16063, "\u0120Germans": 16064, "\u0120Syn": 16065, "Hub": 16066, "\u0120eyeb": 16067, "\u00e2\u0136\u0122\u00e2\u0136\u0122\u00e2\u0136\u0122\u00e2\u0136\u0122": 16068, "\u0120ranges": 16069, "\u0120Holland": 16070, "\u0120Robot": 16071, "fc": 16072, "Mike": 16073, "\u0120plasma": 16074, "\u0120swap": 16075, "\u0120athlete": 16076, "\u0120Rams": 16077, ",'\"": 16078, "\u0120infections": 16079, "\u0120corrid": 16080, "\u0120vib": 16081, "\u0120patches": 16082, "\u0120traditionally": 16083, "\u0120revelation": 16084, "\u0120sweep": 16085, "\u0120glance": 16086, "\u0120inex": 16087, "2003": 16088, "\u0120Raw": 16089, "working": 16090, "osures": 16091, "\u0120Dat": 16092, "\u0120Lynch": 16093, "\u0120leverage": 16094, "\u0120Reid": 16095, "\u0120correlation": 16096, "iances": 16097, "avascript": 16098, "\u0120repository": 16099, "retty": 16100, "\u01201972": 16101, "240": 16102, "\u0120oun": 16103, "pol": 16104, "\u0120Reed": 16105, "\u0120tactical": 16106, "isite": 16107, "Apple": 16108, "\u0120Quinn": 16109, "\u0120raped": 16110, "illo": 16111, "Europe": 16112, "\u0120algorithms": 16113, "\u0120Rodrig": 16114, "iu": 16115, "\u0120illum": 16116, "\u0120fame": 16117, "\u0120introducing": 16118, "\u0120delays": 16119, "\u0120Raiders": 16120, "\u0120whistle": 16121, "\u0120novels": 16122, "\u0120Really": 16123, "\u0120deriv": 16124, "\u0120publications": 16125, "\u0120Neither": 16126, "\u0120Commerce": 16127, "\u0120aston": 16128, "language": 16129, "Notes": 16130, "\u0120Roth": 16131, "\u0120Fear": 16132, "\u0120mate": 16133, "\u0120parade": 16134, "\u0120QB": 16135, "\u0120maneu": 16136, "\u0120Cincinnati": 16137, "mitting": 16138, "\u0120waist": 16139, "\u0120Rew": 16140, "\u0120discont": 16141, "\u00d0\u00b0": 16142, "\u0120staring": 16143, "\u0120alias": 16144, "\u0120securities": 16145, "\u0120toilet": 16146, "\u0120Jedi": 16147, "\u0120unlaw": 16148, "vised": 16149, "////////": 16150, "](": 16151, "\u0120Weiss": 16152, "\u0120prest": 16153, "\u0120Compan": 16154, "\u0120memo": 16155, "\u0120Grace": 16156, "July": 16157, "\u0120Elite": 16158, "center": 16159, "\u0120Stay": 16160, "\u0120galaxy": 16161, "\u0120tooth": 16162, "\u0120Settings": 16163, "\u0120subjected": 16164, "\u00e3\u0124\u00a6": 16165, "\u0120lineback": 16166, "\u0120retailers": 16167, "\u0120Want": 16168, "\u0120dangers": 16169, "Air": 16170, "\u0120voluntary": 16171, "eway": 16172, "\u0120interpreted": 16173, "otine": 16174, "\u00c3\u00a7": 16175, "\u0120pel": 16176, "Service": 16177, "\u0120Eventually": 16178, "\u0120careers": 16179, "\u0120threaten": 16180, "\u0120memor": 16181, "\u0120Bradley": 16182, "ancies": 16183, "sn": 16184, "\u0120Unknown": 16185, "National": 16186, "\u0120shadows": 16187, "ailand": 16188, "\u0120Dash": 16189, "Everyone": 16190, "izzard": 16191, "March": 16192, "=(": 16193, "\u0120pulls": 16194, "\u0120stranger": 16195, "\u0120backwards": 16196, "\u0120Bernard": 16197, "imensional": 16198, "\u0120chron": 16199, "\u0120theoretical": 16200, "ktop": 16201, "\u0120ware": 16202, "\u0120Investig": 16203, "\u0120Initi": 16204, "\u0120Operations": 16205, "oven": 16206, "ocide": 16207, "*/": 16208, "\u0120flames": 16209, "\u0120Cash": 16210, "shit": 16211, "\u0120cab": 16212, "\u0120Analy": 16213, "\u0120Seah": 16214, "\u0120defining": 16215, "\u0120ordering": 16216, "\u0120immun": 16217, "\u0120persistent": 16218, "ACH": 16219, "Russian": 16220, "mans": 16221, "\u0120hind": 16222, "\u0120photography": 16223, "\u00c2\u00a9": 16224, "\u0120hug": 16225, "\u0120107": 16226, "\u0120Hence": 16227, "iots": 16228, "udeau": 16229, "\u0120subsidies": 16230, "\u0120routinely": 16231, "\u0120Device": 16232, "itic": 16233, "\u0120disgust": 16234, "lander": 16235, "\u01201940": 16236, "\u0120assignment": 16237, "\u0120Besides": 16238, "wick": 16239, "\u0120Dust": 16240, "usc": 16241, "structed": 16242, "111": 16243, "develop": 16244, "\u0120fond": 16245, "\u0120intersection": 16246, "\u0120dignity": 16247, "\u0120commissioner": 16248, "Without": 16249, "reach": 16250, "\u0120cartoon": 16251, "\u0120scales": 16252, "\u00e3\u0125\u0143": 16253, "FIG": 16254, "\u0120surveys": 16255, "\u0120Indonesia": 16256, "\u0120artwork": 16257, "\u0120unch": 16258, "\u0120cycling": 16259, "unct": 16260, "auer": 16261, "orate": 16262, "\u0120Obviously": 16263, "\u0120characterized": 16264, "feld": 16265, "\u0120affirm": 16266, "\u0120innings": 16267, "\u0120\u00e9": 16268, "\u0120aliens": 16269, "\u0120cloth": 16270, "etooth": 16271, "\u0120Certain": 16272, "\u00c2\u00a7": 16273, "\u0120digest": 16274, "know": 16275, "\u0120XL": 16276, "\u0120predictions": 16277, "\u0120din": 16278, "WAR": 16279, "\u0120aftermath": 16280, "Example": 16281, "\u0120Success": 16282, "\u0120Thr": 16283, "IGN": 16284, "\u0120miner": 16285, "Bus": 16286, "\u0120clarity": 16287, "heimer": 16288, "\u0120OUT": 16289, "\u0120Send": 16290, "\u0120Circle": 16291, "\u0120Diet": 16292, "\u0120pronounced": 16293, "\u0120creators": 16294, "\u0120earthquake": 16295, "attery": 16296, "geons": 16297, "\u0120od": 16298, "\u0120laying": 16299, "orp": 16300, "Ult": 16301, "project": 16302, "\u0120undermin": 16303, "\u0120sequel": 16304, "Sam": 16305, "\u0120Darkness": 16306, "\u0120reception": 16307, "bull": 16308, "YS": 16309, "\u0120Vir": 16310, "\u0120sequences": 16311, "\u0120Coin": 16312, "\u0120outfit": 16313, "\u0120Wait": 16314, "119": 16315, "\u0120delivers": 16316, "......": 16317, "\u0120blown": 16318, "\u0120Esc": 16319, "\u0120Math": 16320, "perm": 16321, "\u0120Ul": 16322, "\u0120glim": 16323, "\u0120facial": 16324, "\u0120greenhouse": 16325, "\u0120tokens": 16326, "/-": 16327, "\u0120Annual": 16328, "\u0120ONE": 16329, "\u0120teenage": 16330, "\u0120Physical": 16331, "\u0120Lang": 16332, "\u0120Celt": 16333, "\u0120sued": 16334, "ividually": 16335, "\u0120patience": 16336, "chair": 16337, "regular": 16338, "\u0120aug": 16339, "inv": 16340, "except": 16341, "\u0120Lil": 16342, "\u0120nest": 16343, "fd": 16344, "sum": 16345, "\u0120Chase": 16346, "Russia": 16347, "\u0120Jennifer": 16348, "\u0120offseason": 16349, "Overall": 16350, "Fore": 16351, "\u0120riot": 16352, "Aud": 16353, "former": 16354, "\u0120defenders": 16355, "\u0120CT": 16356, "iotic": 16357, "ribly": 16358, "\u0120automated": 16359, "\u0120penis": 16360, "\u0120insist": 16361, "\u0120diagram": 16362, "\u0120SQL": 16363, "\u0120Garc": 16364, "\u0120witch": 16365, "client": 16366, "ierra": 16367, "ambers": 16368, "\u0120recount": 16369, "far": 16370, "Very": 16371, "osterone": 16372, "\u0120appreciated": 16373, "\u0120Perfect": 16374, "Section": 16375, "\u0120doses": 16376, "ocaust": 16377, "\u0120costly": 16378, "\u0120grams": 16379, "\u0120Shi": 16380, "\u0120wrestling": 16381, "\u01201971": 16382, "\u0120trophy": 16383, "\u0120nerve": 16384, "\u0120Kaz": 16385, "\u0120Experience": 16386, "\u0120pledged": 16387, "\u0120playback": 16388, "\u0120creativity": 16389, "bye": 16390, "\u0120attackers": 16391, "\u0120holders": 16392, "\u0120Coach": 16393, "\u0120PhD": 16394, "\u0120transfers": 16395, "\u0120colored": 16396, "\u0120Hindu": 16397, "\u0120drown": 16398, "\u0120listened": 16399, "\u0120WA": 16400, "iasm": 16401, "PO": 16402, "\u0120appealing": 16403, "\u0120disclosed": 16404, "\u0120Chicken": 16405, "agging": 16406, "\u0120pleaded": 16407, "\u0120navigation": 16408, "\u0120Returns": 16409, "\u0120[[": 16410, "ROR": 16411, "EA": 16412, "\u0120photographer": 16413, "\u0120Rider": 16414, "ippers": 16415, "\u0120slice": 16416, "\u0120erect": 16417, "\u0120hed": 16418, "issance": 16419, "\u0120Vikings": 16420, "urious": 16421, "\u0120appet": 16422, "oubtedly": 16423, "Child": 16424, "\u0120authentic": 16425, "oos": 16426, "\u0120Making": 16427, "\u0120announcing": 16428, "\u0120bod": 16429, "\u0120meter": 16430, "\u0120Nine": 16431, "\u0120Rogue": 16432, "\u0120workforce": 16433, "\u0120renewed": 16434, "\u0120organisations": 16435, "acs": 16436, "PLE": 16437, "Short": 16438, "\u0120compounds": 16439, "\u0120Visit": 16440, "\u0120envelop": 16441, "earth": 16442, "\u0120supportive": 16443, "ggle": 16444, "\u0120Brussels": 16445, "\u0120Guild": 16446, "Create": 16447, "REL": 16448, "\u0120averaged": 16449, "\u01201969": 16450, "riages": 16451, "\u0120lengthy": 16452, "\u0120forgot": 16453, "Okay": 16454, "\u0120Erd": 16455, "\u0120dealer": 16456, "\u0120recession": 16457, "DD": 16458, "\u0120desperately": 16459, "\u0120hunger": 16460, "\u0120sticks": 16461, "\u0120mph": 16462, "\u0120Faith": 16463, "\u0120intentionally": 16464, "\u0120demol": 16465, "ueller": 16466, "\u0120Sale": 16467, "\u0120debris": 16468, "spring": 16469, "\u0120leap": 16470, ">>>>": 16471, "\u0120containers": 16472, "selling": 16473, "ranean": 16474, "attering": 16475, "\u0120commented": 16476, "\u0120CM": 16477, "onut": 16478, "\u0120woods": 16479, "especially": 16480, "\u0120organize": 16481, "ivic": 16482, "\u0120Woods": 16483, "anga": 16484, "squ": 16485, "\u0120maj": 16486, "amon": 16487, "\u0120axis": 16488, "\u01201974": 16489, "\u0120Denmark": 16490, "\u0120warrior": 16491, "\u0120Pand": 16492, "\u0120outlined": 16493, "\u0120BO": 16494, "insula": 16495, "zilla": 16496, "ebook": 16497, "\u0120dare": 16498, "\u0120searched": 16499, "\u0120navigate": 16500, "Sn": 16501, "writing": 16502, "\u0120united": 16503, "Japan": 16504, "\u0120Hebrew": 16505, "\u0120flame": 16506, "\u0120relies": 16507, "\u0120catching": 16508, "\u0120Sho": 16509, "\u0120imprisonment": 16510, "\u0120pockets": 16511, "\u0120closure": 16512, "\u0120Fam": 16513, "tim": 16514, "adequ": 16515, "Activity": 16516, "\u0120recruiting": 16517, "\u0120WATCH": 16518, "\u0120Argentina": 16519, "dest": 16520, "\u0120apologize": 16521, "oro": 16522, "\u0120lacks": 16523, "\u0120tuned": 16524, "\u0120Griffin": 16525, "\u0120infamous": 16526, "\u0120celebrity": 16527, "sson": 16528, "\u0120----------------------------------------------------------------": 16529, "\u0120Isis": 16530, "\u0120Display": 16531, "\u0120credibility": 16532, "\u0120economies": 16533, "\u0120headline": 16534, "\u0120Cowboys": 16535, "\u0120indef": 16536, "\u0120lately": 16537, "\u0120incentives": 16538, "button": 16539, "\u0120Mob": 16540, "Aut": 16541, "\u0120resigned": 16542, "\u0120Om": 16543, "camp": 16544, "\u0120profiles": 16545, "\u0120schemes": 16546, "olphins": 16547, "ayed": 16548, "Clinton": 16549, "enh": 16550, "\u0120Yahoo": 16551, "\u0120abst": 16552, "\u0120ank": 16553, "suits": 16554, "\u0120wished": 16555, "\u0120Marco": 16556, "udden": 16557, "\u0120sphere": 16558, "\u0120Bishop": 16559, "\u0120incorporated": 16560, "\u0120Plant": 16561, "114": 16562, "\u0120hated": 16563, "pic": 16564, "\u0120donate": 16565, "\u0120lined": 16566, "\u0120beans": 16567, "\u0120stealing": 16568, "\u0120costume": 16569, "\u0120sheriff": 16570, "\u0120forty": 16571, "\u0120intact": 16572, "\u0120adapted": 16573, "\u0120travelling": 16574, "bart": 16575, "\u0120nicely": 16576, "\u0120dried": 16577, "\u0120scal": 16578, "osity": 16579, "NOTE": 16580, "\u0120Bh": 16581, "\u0120Broncos": 16582, "\u0120Ign": 16583, "\u0120intimate": 16584, "\u0120chemistry": 16585, "\u0120optimal": 16586, "Deb": 16587, "\u0120Generation": 16588, "\u0120],": 16589, "ichi": 16590, "\u0120Wii": 16591, "\u0120YOUR": 16592, "ventions": 16593, "Write": 16594, "\u0120popul": 16595, "unning": 16596, "\u0120Wor": 16597, "Vol": 16598, "\u0120queen": 16599, "heads": 16600, "KK": 16601, "\u0120analyze": 16602, "opic": 16603, "earchers": 16604, "\u0120dot": 16605, "legraph": 16606, "astically": 16607, "\u0120upgrades": 16608, "\u0120cares": 16609, "\u0120extending": 16610, "\u0120freeze": 16611, "\u0120inability": 16612, "\u0120organs": 16613, "\u0120pretend": 16614, "\u0120outlet": 16615, "113": 16616, "olan": 16617, "\u0120Mall": 16618, "uling": 16619, "talk": 16620, "\u0120expressing": 16621, "\u0120Always": 16622, "\u0120Begin": 16623, "files": 16624, "\u0120licenses": 16625, "%%": 16626, "\u0120Mitt": 16627, "\u0120filters": 16628, "\u0120Milwaukee": 16629, "GN": 16630, "\u0120unfold": 16631, "Mo": 16632, "\u0120nutrition": 16633, "ppo": 16634, "Bo": 16635, "\u0120founding": 16636, "\u0120undermine": 16637, "\u0120easiest": 16638, "\u0120Czech": 16639, "\u0120Mack": 16640, "\u0120sexuality": 16641, "\u0120Nixon": 16642, "Win": 16643, "\u0120Arn": 16644, "\u0120Kin": 16645, "\u00e3\u0124\u00a3": 16646, "icer": 16647, "\u0120fortun": 16648, "\u0120surfaces": 16649, "aghd": 16650, "\u0120carriers": 16651, "\u0120PART": 16652, "\u0120Tib": 16653, "\u0120interval": 16654, "\u0120frustrating": 16655, "\u0120Ship": 16656, "\u0120Armed": 16657, "ffe": 16658, "\u0120boats": 16659, "\u0120Abraham": 16660, "inis": 16661, "\u0120suited": 16662, "thread": 16663, "iov": 16664, "abul": 16665, "\u0120Venezuela": 16666, "\u0120tom": 16667, "super": 16668, "\u0120castle": 16669, "although": 16670, "ioxide": 16671, "eches": 16672, "\u0120evolutionary": 16673, "\u0120negotiate": 16674, "\u0120confronted": 16675, "Remember": 16676, "\u0120170": 16677, "Such": 16678, "\u0120911": 16679, "mult": 16680, "\u0120Abyss": 16681, "urry": 16682, "kees": 16683, "spec": 16684, "\u0120Barbara": 16685, "\u0120belonging": 16686, "\u0120villain": 16687, "istani": 16688, "\u0120accountable": 16689, "\u0120portions": 16690, "\u0120Decl": 16691, "Ur": 16692, "\u0120Kate": 16693, "gre": 16694, "\u0120magazines": 16695, "UCK": 16696, "\u0120regulate": 16697, "omon": 16698, "\u0120Almost": 16699, "\u0120overview": 16700, "\u0120scram": 16701, "\u0120loot": 16702, "\u0120Fitz": 16703, "\u0120characteristic": 16704, "\u0120Snake": 16705, "say": 16706, "\u0120Rico": 16707, "\u0120trait": 16708, "\u0120Joined": 16709, "aucus": 16710, "\u0120adaptation": 16711, "\u0120Airlines": 16712, "\u0120archae": 16713, "\u0120Ide": 16714, "\u0120bikes": 16715, "\u0120literary": 16716, "\u0120influences": 16717, "\u0120Used": 16718, "Creat": 16719, "\u0120plea": 16720, "\u0120Defence": 16721, "\u0120Assass": 16722, "\u0120pond": 16723, "ULT": 16724, ")\"": 16725, "\u0120evaluated": 16726, "\u0120obtaining": 16727, "\u0120demographic": 16728, "\u0120vigil": 16729, "aley": 16730, "\u0120spouse": 16731, "\u0120Seahawks": 16732, "respons": 16733, "\u0120Belt": 16734, "umatic": 16735, "\u0120rises": 16736, "runner": 16737, "\u0120Michelle": 16738, "\u0120potent": 16739, "race": 16740, "\u0120PAC": 16741, "Find": 16742, "olesterol": 16743, "ISS": 16744, "\u0120Introduced": 16745, "resses": 16746, "ignment": 16747, "Os": 16748, "\u0120Tu": 16749, "\u0120Dex": 16750, "icides": 16751, "\u0120sparked": 16752, "\u0120Laura": 16753, "\u0120Bryant": 16754, "\u0120smiling": 16755, "\u0120Nexus": 16756, "\u0120defendants": 16757, "\u0120Catal": 16758, "\u0120dishes": 16759, "shaped": 16760, "\u0120prolong": 16761, "mt": 16762, "($": 16763, "\u00e3\u0122\u0124": 16764, "\u0120calculations": 16765, "\u0120Same": 16766, "\u0120piv": 16767, "HH": 16768, "\u0120cancelled": 16769, "\u0120grin": 16770, "\u0120territories": 16771, "istically": 16772, "Come": 16773, "\u0120Parent": 16774, "Project": 16775, "\u0120neglig": 16776, "\u0120Privacy": 16777, "\u0120ammo": 16778, "LECT": 16779, "olutely": 16780, "\u0120Epic": 16781, "\u0120misunder": 16782, "wal": 16783, "April": 16784, "mos": 16785, "pathy": 16786, "\u0120Carson": 16787, "\u0120albums": 16788, "\u0120Easy": 16789, "\u0120pistol": 16790, "<<": 16791, "\u0120\\(": 16792, "target": 16793, "help": 16794, "\u0120interpre": 16795, "conscious": 16796, "\u0120Housing": 16797, "\u0120Joint": 16798, "127": 16799, "\u0120beers": 16800, "science": 16801, "\u0120Firefox": 16802, "effective": 16803, "\u0120Cabin": 16804, "\u0120Okay": 16805, "\u0120Applic": 16806, "\u0120spacecraft": 16807, "\u0120SR": 16808, "vet": 16809, "\u0120Strange": 16810, "SB": 16811, "\u0120corps": 16812, "iberal": 16813, "efficient": 16814, "\u0120prevalence": 16815, "\u0120economists": 16816, "118": 16817, "Thread": 16818, "ordable": 16819, "ODE": 16820, "\u0120Cant": 16821, "=-=-": 16822, "ifiable": 16823, "\u0120Around": 16824, "\u0120pole": 16825, "\u0120willingness": 16826, "CLA": 16827, "\u0120Kid": 16828, "\u0120complement": 16829, "\u0120scattered": 16830, "\u0120inmates": 16831, "\u0120bleeding": 16832, "every": 16833, "\u0120queue": 16834, "\u0120Train": 16835, "\u0120hij": 16836, "\u0120melee": 16837, "pleted": 16838, "\u0120digit": 16839, "\u0120gem": 16840, "official": 16841, "\u0120lifting": 16842, "\u00d0\u00b5": 16843, "Requ": 16844, "itutes": 16845, "\u0120packaging": 16846, "\u0120Workers": 16847, "hran": 16848, "\u0120Lebanon": 16849, "olesc": 16850, "\u0120punished": 16851, "\u0120Juan": 16852, "\u0120jam": 16853, "\u0120Document": 16854, "\u0120mapping": 16855, "icates": 16856, "\u0120inevitably": 16857, "\u0120vanilla": 16858, "\u0120Ton": 16859, "\u0120watches": 16860, "\u0120leagues": 16861, "\u0120initiated": 16862, "degree": 16863, "portion": 16864, "\u0120recalls": 16865, "\u0120ruin": 16866, "\u0120melt": 16867, "IAN": 16868, "\u0120hem": 16869, "Exp": 16870, "\u0120baking": 16871, "\u0120Colomb": 16872, "atible": 16873, "\u0120radius": 16874, "plug": 16875, "\u0120IF": 16876, "etically": 16877, "\u0120fict": 16878, "HER": 16879, "\u0120Tap": 16880, "atinum": 16881, "\u0120ink": 16882, "\u0120coh": 16883, "\u0120Wizard": 16884, "both": 16885, "tex": 16886, "\u0120spends": 16887, "\u0120Currently": 16888, "\u0120Pit": 16889, "\u0120neurons": 16890, "ignt": 16891, "\u0120rall": 16892, "\u0120buses": 16893, "building": 16894, "\u0120adjustments": 16895, "\u0120cried": 16896, "iblical": 16897, "atted": 16898, "\u0120Zion": 16899, "\u0120Matter": 16900, "\u0120meditation": 16901, "\u0120Dennis": 16902, "\u0120ours": 16903, "\u0120Tab": 16904, "\u0120rankings": 16905, "ortal": 16906, "\u0120advers": 16907, "\u0120surrender": 16908, "\u0120Gob": 16909, "cium": 16910, "omas": 16911, "imeter": 16912, "\u0120multiplayer": 16913, "\u0120heroin": 16914, "\u0120optimistic": 16915, "\u0120indicator": 16916, "\u0120Brig": 16917, "\u0120grocery": 16918, "\u0120applicant": 16919, "\u0120Rocket": 16920, "vid": 16921, "Exception": 16922, "pent": 16923, "\u0120organizing": 16924, "\u0120encounters": 16925, "\u0120TOD": 16926, "\u0120jewel": 16927, "Save": 16928, "\u0120Christie": 16929, "\u0120heating": 16930, "\u0120lazy": 16931, "\u0120CP": 16932, "\u0120cousin": 16933, "Config": 16934, "\u0120regener": 16935, "\u0120nearest": 16936, "\u0120achieving": 16937, "ENS": 16938, "throw": 16939, "\u0120Richmond": 16940, "antle": 16941, "2002": 16942, "\u0120anten": 16943, "bird": 16944, "133": 16945, "\u0120narc": 16946, "raint": 16947, "unny": 16948, "\u0120Hispanic": 16949, "ournaments": 16950, "\u0120prophe": 16951, "\u0120Thailand": 16952, "\u0120Ti": 16953, "\u0120injection": 16954, "\u0120inherit": 16955, "ravis": 16956, "\u0120medi": 16957, "\u0120whoever": 16958, "\u0120DEBUG": 16959, "GP": 16960, "\u0120Hud": 16961, "Card": 16962, "prom": 16963, "\u0120por": 16964, "\u0120overhead": 16965, "Law": 16966, "\u0120violate": 16967, "\u0120heated": 16968, "\u0120descriptions": 16969, "\u0120achievements": 16970, "\u0120Beer": 16971, "\u0120Quant": 16972, "Was": 16973, "\u0120eighth": 16974, "\u0120Iv": 16975, "\u0120specialized": 16976, "UPDATE": 16977, "\u0120Delta": 16978, "Pop": 16979, "Jul": 16980, "\u0120Ask": 16981, "ophy": 16982, "\u0120newsletters": 16983, "\u0120Tool": 16984, "\u0120gard": 16985, "\u0120Confeder": 16986, "\u0120GMT": 16987, "\u0120Abbott": 16988, "\u0120immunity": 16989, "\u0120VM": 16990, "Islam": 16991, "\u0120implicit": 16992, "wd": 16993, "\u01201944": 16994, "ravity": 16995, "ometric": 16996, "\u0120surviving": 16997, "urai": 16998, "\u0120Prison": 16999, "\u0120rust": 17000, "\u0120Sketch": 17001, "\u0120bees": 17002, "\u0120Theory": 17003, "\u0120merit": 17004, "Tex": 17005, "chat": 17006, "\u0120mim": 17007, "\u0120paste": 17008, "\u0120Koch": 17009, "\u0120ignorance": 17010, "\u0120Shoot": 17011, "\u0120basement": 17012, "United": 17013, "\u0120Advis": 17014, "height": 17015, "\u0120foster": 17016, "\u0120detain": 17017, "information": 17018, "\u0120neural": 17019, "';": 17020, "\u0120proves": 17021, "allery": 17022, "\u0120invitation": 17023, "umbers": 17024, "\u0120cattle": 17025, "\u0120bicycle": 17026, "zi": 17027, "\u0120consultant": 17028, "\u0120apology": 17029, "\u0120Tiger": 17030, "\u0120123": 17031, "999": 17032, "\u0120individually": 17033, "rt": 17034, "igion": 17035, "\u0120Brazilian": 17036, "\u0120disturb": 17037, "\u0120entrepreneurs": 17038, "\u0120forests": 17039, "cerpt": 17040, "plates": 17041, "pher": 17042, "clipse": 17043, "\u0120twitter": 17044, "\u0120acids": 17045, "ographical": 17046, "hum": 17047, "\u0120Bald": 17048, "ifully": 17049, "\u0120compiler": 17050, "\u0120DA": 17051, "\u0120donor": 17052, "asi": 17053, "\u0120tribal": 17054, "lash": 17055, "\u0120Config": 17056, "\u0120applicants": 17057, "\u0120salaries": 17058, "135": 17059, "Putin": 17060, "\u0120Focus": 17061, "irs": 17062, "\u0120misconduct": 17063, "\u0120Haz": 17064, "\u0120eaten": 17065, "Mobile": 17066, "Muslim": 17067, "\u0120Marcus": 17068, "viol": 17069, "\u0120favorable": 17070, "\u0120stub": 17071, "adin": 17072, "\u0120Hob": 17073, "\u0120faithful": 17074, "\u0120electronics": 17075, "\u0120vacuum": 17076, "wait": 17077, "backed": 17078, "economic": 17079, "dist": 17080, "\u0120tenure": 17081, "\u0120sincere": 17082, "\u0120Together": 17083, "\u0120Wave": 17084, "\u0120progression": 17085, "\u0120denying": 17086, "\u0120distress": 17087, "braska": 17088, "third": 17089, "\u0120mixing": 17090, "\u0120colonial": 17091, "\u0120privately": 17092, "\u0120unrest": 17093, "aternity": 17094, "\u0120premises": 17095, "anti": 17096, "gregation": 17097, "\u0120licence": 17098, "\u0120Hind": 17099, "\u0120Samuel": 17100, "\u0120convincing": 17101, "\u0120Ace": 17102, "\u0120Rust": 17103, "\u0120Netanyahu": 17104, "\u0120handles": 17105, "\u0120Patch": 17106, "oriented": 17107, "aho": 17108, "\u0120Gonz": 17109, "\u0120hackers": 17110, "claimer": 17111, "\u0120customs": 17112, "\u0120Gran": 17113, "fighters": 17114, "\u0120luc": 17115, "\u0120manuscript": 17116, "arenthood": 17117, "\u0120devil": 17118, "\u0120warriors": 17119, "\u0120offenders": 17120, "William": 17121, "\u0120holidays": 17122, "\u0120nightmare": 17123, "\u0120lever": 17124, "ifferent": 17125, "Stat": 17126, "\u0120exhibition": 17127, "puted": 17128, "\u0120Pure": 17129, "\u0120alpha": 17130, "\u0120enthusiasm": 17131, "\u0120Representatives": 17132, "EAR": 17133, "\u0120Typ": 17134, "\u0120wheat": 17135, "\u0120Alf": 17136, "\u0120correction": 17137, "\u0120evangel": 17138, "ATT": 17139, "Miss": 17140, "\u0120soup": 17141, "\u0120implied": 17142, "param": 17143, "\u0120sexy": 17144, "\u0120Lux": 17145, "\u0120republic": 17146, "patch": 17147, "ablish": 17148, "\u0120icons": 17149, "\u0120fathers": 17150, "\u0120GET": 17151, "\u0120Carib": 17152, "\u0120regulated": 17153, "\u0120Cohen": 17154, "\u0120Bobby": 17155, "\u0120ner": 17156, "\u0120bent": 17157, "ventory": 17158, "\u0120Along": 17159, "\u0120EST": 17160, "\u0120Wallace": 17161, "\u0120murders": 17162, "rise": 17163, "kell": 17164, "\u0120Commonwealth": 17165, "\u0120nasty": 17166, "eta": 17167, "\u0120MIT": 17168, "\u0120administered": 17169, "\u0120genuinely": 17170, "Editor": 17171, "nick": 17172, "\u0120hydro": 17173, "********************************": 17174, "\u0120Ble": 17175, "\u0120fines": 17176, "\u0120gorge": 17177, "ausible": 17178, "rh": 17179, "\u0120apple": 17180, "mentioned": 17181, "\u0120rope": 17182, "otyp": 17183, "HR": 17184, "\u0120disappointing": 17185, "\u0120cage": 17186, "nik": 17187, "\u0120doubts": 17188, "\u0120FREE": 17189, "prints": 17190, "\u0120MUST": 17191, "\u0120vendors": 17192, "\u0120Inqu": 17193, "\u0120liberals": 17194, "\u0120contractor": 17195, "\u0120upside": 17196, "children": 17197, "\u0120tricky": 17198, "\u0120regulators": 17199, "charged": 17200, "liter": 17201, "\u0120***": 17202, "\u0120rebell": 17203, "lang": 17204, "\u0120locals": 17205, "\u0120physicians": 17206, "\u0120hey": 17207, "arse": 17208, "tm": 17209, "\u0120Lex": 17210, "\u0120behavioral": 17211, "successful": 17212, "FX": 17213, "\u0120brick": 17214, "ovic": 17215, "\u0120conform": 17216, "\u0120reviewing": 17217, "\u0120insights": 17218, "\u0120biology": 17219, "\u0120Remove": 17220, "\u0120Extra": 17221, "\u0120committing": 17222, "induced": 17223, "ignty": 17224, "igm": 17225, "\u0120atomic": 17226, "Common": 17227, "\u0120EM": 17228, "\u0120Pere": 17229, "\u0120Items": 17230, "eh": 17231, "\u0120preserved": 17232, "\u0120Hood": 17233, "\u0120prisoner": 17234, "\u0120bankruptcy": 17235, "\u0120gren": 17236, "ushes": 17237, "\u0120exploitation": 17238, "\u0120signatures": 17239, "\u0120finan": 17240, "],\"": 17241, "\u0120MR": 17242, "\u0120meg": 17243, "remlin": 17244, "\u0120musicians": 17245, "\u0120selecting": 17246, "\u0120examining": 17247, "INK": 17248, "lated": 17249, "Hi": 17250, "\u0120artic": 17251, "\u0120pets": 17252, "\u0120impair": 17253, "\u0120MAN": 17254, "\u0120tablets": 17255, "include": 17256, "Range": 17257, "\u0120caut": 17258, "\u0120logs": 17259, "\u0120mounting": 17260, "\u0120unaware": 17261, "\u0120dynamics": 17262, "\u0120Palestine": 17263, "\u0120Quarter": 17264, "\u0120Purple": 17265, "\u0120ma": 17266, "\u0120Import": 17267, "\u0120collections": 17268, "ciation": 17269, "\u0120successor": 17270, "\u0120clone": 17271, "\u0120aiming": 17272, "\u0120possessed": 17273, "\u0120sticking": 17274, "\u0120shaking": 17275, "\u0120locate": 17276, "\u0120Hockey": 17277, "Turn": 17278, "170": 17279, "\u0120fifteen": 17280, "\u0120Harrison": 17281, "\u0120continuously": 17282, "\u0120TC": 17283, "\u0120Valent": 17284, "\u0120Rescue": 17285, "\u0120bypass": 17286, "amount": 17287, "\u0120mast": 17288, "\u0120protects": 17289, "\u0120artistic": 17290, "\u0120sometime": 17291, "\u0120shoe": 17292, "\u0120shouted": 17293, "ificant": 17294, "etitive": 17295, "\u0120Register": 17296, "\u0120Jin": 17297, "\u0120concentrated": 17298, "lington": 17299, "onies": 17300, "\u0120generator": 17301, "yrim": 17302, "\u0120Armen": 17303, "\u0120clearing": 17304, "ido": 17305, "\u0120TW": 17306, "alph": 17307, "\u0120ladies": 17308, "Hard": 17309, "\u0120dialog": 17310, "\u0120inputs": 17311, "\u00e6\u013e": 17312, "\u0120poses": 17313, "\u0120slots": 17314, "\u0120Premium": 17315, "\u0120leaks": 17316, "\u0120bosses": 17317, "\u0120113": 17318, "course": 17319, "Acc": 17320, "\u0120Newton": 17321, "\u0120Austria": 17322, "\u0120Mage": 17323, "\u0120teaches": 17324, "abad": 17325, "\u0120wears": 17326, "\u0120cyl": 17327, "\u0120curse": 17328, "\u0120Sales": 17329, "\u0120Wings": 17330, "\u0120psy": 17331, "\u0120gaps": 17332, "\u0120Iceland": 17333, "\u0120Pinterest": 17334, "\u0120landlord": 17335, "\u0120definitions": 17336, "\u0120Ker": 17337, "\u0120sufficiently": 17338, "\u0120Pence": 17339, "\u0120Architect": 17340, "\u0120surpass": 17341, "\u0120114": 17342, "\u0120superhero": 17343, "\u0120Disease": 17344, "\u0120priests": 17345, "\u0120Culture": 17346, "\u0120definitive": 17347, "\u0120secretly": 17348, "\u0120Dance": 17349, "install": 17350, "chief": 17351, "\u0120Jessica": 17352, "Would": 17353, "Updated": 17354, "\u0120locker": 17355, "\u0120Kay": 17356, "\u0120memorial": 17357, "\u00e8\u00a6": 17358, "fat": 17359, "\u0120disgu": 17360, "\u0120flavors": 17361, "\u0120Baseball": 17362, "\u0120Resistance": 17363, "\u0120kicks": 17364, "\u0120env": 17365, "\u0120teenagers": 17366, "Dark": 17367, "\u0120CAR": 17368, "\u0120halt": 17369, "\u0120LG": 17370, "\u0120Gabriel": 17371, "\u0120fever": 17372, "\u0120satur": 17373, "\u0120mall": 17374, "\u0120affiliate": 17375, "\u0120Sleep": 17376, "\u0120Specific": 17377, "\u0120Vel": 17378, "\u0120jar": 17379, "\u0120Sacred": 17380, "\u0120Edwards": 17381, "\u0120ACL": 17382, "\u0120retained": 17383, "\u0120Giant": 17384, "\u0120limitation": 17385, "inces": 17386, "\u0120refusal": 17387, "\u0120Tale": 17388, "\u0120Butler": 17389, "\u0120accidents": 17390, "\u0120CSS": 17391, "\u0120imported": 17392, "\u0120Copy": 17393, "\u00ce\u00b1": 17394, "ERT": 17395, "zel": 17396, "\u0120divisions": 17397, "hots": 17398, "\u0120Alb": 17399, "\u0120DS": 17400, "Loader": 17401, "Washington": 17402, "atisf": 17403, "\u0120Creative": 17404, "\\.": 17405, "\u0120Autom": 17406, "redict": 17407, "\u0120receptor": 17408, "\u0120Carlos": 17409, "Method": 17410, "oka": 17411, "\u0120malicious": 17412, "\u0120stepping": 17413, ",[": 17414, "\u0120Dad": 17415, "\u0120attraction": 17416, "\u0120Effects": 17417, "\u0120Pirate": 17418, "\u0120Cer": 17419, "\u0120Industry": 17420, "\u0120Rud": 17421, "\u0120charter": 17422, "\u0120dining": 17423, "\u0120insists": 17424, "\u0120configure": 17425, "\u0120(#": 17426, "\u0120Simple": 17427, "\u0120Scroll": 17428, "UTC": 17429, "175": 17430, "\u0120Kon": 17431, "\u0120marketplace": 17432, "\u0120\u00e3\u0124": 17433, "\u0120refres": 17434, "\u0120gates": 17435, "erred": 17436, "\u0120Pod": 17437, "\u0120behave": 17438, "Frank": 17439, "node": 17440, "\u0120endorsed": 17441, "hett": 17442, "asive": 17443, "\u0120Homeland": 17444, "\u0120rides": 17445, "\u0120Leave": 17446, "erness": 17447, "\u0120flooding": 17448, "AFP": 17449, "\u0120risen": 17450, "\u0120continually": 17451, "\u0120unanim": 17452, "\u0120Contract": 17453, "\u0120Pas": 17454, "\u0120guided": 17455, "\u0120Chile": 17456, "bd": 17457, "\u0120succ": 17458, "ptic": 17459, "\u0120committees": 17460, "\u0120Luther": 17461, "\u0120Anyone": 17462, "\u0120sab": 17463, "124": 17464, "\u0120pixel": 17465, "\u0120Bak": 17466, "\u0120Tag": 17467, "\u0120Bennett": 17468, "Enter": 17469, "small": 17470, "\u0120Presidential": 17471, "\u0120pul": 17472, "\u0120contrace": 17473, "archive": 17474, "\u0120coastal": 17475, "\u0120Kids": 17476, "192": 17477, "\u00e2\u0122\u00b2": 17478, "icky": 17479, "INGTON": 17480, "\u0120wolf": 17481, "\u0120Stalin": 17482, "Tur": 17483, "idget": 17484, "amas": 17485, "\u0120Unless": 17486, "\u0120sponsor": 17487, "\u0120morph": 17488, "\u0120Choose": 17489, "\u0120runner": 17490, "\u0120unbel": 17491, "\u0120mud": 17492, "\u0120Mana": 17493, "\u0120dubbed": 17494, "\u0120godd": 17495, "urers": 17496, "window": 17497, "\u0120relied": 17498, "\u0120celebrating": 17499, "osc": 17500, "\u0120135": 17501, "\u0120lobbying": 17502, "\u0120incomplete": 17503, "\u0120restriction": 17504, "\u0120incap": 17505, "itus": 17506, "\u0120expectation": 17507, "\u0120Apollo": 17508, "\u0120intens": 17509, "\u0120sync": 17510, "GH": 17511, "\u0120manipulation": 17512, "BY": 17513, "\u0120spear": 17514, "\u0120breasts": 17515, "\u0120volcan": 17516, "ilia": 17517, "Material": 17518, "\u0120formats": 17519, "\u0120Bast": 17520, "\u0120parliamentary": 17521, "\u0120snake": 17522, "\u0120servants": 17523, "\u0120Trudeau": 17524, "\u0120Grim": 17525, "\u0120Arabic": 17526, "\u0120SCP": 17527, "\u0120Boys": 17528, "station": 17529, "\u0120prospective": 17530, "orde": 17531, "initialized": 17532, "\u0120bored": 17533, "ABLE": 17534, "\u0120accessed": 17535, "\u0120taxi": 17536, "\u0120Shell": 17537, "aiden": 17538, "ursed": 17539, "inates": 17540, "\u0120Insurance": 17541, "\u0120Pete": 17542, "September": 17543, "650": 17544, "\u0120adventures": 17545, "\u0120Cover": 17546, "\u0120tribute": 17547, "\u0120sketch": 17548, "\u0120empower": 17549, "\u0120\u00d8": 17550, "\u0120Glenn": 17551, "\u0120Daw": 17552, "=\\\"": 17553, "\u0120Politics": 17554, "\u0120guides": 17555, "\u0120dioxide": 17556, "\u0120Gore": 17557, "\u0120Bright": 17558, "\u0120Sierra": 17559, "\u0120valued": 17560, "cond": 17561, "\u0120pointer": 17562, "Select": 17563, "\u0120risky": 17564, "\u0120absorb": 17565, "images": 17566, "\u0120refuses": 17567, "\u0120bonuses": 17568, "___": 17569, "\u0120hilar": 17570, "\u0120Features": 17571, "220": 17572, "\u0120Collector": 17573, "Foot": 17574, "\u01201964": 17575, "culus": 17576, "\u0120dawn": 17577, "\u0120workout": 17578, "\u0120LO": 17579, "\u0120philosophical": 17580, "\u0120Sandy": 17581, "\u0120Youth": 17582, "\u0120liable": 17583, "Af": 17584, "blue": 17585, "\u0120overturn": 17586, "lessness": 17587, "\u0120Tribune": 17588, "\u0120Ing": 17589, "\u0120factories": 17590, "\u0120catches": 17591, "\u0120prone": 17592, "\u0120matrix": 17593, "\u0120login": 17594, "\u0120inacc": 17595, "\u0120exert": 17596, "sys": 17597, "\u0120needle": 17598, "\u0120Qur": 17599, "\u0120notified": 17600, "oulder": 17601, "tx": 17602, "\u0120reminds": 17603, "\u0120publishers": 17604, "\u0120nort": 17605, "\u0120git": 17606, "\u0120flies": 17607, "\u0120Emily": 17608, "\u0120flowing": 17609, "\u0120Alien": 17610, "\u0120Strateg": 17611, "\u0120hardest": 17612, "\u0120modification": 17613, "API": 17614, "\u0120MY": 17615, "\u0120crashes": 17616, "stairs": 17617, "number": 17618, "\u0120urging": 17619, "channel": 17620, "\u0120Falcon": 17621, "\u0120inhabitants": 17622, "\u0120terrifying": 17623, "\u0120utilize": 17624, "\u0120banner": 17625, "\u0120cigarettes": 17626, "\u0120senses": 17627, "\u0120Holmes": 17628, "\u0120practition": 17629, "\u0120Phillips": 17630, "otto": 17631, "\u0120compile": 17632, "Model": 17633, "\u0120Ko": 17634, "\u0120[]": 17635, "Americans": 17636, "\u0120Terms": 17637, "\u0120medications": 17638, "\u0120Ana": 17639, "\u0120fundamentally": 17640, "\u0120Notice": 17641, "\u0120weaker": 17642, "\u01200000": 17643, "\u0120garlic": 17644, "\u0120outbreak": 17645, "\u0120economist": 17646, "\u0120Birth": 17647, "\u0120obstacles": 17648, "arcer": 17649, "\u0120Orthodox": 17650, "\u0120placebo": 17651, "\u0120Crew": 17652, "aspberry": 17653, "\u0120Angels": 17654, "\u0120discharge": 17655, "\u0120destructive": 17656, "117": 17657, "\u0120Rising": 17658, "\u0120dairy": 17659, "late": 17660, "\u0120collision": 17661, "\u0120Tigers": 17662, "eanor": 17663, "ocumented": 17664, "\u0120Invalid": 17665, "\u0120dont": 17666, "\u0120Liter": 17667, "\u0120Va": 17668, "\u0120hydrogen": 17669, "\u0120variants": 17670, "\u0120Browns": 17671, "\u01201965": 17672, "\u0120indigenous": 17673, "\u0120trades": 17674, "\u0120remainder": 17675, "\u0120swept": 17676, "\u0120Impact": 17677, "\u0120redist": 17678, "\u0120unint": 17679, "graduate": 17680, "\u00e3\u0125\u0137": 17681, "\u0120WILL": 17682, "\u00e3\u0123\u00ae\u00e7": 17683, "\u0120Critical": 17684, "\u0120fisher": 17685, "\u0120vicious": 17686, "\u0120reversed": 17687, "Year": 17688, "\u0120Sox": 17689, "\u0120shootings": 17690, "\u0120filming": 17691, "\u0120touchdowns": 17692, "aires": 17693, "mel": 17694, "\u0120grandfather": 17695, "\u0120affection": 17696, "ingle": 17697, "\u0120overly": 17698, "Additional": 17699, "\u0120supreme": 17700, "\u0120Grad": 17701, "\u0120sporting": 17702, "\u0120mercy": 17703, "\u0120Brooks": 17704, "ounty": 17705, "\u0120performs": 17706, "\u0120tightly": 17707, "\u0120demons": 17708, "\u0120killings": 17709, "\u0120faction": 17710, "\u0120Nova": 17711, "auts": 17712, "\u0120undoubtedly": 17713, "arin": 17714, "\u0120underway": 17715, "rak": 17716, "\u0120liv": 17717, "\u0120Region": 17718, "\u0120briefing": 17719, "sers": 17720, "cloud": 17721, "\u0120Mik": 17722, "usp": 17723, "\u0120prediction": 17724, "azor": 17725, "\u0120portable": 17726, "\u0120Gand": 17727, "\u0120presenting": 17728, "\u01201080": 17729, "\u00c2\u00bb": 17730, "ushi": 17731, "\u0120Spark": 17732, "thereum": 17733, "\u0120justification": 17734, "\u0120Ny": 17735, "\u0120contractors": 17736, "mingham": 17737, "\u0120Style": 17738, "\u00e5\u0127": 17739, "\u0120Chronicles": 17740, "\u0120Picture": 17741, "\u0120proving": 17742, "\u0120wives": 17743, "sett": 17744, "\u0120molecules": 17745, "\u0120Fairy": 17746, "\u0120consisting": 17747, "\u0120pier": 17748, "alone": 17749, "inition": 17750, "\u0120nucle": 17751, "json": 17752, "\u0120gotta": 17753, "\u0120mobil": 17754, "\u0120verbal": 17755, "arium": 17756, "\u0120monument": 17757, "ucked": 17758, "\u0120256": 17759, "Tech": 17760, "minecraft": 17761, "\u0120Track": 17762, "\u0120tile": 17763, "\u0120compatibility": 17764, "asis": 17765, "\u0120sadd": 17766, "\u0120instructed": 17767, "\u0120Mueller": 17768, "\u0120lethal": 17769, "\u0120hormone": 17770, "\u0120orche": 17771, "else": 17772, "\u0120skelet": 17773, "\u0120entertaining": 17774, "\u0120minimize": 17775, "again": 17776, "\u0120undergo": 17777, "\u0120constraints": 17778, "\u0120cigarette": 17779, "\u0120Islamist": 17780, "\u0120travels": 17781, "\u0120Panthers": 17782, "lings": 17783, "Care": 17784, "\u0120lawsuits": 17785, "uras": 17786, "\u0120cryst": 17787, "\u0120lowered": 17788, "\u0120aerial": 17789, "\u0120combinations": 17790, "\u0120haun": 17791, "\u0120cha": 17792, "\u0120vine": 17793, "\u0120quantities": 17794, "\u0120linking": 17795, "bank": 17796, "\u0120soy": 17797, "Bill": 17798, "\u0120Angela": 17799, "\u0120recipient": 17800, "\u0120Protest": 17801, "\u0120socket": 17802, "\u0120solidarity": 17803, "\u0120\u00e2\u0128": 17804, "mill": 17805, "\u0120varies": 17806, "\u0120Pakistani": 17807, "Dragon": 17808, "\u0120une": 17809, "\u0120horizon": 17810, "\u00c2\u0142\u00c2\u0142\u00c2\u0142\u00c2\u0142\u00c2\u0142\u00c2\u0142\u00c2\u0142\u00c2\u0142": 17811, "\u0120provinces": 17812, "\u0120frankly": 17813, "\u0120enacted": 17814, "notes": 17815, "['": 17816, "\u0120192": 17817, "ocracy": 17818, "\u0120endorsement": 17819, "\u0120overtime": 17820, "True": 17821, "Lab": 17822, "licted": 17823, "\u0120DNC": 17824, "\u0120beats": 17825, "\u0120Jamie": 17826, "152": 17827, "\u0120INT": 17828, "Contact": 17829, "\u0120accounted": 17830, "hash": 17831, "\u0120Packers": 17832, "pires": 17833, "\u0120lesbian": 17834, "\u0120amendments": 17835, "\u0120hopeful": 17836, "\u0120Finland": 17837, "\u0120spotlight": 17838, "\u0120configured": 17839, "\u0120troubled": 17840, "\u0120gaze": 17841, "\u0120Calgary": 17842, "\u0120reliability": 17843, "\u0120insurg": 17844, "swer": 17845, "buy": 17846, "\u0120Skin": 17847, "\u0120pixels": 17848, "\u0120handgun": 17849, "\u0120paras": 17850, "\u0120categor": 17851, "\u0120EL": 17852, "\u0120Rex": 17853, "Indeed": 17854, "\u0120kinda": 17855, "\u0120conjunction": 17856, "\u0120Bryan": 17857, "\u0120Manufact": 17858, "yang": 17859, "Plus": 17860, "SQL": 17861, "ishment": 17862, "\u0120dominate": 17863, "\u0120nail": 17864, "\u0120oath": 17865, "\u0120erupt": 17866, "\u0120Fine": 17867, "itbart": 17868, "\u0120Chip": 17869, "\u0120Abd": 17870, "\u0120Nam": 17871, "\u0120buyer": 17872, "\u0120dissent": 17873, "Leaks": 17874, "Contin": 17875, "\u0120rider": 17876, "\u0120Someone": 17877, "\u0120illusion": 17878, "cin": 17879, "\u0120Boeing": 17880, "\u0120inadequ": 17881, "ovation": 17882, "iants": 17883, "\u0120rebuild": 17884, "450": 17885, "\u0120Destiny": 17886, "SW": 17887, "\u0120Till": 17888, "Hit": 17889, "iaz": 17890, "\u0120Bangl": 17891, "achers": 17892, "\u0120Reform": 17893, "\u0120segments": 17894, "\u0120systematic": 17895, "dc": 17896, "\u0120Conservatives": 17897, "\u0120portal": 17898, "hor": 17899, "\u0120Dragonbound": 17900, "\u0120dragged": 17901, "omo": 17902, "\u0120thee": 17903, "advert": 17904, "\u0120Reports": 17905, "\u0120Et": 17906, "\u0120barrels": 17907, "August": 17908, "\u0120comparisons": 17909, "\u0120hex": 17910, "\u0120anthrop": 17911, "\"[": 17912, "borough": 17913, "abi": 17914, "\u0120pictured": 17915, "playing": 17916, "\u0120Address": 17917, "\u0120Mirror": 17918, "Smith": 17919, "\u0120tires": 17920, "\u0120NPR": 17921, "AAAA": 17922, "\u0120classification": 17923, "\u0120Than": 17924, "\u0120Harm": 17925, "\u0120RA": 17926, "\u0120rejection": 17927, "mination": 17928, "\u0120ranged": 17929, "\u0120Falls": 17930, "DI": 17931, "Host": 17932, "\u00e3\u0124\u00b4": 17933, "\u0120Example": 17934, "listed": 17935, "thirds": 17936, "\u0120safegu": 17937, "brand": 17938, "\u0120probable": 17939, "Canada": 17940, "ITION": 17941, "\u0120Qaeda": 17942, "\u0120chick": 17943, "\u0120imports": 17944, "hit": 17945, "loc": 17946, "WW": 17947, "\u0120blew": 17948, "\u0120anytime": 17949, "\u0120wholes": 17950, "iked": 17951, "\u0120calculation": 17952, "create": 17953, "\u0120Ori": 17954, "\u0120upgraded": 17955, "\u0120appar": 17956, "utory": 17957, "\u0120Mol": 17958, "Brit": 17959, "\u0120Jong": 17960, "INAL": 17961, "\u0120Starting": 17962, "\u0120dice": 17963, "urtle": 17964, "\u0120relying": 17965, "closure": 17966, "\u0120profitable": 17967, "\u0120slaughter": 17968, "\u0120Manual": 17969, "caster": 17970, "\u0120\"$": 17971, "\u0120feather": 17972, "\u0120Simply": 17973, "ieves": 17974, "\u0120deterior": 17975, "\u0120PCI": 17976, "\u0120stamp": 17977, "\u0120flaws": 17978, "\u0120shade": 17979, "hammer": 17980, "\u0120passport": 17981, "\u0120conting": 17982, "amel": 17983, "\u0120observers": 17984, "\u0120neglect": 17985, "\u0120RB": 17986, "\u0120Brotherhood": 17987, "\u0120skeptical": 17988, "family": 17989, "usk": 17990, "\u0120emotionally": 17991, "\u00e2\u013b": 17992, "\u0120Beta": 17993, "asonable": 17994, "idity": 17995, "\u0120Mul": 17996, "\u0120kicking": 17997, "\u0120Carm": 17998, "ollah": 17999, "VERTIS": 18000, "\u0120Athen": 18001, "\u0120ladder": 18002, "\u0120Bullet": 18003, "\u00e5\u00a3": 18004, "0001": 18005, "\u0120Wildlife": 18006, "\u0120Mask": 18007, "\u0120Nan": 18008, "Rev": 18009, "\u0120unacceptable": 18010, "legal": 18011, "\u0120crowded": 18012, "agi": 18013, "\u0120Cox": 18014, "je": 18015, "\u0120morality": 18016, "\u0120fuels": 18017, "\u0120cables": 18018, "\u0120mankind": 18019, "\u0120Caribbean": 18020, "\u0120anchor": 18021, "\u0120byte": 18022, "\u0120Often": 18023, "\u0120Oz": 18024, "\u0120crafted": 18025, "\u0120historian": 18026, "\u0120Wu": 18027, "\u0120towers": 18028, "\u0120Citizens": 18029, "\u0120helm": 18030, "\u0120credentials": 18031, "\u0120singular": 18032, "\u0120Jesse": 18033, "\u0120tackles": 18034, "\u0120contempt": 18035, "\u0120afore": 18036, "\u0120Shadows": 18037, "\u0120nil": 18038, "\u0120urgent": 18039, "apple": 18040, "blood": 18041, "\u0120von": 18042, "\u0120offline": 18043, "\u0120breathe": 18044, "\u0120jumps": 18045, "\u0120irrelevant": 18046, "oxic": 18047, "omal": 18048, "important": 18049, "Jim": 18050, "\u0120gloves": 18051, "arming": 18052, "depth": 18053, "\u0120talents": 18054, "ookie": 18055, "\u0120SB": 18056, "\u0120palm": 18057, "uffs": 18058, "esta": 18059, "IGH": 18060, "\u0120canon": 18061, "\u0120Verizon": 18062, "\u0120Ple": 18063, "\u0120coupled": 18064, "velt": 18065, "\u0120fundraising": 18066, "\u0120Getting": 18067, "\u0120DLC": 18068, "\u0120mathematical": 18069, "\u0120HS": 18070, "\u0120Cardinals": 18071, "telling": 18072, "\u0120sponsors": 18073, "\u0120\u00cf": 18074, "\u0120Bulls": 18075, "option": 18076, "\u0120propose": 18077, "\u0120memorable": 18078, "\u0120embraced": 18079, "\u0120declining": 18080, "Health": 18081, "eda": 18082, "\u0120};": 18083, "\u0120spam": 18084, "mile": 18085, "\u0120pitcher": 18086, "\u0120Eight": 18087, "\u0120caring": 18088, "utic": 18089, "role": 18090, "\u0120airline": 18091, "ernandez": 18092, "\u0120Athlet": 18093, "\u0120certification": 18094, "uxe": 18095, "riger": 18096, "\u0120empir": 18097, "\u0120sensation": 18098, "\u0120dism": 18099, "\u0120bolt": 18100, "\u0120evolve": 18101, "House": 18102, "\u0120consultation": 18103, "\u0120Duty": 18104, "\u0120touches": 18105, "\u0120Nathan": 18106, "\u0120faint": 18107, "had": 18108, "\"(": 18109, "\u0120Consumer": 18110, "\u0120Extreme": 18111, "\u0120127": 18112, "\u0120Herm": 18113, "\u0120Sacrament": 18114, "izoph": 18115, "\u0120anxious": 18116, "ulously": 18117, "\u0120socially": 18118, "\u0120UTC": 18119, "\u0120solving": 18120, "\u0120Letter": 18121, "History": 18122, "educ": 18123, "Price": 18124, "));": 18125, "\u0120reload": 18126, "amic": 18127, "\u0120pork": 18128, "\u0120discourse": 18129, "\u0120tournaments": 18130, "airo": 18131, "\u0120Kur": 18132, "\u0120Costa": 18133, "\u0120violating": 18134, "\u0120interfere": 18135, "\u0120recreational": 18136, "uffle": 18137, "\u0120speeches": 18138, "\u0120needing": 18139, "\u0120remembers": 18140, "\u0120credited": 18141, "nia": 18142, "focused": 18143, "amera": 18144, "\u0120bru": 18145, "umbs": 18146, "\u0120Cuban": 18147, "\u0120preceding": 18148, "\u0120nonsense": 18149, "acial": 18150, "\u0120smartphones": 18151, "\u0120Stories": 18152, "Sports": 18153, "\u0120Emergency": 18154, "ouncing": 18155, "efined": 18156, "\u0120ber": 18157, "\u0120consulting": 18158, "\u0120masters": 18159, "heastern": 18160, ".\"[": 18161, "\u0120Running": 18162, "\u0120suscept": 18163, "\u0120Feng": 18164, "America": 18165, "prises": 18166, "stitial": 18167, "\u0120Weekly": 18168, "\u0120Greater": 18169, "modules": 18170, "ifter": 18171, "Graphics": 18172, "uler": 18173, "\u0120wholly": 18174, "\u0120suppress": 18175, "\u0120concealed": 18176, "\u0120happily": 18177, "\u0120accepts": 18178, "\u0120Enjoy": 18179, "\u0120rivers": 18180, "\u0120Except": 18181, "225": 18182, "\u0120NHS": 18183, "\u0120McConnell": 18184, "\u0120pussy": 18185, "ferred": 18186, "utable": 18187, "\u0120attain": 18188, "\u0120>=": 18189, "\u0120deposits": 18190, "rophic": 18191, "\u0120notorious": 18192, "\u0120Shaw": 18193, "ilitation": 18194, "\u0120epidemic": 18195, "allic": 18196, "\u0120smallest": 18197, "ovich": 18198, "\u0120accessories": 18199, "perties": 18200, "\u0120surplus": 18201, "\u0120Mech": 18202, "\u0120ambig": 18203, "\u0120Immigration": 18204, "\u0120chim": 18205, "eval": 18206, "\u0120practicing": 18207, "\u0120Mystery": 18208, "\u0120domains": 18209, "\u0120Silicon": 18210, "apps": 18211, "\u0120kilometers": 18212, "ea": 18213, "\u0120Smash": 18214, "\u0120warranty": 18215, "\u0120nost": 18216, "sil": 18217, "rev": 18218, "Jon": 18219, "\u0120Dublin": 18220, "\u0120tastes": 18221, "\u0120bout": 18222, "great": 18223, "error": 18224, "\u0120switches": 18225, "\u0120Bapt": 18226, "DO": 18227, "oki": 18228, "\u0120sourced": 18229, "produ": 18230, "\u0120attachment": 18231, "\u0120Issue": 18232, "\u0120Question": 18233, "Join": 18234, "\u0120fitted": 18235, "\u0120unlawful": 18236, "^^": 18237, "erek": 18238, "\u0120authentication": 18239, "\u0120stole": 18240, "\u0120accountability": 18241, "label": 18242, "Search": 18243, "\u0120albeit": 18244, "atican": 18245, "funded": 18246, "\u0120Adding": 18247, "\u0120IQ": 18248, "\u0120submar": 18249, "lit": 18250, "aque": 18251, "\u0120Learning": 18252, "\u0120integer": 18253, "Master": 18254, "\u0120Chrom": 18255, "\u0120premier": 18256, "Op": 18257, "\u0120Liu": 18258, "\u0120blessed": 18259, "\u0120Globe": 18260, "\u0120Response": 18261, "\u0120legitim": 18262, "\u0120Merkel": 18263, "\u0120disposal": 18264, "\u00c2\u00b4": 18265, "\u0120gauge": 18266, "peat": 18267, "\u0120induced": 18268, "\u0120questionable": 18269, "arthy": 18270, "\u0120Vit": 18271, "\u0120Feed": 18272, "Until": 18273, "Ut": 18274, "worthy": 18275, "RY": 18276, "\u0120Herald": 18277, "\u0120Hammer": 18278, "\u0120medal": 18279, "\u0120Rivers": 18280, "\u0120Hack": 18281, "\u0120clarify": 18282, "\u0120tracked": 18283, "\u0120autonomous": 18284, "\u0120tenant": 18285, "\u0120Qatar": 18286, "erie": 18287, "\u0120grim": 18288, "\u0120Monitor": 18289, "\u0120resistant": 18290, "\u0120Spec": 18291, "\u0120Wells": 18292, "NAS": 18293, "148": 18294, "\u0120miners": 18295, "iotics": 18296, "\u0120misses": 18297, "116": 18298, "gian": 18299, "git": 18300, "\u0120Eyes": 18301, "pres": 18302, "\u0120graduated": 18303, "\u0120angel": 18304, "\u0120synchron": 18305, "\u0120efficiently": 18306, "\u0120transmitted": 18307, "Harry": 18308, "\u0120globally": 18309, "ENCE": 18310, "\u0120Montana": 18311, "raged": 18312, "\u0120Prevention": 18313, "\u0120piss": 18314, "\u0120Ll": 18315, "\u0120shelf": 18316, "\u0120BJP": 18317, "\u0120Testament": 18318, "\u0120Late": 18319, "iker": 18320, "\u0120Happ": 18321, "\u0120Julian": 18322, "hall": 18323, "\u0120spont": 18324, "\u0120shutdown": 18325, "\u0120inconsistent": 18326, "\u0120subscribers": 18327, "\u0120skeleton": 18328, "\u0120Nebraska": 18329, "\u0120inspire": 18330, "\u0120Void": 18331, "Feed": 18332, "\u0120angles": 18333, "\u0120Springs": 18334, "\u0120benchmark": 18335, "\u0120vaccines": 18336, "izophren": 18337, "sexual": 18338, "uffed": 18339, "\u0120shine": 18340, "\u0120Kath": 18341, "\u0120gesture": 18342, "inea": 18343, "\u0120rip": 18344, "\u0120oppression": 18345, "\u0120conscience": 18346, "bt": 18347, "\u0120Lum": 18348, "\u0120incidence": 18349, "\u0120Fa": 18350, "wr": 18351, "\u0120mineral": 18352, "\u0120Spurs": 18353, "alky": 18354, "\u0120thunder": 18355, "\u0120opio": 18356, "Being": 18357, "\u0120Palm": 18358, "\u0120wasted": 18359, "\u0120lb": 18360, "iaries": 18361, "\u0120Initiative": 18362, "\u0120curric": 18363, "\u0120marker": 18364, "\u0120McL": 18365, "\u0120extensions": 18366, "\u0120Pv": 18367, "\u0120Arms": 18368, "\u0120offerings": 18369, "\u0120defenses": 18370, "\u0120vendor": 18371, "\u0120contradict": 18372, "\u0120Colin": 18373, "\u0120reddit": 18374, "\u0120peripher": 18375, "122": 18376, "\u0120sins": 18377, "Edit": 18378, "ICT": 18379, "Soft": 18380, "\u0120Shah": 18381, "\u0120administrator": 18382, "\u0120Trip": 18383, "\u0120pornography": 18384, "\u0120tuition": 18385, "inence": 18386, "\u0120Progress": 18387, "\u0120catalog": 18388, "\u0120suite": 18389, "\u0120hike": 18390, "\u0120reproductive": 18391, "engine": 18392, "\u0120drought": 18393, "\u0120Noah": 18394, "\u0120230": 18395, "\u0120dude": 18396, "\u0120relaxed": 18397, "\u0120partition": 18398, "\u0120participant": 18399, "\u0120telesc": 18400, "\u0120feas": 18401, "\u0120FF": 18402, "owner": 18403, "\u0120sweeping": 18404, "\u0120lenses": 18405, "\u0120matchup": 18406, "\u0120Repl": 18407, "ournals": 18408, "\u0120credible": 18409, "\u0120grandmother": 18410, "\u0120thermal": 18411, "\u0120subscribing": 18412, "\u0120identities": 18413, "colm": 18414, "UCT": 18415, "\u0120reluctant": 18416, "users": 18417, "\u0120Cort": 18418, "\u0120assisted": 18419, "OSS": 18420, "ATIONS": 18421, "ISH": 18422, "\u0120pharmaceutical": 18423, "icable": 18424, "adian": 18425, "\u0120Sonic": 18426, "\u0120Fury": 18427, "\u0120Mong": 18428, "AH": 18429, "\u0120Psychology": 18430, "\u0120phosph": 18431, "\u0120treats": 18432, "\u0143\u0136": 18433, "\u0120steadily": 18434, "\u0120Hello": 18435, "\u0120relates": 18436, "\u0120clue": 18437, "Expl": 18438, "auth": 18439, "\u0120revision": 18440, "\u0120eld": 18441, "osion": 18442, "\u0120bron": 18443, "144": 18444, "rikes": 18445, "\u0120mines": 18446, "\u0120blanket": 18447, "\u0120Fail": 18448, "eled": 18449, "\u0120Imagine": 18450, "\u0120Planned": 18451, "aic": 18452, "Request": 18453, "Mad": 18454, "\u0120Horse": 18455, "\u0120Eagle": 18456, "\u0120capac": 18457, "157": 18458, "\u0120ling": 18459, "\u0120Nice": 18460, "\u0120Parenthood": 18461, "minster": 18462, "ogs": 18463, "ensitive": 18464, "Nothing": 18465, "\u0120carn": 18466, "Fin": 18467, "\u0120PE": 18468, "\u0120rifles": 18469, "\u0120LP": 18470, "Sand": 18471, "\u0120guiActive": 18472, "\u0120tourist": 18473, "CNN": 18474, "\u0120unveiled": 18475, "\u0120predecessor": 18476, "}{": 18477, "uber": 18478, "\u0120offshore": 18479, "\u0120optical": 18480, "\u0120Rot": 18481, "\u0120Pearl": 18482, "eton": 18483, "\u0120stared": 18484, "\u0120farther": 18485, "atility": 18486, "contin": 18487, "\u0120Gy": 18488, "\u0120Foster": 18489, "\u0120Coc": 18490, "rients": 18491, "\u0120designing": 18492, "\u0120Economy": 18493, "ONG": 18494, "Women": 18495, "\u0120Nancy": 18496, "erver": 18497, "\u0120mascul": 18498, "\u0120casualties": 18499, "\u0120225": 18500, "\u0120Sullivan": 18501, "\u0120Choice": 18502, "\u0120aster": 18503, "ws": 18504, "\u0120hotels": 18505, "\u0120considerations": 18506, "\u0120couch": 18507, "\u0120Strip": 18508, "\u0120Gn": 18509, "\u0120manipulate": 18510, "lied": 18511, "\u0120synthetic": 18512, "\u0120assaulted": 18513, "\u0120offenses": 18514, "\u0120Drake": 18515, "\u0120impe": 18516, "October": 18517, "\u0120Heritage": 18518, "hl": 18519, "\u0120Blair": 18520, "Unlike": 18521, "\u0120grief": 18522, "\u0120450": 18523, "\u0120opted": 18524, "\u0120resignation": 18525, "ilo": 18526, "\u0120verse": 18527, "\u0120Tomb": 18528, "\u0120upt": 18529, "\u0120aired": 18530, "\u0120Hook": 18531, "\u0120MLB": 18532, "\u0120assumes": 18533, "outed": 18534, "\u0120Vers": 18535, "\u0120inferior": 18536, "\u0120bundle": 18537, "\u0120DNS": 18538, "ographer": 18539, "\u0120multip": 18540, "\u0120Souls": 18541, "\u0120illustrated": 18542, "\u0120tactic": 18543, "\u0120dressing": 18544, "\u0120duo": 18545, "Conf": 18546, "\u0120relent": 18547, "\u0120cant": 18548, "\u0120scarce": 18549, "\u0120candy": 18550, "\u0120CF": 18551, "\u0120affiliated": 18552, "\u0120sprint": 18553, "ylan": 18554, "\u0120Garcia": 18555, "\u0120junk": 18556, "Print": 18557, "exec": 18558, "Crit": 18559, "\u0120portrait": 18560, "iries": 18561, "\u0120OFF": 18562, "\u0120disputes": 18563, "WR": 18564, "Love": 18565, "\u00e3\u0123\u0126": 18566, "\u0120Reyn": 18567, "\u0120hipp": 18568, "opath": 18569, "\u0120floors": 18570, "\u0120Feel": 18571, "\u0120worries": 18572, "\u0120settlements": 18573, "\u0120Pos": 18574, "\u0120mosque": 18575, "\u0120finals": 18576, "\u0120crushed": 18577, "\u0120Probably": 18578, "\u0120Bot": 18579, "\u0120Mans": 18580, "\u0120Period": 18581, "\u0120sovereignty": 18582, "\u0120seller": 18583, "\u0120apost": 18584, "\u0120amateur": 18585, "\u0120dorm": 18586, "\u0120consuming": 18587, "\u0120armour": 18588, "\u0120Roose": 18589, "\u0120intensive": 18590, "\u0120eliminating": 18591, "\u0120Sunni": 18592, "\u0120Aleppo": 18593, "jin": 18594, "\u0120advise": 18595, "pal": 18596, "\u0120Halo": 18597, "\u0120descent": 18598, "\u0120simpler": 18599, "\u0120booth": 18600, "STR": 18601, "Later": 18602, "\u0120Cave": 18603, "===": 18604, "\u0120mol": 18605, "\u0120fist": 18606, "\u0120shotgun": 18607, "supp": 18608, "\u0120robbery": 18609, "Effect": 18610, "\u0120obscure": 18611, "\u0120Professional": 18612, "\u0120embassy": 18613, "\u0120militant": 18614, "\u0120incarcer": 18615, "\u0120generates": 18616, "\u0120launches": 18617, "\u0120administrators": 18618, "\u0120shaft": 18619, "\u0120circular": 18620, "\u0120freshman": 18621, "\u0120Wes": 18622, "\u0120Joel": 18623, "\u0120Drew": 18624, "\u0120Duncan": 18625, "\u0120Apparently": 18626, "sight": 18627, "\u0120Internal": 18628, "\u0120Individual": 18629, "\u0120FE": 18630, "\u0120bore": 18631, "\u0120Mt": 18632, "\u0120broadly": 18633, "\u0120Options": 18634, "ountain": 18635, "ipes": 18636, "\u0120Videos": 18637, "204": 18638, "\u0120hills": 18639, "\u0120simulation": 18640, "\u0120disappointment": 18641, "itan": 18642, "\u0120Laboratory": 18643, "\u0120upward": 18644, "\u0120boundary": 18645, "\u0120darker": 18646, "hart": 18647, "\u0120dominance": 18648, "Cong": 18649, "\u0120Oracle": 18650, "\u0120Lords": 18651, "\u0120scholarship": 18652, "\u0120Vincent": 18653, "ede": 18654, "\u0120Rah": 18655, "\u0120encourages": 18656, "rov": 18657, "\u0120quo": 18658, "\u0120premise": 18659, "\u0120Crisis": 18660, "\u0120Holocaust": 18661, "\u0120rhythm": 18662, "\u0120metric": 18663, "club": 18664, "\u0120transported": 18665, "\u0120nod": 18666, "\u0120Pist": 18667, "\u0120ancestors": 18668, "\u0120Freder": 18669, "thumbnails": 18670, "\u0120CE": 18671, "OND": 18672, "Phil": 18673, "venge": 18674, "\u0120Products": 18675, "castle": 18676, "\u0120qualifying": 18677, "\u0120Karen": 18678, "VERTISEMENT": 18679, "\u0120mighty": 18680, "\u0120explanations": 18681, "\u0120fixing": 18682, "Di": 18683, "\u0120declaring": 18684, "\u0120anonymity": 18685, "\u0120juven": 18686, "\u0120Nord": 18687, "\u0120Doom": 18688, "\u0120Actually": 18689, "Ok": 18690, "phis": 18691, "\u0120Desert": 18692, "\u0120116": 18693, "IK": 18694, "\u0120FM": 18695, "\u0120incomes": 18696, "VEL": 18697, "okers": 18698, "\u0120pecul": 18699, "\u0120lightweight": 18700, "gue": 18701, "\u0120accent": 18702, "\u0120increment": 18703, "\u0120Chan": 18704, "\u0120complaining": 18705, "\u0120Baghd": 18706, "\u0120midfielder": 18707, "\u0120overhaul": 18708, "Process": 18709, "\u0120Hollow": 18710, "\u0120Titans": 18711, "Small": 18712, "manuel": 18713, "\u0120Unity": 18714, "\u0120Events": 18715, "Sty": 18716, "\u0120disproportion": 18717, "nesty": 18718, "enes": 18719, "\u0120Cod": 18720, "\u0120demonstrations": 18721, "\u0120Crimson": 18722, "\u0120OH": 18723, "\u0120enrolled": 18724, "\u0120cel": 18725, "\u0120Brett": 18726, "\u0120aide": 18727, "\u0120heels": 18728, "\u0120broadband": 18729, "\u0120marking": 18730, "\u0120wizard": 18731, "\u0120NJ": 18732, "\u0120Chiefs": 18733, "\u0120ingredient": 18734, "\u0120dug": 18735, "\u0120Shut": 18736, "urchase": 18737, "endor": 18738, "\u0120farmer": 18739, "\u0120Goldman": 18740, "129": 18741, "155": 18742, "Order": 18743, "\u0120lion": 18744, "iably": 18745, "\u0120stain": 18746, "array": 18747, "ilitary": 18748, "\u0120FAQ": 18749, "\u0120exploded": 18750, "\u0120McCarthy": 18751, "\u0120Tweet": 18752, "\u0120Greens": 18753, "eking": 18754, "ln": 18755, "ensen": 18756, "\u0120motorcycle": 18757, "\u0120particle": 18758, "\u0120cholesterol": 18759, "Bron": 18760, "\u0120stair": 18761, "\u0120oxid": 18762, "\u0120desirable": 18763, "ibles": 18764, "\u0120theor": 18765, "forcing": 18766, "\u0120promotional": 18767, "ovo": 18768, "boot": 18769, "\u0120Bonus": 18770, "rawling": 18771, "\u0120shortage": 18772, "\u0120Psy": 18773, "\u0120recruited": 18774, "\u0120infants": 18775, "\u0120testosterone": 18776, "\u0120deduct": 18777, "\u0120distinctive": 18778, "\u0120firmware": 18779, "built": 18780, "145": 18781, "\u0120explored": 18782, "\u0120factions": 18783, "\u0120vide": 18784, "\u0120tattoo": 18785, "\u0120financially": 18786, "\u0120fatigue": 18787, "\u0120proceeding": 18788, "constitutional": 18789, "\u0120miser": 18790, "\u0120chairs": 18791, "gging": 18792, "ipple": 18793, "\u0120dent": 18794, "\u0120disreg": 18795, "\u00e7\u0136": 18796, "stant": 18797, "llo": 18798, "bps": 18799, "akening": 18800, "\u0120abnormal": 18801, "\u0120ERA": 18802, "\u00e5\u00a3\u00ab": 18803, "\u0120HBO": 18804, "\u0120MAR": 18805, "\u0120concess": 18806, "\u0120servant": 18807, "\u0120aspir": 18808, "lav": 18809, "\u0120Panel": 18810, "amo": 18811, "\u0120precip": 18812, "\u0120recordings": 18813, "\u0120proceeded": 18814, "\u0120colony": 18815, "\u0120Tang": 18816, "ablo": 18817, "\u0120stripped": 18818, "Left": 18819, "too": 18820, "\u0120potatoes": 18821, "\u0120finest": 18822, "%).": 18823, "\u0120crap": 18824, "\u0120Zach": 18825, "abases": 18826, "\u0120Goth": 18827, "\u0120billionaire": 18828, "wolf": 18829, "\u0120sanction": 18830, "SK": 18831, "\u0120logged": 18832, "Po": 18833, "eyed": 18834, "unal": 18835, "\u0120cricket": 18836, "\u0120armies": 18837, "\u0120uncovered": 18838, "Cloud": 18839, "\u00c3\u00b3n": 18840, "\u0120rebounds": 18841, "\u0120mes": 18842, "Oper": 18843, "Pac": 18844, "\u0120nationally": 18845, "\u0120inserted": 18846, "pict": 18847, "\u0120governance": 18848, "\u00d0\u00b8": 18849, "\u0120privileges": 18850, "GET": 18851, "\u0120favorites": 18852, "imity": 18853, "\u0120lover": 18854, "them": 18855, "empl": 18856, "\u0120gorgeous": 18857, "Ann": 18858, "\u0120slipped": 18859, "\u0120veto": 18860, "Bob": 18861, "\u0120slim": 18862, "ucc": 18863, "\u0120Fame": 18864, "uddenly": 18865, "\u0120denies": 18866, "\u0120Maur": 18867, "\u0120distances": 18868, "\u0120wanna": 18869, "tar": 18870, "\u0120SER": 18871, "\u0120\u00e2\u012a": 18872, "\u0120lemon": 18873, "athetic": 18874, "\u0120literal": 18875, "\u0120distinguished": 18876, "\u0120answering": 18877, "GI": 18878, "\u0120religions": 18879, "\u0120Philos": 18880, "\u0120Lay": 18881, "\u0120compos": 18882, "irements": 18883, "\u0120Kos": 18884, "inez": 18885, "rolling": 18886, "\u0120youngest": 18887, "andise": 18888, "\u0120Born": 18889, "\u0120altar": 18890, "amina": 18891, "\u0120Boot": 18892, "voc": 18893, "\u0120digging": 18894, "\u0120pressures": 18895, "\u0120len": 18896, "264": 18897, "\u0120assassination": 18898, "\u0120Birmingham": 18899, "\u0120Myth": 18900, "\u0120sovereign": 18901, "\u0120Artist": 18902, "\u0120Photograph": 18903, "\u0120depicted": 18904, "\u0120dispens": 18905, "orthy": 18906, "\u0120ambul": 18907, "integ": 18908, "\u0120Cele": 18909, "\u0120Tibet": 18910, "\u0120hierarchy": 18911, "\u0120cu": 18912, "\u0120preseason": 18913, "\u0120Peterson": 18914, "\u0120colours": 18915, "\u0120worrying": 18916, "\u0120backers": 18917, "\u0120Palmer": 18918, "\u0120\u00ce\u00bc": 18919, "\u0120contributor": 18920, "\u0120hearings": 18921, "\u0120urine": 18922, "\u0120\u00d9": 18923, "ourgeois": 18924, "Similar": 18925, "\u0120Zimmer": 18926, "something": 18927, "\u0120USC": 18928, "\u0120strengths": 18929, "\u0120FI": 18930, "\u0120logging": 18931, "Asked": 18932, "\u0120Thai": 18933, "inqu": 18934, "\u0120Walt": 18935, "\u0120crews": 18936, "itism": 18937, "301": 18938, "\u0120sharply": 18939, "umed": 18940, "\u0120redirect": 18941, "rators": 18942, "Inf": 18943, "\u0120Weapons": 18944, "\u0120teasp": 18945, "1999": 18946, "Live": 18947, "\u0120Especially": 18948, "\u0120Ster": 18949, "\u0120Veterans": 18950, "\u0120intro": 18951, "otherapy": 18952, "\u0120malware": 18953, "\u0120breeding": 18954, "\u0120molecular": 18955, "\u0120Route": 18956, "\u0120Comment": 18957, "ochem": 18958, "\u0120ain": 18959, "Season": 18960, "\u0120linebacker": 18961, "\u00c4\u00ab": 18962, "\u0120Economics": 18963, "esar": 18964, "\u0120Lives": 18965, "\u0120Emma": 18966, "\u0120kin": 18967, "\u0120Territ": 18968, "\u0120planted": 18969, "oton": 18970, "\u0120Butter": 18971, "\u0120Spons": 18972, "PER": 18973, "\u0120dungeon": 18974, "\u0120symbolic": 18975, "\u0120filmed": 18976, "\u0120diets": 18977, "\u0120concludes": 18978, "\u0120certainty": 18979, "\u0120Format": 18980, "\u0120strangers": 18981, "format": 18982, "\u0120Phase": 18983, "\u0120copied": 18984, "\u0120metres": 18985, "lda": 18986, "\u0120Users": 18987, "\u0120deliberate": 18988, "\u0120washed": 18989, "\u0120Lance": 18990, "imation": 18991, "\u0120improper": 18992, "\u0120Genesis": 18993, "ickr": 18994, "\u0120Kush": 18995, "\u0120realise": 18996, "\u0120embarrassing": 18997, "alking": 18998, "bucks": 18999, "\u0120verified": 19000, "\u0120outline": 19001, "years": 19002, "\u0120Income": 19003, "202": 19004, "\u0120zombies": 19005, "Final": 19006, "\u0120Millenn": 19007, "\u0120modifications": 19008, "\u0120Vision": 19009, "\u0120Moses": 19010, "verb": 19011, "iterranean": 19012, "\u0120Jet": 19013, "\u0120naval": 19014, "\u0120Agg": 19015, "\u0120url": 19016, "\u0120victories": 19017, "\u0120nonetheless": 19018, "\u0120injust": 19019, "\u0120Fact": 19020, "\u00e7\u013c": 19021, "\u0120insufficient": 19022, "review": 19023, "facebook": 19024, "\u0120negotiating": 19025, "\u0120guarantees": 19026, "imen": 19027, "utenberg": 19028, "\u0120gambling": 19029, "\u0120congr": 19030, "Loading": 19031, "\u0120nevertheless": 19032, "\u0120presidents": 19033, "\u0120Industrial": 19034, "\u0120118": 19035, "\u0120poured": 19036, "\u0120Tory": 19037, "\u0120175": 19038, "\u0120:=": 19039, "Scott": 19040, "angered": 19041, "Tok": 19042, "\u0120organizers": 19043, "Mat": 19044, "\u0120Growth": 19045, "\u0120adul": 19046, "\u0120ensures": 19047, "\u0120117": 19048, "\u00e9\u00be\u012f\u00e5": 19049, "\u0120massacre": 19050, "\u0120grades": 19051, "before": 19052, "ADVERTISEMENT": 19053, "\u0120Slow": 19054, "\u0120MMA": 19055, "\u00e2\u0122\u0136\"": 19056, "\u0120Vatican": 19057, "Qaeda": 19058, "\u0120owe": 19059, "6666": 19060, "\u0120Sorry": 19061, "\u0120Grass": 19062, "\u0120backgrounds": 19063, "\u0120exhausted": 19064, "\u0120clan": 19065, "\u0120compromised": 19066, "\u0120Elf": 19067, "\u0120Isaac": 19068, "enson": 19069, "Invest": 19070, "IFA": 19071, "\u0120interrupted": 19072, "\u00e3\u0125\u012b\u00e3\u0125\u00a9": 19073, "\u0120twisted": 19074, "\u0120Dragons": 19075, "Mode": 19076, "\u0120Kremlin": 19077, "\u0120fertil": 19078, "heres": 19079, "phan": 19080, "\u0120Node": 19081, "fed": 19082, "\u0120Orc": 19083, "\u0120unwilling": 19084, "Cent": 19085, "\u0120priorit": 19086, "\u0120graduates": 19087, "\u0120subjective": 19088, "\u0120issuing": 19089, "\u0120Lt": 19090, "\u0120viewer": 19091, "\u0120woke": 19092, "Thus": 19093, "brook": 19094, "\u0120depressed": 19095, "\u0120bracket": 19096, "\u0120Gor": 19097, "\u0120Fighting": 19098, "\u0120striker": 19099, "Report": 19100, "\u0120Portugal": 19101, "\u0120neo": 19102, "wed": 19103, "199": 19104, "\u0120fleeing": 19105, "shadow": 19106, "identified": 19107, "USE": 19108, "Steam": 19109, "\u0120stretched": 19110, "\u0120revelations": 19111, "arted": 19112, "\u0120Dw": 19113, "\u0120alignment": 19114, "eston": 19115, "\u0120Jared": 19116, "Sep": 19117, "\u0120blogs": 19118, "update": 19119, "gom": 19120, "risk": 19121, "\u0120clash": 19122, "\u0120Hour": 19123, "\u0120runtime": 19124, "\u0120unwanted": 19125, "\u0120scam": 19126, "\u0120rack": 19127, "\u0120enlight": 19128, "onest": 19129, "\u0120Ferr": 19130, "\u0120convictions": 19131, "\u0120piano": 19132, "\u0120circulation": 19133, "\u0120Welcome": 19134, "\u0120backlash": 19135, "\u0120Wade": 19136, "\u0120receivers": 19137, "otive": 19138, "Jeff": 19139, "\u0120networking": 19140, "\u0120Prep": 19141, "\u0120Explorer": 19142, "\u0120lecture": 19143, "\u0120uploaded": 19144, "\u0120Meat": 19145, "BLE": 19146, "\u0120Nazis": 19147, "\u0120Synd": 19148, "stud": 19149, "roots": 19150, "rians": 19151, "\u0120portrayed": 19152, "\u0120??": 19153, "\u0120Buddha": 19154, "sun": 19155, "Robert": 19156, "\u0120Complex": 19157, "\u0120oversee": 19158, "\u0120stealth": 19159, "Title": 19160, "\u0120Jobs": 19161, "\u0120Kum": 19162, "\u0120appreciation": 19163, "\u0120MOD": 19164, "\u0120basics": 19165, "\u0120clips": 19166, "\u0120nursing": 19167, "\u0120proposition": 19168, "\u0120realised": 19169, "\u0120NYC": 19170, "\u0120allocated": 19171, "rium": 19172, "aran": 19173, "\u0120Production": 19174, "\u0120Vote": 19175, "\u0120smugg": 19176, "\u0120hunter": 19177, "azer": 19178, "\u0120Changes": 19179, "\u0120fluct": 19180, "yon": 19181, "Array": 19182, "\u0120kits": 19183, "Water": 19184, "\u0120uncommon": 19185, "\u0120resting": 19186, "ells": 19187, "would": 19188, "\u0120pursued": 19189, "\u0120assertion": 19190, "ometown": 19191, "\u0120Mosul": 19192, "\u0120Platform": 19193, "iolet": 19194, "\u0120shareholders": 19195, "\u0120trails": 19196, "Pay": 19197, "\u0120Enforcement": 19198, "types": 19199, "\u0120Anonymous": 19200, "\u0120satisfying": 19201, "ilogy": 19202, "\u0120('": 19203, "wave": 19204, "city": 19205, "Steve": 19206, "\u0120confrontation": 19207, "\u0120Eld": 19208, "Capt": 19209, "ahan": 19210, "htm": 19211, "\u0120Ctrl": 19212, "ONS": 19213, "230": 19214, "ifa": 19215, "holding": 19216, "\u0120delicate": 19217, "\u0120jaw": 19218, "\u0120Going": 19219, "orum": 19220, "Sal": 19221, "\u0120dull": 19222, "\u0120Beth": 19223, "\u0120prisons": 19224, "\u0120ego": 19225, "\u0120Elsa": 19226, "avorite": 19227, "\u0120Gang": 19228, "\u0120Nuclear": 19229, "\u0120spider": 19230, "atsu": 19231, "\u0120sampling": 19232, "\u0120absorbed": 19233, "\u0120Pharm": 19234, "ieth": 19235, "\u0120bucket": 19236, "\u0120Recomm": 19237, "OF": 19238, "\u0120Factory": 19239, "ANCE": 19240, "\u0120bacter": 19241, "Has": 19242, "\u0120Observ": 19243, "121": 19244, "\u0120premiere": 19245, "Develop": 19246, "\u0120currencies": 19247, "Cast": 19248, "\u0120accompanying": 19249, "\u0120Nashville": 19250, "\u0120fatty": 19251, "\u0120Brend": 19252, "\u0120locks": 19253, "\u0120centered": 19254, "\u0120UT": 19255, "aughs": 19256, "orie": 19257, "\u0120Affordable": 19258, "vance": 19259, "DL": 19260, "emet": 19261, "\u0120throne": 19262, "\u0120Bluetooth": 19263, "\u0120naming": 19264, "ifts": 19265, "ADE": 19266, "\u0120corrected": 19267, "\u0120promptly": 19268, "\u0120STR": 19269, "\u0120genome": 19270, "\u0120cope": 19271, "\u0120valley": 19272, "\u0120rounded": 19273, "\u0120Kend": 19274, "alion": 19275, "pers": 19276, "\u0120tourism": 19277, "\u0120stark": 19278, "vl": 19279, "\u0120blowing": 19280, "\u0120Schedule": 19281, "std": 19282, "\u0120unhappy": 19283, "\u0120litigation": 19284, "cedes": 19285, "\u0120android": 19286, "\u0120integral": 19287, "erers": 19288, "uded": 19289, "tax": 19290, "\u0120reiter": 19291, "\u0120Motors": 19292, "ociated": 19293, "\u0120wonders": 19294, "\u0120Apost": 19295, "ucking": 19296, "\u0120Roosevelt": 19297, "fram": 19298, "\u0120yields": 19299, "\u0120constitutes": 19300, "awk": 19301, "Interest": 19302, "\u0120interim": 19303, "\u0120breakthrough": 19304, "\u0120Cher": 19305, "\u0120prosec": 19306, "\u0120Dj": 19307, "\u0120MT": 19308, "Resp": 19309, "\u0120PT": 19310, "\u0120sperm": 19311, "edit": 19312, "BT": 19313, "Linux": 19314, "country": 19315, "league": 19316, "\u0120dick": 19317, "\u0120oct": 19318, "\u0120inserting": 19319, "\u0120scra": 19320, "\u0120Brewing": 19321, "\u01201966": 19322, "\u0120runners": 19323, "\u0120plun": 19324, "idy": 19325, "\u0120Dian": 19326, "\u0120dysfunction": 19327, "\u0120exclusion": 19328, "\u0120disgr": 19329, "\u0120incorporate": 19330, "\u0120reconc": 19331, "\u0120nominated": 19332, "\u0120Archer": 19333, "draw": 19334, "achelor": 19335, "\u0120writings": 19336, "\u0120shallow": 19337, "\u0120hast": 19338, "\u0120BMW": 19339, "\u0120RS": 19340, "\u0120thigh": 19341, "\u01201963": 19342, "\u0120lamb": 19343, "\u0120favored": 19344, "agle": 19345, "\u0120cooler": 19346, "\u0120Hours": 19347, "\u0120GU": 19348, "\u0120Origin": 19349, "\u0120glimpse": 19350, "--------------------": 19351, "Lim": 19352, "\u0120cheek": 19353, "\u0120jealous": 19354, "-'": 19355, "\u0120harness": 19356, "\u0120Poison": 19357, "\u0120disabilities": 19358, "neapolis": 19359, "\u0120outlook": 19360, "\u0120notify": 19361, "\u0120Indianapolis": 19362, "\u0120abrupt": 19363, "nsic": 19364, "\u0120encrypted": 19365, "\u0120forfe": 19366, "reath": 19367, "\u0120rabb": 19368, "\u0120foundations": 19369, "\u0120compliment": 19370, "\u0120Interview": 19371, "\u0120Swe": 19372, "\u0120adolesc": 19373, "\u0120monitors": 19374, "\u0120Sacramento": 19375, "\u0120timely": 19376, "\u0120contempl": 19377, "\u0120positioned": 19378, "\u0120posters": 19379, "phies": 19380, "iovascular": 19381, "void": 19382, "\u0120Fifth": 19383, "\u0120investigative": 19384, "OUN": 19385, "\u0120integrate": 19386, "\u0120INC": 19387, "isha": 19388, "iblings": 19389, "\u0120Request": 19390, "\u0120Rodriguez": 19391, "\u0120slides": 19392, "\u0120DX": 19393, "\u0120feminism": 19394, "\u0120datas": 19395, "\u0120bend": 19396, "irus": 19397, "\u0120Nigeria": 19398, "Fox": 19399, "Change": 19400, "\u0120airplane": 19401, "\u0120Laden": 19402, "\u0120publicity": 19403, "ixty": 19404, "\u0120commitments": 19405, "\u0120aggregate": 19406, "\u0120displaying": 19407, "\u0120Arrow": 19408, "\u0120122": 19409, "\u0120respects": 19410, "android": 19411, "six": 19412, "\u0120Sha": 19413, "\u0120restoration": 19414, ")\\": 19415, "WS": 19416, "oys": 19417, "\u0120illustrate": 19418, "without": 19419, "126": 19420, "\u0120\u00e2\u0136\u0124": 19421, "\u0120pickup": 19422, "nels": 19423, "\u0120....": 19424, "food": 19425, "\u0120Fen": 19426, ")?": 19427, "\u0120phenomena": 19428, "\u0120companions": 19429, "\u0120Write": 19430, "\u0120spill": 19431, "\u0120bridges": 19432, "\u0120Updated": 19433, "\u0120Fo": 19434, "\u0120insects": 19435, "ASHINGTON": 19436, "\u0120scare": 19437, "iltr": 19438, "\u0120Zhang": 19439, "\u0120severity": 19440, "\u0120indul": 19441, "149": 19442, "\u0120Coffee": 19443, "\u0120norms": 19444, "\u0120pulse": 19445, "\u0120FT": 19446, "\u0120horrific": 19447, "\u0120Destroy": 19448, "\u0120JSON": 19449, "\u0120olive": 19450, "\u0120discusses": 19451, "Rest": 19452, "Elect": 19453, "\u0120Winn": 19454, "\u0120Surviv": 19455, "\u0120Hait": 19456, "Sure": 19457, "oped": 19458, "\u0120rooted": 19459, "\u0120Ske": 19460, "\u0120Bronze": 19461, "\u0120lol": 19462, "Default": 19463, "\u0120commodity": 19464, "redited": 19465, "\u0120libertarian": 19466, "\u0120forbidden": 19467, "\u0120gran": 19468, "\u00e0\u00a8": 19469, "\u0120lag": 19470, "enz": 19471, "drive": 19472, "\u0120mathematics": 19473, "\u0120wires": 19474, "\u0120critically": 19475, "\u0120carbohyd": 19476, "\u0120Chancellor": 19477, "\u0120Eddie": 19478, "\u0120banning": 19479, "\u0120Fri": 19480, "\u0120complications": 19481, "etric": 19482, "\u0120Bangladesh": 19483, "\u0120bandwidth": 19484, "Stop": 19485, "\u0120Originally": 19486, "\u0120halfway": 19487, "ynasty": 19488, "shine": 19489, "\u0120tales": 19490, "rities": 19491, "avier": 19492, "\u0120spinning": 19493, "\u0120WHO": 19494, "\u0120neighbourhood": 19495, "bach": 19496, "\u0120commerce": 19497, "\u0120Sle": 19498, "BU": 19499, "\u0120entrepreneur": 19500, "\u0120peculiar": 19501, "\u0120Comments": 19502, "fre": 19503, "320": 19504, "ICS": 19505, "\u0120imagery": 19506, "\u0120Canon": 19507, "\u0120Electronic": 19508, "short": 19509, "((": 19510, "Dig": 19511, "\u0120commem": 19512, "uced": 19513, "\u0120inclined": 19514, "\u0120Summon": 19515, "\u0120cliff": 19516, "\u0120Mediterranean": 19517, "\u0120poetry": 19518, "\u0120prosperity": 19519, "\u0120Rece": 19520, "\u0120pills": 19521, "member": 19522, "\u0120finale": 19523, "unc": 19524, "\u0120Gig": 19525, "\u00e4\u00bd": 19526, "\u0120lod": 19527, "\u0120backward": 19528, "-+": 19529, "\u0120Forward": 19530, "\u0120thri": 19531, "sure": 19532, "\u0120soap": 19533, "\u0120FX": 19534, "RES": 19535, "\u0120Sexual": 19536, "oulos": 19537, "\u0120foolish": 19538, "\u0120righteous": 19539, "\u0120coff": 19540, "terrorism": 19541, "ustain": 19542, "oter": 19543, "\u0120abuses": 19544, "next": 19545, "\u0120abusive": 19546, "\u0120thereafter": 19547, "\u0120prohibition": 19548, "\u0120SUP": 19549, "\u0120dip": 19550, "\u0120ripped": 19551, "\u0120inherited": 19552, "\u0120bats": 19553, "stru": 19554, "GT": 19555, "\u0120flawed": 19556, "phabet": 19557, "\u0120fog": 19558, "doors": 19559, "\u0120imaging": 19560, "\u0120digits": 19561, "\u0120Hungary": 19562, "\u0120arrog": 19563, "\u0120teachings": 19564, "\u0120protocols": 19565, "\u0120Banks": 19566, "\u00e0\u00b8": 19567, "pound": 19568, "\u0120Curt": 19569, ".\")": 19570, "./": 19571, "\u0120exemption": 19572, "endix": 19573, "\u0120Mull": 19574, "\u0120improves": 19575, "\u0120Gamer": 19576, "dimensional": 19577, "Icon": 19578, "\u0120Margaret": 19579, "Status": 19580, "dates": 19581, "\u0120intends": 19582, "\u0120depict": 19583, "\u0120parked": 19584, "Joe": 19585, "\u0120Marines": 19586, "chnology": 19587, "!).": 19588, "\u0120judged": 19589, "\u0120weights": 19590, "Ray": 19591, "\u0120apartments": 19592, "hester": 19593, "\u0120reinforce": 19594, "\u0120offender": 19595, "occup": 19596, "\u0120sore": 19597, "ept": 19598, "\u0120PHP": 19599, "\u0120Brow": 19600, "\u0120authorization": 19601, "\u0120Risk": 19602, "\u0120Delaware": 19603, "\u0120QU": 19604, "\u0120notifications": 19605, "\u0120sunlight": 19606, "\u0120exclude": 19607, "dat": 19608, "\u0120mesh": 19609, "\u0120Sudan": 19610, "\u0120belonged": 19611, "\u0120subway": 19612, "\u0120noon": 19613, "\u0120Interior": 19614, "olics": 19615, "\u0120Lakers": 19616, "\u0120coding": 19617, "Disclaimer": 19618, "Calif": 19619, "Old": 19620, "\u0120disl": 19621, "?????": 19622, "\u0120confirms": 19623, "\u0120recruitment": 19624, "\u0120homicide": 19625, "Consider": 19626, "\u0120Jeffrey": 19627, "fty": 19628, "};": 19629, "\u0120objection": 19630, "doing": 19631, "\u0120Leo": 19632, "Want": 19633, "\u0120glow": 19634, "\u0120Clarke": 19635, "\u0120Norman": 19636, "\u0120verification": 19637, "\u0120packet": 19638, "\u0120Formula": 19639, "\u0120plag": 19640, "esville": 19641, "\u0120shouting": 19642, "\u0120ov": 19643, "\u0120REC": 19644, "\u0120Bub": 19645, "\u0120ninth": 19646, "\u0120energ": 19647, "\u0120validity": 19648, "\u0120ups": 19649, "jack": 19650, "\u0120neighboring": 19651, "\u0120Nec": 19652, "eworks": 19653, "\u0120Hab": 19654, "arez": 19655, "\u0120spine": 19656, "\u0120eventual": 19657, "\u0120Leaders": 19658, "\u0120Carn": 19659, "\u0120probation": 19660, "\u0120romance": 19661, "msg": 19662, "\u0120Mechanical": 19663, "ERY": 19664, "Rock": 19665, "\u0120partisan": 19666, "Node": 19667, "assets": 19668, "minent": 19669, "\u0120foreigners": 19670, "\u0120testify": 19671, "\u0120Usually": 19672, "lords": 19673, "\u0120Gren": 19674, "\u0120Powell": 19675, "BIL": 19676, "\u0120sr": 19677, "\u0120addict": 19678, "\u0120shells": 19679, "\u0120sigh": 19680, "\u0120Yale": 19681, "ternity": 19682, "\u0120750": 19683, "EU": 19684, "\u0120Rifle": 19685, "\u0120patron": 19686, "ema": 19687, "\u0120Bannon": 19688, "anity": 19689, "\u0120tropical": 19690, "\u0120VII": 19691, "cross": 19692, "Everything": 19693, "\u0120ISO": 19694, "\u0120humble": 19695, "assing": 19696, "\u0120FIG": 19697, "\u0120updating": 19698, "yson": 19699, "\u0120calcium": 19700, "\u0120competent": 19701, "\u0120steering": 19702, "Prot": 19703, "\u0120SY": 19704, "\u0120Finals": 19705, "\u0120Rug": 19706, "159": 19707, "137": 19708, "\u0120Golf": 19709, "\u0120126": 19710, "\u0120accommodation": 19711, "\u0120Hughes": 19712, "\u0120aesthetic": 19713, "artisan": 19714, "\u0120Twilight": 19715, "\u0120prince": 19716, "\u0120Agriculture": 19717, "\u0120Disco": 19718, "\u0120precedent": 19719, "\u0120typing": 19720, "authorized": 19721, "Option": 19722, "\u0120Aub": 19723, "lishes": 19724, "acht": 19725, "mag": 19726, "Peter": 19727, "\u0120UFO": 19728, "monton": 19729, "\u0120Lith": 19730, "\u0120arom": 19731, "\u0120securing": 19732, "\u0120confined": 19733, "private": 19734, "\u0120swords": 19735, "\u0120markers": 19736, "\u0120metabolic": 19737, "select": 19738, "\u0120Curse": 19739, "\u0120Ot": 19740, "gressive": 19741, "\u0120incumb": 19742, "\u0120Saga": 19743, "\u0120priced": 19744, "\u0120clearance": 19745, "Content": 19746, "\u0120drilling": 19747, "\u0120notices": 19748, "\u0120bourgeois": 19749, "\u0120vest": 19750, "\u0120cookie": 19751, "\u0120Guardians": 19752, "rys": 19753, "inyl": 19754, "\u0120124": 19755, "\u0120plausible": 19756, "ongh": 19757, "\u0120Odin": 19758, "\u0120conception": 19759, "\u0120Yuk": 19760, "\u0120Baghdad": 19761, "\u0120Flag": 19762, "Austral": 19763, "\u0120IBM": 19764, "\u0120internationally": 19765, "\u0120WikiLeaks": 19766, "IED": 19767, "\u0120cyn": 19768, "\u0120chooses": 19769, "\u0120Pill": 19770, "\u0120combining": 19771, "\u0120radi": 19772, "\u0120Mohammed": 19773, "defense": 19774, "atching": 19775, "Subject": 19776, "iciency": 19777, "Frame": 19778, "\u0120{\"": 19779, "\u0120chess": 19780, "\u0120timer": 19781, "190": 19782, "\u0120tin": 19783, "\u0120ordinance": 19784, "emetery": 19785, "\u0120accusing": 19786, "\u0120noticeable": 19787, "\u0120centres": 19788, "\u0120lid": 19789, "\u0120Mills": 19790, "imgur": 19791, "\u0120zoom": 19792, "ergic": 19793, "\u0120compression": 19794, "prim": 19795, "find": 19796, "\u0120surg": 19797, "\u0120pand": 19798, "\u0120Kee": 19799, "\u0120Chad": 19800, "cellence": 19801, "oyle": 19802, "\u0120socialism": 19803, "\u0120Travis": 19804, "\u0120MHz": 19805, "\u0120guild": 19806, "ALLY": 19807, "\u0120Subscribe": 19808, "\u0120Related": 19809, "\u0120occurrence": 19810, "itching": 19811, "\u0120fictional": 19812, "\u0120crush": 19813, "\u0120EA": 19814, "cod": 19815, "mix": 19816, "\u0120Triple": 19817, "\u0120retrieve": 19818, "\u0120stimulus": 19819, "\u0120psychiat": 19820, "\u0120Door": 19821, "\u0120homosexuality": 19822, "\u0120elementary": 19823, "\u0120cellular": 19824, "idian": 19825, "\u0120Laun": 19826, "\u0120intriguing": 19827, "\u0120foam": 19828, "\u0120Bass": 19829, "idi": 19830, "itsu": 19831, "\u0120assure": 19832, "\u0120congrat": 19833, "\u0120businessman": 19834, "\u0120Boost": 19835, "close": 19836, "\u0120lied": 19837, "\u0120sciences": 19838, "\u0120Omega": 19839, "\u0120Graphics": 19840, "\u0120<=": 19841, "spoken": 19842, "\u0120connectivity": 19843, "Saturday": 19844, "\u0120Avengers": 19845, "\u0120toggle": 19846, "\u0120ankle": 19847, "\u0120nationalist": 19848, "model": 19849, "\u0120Pool": 19850, "ophobia": 19851, "Var": 19852, "\u0120Mons": 19853, "atories": 19854, "\u0120aggressively": 19855, "Clear": 19856, "Forge": 19857, "acters": 19858, "\u0120hedge": 19859, "\u0120pipes": 19860, "\u0120blunt": 19861, "\u0120sq": 19862, "\u0120remotely": 19863, "Wed": 19864, "asers": 19865, "\u0120refriger": 19866, "\u0120tiles": 19867, "\u0120rescued": 19868, "\u0120comprised": 19869, "insky": 19870, "\u0120manif": 19871, "avanaugh": 19872, "\u0120prolifer": 19873, "\u0120aligned": 19874, "xml": 19875, "\u0120triv": 19876, "\u0120coordination": 19877, "\u0120PER": 19878, "\u0120Quote": 19879, "134": 19880, "bf": 19881, "\u0120Saw": 19882, "\u0120termination": 19883, "\u0120190": 19884, "\u0120additions": 19885, "\u0120trio": 19886, "\u0120projections": 19887, "\u0120positively": 19888, "\u0120inclusive": 19889, "\u0120membr": 19890, "1990": 19891, "older": 19892, "\u0120practiced": 19893, "inkle": 19894, "Arch": 19895, "\u0120starters": 19896, "arius": 19897, "\u0120intermediate": 19898, "\u0120Benef": 19899, "\u0120Killer": 19900, "\u0120interventions": 19901, "\u0120Kil": 19902, "\u0120Flying": 19903, "Inv": 19904, "\u0120premature": 19905, "\u0120psychiatric": 19906, "\u0120indie": 19907, "\u0120collar": 19908, "\u0120Rainbow": 19909, "afi": 19910, "\u0120disruption": 19911, "\u0120FOX": 19912, "casting": 19913, "\u0120misdem": 19914, "cro": 19915, "\u0120wipe": 19916, "ardon": 19917, "\u0120bast": 19918, "\u0120Tommy": 19919, "\u0120Representative": 19920, "\u0120belly": 19921, "\u0120PO": 19922, "\u0120Breitbart": 19923, "132": 19924, "\u0120messaging": 19925, "Should": 19926, "References": 19927, "\u0120GRE": 19928, "istical": 19929, "LP": 19930, "\u0120Cav": 19931, "\u0120Crazy": 19932, "\u0120intuitive": 19933, "keeping": 19934, "\u0120Moss": 19935, "\u0120discontin": 19936, "\u0120Module": 19937, "\u0120unrelated": 19938, "\u0120Practice": 19939, "\u0120Transport": 19940, "\u0120statistically": 19941, "orns": 19942, "\u0120sized": 19943, "pu": 19944, "\u0120caf": 19945, "\u0120Worlds": 19946, "\u0120Rodgers": 19947, "\u0120Lun": 19948, "\u0120Comic": 19949, "living": 19950, "\u0120cared": 19951, "\u0120climbed": 19952, "){": 19953, "\u0120consisted": 19954, "\u0120medieval": 19955, "folk": 19956, "\u0120hacked": 19957, "\u0120dire": 19958, "\u0120Hermione": 19959, "\u0120tended": 19960, "ceans": 19961, "Daniel": 19962, "went": 19963, "\u0120legislators": 19964, "\u0120redes": 19965, "games": 19966, "\u0120gn": 19967, "amiliar": 19968, "\u0120++": 19969, "ggy": 19970, "threat": 19971, "\u0120magnet": 19972, "\u0120perceive": 19973, "\u0120zip": 19974, "\u0120indictment": 19975, "\u0120critique": 19976, "gard": 19977, "\u0120Safe": 19978, "\u0120Cream": 19979, "\u0120advent": 19980, "oba": 19981, "\u0120vowed": 19982, "ousands": 19983, "\u0120ski": 19984, "\u0120abortions": 19985, "uart": 19986, "\u0120stunned": 19987, "\u0120advancing": 19988, "\u0120lacked": 19989, "\u0120\\\"": 19990, "\u0120schizophren": 19991, "\u0120elegant": 19992, "\u0120conferences": 19993, "\u0120canceled": 19994, "\u0120Hudson": 19995, "\u0120Hopefully": 19996, "\u0120trump": 19997, "\u0120frequencies": 19998, "\u0120meteor": 19999, "\u0120Junior": 20000, "\u0120Fleet": 20001, "\u0120Malcolm": 20002, "\u0120Tools": 20003, "\u0120........": 20004, "\u0120hobby": 20005, "\u0120Europeans": 20006, "\u01201500": 20007, "\u0120Into": 20008, "\u0120sway": 20009, "\u0120Appro": 20010, "\u0120Compl": 20011, "Community": 20012, "\u0120tide": 20013, "\u0120Summit": 20014, "\u00e4\u00bb": 20015, "\u0120intervals": 20016, "\u0120Ether": 20017, "\u0120habitat": 20018, "\u0120Stevens": 20019, "lishing": 20020, "\u0120Domain": 20021, "\u0120triggers": 20022, "\u0120chasing": 20023, "\u0120charm": 20024, "\u0120Flower": 20025, "itored": 20026, "\u0120blessing": 20027, "\u0120textures": 20028, "Five": 20029, "\u0120liquor": 20030, "RP": 20031, "FIN": 20032, "\u01201962": 20033, "CAR": 20034, "Unknown": 20035, "\u0120resil": 20036, "\u0120Lily": 20037, "\u0120abundance": 20038, "\u0120predictable": 20039, "rar": 20040, "\u0120bullshit": 20041, "leen": 20042, "chet": 20043, "Mor": 20044, "Much": 20045, "\u00e4\u00b9": 20046, "\u0120emphasized": 20047, "\u0120crust": 20048, "\u0120primitive": 20049, "\u0120enjoyable": 20050, "\u0120Pictures": 20051, "\u0120teammate": 20052, "pler": 20053, "\u0120Tol": 20054, "\u0120Kane": 20055, "\u0120summoned": 20056, "thy": 20057, "rama": 20058, "\u0120Honda": 20059, "\u0120realizing": 20060, "\u0120quicker": 20061, "\u0120concentrate": 20062, "clear": 20063, "\u0120210": 20064, "\u0120Erdogan": 20065, "aris": 20066, "\u0120responds": 20067, "\u0120BI": 20068, "\u0120eligibility": 20069, "\u0120pushes": 20070, "\u0120Idaho": 20071, "\u0120aggrav": 20072, "\u0120ruins": 20073, "urations": 20074, "\u0120bans": 20075, "\u0120anat": 20076, "share": 20077, "\u0120grind": 20078, "hin": 20079, "umen": 20080, "\u0120utilities": 20081, "\u0120Yankees": 20082, "\u0120databases": 20083, "\u0120DD": 20084, "\u0120displaced": 20085, "\u0120dependencies": 20086, "\u0120stimulation": 20087, "hun": 20088, "houses": 20089, "\u0120Pretty": 20090, "\u0120Ravens": 20091, "\u0120TODAY": 20092, "\u0120associates": 20093, "\u0120therape": 20094, "cled": 20095, "\u0120deer": 20096, "\u0120repairs": 20097, "rentice": 20098, "\u0120receptors": 20099, "\u0120remed": 20100, "\u0120Ce": 20101, "\u0120marriages": 20102, "\u0120ballots": 20103, "\u0120Soldier": 20104, "\u0120hilarious": 20105, "opl": 20106, "138": 20107, "\u0120inherently": 20108, "\u0120ignorant": 20109, "\u0120bounce": 20110, "\u0120Easter": 20111, "RELATED": 20112, "\u0120Currency": 20113, "EV": 20114, "\u00e3\u0125\u0140": 20115, "\u0120Lead": 20116, "\u0120deceased": 20117, "Brien": 20118, "\u0120Musk": 20119, "JS": 20120, "\u0120merge": 20121, "hearted": 20122, "creat": 20123, "mitt": 20124, "mund": 20125, "\u0120\u00e2\u0122\u012d": 20126, "\u0120Bag": 20127, "\u0120projection": 20128, "\u0120java": 20129, "\u0120Standards": 20130, "\u0120Leonard": 20131, "\u0120coconut": 20132, "\u0120Population": 20133, "\u0120traject": 20134, "\u0120imply": 20135, "\u0120curiosity": 20136, "\u0120DB": 20137, "\u0120Fresh": 20138, "\u0120Por": 20139, "\u0120heavier": 20140, "neys": 20141, "gomery": 20142, "\u0120deserved": 20143, "\u0120phrases": 20144, "\u0120GC": 20145, "\u0120yeast": 20146, "desc": 20147, "Death": 20148, "\u0120reboot": 20149, "\u0120metadata": 20150, "ICAL": 20151, "\u0120repay": 20152, "\u0120Independence": 20153, "\u0120suburban": 20154, "icals": 20155, "\u0120atop": 20156, "\u0120allocation": 20157, "generation": 20158, "\u0120Gram": 20159, "\u0120moisture": 20160, "\u0120pine": 20161, "\u0120Liberals": 20162, "\u0120aides": 20163, "\u0120underest": 20164, "\u0120Berry": 20165, "\u0120ceremon": 20166, "370": 20167, "astrous": 20168, "\u0120Pirates": 20169, "\u0120tense": 20170, "\u0120Industries": 20171, "\u0120Appeals": 20172, "\u0120Near": 20173, "\u0120\u00e8\u00a3\u0131\u00e7": 20174, "\u0120lovers": 20175, "\u0120CAP": 20176, "\u0120Craw": 20177, "\u0120giants": 20178, "\u0120efficacy": 20179, "Element": 20180, "\u0120Behavior": 20181, "\u0120Toyota": 20182, "\u0120intest": 20183, "Priv": 20184, "AI": 20185, "\u0120maneuver": 20186, "\u0120perfection": 20187, "\u0120bang": 20188, "paper": 20189, "rill": 20190, "George": 20191, "border": 20192, "inters": 20193, "\u0120Seth": 20194, "\u0120clues": 20195, "\u0120Levi": 20196, "\u0120Revenue": 20197, "147": 20198, "\u0120vapor": 20199, "\u0120fortunate": 20200, "\u0120threatens": 20201, "\u0120vet": 20202, "\u0120dependency": 20203, "ersed": 20204, "article": 20205, "\u0120Blizzard": 20206, "\u0120chlor": 20207, "\u0120minus": 20208, "\u0120Bills": 20209, "\u0120cryptocurrency": 20210, "\u0120metabolism": 20211, "tering": 20212, "\u0120pestic": 20213, "steps": 20214, "\u0120Treasure": 20215, "racted": 20216, "\u0120Constant": 20217, "\u0120temp": 20218, "139": 20219, "\u0120Detective": 20220, "urally": 20221, "\u0120recovering": 20222, "\u0120cortex": 20223, "\u0120144": 20224, "closed": 20225, "\u0120prejudice": 20226, "aunted": 20227, "\u0120storms": 20228, "\u0120NOW": 20229, "\u0120machinery": 20230, "Address": 20231, "\u0120compelled": 20232, "270": 20233, "\u0120despair": 20234, "bane": 20235, "\u0120vegetable": 20236, "\u0120beds": 20237, "Learn": 20238, "\u0120colorful": 20239, "\u0120spike": 20240, "\u0120margins": 20241, "\u0120sympathy": 20242, "\u0120workshop": 20243, "\u0120CBC": 20244, "Sat": 20245, "\u0120burns": 20246, "\u0120Gender": 20247, "\u0120129": 20248, "\u0120Cable": 20249, "\u0120debts": 20250, "\u0120Theresa": 20251, "\u0120reflecting": 20252, "\u0120airst": 20253, "\u0120rim": 20254, "ramid": 20255, "\u0120weaknesses": 20256, "Writ": 20257, "oggle": 20258, "ti": 20259, "\u0120Charge": 20260, "\u0120weighed": 20261, "\u0120(.": 20262, "\u0120laughter": 20263, "\u0120router": 20264, "\u0120Democracy": 20265, "Dear": 20266, "\u0120hasht": 20267, "\u0120dy": 20268, "\u0120hints": 20269, "running": 20270, "\u0120finishes": 20271, "arus": 20272, "Mass": 20273, "result": 20274, "ascus": 20275, "\u0120vintage": 20276, "\u0120conqu": 20277, "\u0120wildly": 20278, "acist": 20279, "\u0120lingu": 20280, "\u0120protagonist": 20281, "strom": 20282, "teenth": 20283, "\u0120Solo": 20284, "mac": 20285, "filled": 20286, "\u0120renown": 20287, "itives": 20288, "\u0120motive": 20289, "\u0120Antar": 20290, "\u0120Mann": 20291, "\u0120Adjust": 20292, "\u0120rockets": 20293, "\u0120troubling": 20294, "ei": 20295, "\u0120organisms": 20296, "assis": 20297, "Christian": 20298, "\u0120145": 20299, "\u0120Hass": 20300, "\u0120swall": 20301, "\u0120wax": 20302, "\u0120Survival": 20303, "VS": 20304, "\u0120Murd": 20305, "vd": 20306, "standard": 20307, "\u0120dragons": 20308, "\u0120acceleration": 20309, "rational": 20310, "final": 20311, "\u0120paired": 20312, "\u0120Ethereum": 20313, "\u0120interfaces": 20314, "\u0120resent": 20315, "\u0120artifacts": 20316, "\u00c5\u00ab": 20317, "arel": 20318, "\u0120competitor": 20319, "\u0120Nicholas": 20320, "\u0120Surface": 20321, "cpp": 20322, "\u0120Tot": 20323, "\u0120economically": 20324, "\u0120organised": 20325, "\u0120enforced": 20326, "inho": 20327, "\u0120varieties": 20328, "\u0120abdom": 20329, "\u0120Bailey": 20330, "idav": 20331, "\u0120Salv": 20332, "paid": 20333, "\u0120altitude": 20334, "essert": 20335, "\u0120Gutenberg": 20336, "area": 20337, "opoulos": 20338, "\u0120professors": 20339, "iggs": 20340, "\u0120Fate": 20341, "hey": 20342, "\u01203000": 20343, "Dist": 20344, "\u0120twins": 20345, "cill": 20346, "\u0120Maps": 20347, "\u0120traps": 20348, "\u0120weed": 20349, "\u0120Kiss": 20350, "\u0120yoga": 20351, "\u0120recipients": 20352, "\u0120Westminster": 20353, "\u0120pools": 20354, "\u0120Walmart": 20355, "188": 20356, "\u0120Schools": 20357, "attack": 20358, "\u0120ARM": 20359, "paragraph": 20360, "Warning": 20361, "jl": 20362, "\u0120selfish": 20363, "anchez": 20364, "\u0120Heights": 20365, "Fre": 20366, "\u0120Soph": 20367, "\u0120--------------------------------": 20368, "tml": 20369, "333": 20370, "\u0120raids": 20371, "\u0120satellites": 20372, "KEY": 20373, "\u0120lasts": 20374, "\u00d1\u0124": 20375, "Ins": 20376, "\u0120Dame": 20377, "\u0120unpredict": 20378, "///": 20379, "ghai": 20380, "\u0120artillery": 20381, "\u0120cruise": 20382, "\u0120gel": 20383, "\u0120Cabinet": 20384, "\u0120blows": 20385, "\u0120Esp": 20386, "\u0120proximity": 20387, "othe": 20388, "\u0120Skills": 20389, "\u0120Upper": 20390, "obo": 20391, "\u0120NDP": 20392, "\u0120enjoys": 20393, "\u0120repeating": 20394, "\u0120Construction": 20395, "\u0120Questions": 20396, "Hillary": 20397, "\u0120uint": 20398, "\u0120processors": 20399, "\u0120Gibson": 20400, "\u0120Multiple": 20401, "qa": 20402, "\u0120Bom": 20403, "\u0120Miles": 20404, "ventional": 20405, "\u0120hurts": 20406, "skin": 20407, "\u0120AIDS": 20408, "\u0120advisers": 20409, "\u0120Root": 20410, "\u0120methodology": 20411, "\u0120Dale": 20412, "\u0120deton": 20413, "\u0120Knowledge": 20414, "sequently": 20415, "\u0120121": 20416, "\u0120connects": 20417, "Cy": 20418, "\u0120Danger": 20419, "\u0120contributors": 20420, "\u0120Bent": 20421, "\u0120brass": 20422, "\u0120Guns": 20423, "into": 20424, "\u0120Fortune": 20425, "\u0120broker": 20426, "balance": 20427, "\u0120lengths": 20428, "\u0120vic": 20429, "\u0120averaging": 20430, "\u0120appropriately": 20431, "\u0120Camera": 20432, "\u0120sandwich": 20433, "\u0120CDC": 20434, "\u0120coordinate": 20435, "\u0120navig": 20436, "\u0120goodness": 20437, "laim": 20438, "\u0120brake": 20439, "\u0120extremist": 20440, "\u0120Wake": 20441, "\u0120Mend": 20442, "\u0120Tiny": 20443, "\u0120COL": 20444, "\u0120RF": 20445, "\u0120Dual": 20446, "\u0120Wine": 20447, "Case": 20448, "\u0120refined": 20449, "\u0120lamp": 20450, "Lead": 20451, "\u0120bapt": 20452, "\u0120Carb": 20453, "\u0120Sadd": 20454, "\u0120Minneapolis": 20455, "PDF": 20456, "Early": 20457, "\u0120Hidden": 20458, "Its": 20459, "\u0120TIME": 20460, "\u0120pap": 20461, "\u0120commissioned": 20462, "\u0120Few": 20463, "\u0120Colts": 20464, "\u0120Bren": 20465, "\u0120bothered": 20466, "\u0120likewise": 20467, "Exper": 20468, "\u0120Schw": 20469, "cry": 20470, "nn": 20471, "\u0120Mitch": 20472, "imon": 20473, "MG": 20474, "bm": 20475, "UMP": 20476, "rays": 20477, "\u0120registry": 20478, "\u0120270": 20479, "achine": 20480, "rella": 20481, "anting": 20482, "00000": 20483, "\u0120ruined": 20484, "spot": 20485, "\u0120ta": 20486, "\u0120maximize": 20487, "\u0120inconven": 20488, "Dead": 20489, "Human": 20490, "Enabled": 20491, "\u0120Marie": 20492, "\u0120chill": 20493, "\u0120Paradise": 20494, "\u0120starring": 20495, "\u0120Latino": 20496, "\u0120Protocol": 20497, "\u0120EVER": 20498, "\u0120suppliers": 20499, "message": 20500, "\u0120Brock": 20501, "\u0120serum": 20502, "\u00e2\u0138\u012a\u00e2\u0138\u012a\u00e2\u0138\u012a\u00e2\u0138\u012a": 20503, "\u0120encomp": 20504, "\u0120ambition": 20505, "uese": 20506, "\u0120arrows": 20507, "Andrew": 20508, "\u0120antenna": 20509, "\u01201961": 20510, "\u0120Bark": 20511, "\u0120bool": 20512, "\u00e3\u0124\u00aa": 20513, "\u0120Storage": 20514, "\u0120railway": 20515, "\u0120tougher": 20516, "\u0120Cad": 20517, "\u0120washing": 20518, "Py": 20519, "']": 20520, "embed": 20521, "\u0120Memphis": 20522, "ackle": 20523, "\u0120famously": 20524, "\u0120Fortunately": 20525, "ovies": 20526, "\u0120mindset": 20527, "\u0120sneak": 20528, "\u0120Dh": 20529, "RAW": 20530, "\u0120Simpson": 20531, "\u0120livest": 20532, "\u0120landmark": 20533, "\u0120cement": 20534, "Low": 20535, "\u0120thrilled": 20536, "\u0120Course": 20537, "inel": 20538, "\u0120chuck": 20539, "idate": 20540, "global": 20541, "\u0120whit": 20542, "\u0120\u00ef\u00bf\u00bd": 20543, "adays": 20544, "ski": 20545, "\u0120SV": 20546, "\u0120viruses": 20547, "306": 20548, "\u0120Respons": 20549, "\u0120theaters": 20550, "\u0120Branch": 20551, "\u0120Geneva": 20552, "\u0120MK": 20553, "\u0120unbeliev": 20554, "\u0120communist": 20555, "Original": 20556, "\u0120Received": 20557, "\u0120Transfer": 20558, "\u0120Arg": 20559, "Input": 20560, "\u0120Strategy": 20561, "\u0120palace": 20562, "thening": 20563, "Dri": 20564, "\u0120sentencing": 20565, "umbnail": 20566, "\u0120pins": 20567, "recy": 20568, "\u0120siblings": 20569, "Getting": 20570, "\u0120BU": 20571, "\u0120Northwest": 20572, "\u0120prolonged": 20573, "\u0120Sakura": 20574, "Comb": 20575, "\u0120Bour": 20576, "\u0120inadequate": 20577, "\u0120Kash": 20578, "\u0120username": 20579, "\u0120Improve": 20580, "\u0120battling": 20581, "\u0120MAC": 20582, "\u0120curriculum": 20583, "\u0120soda": 20584, "\u0120Cannon": 20585, "\u0120sensible": 20586, "spons": 20587, "December": 20588, "\u0120wicked": 20589, "\u0120Pengu": 20590, "\u0120dictators": 20591, "\u0120Hearts": 20592, "ogyn": 20593, "\u0120similarities": 20594, "\u0120Stats": 20595, "\u0120hollow": 20596, "itations": 20597, "\":[": 20598, "\u0120hover": 20599, "\u0120Listen": 20600, "sch": 20601, "Sund": 20602, "\u0120cad": 20603, "\u0120Parks": 20604, "\u0120lur": 20605, "\u0120hype": 20606, "\u0120Lem": 20607, "NAME": 20608, "isure": 20609, "Friday": 20610, "\u0120shoots": 20611, "\u0120closes": 20612, "\u0120db": 20613, "\u0120Ridge": 20614, "\u0120Different": 20615, "\u0120replies": 20616, "\u0120Broadway": 20617, "opers": 20618, "\u0120intoler": 20619, "\u0120Zeus": 20620, "akespe": 20621, "\u0120proprietary": 20622, "\u0120requesting": 20623, "\u0120controllers": 20624, "\u0120MIN": 20625, "imedia": 20626, "becca": 20627, "\u0120expans": 20628, "\u0120oils": 20629, "Bot": 20630, "\u0120Chand": 20631, "\u0120printer": 20632, "\u0120topped": 20633, "\u0120POL": 20634, "\u0120Earlier": 20635, "Social": 20636, "avin": 20637, "\u0120decreases": 20638, "\u0120Seb": 20639, "\u0120specifications": 20640, "\u0120Blast": 20641, "\u0120Kurt": 20642, "\u0120freel": 20643, "Brown": 20644, "\u0120dilig": 20645, "roe": 20646, "\u0120Problem": 20647, "\u0120Quad": 20648, "\u0120decentral": 20649, "\u0120Vector": 20650, "anut": 20651, "\u0120plugins": 20652, "\u0120Gregory": 20653, "\u0120fucked": 20654, "elines": 20655, "\u0120Ambassador": 20656, "take": 20657, "\u0120cleans": 20658, "ongyang": 20659, "Anonymous": 20660, "stro": 20661, "\"}": 20662, "aline": 20663, "\u0120Odd": 20664, "\u0120Eug": 20665, "216": 20666, "\u0120boil": 20667, "\u0120Powers": 20668, "\u0120nurses": 20669, "Obviously": 20670, "\u0120Technical": 20671, "\u0120exceeded": 20672, "ORS": 20673, "\u0120extremists": 20674, "\u0120traces": 20675, "expl": 20676, "\u0120comr": 20677, "\u0120Sach": 20678, ")/": 20679, "\u0120masks": 20680, "\u0120sci": 20681, "Bon": 20682, "\u0120regression": 20683, "wegian": 20684, "\u0120advisor": 20685, "itures": 20686, "\u0120Vo": 20687, "example": 20688, "\u0120Instruct": 20689, "\u0120siege": 20690, "\u0120reductions": 20691, "ptr": 20692, "\u0120statutory": 20693, "\u0120removes": 20694, "\u0120puck": 20695, "redits": 20696, "\u0120bee": 20697, "\u0120salad": 20698, "\u0120promotions": 20699, "\u0120Joshua": 20700, "withstanding": 20701, "ETH": 20702, "\u0120Cha": 20703, "imus": 20704, "\u0120expenditure": 20705, "aunting": 20706, "\u0120delighted": 20707, "\u0120155": 20708, "beh": 20709, "\u0120carpet": 20710, "\u0120Spart": 20711, "\u0120jungle": 20712, "lists": 20713, "\u0120bullying": 20714, "\u0120Nobel": 20715, "\u0120Glen": 20716, "\u0120referenced": 20717, "\u0120introduces": 20718, "sein": 20719, "\u0120chopped": 20720, "glass": 20721, "\u0120Wrest": 20722, "\u0120neutrality": 20723, "\u0120\u00e2\u013b": 20724, "\u0120investigator": 20725, "\u0120shelves": 20726, "\u0120unconstitutional": 20727, "\u0120reproduction": 20728, "\u0120merchant": 20729, "mia": 20730, "\u0120metrics": 20731, "\u0120explosives": 20732, "\u0120Sonia": 20733, "\u0120bodily": 20734, "\u0120thickness": 20735, "\u0120predominantly": 20736, "\u0120Ability": 20737, "\u0120monitored": 20738, "ICH": 20739, "\u0120].": 20740, "\u0120Martinez": 20741, "\u0120visibility": 20742, "\u0120queries": 20743, "\u0120genocide": 20744, "\u0120Warfare": 20745, "Query": 20746, "\u0120studios": 20747, "\u0120embry": 20748, "\u0120corridor": 20749, "\u0120cleaned": 20750, "complete": 20751, "\u0120MH": 20752, "\u0120enrollment": 20753, "INGS": 20754, "\u0120impacted": 20755, "\u0120disastrous": 20756, "\u0120Yun": 20757, "\u0120Claire": 20758, "\u0120Basically": 20759, "yt": 20760, "usterity": 20761, "\u0120indirectly": 20762, "wik": 20763, "\u0120dod": 20764, "\u0120Carr": 20765, "\u0120amp": 20766, "\u0120prohibit": 20767, "\u0120Initial": 20768, "\u0120Rd": 20769, "iji": 20770, "\u0120educate": 20771, "corn": 20772, "iott": 20773, "\u0120Beauty": 20774, "\u0120detective": 20775, "\u0120Conn": 20776, "since": 20777, "\u0120stagger": 20778, "\u0120obese": 20779, "\u0120bree": 20780, "ologic": 20781, "isse": 20782, "walker": 20783, "\u0120blades": 20784, "\u0120lawful": 20785, "func": 20786, "\u0120Behind": 20787, "\u0120appetite": 20788, "\u0120(*": 20789, "\u0120tennis": 20790, "\u0120offspring": 20791, "\u0120jets": 20792, "\u0120structured": 20793, "\u0120aforementioned": 20794, "Nov": 20795, "\u0120scaling": 20796, "fill": 20797, "\u0120stew": 20798, "\u0120curb": 20799, "\u0120Stephan": 20800, "edIn": 20801, "SF": 20802, "obic": 20803, "\u00e9\u0143\u0136": 20804, "oug": 20805, "\u0120MM": 20806, "\u0120genetically": 20807, "opez": 20808, "136": 20809, "\u0120umb": 20810, "ancers": 20811, "\u0120cohort": 20812, "\u0120merchandise": 20813, "\u0120imposing": 20814, "\u0120Legislature": 20815, "\u0120Archive": 20816, "ivia": 20817, "\u0120Naval": 20818, "\u0120offences": 20819, "\u0120miracle": 20820, "\u0120snapped": 20821, "\u0120foes": 20822, "\u0120extensively": 20823, "\u0120Raf": 20824, "\u0120cater": 20825, "edience": 20826, "Kit": 20827, "\u0120Bin": 20828, "\u0120recommends": 20829, "\u0120Cities": 20830, "\u0120rigid": 20831, "\u0120READ": 20832, "\u0120Noble": 20833, "\u0120Tian": 20834, "\u0120certificates": 20835, "antis": 20836, "oiler": 20837, "\u0120Buddhist": 20838, "did": 20839, "\u0120surveyed": 20840, "\u0120downward": 20841, "\u0120prints": 20842, "\u0120Motion": 20843, "ronics": 20844, "\u0120Sans": 20845, "ossibly": 20846, "uctions": 20847, "\u0120colonies": 20848, "\u0120Danish": 20849, "unit": 20850, "\u0120spoil": 20851, "\u0120advisory": 20852, "berries": 20853, "Plan": 20854, "\u0120specification": 20855, "ophers": 20856, "\u0120Resource": 20857, "\u0120shirts": 20858, "prisingly": 20859, "communications": 20860, "\u0120trivial": 20861, "\u0120mentioning": 20862, "isexual": 20863, "\u0120supplements": 20864, "\u0120supervision": 20865, "BP": 20866, "vor": 20867, "\u0120wit": 20868, "\u0120cooldown": 20869, "\u0120plaintiff": 20870, "\u0120Reviews": 20871, "\u0120Sri": 20872, "\u0120Mint": 20873, "\u0120Sugar": 20874, "\u0120afterward": 20875, "\u0120Priest": 20876, "\u0120Investment": 20877, "ogene": 20878, "\u0120Taking": 20879, "\u0120stretching": 20880, "\u0120inflammation": 20881, "\u0120Tehran": 20882, "\u0120lining": 20883, "\u0120freezing": 20884, "\u0120Entity": 20885, "\u0120inspiring": 20886, "special": 20887, "price": 20888, "\u0120sue": 20889, "\u0120Porter": 20890, "ounge": 20891, "ETA": 20892, "\u0120Derek": 20893, "\u0120Luis": 20894, "uo": 20895, "ymph": 20896, "\u0120exterior": 20897, "ihil": 20898, "\u0120Ashley": 20899, "inator": 20900, "\u0120nutrients": 20901, "\u0120Thrones": 20902, "\u0120finances": 20903, "\u0120Inspect": 20904, "\u0120specially": 20905, "\u0120Required": 20906, "\u0120PTS": 20907, "\u0120Violence": 20908, "ointed": 20909, "shots": 20910, "\u0120excerpt": 20911, "coon": 20912, "INS": 20913, "\u0120Gri": 20914, "\u0120recognised": 20915, "Week": 20916, "Young": 20917, "\u0120vom": 20918, "isle": 20919, "\u0120Curry": 20920, "\u0120Buddh": 20921, "\u0120notebook": 20922, "\u0120durable": 20923, "/?": 20924, "\u0120Gad": 20925, "\u0120Pupp": 20926, "\u0120forgive": 20927, "park": 20928, "\u0120personalities": 20929, "analysis": 20930, "clamation": 20931, "\u0120elevator": 20932, "\u0120warehouse": 20933, "\u0120Role": 20934, "unn": 20935, "\u0120illustration": 20936, "\u0120Scan": 20937, "\u0120atmospheric": 20938, "Import": 20939, "ANC": 20940, "ricted": 20941, "fu": 20942, "010": 20943, "\u0120arche": 20944, "\u0120rewarded": 20945, "akespeare": 20946, "\u0120internally": 20947, "\u0120RBI": 20948, "alker": 20949, "\u0120elephant": 20950, "owitz": 20951, "\u0120Pizza": 20952, "\u0120bipartisan": 20953, "\u00c3\u00a9s": 20954, "\u0120slowed": 20955, "\u0120Stark": 20956, "\u0120override": 20957, "OUS": 20958, "\u0120320": 20959, "undreds": 20960, "\u0120Deck": 20961, "\u0120Census": 20962, "bee": 20963, "146": 20964, "otor": 20965, "\u0120ip": 20966, "\u0120ub": 20967, "ocations": 20968, "\u0120Button": 20969, "rice": 20970, "\u0120cripp": 20971, "fff": 20972, "\u0120originated": 20973, "\u0120overwhelmed": 20974, "appa": 20975, "\u0120foremost": 20976, "\u00e2\u0122\u0133": 20977, "\u0120LEG": 20978, "release": 20979, "eatured": 20980, "atches": 20981, "\u0120reps": 20982, "\u0120lending": 20983, "\u0120Reference": 20984, "\u0120Client": 20985, "165": 20986, "venth": 20987, "Complete": 20988, "\u0120Patrol": 20989, "\u0120sworn": 20990, "cam": 20991, "\u0120shuttle": 20992, "\u0120Ralph": 20993, "\u0120hometown": 20994, "-,": 20995, "onal": 20996, "\u0120BP": 20997, "\u00e5\u0131": 20998, "\u0120persuade": 20999, "\u0120Alexand": 21000, "\u0120combines": 21001, "\u0120vivid": 21002, "\u0120Lag": 21003, "\u0120encoding": 21004, "\u0120salvation": 21005, "wen": 21006, "\u0120Recovery": 21007, "iya": 21008, "University": 21009, "\u0120Biden": 21010, "\u0120budgets": 21011, "\u0120Texans": 21012, "fits": 21013, "\u0120honored": 21014, "\u0120python": 21015, "TD": 21016, "###": 21017, "clone": 21018, "\u0120blink": 21019, "\u0120Liquid": 21020, "\u0120unemployed": 21021, "\u0120clashes": 21022, "\u0120Counsel": 21023, "\u0120directing": 21024, "\u0120punct": 21025, "\u0120Falcons": 21026, "\u0120shark": 21027, "\u0120Damascus": 21028, "\u0120jeans": 21029, "\u0120embark": 21030, "\u0120seize": 21031, "\u0120upwards": 21032, "280": 21033, "\u0120Ez": 21034, "\u0120Anything": 21035, "\u0120exotic": 21036, "lower": 21037, "\u0120Creator": 21038, "\u0120Um": 21039, "\u0120suburbs": 21040, "berger": 21041, "\u0120Wend": 21042, "\u0120mint": 21043, "\u0120XX": 21044, "\u0120Dro": 21045, "\u0120suffers": 21046, "\u0120herb": 21047, "tree": 21048, "\u0120fragile": 21049, "\u0120flooded": 21050, "\u0120Alcohol": 21051, "olean": 21052, "nyder": 21053, "\u0120KO": 21054, "Fram": 21055, "\u0120136": 21056, "\u0120owed": 21057, "\u0120Melee": 21058, "\u0120Hash": 21059, "\u0120whisk": 21060, "\u0120sudo": 21061, "rr": 21062, "Quick": 21063, "appro": 21064, "\u0120ii": 21065, "\u0120Examples": 21066, "hee": 21067, "\u0120promotes": 21068, "perature": 21069, "kar": 21070, "\u0120Honor": 21071, "\u0120sodium": 21072, "\u0120Lif": 21073, "rosso": 21074, "intendent": 21075, "\u0120correspondent": 21076, "Found": 21077, "secret": 21078, "\u0120identifies": 21079, "agne": 21080, "\u0120lou": 21081, "\u0120PP": 21082, "\u0120coincidence": 21083, "move": 21084, "\u0120militia": 21085, "\u0120infiltr": 21086, "\u0120Primary": 21087, "\u0120pitching": 21088, "\u0120Ib": 21089, "\u0120GOOD": 21090, "\u00e3\u0124\u00b8": 21091, "\u0120Wizards": 21092, "iral": 21093, "\u0120Venus": 21094, "RR": 21095, "\u0120\u00e2\u0122\u0137": 21096, "\u0120Casey": 21097, "\u0120sadly": 21098, "\u0120admire": 21099, "\u0120embarrassed": 21100, "cb": 21101, "Mel": 21102, "\u0120tubes": 21103, "\u0120beautifully": 21104, "\u0120Queensland": 21105, "Below": 21106, "rez": 21107, "quet": 21108, "pleasant": 21109, "\u0120\u00c2\u00ab": 21110, "Camp": 21111, "\u0120decisive": 21112, "1998": 21113, "\u0120Lamb": 21114, "utton": 21115, "hn": 21116, "\u0120Jagu": 21117, "aunder": 21118, "\u0120Cord": 21119, "\u0120clerk": 21120, "\u0120caffe": 21121, "\u0120wiped": 21122, "\u0120reim": 21123, "\u0120Mountains": 21124, "\u0120imprisoned": 21125, "\u0120develops": 21126, "\u0120Pra": 21127, "\u0120modeling": 21128, "Anyone": 21129, "ancel": 21130, "\u0120Sit": 21131, "\u0120shields": 21132, "\u0120lawn": 21133, "\u0120cardiovascular": 21134, "\u0120demonstrating": 21135, "\u0120parse": 21136, "\u0120Israelis": 21137, "\u0120euros": 21138, "143": 21139, "\u0120glorious": 21140, "inski": 21141, "ecd": 21142, "\u0120conditioning": 21143, "\u0120helpless": 21144, "\u0120microsc": 21145, "\u0120Harbor": 21146, "\u0120stakes": 21147, "\u0120260": 21148, "\u0120unequ": 21149, "\u0120Floyd": 21150, "\u0120damp": 21151, "\u0120apparatus": 21152, "\u0120Laws": 21153, "\u0120counters": 21154, "\u0120induce": 21155, "atable": 21156, "\u0120Ahmed": 21157, "\u0120slam": 21158, "November": 21159, "\u0120persist": 21160, "\u0120imminent": 21161, "\u00c3\u00a1n": 21162, "\u0120shred": 21163, "\u0120phases": 21164, "\u0120Edmonton": 21165, "\u0120Armstrong": 21166, "\u0120Meet": 21167, "\u0120Kitty": 21168, "\u00d1\u0122": 21169, "circ": 21170, "\u0120Adult": 21171, "\u0120arose": 21172, "\u0120Xen": 21173, "Dan": 21174, "gow": 21175, "\u0120superf": 21176, "\u0120Admir": 21177, "\u0120endure": 21178, "\u0120keyword": 21179, "yrus": 21180, "\u0120yarn": 21181, "\u0120pathway": 21182, "\u0120Hopkins": 21183, "midt": 21184, "\u0120censorship": 21185, "dependent": 21186, "\u0120instructor": 21187, "Sources": 21188, "\u0120toe": 21189, "\u0120balloon": 21190, "Nob": 21191, "\u0120swear": 21192, "\u0120Castro": 21193, "\u0120gloss": 21194, "\u0120Kavanaugh": 21195, "\u0120remarkably": 21196, "Photos": 21197, "\u0120Nom": 21198, "\u0120Southeast": 21199, "yers": 21200, "\u0120validation": 21201, "\u0120cannon": 21202, "\u0120Victory": 21203, "\u0120Pierre": 21204, "\u0120cautious": 21205, "Audio": 21206, "\u0120fetch": 21207, "\u0120Gift": 21208, "\u0120Hyp": 21209, "\u0120remedy": 21210, "ZE": 21211, "\u0120scent": 21212, "\u0120beard": 21213, "\u0120Rut": 21214, "-\"": 21215, "\u0120patents": 21216, "Hy": 21217, "\u0120unjust": 21218, "\u0120potato": 21219, "\u0120forthcoming": 21220, "\u0120chef": 21221, "\u0120Rift": 21222, "affe": 21223, "\u0120ROM": 21224, "\u0120Launch": 21225, "\u0120pads": 21226, "\u0120Neo": 21227, "\u0120onset": 21228, "\u0120squeeze": 21229, "safe": 21230, "\u0120prefix": 21231, "\u0120TM": 21232, "\u0120Nearly": 21233, "\u0120Clinical": 21234, "\u0120Mental": 21235, "otiation": 21236, "\u0120Unic": 21237, "antry": 21238, "\u0120Cir": 21239, "\u0120epit": 21240, "\u00c3\u00a6": 21241, "\u0120extracted": 21242, "versely": 21243, "riad": 21244, "\u0120strains": 21245, "\u0120tops": 21246, "\u0120poem": 21247, "\u0120Randy": 21248, "\u0120Maple": 21249, "THER": 21250, "upiter": 21251, "\u0120SSD": 21252, "\u013c\u00e9": 21253, "\u0120uncon": 21254, "pering": 21255, "\u0120slept": 21256, "iners": 21257, "\u0120underwater": 21258, "\u0120Evidence": 21259, "gone": 21260, "205": 21261, "\u0120historians": 21262, "\u0120synthesis": 21263, "\u0120frog": 21264, "basketball": 21265, "\u0120vibrant": 21266, "\u0120subord": 21267, "\u0120365": 21268, "\u0120Dial": 21269, "\u0120cooperate": 21270, "HAHA": 21271, "\u0120greeted": 21272, "158": 21273, "\u0120jazz": 21274, "\u0120intox": 21275, "\u0120Walking": 21276, "\u0120supervisor": 21277, "\u0120Fusion": 21278, "\u0120Mercedes": 21279, "send": 21280, "Ham": 21281, "sd": 21282, "nl": 21283, "\u0120tours": 21284, "\u0120FIFA": 21285, "\u0120culp": 21286, "gd": 21287, "304": 21288, "\u0120pleas": 21289, "\u0120illustrates": 21290, "\u0120Colombia": 21291, "\u0120highlighting": 21292, "\u0120Summary": 21293, "\u0120exposing": 21294, "\u0120Dru": 21295, "\u0120irony": 21296, "ritional": 21297, "\u0120Carroll": 21298, "\u0120Ellis": 21299, "Pict": 21300, "\u0120Rapt": 21301, "\u0120adapter": 21302, "\u0120unm": 21303, "\u0120corpse": 21304, "\u0120celebrities": 21305, "Den": 21306, "atum": 21307, "\u0120Apocalypse": 21308, "\u0120Wag": 21309, "lining": 21310, "\u0120hormones": 21311, "Rub": 21312, "\u0120Xi": 21313, "\u0120Vaults": 21314, "208": 21315, "alkyrie": 21316, "inosaur": 21317, "\u0120feeds": 21318, "vity": 21319, "\u0120defeating": 21320, "Wait": 21321, "\u0120emphasize": 21322, "\u0120Steelers": 21323, "yrinth": 21324, "leys": 21325, "\u0120Whenever": 21326, "Currently": 21327, "\u0120Clock": 21328, "\u0120collectively": 21329, "anyon": 21330, "\u0120JP": 21331, "\u0120mentality": 21332, "\u0120downloads": 21333, "\u0120surroundings": 21334, "\u0120Barnes": 21335, "\u0120flagship": 21336, "\u0120indicators": 21337, "\u0120grapp": 21338, "January": 21339, "\u0120Elemental": 21340, "\u0120Athena": 21341, "ibal": 21342, "\u0120sights": 21343, "\u0120capita": 21344, "\u0120Treaty": 21345, "\u0120voiced": 21346, "\u0120Gaz": 21347, "lette": 21348, "\u0120ya": 21349, "\u0120expired": 21350, "Legend": 21351, "Hot": 21352, "nature": 21353, "\u0120unstable": 21354, "\u0120280": 21355, "\u00c3\u00ba": 21356, "Comment": 21357, "ALE": 21358, "\u0120quests": 21359, "\u0120handler": 21360, "nis": 21361, "\u0120versatile": 21362, "\u0120conceal": 21363, "engeance": 21364, "\u0120Interactive": 21365, "\u0120obsessed": 21366, "\u0120Dogs": 21367, "\u0120cracked": 21368, "Sound": 21369, "sv": 21370, "\u0120Dylan": 21371, "roads": 21372, "fx": 21373, "\u0120Catholics": 21374, "\u0120Hag": 21375, "\u0120slammed": 21376, "\u0120glowing": 21377, "sale": 21378, "\u0120tissues": 21379, "\u0120Chi": 21380, "nee": 21381, "\u0120cher": 21382, "sic": 21383, "urrection": 21384, "\u0120bacon": 21385, "ulatory": 21386, ").\"": 21387, "\u0120irregular": 21388, "FORM": 21389, "assed": 21390, "\u0120intentional": 21391, "\u0120compensate": 21392, "\u0120Speaking": 21393, "\u0120Sets": 21394, "153": 21395, "\u0120conventions": 21396, "bands": 21397, "emade": 21398, "\u0120ecc": 21399, "\u0120Winston": 21400, "\u0120Assassin": 21401, "\u0120Belgian": 21402, "\u0120dependence": 21403, "\u0120niche": 21404, "\u0120bark": 21405, "\u0120Jazz": 21406, "\u0120disadvantage": 21407, "\u0120gasoline": 21408, "\u0120165": 21409, "\u00e7\u013c\u0126": 21410, "essa": 21411, "module": 21412, "angular": 21413, "OY": 21414, "\u0120Treatment": 21415, "itas": 21416, "olation": 21417, "\u0120Arnold": 21418, "\u0120feud": 21419, "\u0120Nest": 21420, "\u0120theatre": 21421, "ewater": 21422, "\u0120minors": 21423, "olicy": 21424, "\u0120Haven": 21425, "division": 21426, "\u0120trunk": 21427, "Far": 21428, "\u0120Pull": 21429, "\u0120capturing": 21430, "\u01201800": 21431, "\u0120Teen": 21432, "\u0120exempl": 21433, "\u0120clinics": 21434, "\u0120Burg": 21435, "\u0120substit": 21436, "\u0120payload": 21437, "\u0120Lav": 21438, "\u0120Troy": 21439, "\u0120Witness": 21440, "\u0120fragments": 21441, "\u0120passwords": 21442, "\u0120gospel": 21443, "\u0120Gin": 21444, "\u0120tenants": 21445, "olith": 21446, "Six": 21447, "Previous": 21448, "\u0120Ages": 21449, "\u0120Darwin": 21450, "\u0120blat": 21451, "\u0120empathy": 21452, "smith": 21453, "bag": 21454, "\u0120Echo": 21455, "\u0120Camb": 21456, "\u0120Madd": 21457, "\u0120Boo": 21458, "\u0120rede": 21459, "\u0120Burning": 21460, "\u0120smoothly": 21461, "\u0120Adrian": 21462, "\u0120Vampire": 21463, "\u0120Monsters": 21464, "steam": 21465, "Style": 21466, "Ma": 21467, "rea": 21468, "\u0120Dwar": 21469, "alyst": 21470, "ursor": 21471, "\u0120elimination": 21472, "\u0120crypto": 21473, "cht": 21474, "\u0120Eternal": 21475, "\u00e2\u0122\u00a6]": 21476, "\u0120Sorce": 21477, "Ill": 21478, "NER": 21479, "\u0120uh": 21480, "Conclusion": 21481, "wage": 21482, "\u0120respir": 21483, "\u0120reminis": 21484, "hetical": 21485, "\u0120gy": 21486, "\u0120utilized": 21487, "icidal": 21488, "\u01201900": 21489, "\u0120hunters": 21490, "\u0120Swan": 21491, "\u0120React": 21492, "\u0120visitor": 21493, "\u0120Thanksgiving": 21494, "308": 21495, "Posts": 21496, "\u0120hips": 21497, "1997": 21498, "omers": 21499, "\u0120knocking": 21500, "\u0120Vehicle": 21501, "\u0120til": 21502, "\u0120138": 21503, "\u0120mi": 21504, "\u0120Investigation": 21505, "\u0120Kenya": 21506, "\u0120casino": 21507, "\u0120motives": 21508, "\u0120regain": 21509, "rex": 21510, "\u0120weekends": 21511, "\u0120stabbed": 21512, "boro": 21513, "\u0120exploited": 21514, "\u0120HAVE": 21515, "\u0120Television": 21516, "cock": 21517, "\u0120preparations": 21518, "\u0120endeav": 21519, "\u0120Remote": 21520, "\u0120Maker": 21521, "\u0120Produ": 21522, "\u0120Evan": 21523, "\u0120informational": 21524, "\u0120Louisville": 21525, "154": 21526, "\u0120Dreams": 21527, "\u0120plots": 21528, "\u0120Runner": 21529, "\u0120hurting": 21530, "\u0120academy": 21531, "\u0120Montgomery": 21532, "nm": 21533, "\u0120Lanc": 21534, "\u0120Alz": 21535, "210": 21536, "elong": 21537, "\u0120retailer": 21538, "\u0120arising": 21539, "\u0120rebellion": 21540, "\u0120blonde": 21541, "played": 21542, "\u0120instrumental": 21543, "Cross": 21544, "\u0120retention": 21545, "\u0120therapeutic": 21546, "\u0120seas": 21547, "\u0120infantry": 21548, "\u0120Clint": 21549, "\u0120prompting": 21550, "\u0120bitch": 21551, "\u0120stems": 21552, "\u0120Kra": 21553, "\u0120thesis": 21554, "\u0120Bog": 21555, "rued": 21556, "\u0120kings": 21557, "\u0120clay": 21558, "ificent": 21559, "\u0120YES": 21560, "\u0120Thing": 21561, "\u0120Cubs": 21562, "veyard": 21563, "elsh": 21564, "inarily": 21565, "\u0120Ey": 21566, "\u0120Rolling": 21567, "\u0120evolving": 21568, "India": 21569, "\u0120recognizes": 21570, "\u0120graduation": 21571, "isers": 21572, "\u0120fertility": 21573, "\u0120Milan": 21574, "Command": 21575, "\u0120boxing": 21576, "\u01201943": 21577, "\u0120gluten": 21578, "\u0120Emir": 21579, "\u0120idol": 21580, "\u0120conceived": 21581, "\u0120Creation": 21582, "Merit": 21583, "uddy": 21584, "ussions": 21585, "\u0120Lieutenant": 21586, "ietal": 21587, "\u0120unchanged": 21588, "\u0120Scale": 21589, "\u0120Crimea": 21590, "balls": 21591, "atorial": 21592, "\u0120depths": 21593, "\u0120empirical": 21594, "\u0120transm": 21595, "\u0120unsafe": 21596, "missible": 21597, "comfort": 21598, "156": 21599, "\u0120mechanic": 21600, "002": 21601, "lins": 21602, "\u0120smoked": 21603, "Pos": 21604, "\u0120slowing": 21605, "\u0120lav": 21606, "Texas": 21607, "\u0120cheating": 21608, "\u0120Metropolitan": 21609, "ethyl": 21610, "\u0120discovering": 21611, "asse": 21612, "\u0120pencil": 21613, "\u0120Pyongyang": 21614, "\u0120closet": 21615, "\u0120Sheet": 21616, "\u0120Entry": 21617, "oustic": 21618, "\u0120myst": 21619, "erate": 21620, "ariat": 21621, "\u0120minerals": 21622, "\u0120musician": 21623, "\u0120Pul": 21624, "\u0120Maz": 21625, "249": 21626, "\u0120permissions": 21627, "\u0120iv": 21628, "enary": 21629, "ickers": 21630, "\u0120Bing": 21631, "hea": 21632, "enable": 21633, "\u0120griev": 21634, "\u0120asserted": 21635, "\u0120Colonel": 21636, "\u0120affidav": 21637, "wo": 21638, "\u0120seated": 21639, "\u0120Ride": 21640, "\u0120paintings": 21641, "\u0120Pix": 21642, "\u0120137": 21643, "ishi": 21644, "umbai": 21645, "gotten": 21646, "\u0120Earl": 21647, "\u0120inning": 21648, "\u0120census": 21649, "\u0120travelled": 21650, "\u0120Consult": 21651, "185": 21652, "bind": 21653, "\u0120simplicity": 21654, "\u0120overlooked": 21655, "\u0120Helpful": 21656, "\u0120monkey": 21657, "\u0120overwhelmingly": 21658, "Blood": 21659, "\u0120Flint": 21660, "\u0120Jama": 21661, "\u0120Present": 21662, "\u0120Rage": 21663, "\u0120TA": 21664, "ptive": 21665, "\u0120turnout": 21666, "wald": 21667, "\u0120Dolphins": 21668, "\u0120VPN": 21669, "\u0120onion": 21670, "\u0120crafting": 21671, "mma": 21672, "\u0120Mercury": 21673, "\u0120arrange": 21674, "\u0120alerts": 21675, "\u0120OT": 21676, "zbollah": 21677, "\u0120gases": 21678, "\u0120Richardson": 21679, "sal": 21680, "lar": 21681, "\u0120frost": 21682, "\u0120lowering": 21683, "\u0120acclaim": 21684, "\u0120startups": 21685, "\u0120Gain": 21686, "essment": 21687, "\u0120guardian": 21688, "\u00e4\u00ba\u00ba": 21689, "\u0120Pie": 21690, "\u0120Links": 21691, "\u0120merits": 21692, "\u0120awake": 21693, "\u0120parental": 21694, "\u0120exceeds": 21695, "\u0120idle": 21696, "\u0120Pilot": 21697, "\u0120eBay": 21698, "\u0120Accept": 21699, "ipeg": 21700, "Cam": 21701, "\u0120Kot": 21702, "\u0120traders": 21703, "olitics": 21704, "unker": 21705, "\u0120Pale": 21706, "osi": 21707, "anmar": 21708, "\u01201947": 21709, "\u0120Fell": 21710, "estial": 21711, "itating": 21712, "GF": 21713, "\u0120Sr": 21714, "ifted": 21715, "\u0120connector": 21716, "\u0120Bone": 21717, "illes": 21718, "260": 21719, "hma": 21720, "\u0120overlap": 21721, "\u0120GitHub": 21722, "\u0120cleaner": 21723, "\u0120Baptist": 21724, "\u0120WAS": 21725, "\u0120lungs": 21726, "\u00d1\u0123": 21727, "\u0120BUT": 21728, "\u0120cite": 21729, "\u0120pitched": 21730, "reatment": 21731, "\u0120trophies": 21732, "\u0120Nu": 21733, "386": 21734, "\u0120Pride": 21735, "\u0120attendees": 21736, "[]": 21737, "179": 21738, "\u0120spatial": 21739, "\u0120prizes": 21740, "\u0120Religion": 21741, "\u0120showcase": 21742, "\u0120Category": 21743, "vidia": 21744, "Target": 21745, "Property": 21746, "?,": 21747, "\u0120fusion": 21748, "pie": 21749, "\u0120UCLA": 21750, "\u0120soundtrack": 21751, "\u0120princess": 21752, "\u0120Caval": 21753, "should": 21754, "\u0120limbs": 21755, "Background": 21756, "\u0120lonely": 21757, "\u0120cores": 21758, "\u0120Tail": 21759, "sheet": 21760, "\u0120132": 21761, "Ra": 21762, "\u00e3\u0124\u00ab": 21763, "\u0120Bolt": 21764, "\u0120booked": 21765, "\u0120administer": 21766, "\u0120equals": 21767, "wy": 21768, "\u0120observing": 21769, "\u0120Baron": 21770, "\u0120Adobe": 21771, "\u0120virgin": 21772, "\u0120Socialist": 21773, "Move": 21774, "ghazi": 21775, "\u0120Linda": 21776, "212": 21777, "\u0120brewing": 21778, "\u0120merchants": 21779, "burse": 21780, "\u0120divor": 21781, "\u0120metals": 21782, "\u0120Ner": 21783, "\u0120sums": 21784, "\u0120Enemy": 21785, "\u0120envision": 21786, "\u0120granting": 21787, "\u0120Honey": 21788, "\u0120Skyrim": 21789, "\u0120socio": 21790, "graded": 21791, "\u0120selective": 21792, "WASHINGTON": 21793, "\u01201948": 21794, "\u0120Sirius": 21795, "\u0120Gross": 21796, "activity": 21797, "\u0120Ivan": 21798, "\u0120furious": 21799, "BSD": 21800, "\u0120Previous": 21801, "\u0120responsive": 21802, "\u0120charitable": 21803, "\u0120leaning": 21804, "\u0120Pew": 21805, "\u0120violates": 21806, "\\\\\\\\\\\\\\\\": 21807, "\u0120Coming": 21808, "wire": 21809, "\u0120poet": 21810, "\u0120resolutions": 21811, "command": 21812, "\u0120Portuguese": 21813, "\u0120nickname": 21814, "\u0120deaf": 21815, "February": 21816, "\u0120recognise": 21817, "\u0120entirety": 21818, "\u0120seasonal": 21819, "placed": 21820, "\u0120Telegraph": 21821, "\u0120microphone": 21822, "ouring": 21823, "\u0120grains": 21824, "\u0120governed": 21825, "\u0120postp": 21826, "\u0120Waters": 21827, "inement": 21828, "\u0120undocumented": 21829, "\u0120Comcast": 21830, "\u0120fox": 21831, "\u0120assaults": 21832, "reon": 21833, "many": 21834, "\u0120Jenkins": 21835, "\u0120Anyway": 21836, "\u0120assessments": 21837, "\u0120downs": 21838, "\u0120Mouse": 21839, "\u0120superb": 21840, "kt": 21841, "\u0120Dow": 21842, "\u0120taxation": 21843, "401": 21844, "\u0120smiles": 21845, "\u0120undertaken": 21846, "\u0120exh": 21847, "\u0120enthusiastic": 21848, "\u0120twent": 21849, "\u0120governmental": 21850, "\u0120autonomy": 21851, "\u0120Technologies": 21852, "\u0120Chain": 21853, "\u0120prevalent": 21854, "fb": 21855, "\u0120nicotine": 21856, "ogram": 21857, "job": 21858, "\u0120awaiting": 21859, "\u0120Menu": 21860, "\u0120deputies": 21861, "kov": 21862, "ishops": 21863, "Button": 21864, "\u0120Shanghai": 21865, "\u0120diesel": 21866, "\u0120Duck": 21867, "Ryan": 21868, "\u0120PCs": 21869, "NF": 21870, "jury": 21871, "ente": 21872, "\u0120inaccurate": 21873, "eddy": 21874, "Whatever": 21875, "\u0120showc": 21876, "\u0120Nad": 21877, "odus": 21878, "etr": 21879, "\u0120plaintiffs": 21880, "\u0120WOR": 21881, "\u0120Assange": 21882, "\u0120privat": 21883, "\u0120premiums": 21884, "\u0120tam": 21885, "URL": 21886, "\u0120elites": 21887, "\u0120Ranger": 21888, "ottenham": 21889, "\u0120Hoff": 21890, "\u0120Athens": 21891, "\u0120definite": 21892, "\u0120sighed": 21893, "\u0120evenly": 21894, "211": 21895, "\u0120Amber": 21896, "akia": 21897, "\u0120mailing": 21898, "\u0120crashing": 21899, "\u0120Confederate": 21900, "rugged": 21901, "Wal": 21902, "\u0120Depths": 21903, "\u0120juvenile": 21904, "\u0120reactor": 21905, "Introduction": 21906, "\u0120Deluxe": 21907, "1995": 21908, "\u0120Sanchez": 21909, "\u0120Mead": 21910, "ivable": 21911, ":-": 21912, "\u0120Planning": 21913, "\u0120Trap": 21914, "quin": 21915, "\u0120Protect": 21916, "vered": 21917, "Information": 21918, "\u0120kidney": 21919, "innamon": 21920, "las": 21921, "\u0120policing": 21922, "\u0120tolerate": 21923, "\u0120Qi": 21924, "\u0120biased": 21925, "Fort": 21926, "\u0120Ki": 21927, "save": 21928, "\u0120privileged": 21929, "\u0120beasts": 21930, "\u0120Glas": 21931, "\u0120Cinem": 21932, "\u0120comeback": 21933, "Sunday": 21934, "\u0120extinction": 21935, "hops": 21936, "\u0120transmit": 21937, "\u0120doubles": 21938, "\u0120Flat": 21939, "167": 21940, "\u0120disputed": 21941, "\u0120injustice": 21942, "foo": 21943, "Vict": 21944, "roleum": 21945, "\u0120Julie": 21946, "Context": 21947, "\u0120Rarity": 21948, "issue": 21949, "Component": 21950, "\u0120counseling": 21951, "anne": 21952, "dark": 21953, "\u0120objections": 21954, "uilt": 21955, "\u0120gast": 21956, "\u0120plac": 21957, "\u0120unused": 21958, "\u00e3\u0125\u0129": 21959, "\u0120Trial": 21960, "\u0120Jas": 21961, "hedral": 21962, "obb": 21963, "\u0120temporal": 21964, "\u0120PRO": 21965, "\u0120NW": 21966, "\u0120Anniversary": 21967, "Large": 21968, "\u0120therm": 21969, "\u0120david": 21970, "\u0120systemic": 21971, "\u0120Shir": 21972, "mut": 21973, "\u0120Nept": 21974, "address": 21975, "\u0120scanning": 21976, "\u0120understandable": 21977, "\u0120canvas": 21978, "Cat": 21979, "\u0120Zoo": 21980, "\u0120angels": 21981, "LO": 21982, "\u0120Statement": 21983, "\u0120Sig": 21984, "ovable": 21985, "\u0120Away": 21986, "sharing": 21987, "ocrats": 21988, "stated": 21989, "\u0120weighing": 21990, "Nor": 21991, "wild": 21992, "Bey": 21993, "\u0120astonishing": 21994, "\u0120Reynolds": 21995, "\u0120opener": 21996, "\u0120trainer": 21997, "\u0120surgical": 21998, "pn": 21999, "\u0120adjusting": 22000, "wheel": 22001, "\u0120frown": 22002, "ervative": 22003, "\u0120suspend": 22004, "Within": 22005, "tein": 22006, "\u0120obstacle": 22007, "\u0120liberties": 22008, "ymes": 22009, "\u0120uranium": 22010, "ansom": 22011, "anol": 22012, "uba": 22013, "\u0120Loss": 22014, "\u0120arous": 22015, "\u0120Henderson": 22016, "Wow": 22017, "spl": 22018, "cur": 22019, "\u0120\u00c2\u0143": 22020, "\u0120theirs": 22021, "Damage": 22022, "\u0120downloading": 22023, "\u0120discern": 22024, "\u0120Sto": 22025, "\u0120Fla": 22026, "\u0120hath": 22027, "\u0120Aj": 22028, "\u0120unpleasant": 22029, "European": 22030, "expensive": 22031, "\u0120screenshot": 22032, "\u0120UV": 22033, "\u0120allied": 22034, "\u0120Persian": 22035, "\u0120monopoly": 22036, "\u0120atom": 22037, "\u0120Redskins": 22038, "\"><": 22039, "\u0120cancell": 22040, "\u0120cinema": 22041, "131": 22042, "fair": 22043, "\u0120Alfred": 22044, "\u0120duck": 22045, "args": 22046, "223": 22047, "\u0120ISI": 22048, "\u0120signaling": 22049, "inar": 22050, "\u0120laughs": 22051, "\u0120forwards": 22052, "\u0120reckless": 22053, "\u0120listeners": 22054, "ativity": 22055, "\u0120vastly": 22056, "nant": 22057, "Less": 22058, "\u0120Hunting": 22059, "\u0120Scientific": 22060, "ITED": 22061, "\u0120knight": 22062, "\u0120HTC": 22063, "usa": 22064, "tmp": 22065, "\u0120rude": 22066, "\u0120Legendary": 22067, "\u0120arises": 22068, "Bad": 22069, "\u0120Claim": 22070, "peg": 22071, "\u0120realities": 22072, "Think": 22073, "\u0120\u00c2\u00b0": 22074, "\u0120rode": 22075, "\u0120strive": 22076, "\u0120anecd": 22077, "\u0120shorts": 22078, "\u0120hypothes": 22079, "\u0120coordinated": 22080, "\u0120Gandhi": 22081, "\u0120FPS": 22082, "RED": 22083, "\u0120susceptible": 22084, "\u0120shrink": 22085, "\u0120Chart": 22086, "Help": 22087, "\u0120ion": 22088, "deep": 22089, "ribes": 22090, "\u0120Kai": 22091, "\u0120Customer": 22092, "Summary": 22093, "\u0120cough": 22094, "wife": 22095, "\u0120lend": 22096, "\u0120positioning": 22097, "\u0120lottery": 22098, "\u0120Canyon": 22099, "\u0120fade": 22100, "\u0120bronze": 22101, "\u0120Kenny": 22102, "\u0120boasts": 22103, "\u0120Enhanced": 22104, "record": 22105, "\u0120emergence": 22106, "\u0120akin": 22107, "\u0120Bert": 22108, "itous": 22109, "\u00e2\u0138\u0133": 22110, "\u0120stip": 22111, "\u0120exchanged": 22112, "omore": 22113, "alsh": 22114, "\u0120reservoir": 22115, "\u0120standpoint": 22116, "WM": 22117, "\u0120initiate": 22118, "\u0120decay": 22119, "\u0120brewery": 22120, "\u0120terribly": 22121, "\u0120mortal": 22122, "levard": 22123, "\u0120revis": 22124, "NI": 22125, "elo": 22126, "\u0120confess": 22127, "\u0120MSNBC": 22128, "\u0120submissions": 22129, "Controller": 22130, "\u0120202": 22131, "\u0120Ruth": 22132, "});": 22133, "\u0120Azure": 22134, "\u0120.\"": 22135, "206": 22136, "\u0120Marketing": 22137, "\u0120laund": 22138, "iencies": 22139, "\u0120renowned": 22140, "\u0120Trou": 22141, "\u0120NGO": 22142, "blems": 22143, "\u0120terrified": 22144, "\u0120warns": 22145, "\u0120pert": 22146, "\u0120unsure": 22147, "480": 22148, "alez": 22149, "ultz": 22150, "\u0120Outside": 22151, "\u0120styl": 22152, "\u0120Underground": 22153, "\u0120panc": 22154, "\u0120dictionary": 22155, "\u0120foe": 22156, "riminal": 22157, "\u0120Norwegian": 22158, "\u0120jailed": 22159, "\u0120maternal": 22160, "\u00c3\u00a9e": 22161, "\u0120Lucy": 22162, "cop": 22163, "Cho": 22164, "\u0120unsigned": 22165, "\u0120Zelda": 22166, "\u0120Insider": 22167, "\u0120Continued": 22168, "\u0120133": 22169, "\u0120Naruto": 22170, "\u0120Majority": 22171, "169": 22172, "\u0120Wo": 22173, "\u00e3\u0124\u0135": 22174, "\u0120pastor": 22175, "\u0120informal": 22176, "\u00d0\u00bd": 22177, "anthrop": 22178, "join": 22179, "\u00e3\u0123\u0139": 22180, "itational": 22181, "NP": 22182, "\u0120Writing": 22183, "fn": 22184, "\u0120Bever": 22185, "195": 22186, "\u0120yelling": 22187, "\u0120drastically": 22188, "\u0120eject": 22189, "\u0120neut": 22190, "\u0120thrive": 22191, "\u0120Frequ": 22192, "oux": 22193, "\u0120possesses": 22194, "\u0120Senators": 22195, "\u0120DES": 22196, "\u0120Shakespeare": 22197, "\u0120Franco": 22198, "\u0120LB": 22199, "uchi": 22200, "\u0120incarn": 22201, "\u0120founders": 22202, "Function": 22203, "\u0120brightness": 22204, "\u0120BT": 22205, "\u0120whale": 22206, "\u0120Theater": 22207, "mass": 22208, "\u0120Doll": 22209, "Something": 22210, "\u0120echoed": 22211, "\u0120Hex": 22212, "crit": 22213, "afia": 22214, "\u0120goddess": 22215, "\u0120eleven": 22216, "\u0120Preview": 22217, "\u0120Aurora": 22218, "\u0120401": 22219, "ulsive": 22220, "\u0120Logan": 22221, "inburgh": 22222, "\u0120Centers": 22223, "\u0120ONLY": 22224, "\u0120Aid": 22225, "\u0120paradox": 22226, "\u0120hurd": 22227, "\u0120LC": 22228, "Due": 22229, "court": 22230, "\u0120offended": 22231, "\u0120evaluating": 22232, "\u0120Matthews": 22233, "\u0120tomb": 22234, "\u0120payroll": 22235, "\u0120extraction": 22236, "\u0120Hands": 22237, "ifi": 22238, "\u0120supernatural": 22239, "\u0120COMM": 22240, "]=": 22241, "dogs": 22242, "\u0120512": 22243, "\u0120Meeting": 22244, "Richard": 22245, "\u0120Maximum": 22246, "\u0120ideals": 22247, "Things": 22248, "mand": 22249, "\u0120Regardless": 22250, "\u0120humili": 22251, "buffer": 22252, "Little": 22253, "\u0120Dani": 22254, "\u0120Nak": 22255, "\u0120liberation": 22256, "\u0120Abe": 22257, "\u0120OL": 22258, "\u0120stuffed": 22259, "aca": 22260, "inda": 22261, "raphic": 22262, "\u0120mosqu": 22263, "\u0120campaigning": 22264, "\u0120occupy": 22265, "Squ": 22266, "rina": 22267, "\u0120Wel": 22268, "\u0120VS": 22269, "\u0120physic": 22270, "\u0120puls": 22271, "rint": 22272, "oaded": 22273, "ETF": 22274, "\u0120Archives": 22275, "\u0120venues": 22276, "hner": 22277, "\u0120Turbo": 22278, "\u0120lust": 22279, "\u0120appealed": 22280, "quez": 22281, "ilib": 22282, "\u0120Timothy": 22283, "\u0120omn": 22284, "dro": 22285, "\u0120obsession": 22286, "\u0120Savage": 22287, "1996": 22288, "Global": 22289, "Jes": 22290, "214": 22291, "\u0120sliding": 22292, "\u0120disappro": 22293, "\u0120Magical": 22294, "\u0120voluntarily": 22295, "gb": 22296, "aney": 22297, "\u0120prophet": 22298, "\u0120Rein": 22299, "\u0120Julia": 22300, "\u0120Worth": 22301, "aurus": 22302, "\u0120bounds": 22303, "ieu": 22304, ")))": 22305, "\u0120crore": 22306, "\u0120Citizen": 22307, "Sky": 22308, "\u0120columnist": 22309, "\u0120seekers": 22310, "ondo": 22311, "ISA": 22312, "\u0120Length": 22313, "\u0120nostalg": 22314, "\u0120newcom": 22315, "\u0120detrim": 22316, "entric": 22317, "375": 22318, "\u0120GE": 22319, "\u0120autop": 22320, "\u0120academics": 22321, "AppData": 22322, "\u0120Shen": 22323, "\u0120idiot": 22324, "\u0120Transit": 22325, "\u0120teaspoon": 22326, "Wil": 22327, "KO": 22328, "\u0120Comedy": 22329, ">,": 22330, "\u0120populated": 22331, "WD": 22332, "\u0120pigs": 22333, "\u0120Oculus": 22334, "\u0120sympathetic": 22335, "\u0120marathon": 22336, "198": 22337, "\u0120seizure": 22338, "sided": 22339, "\u0120dop": 22340, "irtual": 22341, "Land": 22342, "\u0120Floor": 22343, "osaurs": 22344, "...]": 22345, "\u0120los": 22346, "\u0120subsidiary": 22347, "EY": 22348, "\u0120Parts": 22349, "\u0120Stef": 22350, "\u0120Judiciary": 22351, "\u0120134": 22352, "\u0120mirrors": 22353, "\u0120ket": 22354, "times": 22355, "\u0120neurolog": 22356, "\u0120cav": 22357, "\u0120Guest": 22358, "\u0120tumor": 22359, "scill": 22360, "\u0120Lloyd": 22361, "Est": 22362, "\u0120clearer": 22363, "\u0120stereotypes": 22364, "\u0120dur": 22365, "nothing": 22366, "Reddit": 22367, "\u0120negotiated": 22368, "------------------------": 22369, "235": 22370, "\u0120flown": 22371, "\u0120Seoul": 22372, "\u0120Resident": 22373, "\u0120SCH": 22374, "\u0120disappearance": 22375, "\u0120Vince": 22376, "grown": 22377, "\u0120grabs": 22378, "ril": 22379, "\u0120Infinite": 22380, "\u0120Twenty": 22381, "\u0120pedestrian": 22382, "\u0120jersey": 22383, "\u0120Fur": 22384, "\u0120Infinity": 22385, "\u0120Elliott": 22386, "\u0120mentor": 22387, "\u0120morally": 22388, "\u0120obey": 22389, "secure": 22390, "iffe": 22391, "\u0120antibiotics": 22392, "angled": 22393, "\u0120Freeman": 22394, "\u0120Introduction": 22395, "Jun": 22396, "\u0120marsh": 22397, "icans": 22398, "\u0120EVENTS": 22399, "ochond": 22400, "Wall": 22401, "iculty": 22402, "\u0120misdemeanor": 22403, "\u0120ly": 22404, "Thomas": 22405, "\u0120Resolution": 22406, "\u0120animations": 22407, "\u0120Dry": 22408, "\u0120intercourse": 22409, "\u0120Newcastle": 22410, "\u0120Hog": 22411, "\u0120Equipment": 22412, "177": 22413, "\u0120territorial": 22414, "\u0120archives": 22415, "203": 22416, "Filter": 22417, "\u0120Munich": 22418, "\u0120commanded": 22419, "\u0120Wand": 22420, "\u0120pitches": 22421, "\u0120Croat": 22422, "\u0120ratios": 22423, "\u0120Mits": 22424, "\u0120accumulated": 22425, "\u0120Specifically": 22426, "\u0120gentleman": 22427, "acerb": 22428, "\u0120penn": 22429, "\u0120aka": 22430, "\u0120Fuk": 22431, "\u0120intervene": 22432, "\u0120Refuge": 22433, "\u0120Alzheimer": 22434, "\u0120succession": 22435, "ohan": 22436, "does": 22437, "Lord": 22438, "\u0120separat": 22439, "\u0120correspondence": 22440, "\u0120shiny": 22441, "Prior": 22442, "\u0120sulf": 22443, "\u0120miserable": 22444, "\u0120dedication": 22445, "().": 22446, "\u0120specialists": 22447, "\u0120defects": 22448, "\u0120Cult": 22449, "\u0120Xia": 22450, "\u0120jeopard": 22451, "\u0120Ore": 22452, "Ability": 22453, "\u0120lear": 22454, "\u0120ambitions": 22455, "\u0120BMI": 22456, "\u0120Arabs": 22457, "\u01201942": 22458, "\u0120preservation": 22459, "ificate": 22460, "\u0120ashamed": 22461, "loss": 22462, "\u0120Restaur": 22463, "\u0120resemble": 22464, "\u0120enrich": 22465, "\u0120KN": 22466, "\u0120Clan": 22467, "float": 22468, "\u0120playable": 22469, "ITT": 22470, "\u0120harmony": 22471, "arrison": 22472, "\u0120Weinstein": 22473, "were": 22474, "\u0120poisoning": 22475, "\u0120Comput": 22476, "\u0120WordPress": 22477, "major": 22478, "\u0120Valve": 22479, "Fan": 22480, "\u0120Throw": 22481, "\u0120Romans": 22482, "\u0120Depression": 22483, "ados": 22484, "\u0120tortured": 22485, "\u0120balancing": 22486, "bottom": 22487, "\u0120acquiring": 22488, "\u0120Monte": 22489, "ardi": 22490, "\u0120aura": 22491, "\u0120##": 22492, "\u0120Standing": 22493, "\u0120Atlas": 22494, "CF": 22495, "\u0120intrins": 22496, "\u0120Benghazi": 22497, "\u0120camping": 22498, "\u0120tapped": 22499, "blade": 22500, "strous": 22501, "\u0120Rabb": 22502, "\u0120Written": 22503, "tip": 22504, "\u0120Neigh": 22505, "sterdam": 22506, "\u0120Allow": 22507, "\u0120Healing": 22508, "\u0120Rhod": 22509, "num": 22510, "\u0120caffeine": 22511, "\u0120Percent": 22512, "\u0120boo": 22513, "\u0120apples": 22514, "305": 22515, "\u0120welcoming": 22516, "\u0120applaud": 22517, "\u0120austerity": 22518, "\u00c2\u00b1": 22519, "\u0120Reality": 22520, "efe": 22521, "\u00e5\u00ae": 22522, "\u0120sucks": 22523, "\u0120tabs": 22524, "\u0120PayPal": 22525, "\u0120backpack": 22526, "\u0120gifted": 22527, "abulary": 22528, "\u0120Scout": 22529, "irteen": 22530, "\u0120chin": 22531, "\u0120omitted": 22532, "\u0120negatively": 22533, "\u0120accessing": 22534, "\u0120Earn": 22535, "\u0120ambulance": 22536, "\u0120headphones": 22537, "\u0120205": 22538, "\u0120Refresh": 22539, "president": 22540, "\u0120Kitchen": 22541, "\u0120Entered": 22542, "\u0120Snyder": 22543, "005": 22544, "omical": 22545, "\u0120borrowed": 22546, "\u0120Nem": 22547, "\u0120aviation": 22548, "\u0120stall": 22549, "rimination": 22550, "\u0120uniforms": 22551, "itime": 22552, "\u0120Simmons": 22553, "energy": 22554, "ablished": 22555, "yy": 22556, "qualified": 22557, "\u0120rallies": 22558, "\u0120Stuart": 22559, "flight": 22560, "\u0120gangs": 22561, "rag": 22562, "\u0120vault": 22563, "lux": 22564, "\u0120Compar": 22565, "\u0120designation": 22566, "209": 22567, "\u0120Jos": 22568, "dollar": 22569, "zero": 22570, "\u0120wells": 22571, "303": 22572, "\u0120constituents": 22573, "\u0120heck": 22574, "\u0120cows": 22575, "\u0120commanders": 22576, "\u0120differential": 22577, "\u0120Catherine": 22578, "299": 22579, "\u0120valve": 22580, "\u0120brace": 22581, "\u0120perspectives": 22582, "cert": 22583, "fact": 22584, "icularly": 22585, "\u0120McN": 22586, "planes": 22587, "\u0120intric": 22588, "\u0120peas": 22589, "ovan": 22590, "\u0120tossed": 22591, "retch": 22592, "\u0120Lopez": 22593, "\u0120unfamiliar": 22594, "death": 22595, "\u0120Apart": 22596, "\u0120Chang": 22597, "\u0120relieved": 22598, "rophe": 22599, "\u0120airports": 22600, "\u0120freak": 22601, "util": 22602, "Mill": 22603, "\u0120Chin": 22604, "\u0120Owen": 22605, "male": 22606, "\u0120Broken": 22607, "\u0120Winds": 22608, "rob": 22609, "rising": 22610, "\u0120firefighters": 22611, "\u0120authoritarian": 22612, "\u0120148": 22613, "Bitcoin": 22614, "external": 22615, "\u0120browsers": 22616, "ichever": 22617, "orian": 22618, "\u0120unb": 22619, "\u0120poke": 22620, "\u0120Zot": 22621, "Mid": 22622, "\u0120Popular": 22623, "\u0120covert": 22624, "\u0120contributes": 22625, "\u0120650": 22626, "\u0120contention": 22627, "Gate": 22628, "\u0120consoles": 22629, "\u0120chromos": 22630, "\u0120IX": 22631, "\u0120visually": 22632, "\u0120Eisen": 22633, "\u0120jewelry": 22634, "\u0120delegation": 22635, "\u0120accelerate": 22636, "\u0120Riley": 22637, "\u0120slope": 22638, "\u0120indoor": 22639, "itially": 22640, "\u0120hugely": 22641, "\u0120tunnels": 22642, "\u0120fined": 22643, "\u0120directive": 22644, "\u0120forehead": 22645, "ustomed": 22646, "\u0120skate": 22647, "Music": 22648, "gas": 22649, "\u0120recognizing": 22650, "ambo": 22651, "\u0120overweight": 22652, "\u0120Grade": 22653, "\u00d9\u012c": 22654, "\u0120sounding": 22655, "\u0120locking": 22656, "\u0120REM": 22657, "Store": 22658, "\u0120excav": 22659, "\u0120Likewise": 22660, "\u0120Lights": 22661, "\u0120elbow": 22662, "\u0120Supply": 22663, "wic": 22664, "\u0120handsome": 22665, "1994": 22666, "Coll": 22667, "\u0120adequately": 22668, "\u0120Associate": 22669, "\u0120strips": 22670, "\u0120crackdown": 22671, "\u0120marvel": 22672, "\u0120Kun": 22673, "\u0120passages": 22674, "@@@@": 22675, "\u0120Tall": 22676, "\u0120thoughtful": 22677, "namese": 22678, "\u0120prostitution": 22679, "business": 22680, "\u0120ballistic": 22681, "personal": 22682, "cig": 22683, "izational": 22684, "Round": 22685, "\u0120\u00c2\u0142\u0120\u00c2\u0142\u0120\u00c2\u0142\u0120\u00c2\u0142": 22686, "\u0120Coleman": 22687, "\u0120admitting": 22688, "\u0120Plug": 22689, "\u0120bitcoins": 22690, "\u0120Suz": 22691, "\u0120fairness": 22692, "\u0120supplier": 22693, "\u0120catastrophic": 22694, "\u0120Helen": 22695, "oqu": 22696, "Marc": 22697, "\u0120Articles": 22698, "gie": 22699, "\u0120endangered": 22700, "\u0120destiny": 22701, "\u0120Volt": 22702, "olia": 22703, "axis": 22704, "\u0120cheat": 22705, "\u0120unified": 22706, "ICO": 22707, "quote": 22708, "302": 22709, "\u0120Sed": 22710, "\u0120suppression": 22711, "\u0120analyzing": 22712, "\u0120squat": 22713, "\u0120figuring": 22714, "\u0120coordinates": 22715, "\u0120chunks": 22716, "\u01201946": 22717, "\u0120subp": 22718, "\u0120wiki": 22719, "\u0120Forbes": 22720, "\u0120Jupiter": 22721, "\u0120Erik": 22722, "imer": 22723, "\u0120Commercial": 22724, "\\)": 22725, "\u0120legitimacy": 22726, "\u0120dental": 22727, "\u0120Mean": 22728, "\u0120deficits": 22729, "550": 22730, "Originally": 22731, "\u0120Horror": 22732, "\u0120contamination": 22733, "llah": 22734, "\u0120confisc": 22735, "\u0120Clare": 22736, "TB": 22737, "\u0120Failed": 22738, "aned": 22739, "\u0120ruler": 22740, "\u0120Controller": 22741, "\u0120feminists": 22742, "Fix": 22743, "gay": 22744, "207": 22745, "\u0120rabbit": 22746, "Third": 22747, "owntown": 22748, "\u0120glue": 22749, "\u0120volatile": 22750, "\u0120shining": 22751, "\u0120foll": 22752, "\u0120impaired": 22753, "\u0120supers": 22754, "\u00e6\u012a": 22755, "\u0120clutch": 22756, "\u013c\u00e9\u0128\u0134": 22757, "\u0120prolet": 22758, "\u0120(!": 22759, "\u0120yelled": 22760, "\u0120Kiev": 22761, "\u0120Ern": 22762, "\u0120Shock": 22763, "KB": 22764, "\u0120situated": 22765, "query": 22766, "\u0120Nas": 22767, "\u0120annex": 22768, "character": 22769, "\u0120Holiday": 22770, "\u0120automation": 22771, "\u0120Jill": 22772, "\u0120Remastered": 22773, "\u0120linem": 22774, "\u0120wilderness": 22775, "\u0120Horizon": 22776, "\u0120Guinea": 22777, "AZ": 22778, "\u0120mainland": 22779, "\u0120secrecy": 22780, "LEASE": 22781, "\u0120punk": 22782, "\u0120Province": 22783, "(),": 22784, "Speed": 22785, "\u0120handing": 22786, "\u0120Sebast": 22787, "Sir": 22788, "rase": 22789, "\u0120journals": 22790, "\u0120congest": 22791, "\u0120Tut": 22792, "irrel": 22793, "\u0120schizophrenia": 22794, "\u0120misogyn": 22795, "healthy": 22796, "Iron": 22797, "\u0120reacted": 22798, "-$": 22799, "252": 22800, "\u0120plural": 22801, "\u0120plum": 22802, "\u0120bargain": 22803, "\u0120grounded": 22804, "finder": 22805, "\u0120disse": 22806, "\u0120Laz": 22807, "OOD": 22808, "\u0120atroc": 22809, "Factory": 22810, "\u0120minions": 22811, "\u0120ori": 22812, "\u0120Brave": 22813, "\u0120PRE": 22814, "\u0120Myanmar": 22815, "\u0120Hod": 22816, "\u0120expedition": 22817, "\u0120explode": 22818, "\u0120Coord": 22819, "\u0120extr": 22820, "\u0120Brief": 22821, "\u0120ADHD": 22822, "\u0120hardcore": 22823, "feeding": 22824, "\u0120dile": 22825, "\u0120Fruit": 22826, "\u0120vaccination": 22827, "\u0120Mao": 22828, "osphere": 22829, "\u0120contests": 22830, "-|": 22831, "\u0120fren": 22832, "isphere": 22833, "Rom": 22834, "\u0120Sharp": 22835, "\u0120Trend": 22836, "\u0120disconnect": 22837, "\u00e2\u0122\u00a2\u00e2\u0122\u00a2": 22838, "\u0120persecution": 22839, "Earth": 22840, "\u0120healthier": 22841, "384": 22842, "\u0120cob": 22843, "\u0120Trinity": 22844, "OWS": 22845, "ANN": 22846, "\u0120specialty": 22847, "\u0120gru": 22848, "\u0120cooperative": 22849, "why": 22850, "Starting": 22851, "\u0120Issues": 22852, "stre": 22853, "ensor": 22854, "\u0120185": 22855, "Adv": 22856, "!?": 22857, "\u0120Revel": 22858, "emia": 22859, "\u0120Hulk": 22860, "\u0120celebrations": 22861, "\u0120Sou": 22862, "raud": 22863, "\u0120Klein": 22864, "\u0120unreal": 22865, "context": 22866, "\u0120partnerships": 22867, "\u0120adopting": 22868, "tical": 22869, "\u0120splash": 22870, "\u0120Hezbollah": 22871, "category": 22872, "cyclop": 22873, "xton": 22874, "\u0120Dot": 22875, "urdy": 22876, "tz": 22877, "\u0120envelope": 22878, "\u0120NL": 22879, "\u00e2\u0137": 22880, "\u0120wherein": 22881, "Spec": 22882, "184": 22883, "\u0120telev": 22884, "aliation": 22885, "\u0120myths": 22886, "\u00e5\u00b0": 22887, "\u0120rigorous": 22888, "\u0120communicating": 22889, "\u0120observer": 22890, "\u0120rehe": 22891, "\u0120Wash": 22892, "\u0120apologized": 22893, "\u0120Tin": 22894, "\u0120expenditures": 22895, "workers": 22896, "document": 22897, "\u0120hesitate": 22898, "\u0120Lenin": 22899, "\u0120unpredictable": 22900, "\u0120renewal": 22901, "cler": 22902, "okia": 22903, "\u0120CONT": 22904, "\u0120postseason": 22905, "Tokens": 22906, "\u0120exacerb": 22907, "\u0120betting": 22908, "\u0120147": 22909, "\u0120elevation": 22910, "Wood": 22911, "\u0120Solomon": 22912, "194": 22913, "004": 22914, "output": 22915, "\u0120redund": 22916, "\u0120Mumbai": 22917, "\u0120pH": 22918, "\u0120reproduce": 22919, "\u0120Duration": 22920, "MAX": 22921, "\u0120bog": 22922, "CBS": 22923, "\u0120Balance": 22924, "\u0120Sgt": 22925, "\u0120Recent": 22926, "\u0120cd": 22927, "\u0120popped": 22928, "\u0120incompet": 22929, "prop": 22930, "ayan": 22931, "guy": 22932, "Pacific": 22933, "\u0120tyr": 22934, "\u0120{{": 22935, "\u0120Mystic": 22936, "\u0120Dana": 22937, "\u0120masturb": 22938, "\u0120geometry": 22939, "\u00c3\u00a2": 22940, "\u0120Correct": 22941, "\u0120trajectory": 22942, "\u0120distracted": 22943, "\u0120foo": 22944, "\u0120Welsh": 22945, "Luc": 22946, "mith": 22947, "\u0120rugby": 22948, "\u0120respiratory": 22949, "\u0120triangle": 22950, "\u0120215": 22951, "\u0120undergraduate": 22952, "\u0120Superior": 22953, "changing": 22954, "_-": 22955, "\u0120rightly": 22956, "\u0120referee": 22957, "\u0120lucrative": 22958, "\u0120unauthorized": 22959, "\u0120resembles": 22960, "\u0120GNU": 22961, "\u0120Derby": 22962, "\u0120pathways": 22963, "\u0120Led": 22964, "\u0120endurance": 22965, "\u0120stint": 22966, "\u0120collector": 22967, "Fast": 22968, "\u0120dots": 22969, "\u0120nationals": 22970, "\u0120Securities": 22971, "\u0120whip": 22972, "Param": 22973, "\u0120learns": 22974, "Magic": 22975, "\u0120detailing": 22976, "moon": 22977, "\u0120broadcasting": 22978, "\u0120baked": 22979, "265": 22980, "holm": 22981, "\u0120Sah": 22982, "\u0120Hussein": 22983, "\u0120Courtesy": 22984, "174": 22985, "\u0120146": 22986, "\u0120geographic": 22987, "peace": 22988, "\u0120judging": 22989, "\u0120Stern": 22990, "Bur": 22991, "\u0120storyline": 22992, "Gun": 22993, "\u0120Stick": 22994, "245": 22995, "307": 22996, "\u00e3\u0124\u00b4\u00e3\u0125\u00b3": 22997, "\u0120Administrator": 22998, "\u0120burnt": 22999, "\u0120pave": 23000, "choes": 23001, "Exec": 23002, "\u0120campuses": 23003, "Result": 23004, "\u0120mutations": 23005, "\u0120Charter": 23006, "\u0120captures": 23007, "\u0120compares": 23008, "\u0120badge": 23009, "Scient": 23010, "\u0120erad": 23011, "iery": 23012, "oi": 23013, "ettes": 23014, "\u0120Estate": 23015, "\u0120strap": 23016, "\u0120proudly": 23017, "\u0120fried": 23018, "\u0120withdrawn": 23019, "\u0120Voy": 23020, "phony": 23021, "Items": 23022, "\u0120Pierce": 23023, "bard": 23024, "\u0120annotation": 23025, "anton": 23026, "illon": 23027, "Impro": 23028, "...)": 23029, "\u0120happier": 23030, "------": 23031, "adjust": 23032, "\u0120staffers": 23033, "\u0120activism": 23034, "\u0120perf": 23035, "\u0120alright": 23036, "Need": 23037, "\u0120commence": 23038, "\u0120opioid": 23039, "\u0120Amanda": 23040, "Es": 23041, "\u0120Pars": 23042, "\u0120Kaw": 23043, "Works": 23044, "248": 23045, "\u0120indo": 23046, "tc": 23047, "endant": 23048, "\u0120Moto": 23049, "\u0120legalization": 23050, "OTE": 23051, "\u0120tasked": 23052, "\u0120tsp": 23053, "\u0120ACTIONS": 23054, "166": 23055, "\u0120refreshing": 23056, "\u0120NR": 23057, "\u0120Perez": 23058, "\u0120infringement": 23059, "SY": 23060, "Listen": 23061, "inning": 23062, "ku": 23063, "\u0120rotate": 23064, "program": 23065, "arah": 23066, "Design": 23067, "\u0120(\u00c2\u00a3": 23068, "\u0120storing": 23069, "\u0120warrants": 23070, "\u0120judgement": 23071, "\u0120Brist": 23072, "usually": 23073, "photo": 23074, "\u0120Ran": 23075, "\u0120Pine": 23076, "\u0120outrageous": 23077, "\u0120Valentine": 23078, "luence": 23079, "\u0120Everybody": 23080, "Altern": 23081, "\u0120relevance": 23082, "\u0120terminated": 23083, "\u0120dessert": 23084, "\u0120fulfilled": 23085, "\u0120prosecuted": 23086, "\u0120Words": 23087, "\u0120migrant": 23088, "\u0120cultivation": 23089, "\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124": 23090, "idelity": 23091, "\u0120Vern": 23092, "\u0120Login": 23093, "\u0120metaphor": 23094, "\u0120Tip": 23095, "\u0120recruits": 23096, "\u0120Pig": 23097, "ribing": 23098, "\u0120enthusiasts": 23099, "exper": 23100, "\u0120frightening": 23101, "\u0120Hair": 23102, "anson": 23103, "strate": 23104, "\u0120hi": 23105, "Height": 23106, "\u0120owning": 23107, "none": 23108, "\u0120dislike": 23109, "\u0120knives": 23110, "pherd": 23111, "\u0120loudly": 23112, "\u0120APIs": 23113, "Display": 23114, "\u0120Lac": 23115, "\u0120USS": 23116, "abl": 23117, "verages": 23118, "Jew": 23119, "\u0120172": 23120, "\u0120Historical": 23121, "atoon": 23122, "\u0120Physics": 23123, "intern": 23124, "\u0120warmth": 23125, "\u0120topp": 23126, "DM": 23127, "\u0120gunman": 23128, "\u0120emperor": 23129, "odi": 23130, "\u00e3\u0125\u00a3": 23131, "inatory": 23132, "\u0120Rib": 23133, "\u0120131": 23134, "\u0120Saturn": 23135, "\u0120Shining": 23136, "\u0120waking": 23137, "Quotes": 23138, "\u0120comedian": 23139, "enberg": 23140, "\u00c2\u00bd": 23141, "\u0120believers": 23142, "\u0120paperwork": 23143, "custom": 23144, "\u0120lev": 23145, "\u0120lament": 23146, "\u0120pouring": 23147, "222": 23148, "political": 23149, "\u0120Supplement": 23150, "maid": 23151, "\u0120cruelty": 23152, "\u0120tread": 23153, "ysics": 23154, "Aw": 23155, "rites": 23156, "\u0120modifier": 23157, "\u0120Position": 23158, "Adam": 23159, "lb": 23160, "ubs": 23161, "\u0120imperfect": 23162, "\u0120clusters": 23163, "\u0120Engineer": 23164, "\u0120Cherry": 23165, "\u0120inauguration": 23166, "\u0120Sau": 23167, "\u0120embodiment": 23168, "\u0120Uncle": 23169, "\u0120overr": 23170, "\u0120explosions": 23171, "cule": 23172, "\u0120Princeton": 23173, "\u0120Andrea": 23174, "\u0120incorrectly": 23175, "\u0120earnest": 23176, "\u0120pilgr": 23177, "\u0120Sprint": 23178, "\u0120sleeve": 23179, "\u0120hears": 23180, "\u0120Amazing": 23181, "\u0120browsing": 23182, "agin": 23183, "\u0120homeland": 23184, "\u0120haw": 23185, "\u0120diving": 23186, "istered": 23187, "178": 23188, "\u0120bargaining": 23189, "\u0120Arcade": 23190, "\u0120delegate": 23191, "terson": 23192, "................................................................": 23193, "\u0120Jacksonville": 23194, "275": 23195, "\u0120stagn": 23196, "\u0120adam": 23197, "\u0120Sherman": 23198, "CB": 23199, "\u0120suburb": 23200, "\u0120Foods": 23201, "\u0120converting": 23202, "\u0120Arist": 23203, "\u0120chambers": 23204, "love": 23205, "\u0120amino": 23206, "\u0120Gan": 23207, "\u0120madness": 23208, "mc": 23209, "\u0120USE": 23210, "defined": 23211, "\u0120ultr": 23212, "indust": 23213, "\u0120wolves": 23214, "lance": 23215, "Additionally": 23216, "\u0120cracks": 23217, "asia": 23218, "\u0120Reason": 23219, "\u0120Pump": 23220, "\u0120accidental": 23221, "\u0120Laser": 23222, "\u0120Rid": 23223, "\u0120initialized": 23224, "elli": 23225, "\u0120unnamed": 23226, "\u0120noun": 23227, "\u0120Passed": 23228, "\u0120hostage": 23229, "\u0120Ethiop": 23230, "shirts": 23231, "\u0120unrel": 23232, "\u0120Embassy": 23233, "\u01201941": 23234, "\u0120atoms": 23235, "\u0120purported": 23236, "164": 23237, "\u0120Fi": 23238, "\u0120gallons": 23239, "\u0120Monica": 23240, "\u0120pg": 23241, "enment": 23242, "\u0120sorted": 23243, "\u0120Gospel": 23244, "\u0120heights": 23245, "\u0120traced": 23246, "\u0120undergoing": 23247, "Shell": 23248, "\u0120sacks": 23249, "\u0120proportions": 23250, "\u0120halluc": 23251, "Font": 23252, "acet": 23253, "\u0120warmer": 23254, "\u0120INTER": 23255, "\u0120grabbing": 23256, "Plug": 23257, "\u0120realization": 23258, "\u0120Burke": 23259, "\u0120enchant": 23260, "ATER": 23261, "\u0120Seed": 23262, "\u0120abundant": 23263, "FM": 23264, "\u0120civic": 23265, "Vs": 23266, "isi": 23267, "\u0120vow": 23268, "\u0120reper": 23269, "\u0120Partnership": 23270, "\u0120penetration": 23271, "\u0120axe": 23272, "\u0120shattered": 23273, "\u0120Zombies": 23274, "\u0120vinyl": 23275, "\u0120Alert": 23276, "eon": 23277, "\u0120obliged": 23278, "\u0120Illust": 23279, "\u0120Plaza": 23280, "\u0120Frontier": 23281, "\u0120davidjl": 23282, "\u0120Serial": 23283, "\u0120Hav": 23284, "\u0120Nutrition": 23285, "Bi": 23286, "\u0120\u00e2\u0138\u012a": 23287, "\u0120Jays": 23288, "linux": 23289, "\u0120hurry": 23290, "\u0120voy": 23291, "\u0120hopeless": 23292, "\u0120Stealth": 23293, "\u0120\u00e3\u0123": 23294, "essors": 23295, "ttle": 23296, "borg": 23297, "\u0120Safari": 23298, "fell": 23299, "\u0120wary": 23300, "due": 23301, "\u0120Above": 23302, "Ha": 23303, "ELL": 23304, "\u0120notor": 23305, "\u0120Won": 23306, "Too": 23307, "\u0120occupations": 23308, "\u0120possessions": 23309, "\u0120inviting": 23310, "\u0120predators": 23311, "\u0120accelerated": 23312, "\u0120157": 23313, "uterte": 23314, "\u0120Cube": 23315, "east": 23316, "account": 23317, "Give": 23318, "\u0120transplant": 23319, "redients": 23320, "idable": 23321, "\u0120screenshots": 23322, "\u0120Gund": 23323, "\u0120FS": 23324, "\u0120travelers": 23325, "\u0120sensory": 23326, "\u0120Fiat": 23327, "\u0120Rockets": 23328, "\u0130\u012d": 23329, "_{": 23330, "Friend": 23331, "\u0120charming": 23332, "ALS": 23333, "\u0120enjoyment": 23334, "mph": 23335, "\u01205000": 23336, "\u0120REG": 23337, "\u00d9\u0128": 23338, "bia": 23339, "\u0120compilation": 23340, "rost": 23341, "\u0120VP": 23342, "\u0120Schne": 23343, "2019": 23344, "\u0120copying": 23345, "MORE": 23346, "\u0120Flore": 23347, "falls": 23348, "215": 23349, "total": 23350, "\u0120disciples": 23351, "double": 23352, "\u0120exceeding": 23353, "\u0120smashed": 23354, "\u0120conceptual": 23355, "\u0120Romania": 23356, "\u0120Brent": 23357, "\u0120ICE": 23358, "\u0120Tou": 23359, "\u0120grap": 23360, "\u0120nails": 23361, "189": 23362, "\u00e3\u0125\u013a": 23363, "\u0120procure": 23364, "eur": 23365, "\u0120confirming": 23366, "\u0120Cec": 23367, "awi": 23368, "\u0120Eden": 23369, "\u0120ng": 23370, "\u0120engineered": 23371, "atics": 23372, "\u0120hooked": 23373, "\u0120disgusting": 23374, "\u0120Murder": 23375, "\u00e3\u0124\u00bf": 23376, "Library": 23377, "\u0120168": 23378, "Almost": 23379, "hematic": 23380, "Menu": 23381, "\u0120Notre": 23382, "\u0120Jur": 23383, "\u0120kidnapped": 23384, "\u0120hacker": 23385, "\u0120Jade": 23386, "\u0120creepy": 23387, "\u0120drawings": 23388, "\u0120Sponsor": 23389, "\u0120cyclists": 23390, "\u0120Goblin": 23391, "\u0120optimized": 23392, "\u0120staged": 23393, "\u0120McD": 23394, "between": 23395, "Age": 23396, "eno": 23397, "Sex": 23398, "\u0120Wide": 23399, "nings": 23400, "avis": 23401, "\u0120incapable": 23402, "\u0120Kob": 23403, "\u0120rewarding": 23404, "\u0120Lone": 23405, "olescent": 23406, "\u0120contracted": 23407, "\u0120sticky": 23408, "Jose": 23409, "Ball": 23410, "fest": 23411, "\u0120Input": 23412, "\u0120Recently": 23413, "\u0120tomat": 23414, "square": 23415, "Application": 23416, "\u0120nitrogen": 23417, "\u0120duplicate": 23418, "\u0120Recon": 23419, "\u0120Dear": 23420, "London": 23421, "\u0120intra": 23422, "\u0120dock": 23423, "\u0120outreach": 23424, "\u0120Million": 23425, "\u0120mammals": 23426, "ampton": 23427, "VAL": 23428, "\u0120snaps": 23429, "\u0120dos": 23430, "\u0120Whole": 23431, "\u0120Ready": 23432, "Try": 23433, "\u0120Winnipeg": 23434, "earance": 23435, "\u0120incurred": 23436, "renched": 23437, "\u0120NSW": 23438, "ilot": 23439, "raine": 23440, "\u0120cube": 23441, "got": 23442, "\u0120runway": 23443, "etermined": 23444, "\u0120Hawks": 23445, "\u0120survivor": 23446, "\u0120Wish": 23447, "\u0120Din": 23448, "\u0120DEF": 23449, "\u0120Vault": 23450, "187": 23451, "\u0120mushrooms": 23452, "\u0120crisp": 23453, "bey": 23454, "\u0120Discovery": 23455, "\u0120developmental": 23456, "\u0120paradigm": 23457, "\u0120chaotic": 23458, "\u0120Tsu": 23459, "\u0120333": 23460, "bons": 23461, "\u0120bacterial": 23462, "\u0120commits": 23463, "\u0120cosmic": 23464, "\u0120mega": 23465, "ocative": 23466, "\u0120Paint": 23467, "ophobic": 23468, "\u0120vain": 23469, "\u0120carved": 23470, "\u0120Thief": 23471, "\u0120Gul": 23472, "owship": 23473, "\u0120cites": 23474, "\u0120Edinburgh": 23475, "\u0120diminished": 23476, "\u0120acknowledges": 23477, "\u0120Kills": 23478, "\u0120microw": 23479, "\u0120Hera": 23480, "\u0120seniors": 23481, "\u0120whereby": 23482, "Hop": 23483, "atron": 23484, "\u0120unavailable": 23485, "\u0120Nate": 23486, "\u0120480": 23487, "\u0120slated": 23488, "\u0120Rebecca": 23489, "\u0120Battery": 23490, "\u0120grammar": 23491, "\u0120headset": 23492, "\u0120cursor": 23493, "\u0120excluding": 23494, "anye": 23495, "aundering": 23496, "ebin": 23497, "\u0120feasible": 23498, "\u0120Publishing": 23499, "\u0120Labs": 23500, "\u0120Cliff": 23501, "\u0120Ferrari": 23502, "\u0120pac": 23503, "visible": 23504, "marked": 23505, "pell": 23506, "\u0120polite": 23507, "\u0120staggering": 23508, "\u0120Galactic": 23509, "\u0120superst": 23510, "\u0120paran": 23511, "\u0120Officers": 23512, "\u00e3\u0122\u0123": 23513, "\u0120specifics": 23514, "ulus": 23515, "239": 23516, "\u0120Paste": 23517, "AMP": 23518, "\u0120Panama": 23519, "\u0120Delete": 23520, "anguard": 23521, "restrial": 23522, "\u0120heroic": 23523, "\u0120Dy": 23524, "\u00d8\u00a7\u00d9\u0126": 23525, "\u0120incumbent": 23526, "\u0120crunch": 23527, "tro": 23528, "\u0120scoop": 23529, "\u0120blogger": 23530, "\u0120sellers": 23531, "uren": 23532, "\u0120medicines": 23533, "\u0120Caps": 23534, "\u0120Animation": 23535, "oxy": 23536, "\u0120outward": 23537, "\u0120inquiries": 23538, "229": 23539, "\u0120psychologist": 23540, "\u0120Sask": 23541, "evil": 23542, "\u0120contaminated": 23543, "\u00e3\u0124\u00a8": 23544, "herence": 23545, "\u0120branded": 23546, "\u0120Abdul": 23547, "zh": 23548, "\u0120paragraphs": 23549, "\u0120mins": 23550, "\u0120correlated": 23551, "erb": 23552, "\u0120impart": 23553, "\u0120milestone": 23554, "\u0120Solutions": 23555, "otle": 23556, "\u0120undercover": 23557, "\u0120marched": 23558, "\u0120Chargers": 23559, "fax": 23560, "\u0120Secrets": 23561, "\u0120ruth": 23562, "weather": 23563, "\u0120feminine": 23564, "\u0120sham": 23565, "\u0120prestigious": 23566, "iggins": 23567, "\u0120sung": 23568, "history": 23569, "ettle": 23570, "ggie": 23571, "\u0120outdated": 23572, "oland": 23573, "\u0120perceptions": 23574, "\u0120Session": 23575, "\u0120Dodgers": 23576, "uj": 23577, "\u0120END": 23578, "Doc": 23579, "\u0120deficiency": 23580, "Grand": 23581, "\u0120Joker": 23582, "\u0120retrospect": 23583, "\u0120diagnostic": 23584, "\u0120harmless": 23585, "\u0120rogue": 23586, "\u0120Aval": 23587, "Equ": 23588, "\u0120transc": 23589, "\u0120Robertson": 23590, "\u0120Depending": 23591, "\u0120Burns": 23592, "ivo": 23593, "\u0120hostility": 23594, "Features": 23595, "\u0135\u013a": 23596, "\u0120discomfort": 23597, "\u0120LCD": 23598, "specified": 23599, "\u0120Expect": 23600, "340": 23601, "\u0120imperative": 23602, "\u0120Regular": 23603, "Chinese": 23604, "\u0120statewide": 23605, "\u0120symm": 23606, "\u0120loops": 23607, "\u0120autumn": 23608, "Nick": 23609, "\u0120shaping": 23610, "\u0120quot": 23611, "\u0120cherry": 23612, "\u0120Crossref": 23613, "\u00e8\u00a6\u013c\u00e9\u0128\u0134": 23614, "Standard": 23615, "heed": 23616, "\u0120Dell": 23617, "\u0120Vietnamese": 23618, "\u0120ost": 23619, "\u0120Valkyrie": 23620, "OA": 23621, "Assad": 23622, "\u0120rebound": 23623, "\u0120Traffic": 23624, "places": 23625, "\u00e6\u013a": 23626, "\u0120Buc": 23627, "172": 23628, "\u0120shelters": 23629, "\u0120insisting": 23630, "\u0120Certainly": 23631, "\u0120Kenneth": 23632, "\u0120TCP": 23633, "\u0120penal": 23634, "\u0120Replay": 23635, "heard": 23636, "\u0120dialect": 23637, "iza": 23638, "\u0120FY": 23639, "itcher": 23640, "\u0120DL": 23641, "\u0120spiral": 23642, "\u0120quarterbacks": 23643, "\u0120hull": 23644, "\u0120google": 23645, "\u0120todd": 23646, "\u0120Sterling": 23647, "\u0120Plate": 23648, "\u0120spying": 23649, "mbol": 23650, "\u0120Realm": 23651, "\u0120Proced": 23652, "\u0120Crash": 23653, "\u0120terminate": 23654, "\u0120protesting": 23655, "Center": 23656, "guided": 23657, "\u0120uncover": 23658, "\u0120boycott": 23659, "\u0120realizes": 23660, "sound": 23661, "\u0120pretending": 23662, "\u0120Vas": 23663, "1980": 23664, "\u0120framed": 23665, "\u0120139": 23666, "\u0120descended": 23667, "\u0120rehabilitation": 23668, "\u0120borrowing": 23669, "\u0120Buch": 23670, "\u0120blur": 23671, "Ron": 23672, "\u0120Frozen": 23673, "enza": 23674, "Chief": 23675, "\u0120Poor": 23676, "\u0120translates": 23677, "MIN": 23678, "\u0120212": 23679, "JECT": 23680, "\u0120erupted": 23681, "\u0120successes": 23682, "SEC": 23683, "\u0120plague": 23684, "\u0120gems": 23685, "doms": 23686, "\u0120stretches": 23687, "\u0120Spy": 23688, "\u0120storytelling": 23689, "Credit": 23690, "\u0120Push": 23691, "\u0120traction": 23692, "\u0120ineffective": 23693, "\u0120Luna": 23694, "\u0120tapes": 23695, "\u0120analytics": 23696, "ercise": 23697, "\u0120programmes": 23698, "\u0120Carbon": 23699, "\u0120behold": 23700, "heavy": 23701, "\u0120Conservation": 23702, "\u0120FIR": 23703, "\u0120sack": 23704, "termin": 23705, "ricks": 23706, "\u0120housed": 23707, "\u0120unusually": 23708, "Ice": 23709, "\u0120executing": 23710, "\u0120Moroc": 23711, "eday": 23712, "\u0120editions": 23713, "\u0120smarter": 23714, "\u0120BA": 23715, "\u0120outlaw": 23716, "\u0120vanished": 23717, "iba": 23718, "ALSE": 23719, "\u0120Silva": 23720, "238": 23721, "Could": 23722, "\u0120philosopher": 23723, "\u0120evacuated": 23724, "Secret": 23725, "142": 23726, "\u0120visas": 23727, "\u00e3\u0124\u00ac": 23728, "\u0120Malt": 23729, "\u0120Clearly": 23730, "\u0120Niger": 23731, "\u0120Cairo": 23732, "\u0120Fist": 23733, "380": 23734, "\u0120XML": 23735, "auto": 23736, "itant": 23737, "\u0120reinforced": 23738, "Record": 23739, "\u0120Survivor": 23740, "GHz": 23741, "\u0120screws": 23742, "parents": 23743, "\u0120oceans": 23744, "mares": 23745, "\u0120brakes": 23746, "vasive": 23747, "\u0120hello": 23748, "\u0120SIM": 23749, "rimp": 23750, "\u0120ore": 23751, "\u0120Armour": 23752, "247": 23753, "\u0120terrific": 23754, "\u0120tones": 23755, "141": 23756, "\u0120Minutes": 23757, "Episode": 23758, "\u0120curves": 23759, "\u0120inflammatory": 23760, "\u0120batting": 23761, "\u0120Beautiful": 23762, "Lay": 23763, "\u0120unpop": 23764, "vable": 23765, "\u0120riots": 23766, "\u0120Tactics": 23767, "baugh": 23768, "\u0120Cock": 23769, "\u0120orgasm": 23770, "\u0120Sas": 23771, "\u0120constructor": 23772, "etz": 23773, "Gov": 23774, "\u0120antagon": 23775, "\u0120theat": 23776, "\u0120deeds": 23777, "hao": 23778, "cuts": 23779, "\u0120McCl": 23780, "\u0120um": 23781, "\u0120Scientists": 23782, "\u0120grassroots": 23783, "yssey": 23784, "\"]=>": 23785, "\u0120surfaced": 23786, "\u0120shades": 23787, "\u0120neighbours": 23788, "\u0120advertis": 23789, "oya": 23790, "\u0120merged": 23791, "Upon": 23792, "\u0120gad": 23793, "\u0120anticipate": 23794, "Anyway": 23795, "\u0120slogan": 23796, "\u0120disrespect": 23797, "Iran": 23798, "\u0120TB": 23799, "acted": 23800, "\u0120subpoen": 23801, "mediately": 23802, "OOOO": 23803, "\u0120waiver": 23804, "\u0120vulnerabilities": 23805, "ottesville": 23806, "\u0120Huffington": 23807, "Josh": 23808, "\u0120DH": 23809, "Monday": 23810, "\u0120Ellen": 23811, "Know": 23812, "xon": 23813, "items": 23814, "228": 23815, "\u0120fills": 23816, "\u0120Nike": 23817, "\u0120cumulative": 23818, "andals": 23819, "Ir": 23820, "\u0120\u00ec": 23821, "\u0120friction": 23822, "igator": 23823, "\u0120scans": 23824, "\u0120Vienna": 23825, "ldom": 23826, "\u0120performers": 23827, "Prim": 23828, "\u0120bidding": 23829, "Mur": 23830, "\u0120leaned": 23831, "\u0120Prix": 23832, "alks": 23833, "\u0120[\u00e2\u0122\u00a6]": 23834, "\u0120Twitch": 23835, "\u0120Developer": 23836, "\u0120Gir": 23837, "\u0120callback": 23838, "Abstract": 23839, "\u0120accustomed": 23840, "\u0120freedoms": 23841, "\u0120PG": 23842, "uracy": 23843, "\u0120lump": 23844, "isman": 23845, ",,,,": 23846, "1992": 23847, "\u0120RED": 23848, "\u0120worm": 23849, "Match": 23850, "\u0120Platinum": 23851, "IJ": 23852, "\u0120Owner": 23853, "Trivia": 23854, "compl": 23855, "\u0120newborn": 23856, "\u0120fantas": 23857, "Own": 23858, "\u01201959": 23859, "\u0120sympath": 23860, "\u0120ubiqu": 23861, "\u0120outputs": 23862, "\u0120allev": 23863, "\u0120prag": 23864, "Kevin": 23865, "\u0120favors": 23866, "\u0120burial": 23867, "\u0120nurt": 23868, "solete": 23869, "cache": 23870, "\u0120156": 23871, "\u0120unlocks": 23872, "techn": 23873, "Making": 23874, "\u0120conquer": 23875, "adic": 23876, "\u00e6\u0138": 23877, "\u0120elf": 23878, "\u0120electorate": 23879, "\u0120Kurds": 23880, "\u0120Stack": 23881, "\u0120Samurai": 23882, "\u0120\u00e2\u013a\u0127": 23883, "\u0120{}": 23884, "\u0120Said": 23885, "\u0120Fallout": 23886, "\u0120kindness": 23887, "\u0120Customs": 23888, "\u0120Boulevard": 23889, "\u0120helicopters": 23890, "otics": 23891, "\u0120Veget": 23892, "comment": 23893, "\u0120criticised": 23894, "\u0120polished": 23895, "\u0120Remix": 23896, "\u0120Cultural": 23897, "\u0120recons": 23898, "\u0120doi": 23899, "atem": 23900, "Screen": 23901, "\u0120barred": 23902, "Comments": 23903, "\u0120Generally": 23904, "\u0120slap": 23905, "720": 23906, "Vari": 23907, "pine": 23908, "\u0120empt": 23909, "\u0120hats": 23910, "\u0120Playing": 23911, "lab": 23912, "average": 23913, "forms": 23914, "\u0120Cotton": 23915, "\u0120cans": 23916, "\u0120DON": 23917, "\u0120Somalia": 23918, "Crypt": 23919, "\u0120Increases": 23920, "Ever": 23921, "modern": 23922, "\u0120surgeon": 23923, "3000": 23924, "\u0120randomized": 23925, "================================================================": 23926, "Bern": 23927, "impl": 23928, "\u0120COR": 23929, "\u0120proclaim": 23930, "thouse": 23931, "\u0120toes": 23932, "\u0120ample": 23933, "\u0120preserving": 23934, "\u0120disbel": 23935, "grand": 23936, "Besides": 23937, "\u0120silk": 23938, "\u0120Pattern": 23939, "hm": 23940, "\u0120enterprises": 23941, "\u0120affidavit": 23942, "\u0120Advisory": 23943, "\u0120advertised": 23944, "\u0120Religious": 23945, "sections": 23946, "psych": 23947, "\u0120Fields": 23948, "aways": 23949, "\u0120hashtag": 23950, "\u0120Nightmare": 23951, "\u0120vampire": 23952, "\u0120forensic": 23953, "rossover": 23954, "nar": 23955, "\u0120navy": 23956, "\u0120vacant": 23957, "\u0120Duel": 23958, "\u0120hallway": 23959, "\u0120facebook": 23960, "identally": 23961, "\u0120NRA": 23962, "\u0120matt": 23963, "\u0120hurricane": 23964, "\u0120Kirby": 23965, "\u0120Puzzle": 23966, "\u0120skirt": 23967, "oust": 23968, "dullah": 23969, "\u0120analogy": 23970, "inion": 23971, "\u0120tomatoes": 23972, "\u0120NV": 23973, "\u0120Peak": 23974, "\u0120Meyer": 23975, "\u0120appointments": 23976, "\u0120masc": 23977, "\u0120alley": 23978, "rehend": 23979, "\u0120charities": 23980, "\u0120undo": 23981, "\u0120destinations": 23982, "\u0120Testing": 23983, "\">\"": 24618, "cats": 24619, "*.": 24620, "\u0120gestures": 24621, "general": 24622, "League": 24623, "\u0120packets": 24624, "\u0120Inspector": 24625, "\u0120Berg": 24626, "\u0120fraudulent": 24627, "\u0120criticize": 24628, "Fun": 24629, "\u0120blaming": 24630, "ndra": 24631, "\u0120slash": 24632, "\u0120Eston": 24633, "\u0120proposing": 24634, "\u0120whales": 24635, "\u0120therapist": 24636, "\u0120subset": 24637, "\u0120leisure": 24638, "ELD": 24639, "\u0120CVE": 24640, "\u0120Activity": 24641, "\u0120culmin": 24642, "shop": 24643, "\u0120DAY": 24644, "ischer": 24645, "\u0120Admiral": 24646, "\u0120Attacks": 24647, "\u01201958": 24648, "\u0120memoir": 24649, "\u0120folded": 24650, "\u0120sexist": 24651, "\u0120153": 24652, "\u0120LI": 24653, "\u0120readings": 24654, "\u0120embarrassment": 24655, "\u0120Employment": 24656, "wart": 24657, "chin": 24658, "\u0120continuation": 24659, "lia": 24660, "Recently": 24661, "\u0120duel": 24662, "\u0120evacuation": 24663, "\u0120Kashmir": 24664, "\u0120disposition": 24665, "\u0120Rig": 24666, "\u0120bolts": 24667, "\u0120insurers": 24668, "467": 24669, "Mex": 24670, "\u0120retaliation": 24671, "\u0120misery": 24672, "\u0120unreasonable": 24673, "raining": 24674, "Imm": 24675, "\u0120PU": 24676, "emer": 24677, "\u0120genital": 24678, "\u00e3\u0124\u00b3": 24679, "\u0120Candy": 24680, "\u0120onions": 24681, "\u0120Patt": 24682, "liner": 24683, "\u0120conceded": 24684, "\u0120fa": 24685, "\u0120forc": 24686, "\u0120Hernandez": 24687, "\u0120Geoff": 24688, "debian": 24689, "\u0120Teams": 24690, "\u0120cries": 24691, "\u0120homeowners": 24692, "237": 24693, "ABC": 24694, "\u0120stitch": 24695, "\u0120statistic": 24696, "\u0120headers": 24697, "\u0120Biology": 24698, "\u0120motors": 24699, "\u0120GEN": 24700, "\u0120Lip": 24701, "\u0120hates": 24702, "\u0120heel": 24703, "Self": 24704, "ipl": 24705, "EDIT": 24706, "orting": 24707, "\u0120annot": 24708, "\u0120Speech": 24709, "oldemort": 24710, "\u0120Javascript": 24711, "\u0120LeBron": 24712, "\u0120footprint": 24713, "\u0120fn": 24714, "\u0120seizures": 24715, "nas": 24716, "hide": 24717, "\u01201954": 24718, "\u0120Bee": 24719, "\u0120Declaration": 24720, "\u0120Katie": 24721, "\u0120reservations": 24722, "NR": 24723, "female": 24724, "\u0120saturated": 24725, "\u0120biblical": 24726, "\u0120trolls": 24727, "Device": 24728, "photos": 24729, "\u0120drums": 24730, "\u00e3\u0125\u012b\u00e3\u0125\u00a9\u00e3\u0124\u00b4\u00e3\u0125\u00b3": 24731, "Night": 24732, "fighter": 24733, "\u0120Hak": 24734, "riber": 24735, "\u0120cush": 24736, "\u0120disciplinary": 24737, "baum": 24738, "\u0120GH": 24739, "\u0120Schmidt": 24740, "ilibrium": 24741, "\u0120sixty": 24742, "\u0120Kushner": 24743, "rots": 24744, "\u0120pund": 24745, "\u0120Rac": 24746, "\u0120springs": 24747, "\u0120conve": 24748, "Business": 24749, "Fall": 24750, "\u0120qualifications": 24751, "\u0120verses": 24752, "\u0120narciss": 24753, "\u0120Koh": 24754, "\u0120Wow": 24755, "\u0120Charlottesville": 24756, "edo": 24757, "\u0120interrogation": 24758, "\u0120Wool": 24759, "365": 24760, "Brian": 24761, "\u0120\u00e2\u013e\u0135": 24762, "\u0120alleges": 24763, "onds": 24764, "idation": 24765, "\u0120Jackie": 24766, "yu": 24767, "\u0120lakes": 24768, "\u0120worthwhile": 24769, "\u0120crystals": 24770, "\u0120Juda": 24771, "\u0120comprehend": 24772, "\u0120flush": 24773, "\u0120absorption": 24774, "\u0120OC": 24775, "\u0120frightened": 24776, "\u0120Chocolate": 24777, "Martin": 24778, "\u0120buys": 24779, "\u0120bucks": 24780, "\u0120appell": 24781, "\u0120Championships": 24782, "\u0120listener": 24783, "\u0120Defensive": 24784, "\u0120cz": 24785, "uds": 24786, "\u0120Mate": 24787, "\u0120replay": 24788, "\u0120decorated": 24789, "\u0120sunk": 24790, "\u0120VIP": 24791, "\u0120Ank": 24792, "\u0120195": 24793, "aaaa": 24794, "Nobody": 24795, "\u0120Milk": 24796, "\u0120Gur": 24797, "\u0120Mk": 24798, "\u0120Sara": 24799, "\u0120seating": 24800, "\u0120Wid": 24801, "Track": 24802, "\u0120employs": 24803, "\u0120gigantic": 24804, "APP": 24805, "\u00e3\u0124\u00a7": 24806, "inventory": 24807, "\u0120towel": 24808, "atche": 24809, "lasting": 24810, "\u0120TL": 24811, "\u0120latency": 24812, "\u0120kne": 24813, "Ber": 24814, "meaning": 24815, "\u0120upheld": 24816, "\u0120playground": 24817, "\u0120mant": 24818, "Side": 24819, "\u0120stereo": 24820, "\u0120northwest": 24821, "\u0120exceptionally": 24822, "\u0120rays": 24823, "\u0120recurring": 24824, "Drive": 24825, "\u0120upright": 24826, "\u0120abduct": 24827, "\u0120Marathon": 24828, "\u0120goodbye": 24829, "\u0120alphabet": 24830, "hp": 24831, "\u0120courtroom": 24832, "rington": 24833, "othing": 24834, "Tag": 24835, "\u0120diplomats": 24836, "\u0120barbar": 24837, "\u0120Aqua": 24838, "183": 24839, "3333": 24840, "\u0120maturity": 24841, "\u0120instability": 24842, "\u0120Apache": 24843, "\u0120===": 24844, "\u0120fasting": 24845, "\u0120Grid": 24846, "ModLoader": 24847, "\u0120152": 24848, "Abs": 24849, "\u0120Operating": 24850, "etti": 24851, "\u0120acquaint": 24852, "Donnell": 24853, "\u0120Kem": 24854, "\u0120Forge": 24855, "\u0120armored": 24856, "Mil": 24857, "\u0120philosophers": 24858, "invest": 24859, "Players": 24860, "\u00e2\u012a": 24861, "\u0120myriad": 24862, "\u0120comrades": 24863, "Rot": 24864, "\u0120remembering": 24865, "\u0120corresponds": 24866, "\u0120programmers": 24867, "\u0120Lynn": 24868, "\u0120olig": 24869, "\u0120coherent": 24870, "ynchron": 24871, "\u0120Chemical": 24872, "\u0120jugg": 24873, "pair": 24874, "posts": 24875, "Eye": 24876, "\u0120Inner": 24877, "\u0120semester": 24878, "ottest": 24879, "\u0120Emirates": 24880, "ricanes": 24881, "orously": 24882, "mits": 24883, "\u0120Wis": 24884, "\u0120dodge": 24885, "location": 24886, "\u0120faded": 24887, "Amazon": 24888, "\u0120Proceed": 24889, "\u0120INFO": 24890, "journal": 24891, "\u0120Truck": 24892, "Ten": 24893, "\u0120217": 24894, "\u0120statutes": 24895, "mobile": 24896, "\u0120Types": 24897, "Recomm": 24898, "buster": 24899, "pex": 24900, "\u0120legends": 24901, "\u0120headache": 24902, "faced": 24903, "\u0120WiFi": 24904, "ifty": 24905, "\u0120HER": 24906, "\u0120circuits": 24907, "ERROR": 24908, "226": 24909, "olin": 24910, "\u0120cylinder": 24911, "ospace": 24912, "ikers": 24913, "Prem": 24914, "Quant": 24915, "\u0120conflicting": 24916, "\u0120slightest": 24917, "\u0120forged": 24918, "ionage": 24919, "Stephen": 24920, "\u0120Kub": 24921, "\u0120Opportun": 24922, "\u0120Heal": 24923, "\u0120blo": 24924, "\u0120rulers": 24925, "\u0120huh": 24926, "\u0120submarine": 24927, "fy": 24928, "asser": 24929, "\u0120allowance": 24930, "\u0120Kasich": 24931, "\u0120Tas": 24932, "\u0120Australians": 24933, "ForgeModLoader": 24934, "\u0120\u00e2\u0128\u0133": 24935, "\u0120Matrix": 24936, "amins": 24937, "\u01201200": 24938, "\u0120Acqu": 24939, "236": 24940, "Document": 24941, "\u0120Breaking": 24942, "193": 24943, "\u0120Subst": 24944, "\u0120Roller": 24945, "\u0120Properties": 24946, "\u0120NI": 24947, "tier": 24948, "\u0120crushing": 24949, "\u0120advocating": 24950, "Furthermore": 24951, "keepers": 24952, "\u0120sexism": 24953, "xd": 24954, "\u0120caller": 24955, "\u0120Sense": 24956, "chieve": 24957, "\u0120TF": 24958, "\u0120fueled": 24959, "\u0120reminiscent": 24960, "\u0120obsess": 24961, "urst": 24962, "\u0120uphold": 24963, "\u0120Fans": 24964, "hetics": 24965, "\u0120\u00e2\u0139": 24966, "\u0120Bath": 24967, "\u0120beverage": 24968, "\u0120oscill": 24969, "254": 24970, "\u0120poles": 24971, "\u0120gradual": 24972, "\u0120exting": 24973, "\u0120Suff": 24974, "\u0120Suddenly": 24975, "\u0120liking": 24976, "\u01201949": 24977, "unciation": 24978, "amination": 24979, "\u0120Omar": 24980, "\u0120LV": 24981, "\u0120Consequently": 24982, "\u0120synthes": 24983, "\u0120GIF": 24984, "\u0120pains": 24985, "\u0120interacting": 24986, "uously": 24987, "incre": 24988, "\u0120rumor": 24989, "\u0120Scientology": 24990, "197": 24991, "\u0120Zig": 24992, "\u0120spelling": 24993, "\u0120ASS": 24994, "\u0120extingu": 24995, "mson": 24996, "\u0120gh": 24997, "\u0120remarked": 24998, "\u0120Strategic": 24999, "\u0120MON": 25000, "\u00e5\u00a5": 25001, "gae": 25002, "\u0120WHAT": 25003, "Eric": 25004, "\u0120Campus": 25005, "\u0120methane": 25006, "\u0120imagin": 25007, "JUST": 25008, "\u0120Alm": 25009, "XT": 25010, "iq": 25011, "\u0120RSS": 25012, "\u0120wrongdoing": 25013, "atta": 25014, "\u0120bigot": 25015, "\u0120demonstrators": 25016, "\u0120Calvin": 25017, "\u0120Villa": 25018, "\u0120membrane": 25019, "\u0120Awesome": 25020, "\u0120benefic": 25021, "268": 25022, "\u0120magnificent": 25023, "\u0120Lots": 25024, "Greg": 25025, "\u0120Boris": 25026, "\u0120detainees": 25027, "\u0120Herman": 25028, "\u0120whispered": 25029, "\u0120awe": 25030, "Professor": 25031, "funding": 25032, "\u0120physiological": 25033, "\u0120Destruction": 25034, "\u0120limb": 25035, "\u0120manipulated": 25036, "\u0120bubbles": 25037, "\u0120pseud": 25038, "\u0120hydra": 25039, "\u0120Bristol": 25040, "\u0120stellar": 25041, "\u0120Expansion": 25042, "\u0120Kell": 25043, "\u0120Interestingly": 25044, "\u0120mans": 25045, "\u0120dragging": 25046, "\u0120ecological": 25047, "\u0120Fit": 25048, "\u0120gent": 25049, "\u0120benefited": 25050, "\u0120Haiti": 25051, "\u0120polyg": 25052, "\u00e3\u0125\u0130": 25053, "\u01202030": 25054, "\u0120prow": 25055, "\u0120reconstruction": 25056, "\u0120wast": 25057, "\u0120psychic": 25058, "\u0120Greeks": 25059, "Handler": 25060, "162": 25061, "\u0120Pulse": 25062, "\u0120solicit": 25063, "\u0120sys": 25064, "\u0120influx": 25065, "\u0120Gentle": 25066, "percent": 25067, "\u0120proliferation": 25068, "\u0120taxable": 25069, "\u0120disregard": 25070, "\u0120escaping": 25071, "\u0120ginger": 25072, "\u0120withstand": 25073, "\u0120devastated": 25074, "\u0120Dew": 25075, "series": 25076, "\u0120injected": 25077, "elaide": 25078, "\u0120turnover": 25079, "heat": 25080, "\u013b\u0124": 25081, "Happy": 25082, "\u0120Silent": 25083, "\u00e3\u0124\u0143": 25084, "ivism": 25085, "\u0120irrational": 25086, "AMA": 25087, "\u0120reef": 25088, "rub": 25089, "\u0120162": 25090, "\u0120bankers": 25091, "\u0120Ethics": 25092, "vv": 25093, "\u0120criticisms": 25094, "Kn": 25095, "186": 25096, "Movie": 25097, "\u0120Tories": 25098, "\u0120nood": 25099, "\u0120distortion": 25100, "False": 25101, "odore": 25102, "\u0120tasty": 25103, "Research": 25104, "\u0120UID": 25105, "-)": 25106, "\u0120divorced": 25107, "\u0120MU": 25108, "\u0120Hayes": 25109, "\u0120Isn": 25110, "iani": 25111, "\u0120HQ": 25112, "\u0120\"#": 25113, "ignant": 25114, "\u0120traumatic": 25115, "\u0120Ling": 25116, "Hun": 25117, "\u0120sabot": 25118, "online": 25119, "random": 25120, "\u0120renamed": 25121, "rared": 25122, "KA": 25123, "dead": 25124, "\u00c3\u00a9t": 25125, "\u0120Assistance": 25126, "\u0120seaf": 25127, "++++++++": 25128, "\u0120seldom": 25129, "\u0120Webb": 25130, "\u0120boolean": 25131, "ulet": 25132, "\u0120refrain": 25133, "\u0120DIY": 25134, "rule": 25135, "\u0120shutting": 25136, "\u0120utilizing": 25137, "loading": 25138, "\u0120Param": 25139, "coal": 25140, "ooter": 25141, "\u0120attracting": 25142, "\u0120Dol": 25143, "\u0120hers": 25144, "agnetic": 25145, "\u0120Reach": 25146, "imo": 25147, "\u0120discarded": 25148, "\u0120Pip": 25149, "015": 25150, "\u00c3\u00bcr": 25151, "\u0120mug": 25152, "Imagine": 25153, "COL": 25154, "\u0120cursed": 25155, "\u0120Shows": 25156, "\u0120Curtis": 25157, "\u0120Sachs": 25158, "speaking": 25159, "\u0120Vista": 25160, "\u0120Framework": 25161, "ongo": 25162, "\u0120subreddit": 25163, "\u0120crus": 25164, "\u0120Oval": 25165, "Row": 25166, "growing": 25167, "\u0120installment": 25168, "\u0120glac": 25169, "\u0120Advance": 25170, "ECK": 25171, "\u0120LGBTQ": 25172, "LEY": 25173, "\u0120acet": 25174, "\u0120successive": 25175, "\u0120Nicole": 25176, "\u01201957": 25177, "Quote": 25178, "\u0120circumstance": 25179, "ackets": 25180, "\u0120142": 25181, "ortium": 25182, "\u0120guessed": 25183, "\u0120Frame": 25184, "\u0120perpetrators": 25185, "\u0120Aviation": 25186, "\u0120Bench": 25187, "\u0120handc": 25188, "Ap": 25189, "\u01201956": 25190, "259": 25191, "rand": 25192, "NetMessage": 25193, "din": 25194, "urtles": 25195, "hig": 25196, "\u0120VIII": 25197, "ffiti": 25198, "\u0120Swords": 25199, "bial": 25200, "\u0120kidnapping": 25201, "device": 25202, "\u0120barn": 25203, "\u0120Eli": 25204, "aucas": 25205, "Send": 25206, "Constructed": 25207, "\u0120\u00c2\u00bd": 25208, "\u0120needles": 25209, "\u0120advertisements": 25210, "\u0120vou": 25211, "\u0120exhibited": 25212, "\u0120Fortress": 25213, "Ask": 25214, "Berry": 25215, "TYPE": 25216, "\u0120cancers": 25217, "umping": 25218, "\u0120Territory": 25219, "\u0120prud": 25220, "\u0120nas": 25221, "\u0120atheist": 25222, "\u0120balances": 25223, "\u00e3\u0123\u0141": 25224, "\u0120Shawn": 25225, "&&": 25226, "\u0120landsc": 25227, "\u0120RGB": 25228, "\u0120petty": 25229, "\u0120excellence": 25230, "\u0120translations": 25231, "\u0120parcel": 25232, "\u0120Chev": 25233, "East": 25234, "\u0120Output": 25235, "imi": 25236, "\u0120ambient": 25237, "\u0120Threat": 25238, "\u0120villains": 25239, "\u0120550": 25240, "ICA": 25241, "\u0120taller": 25242, "\u0120leaking": 25243, "cup": 25244, "\u0120polish": 25245, "\u0120infectious": 25246, "\u0120KC": 25247, "\u0120@@": 25248, "background": 25249, "\u0120bureaucracy": 25250, "\u0120Sai": 25251, "unless": 25252, "itious": 25253, "\u0120Skype": 25254, "Atl": 25255, "IDENT": 25256, "008": 25257, "\u0120hypocr": 25258, "\u0120pitchers": 25259, "\u0120guessing": 25260, "\u0120FINAL": 25261, "Between": 25262, "\u0120villagers": 25263, "\u0120252": 25264, "fashion": 25265, "\u0120Tunis": 25266, "Beh": 25267, "\u0120Exc": 25268, "\u0120MID": 25269, "288": 25270, "\u0120Haskell": 25271, "196": 25272, "\u0120NOR": 25273, "\u0120specs": 25274, "\u0120invari": 25275, "\u0120glut": 25276, "\u0120Cars": 25277, "\u0120impulse": 25278, "\u0120honors": 25279, "gel": 25280, "\u0120jurisdictions": 25281, "\u0120Bundle": 25282, "ulas": 25283, "California": 25284, "\u0120Increase": 25285, "\u0120pear": 25286, "\u0120singles": 25287, "\u0120cues": 25288, "\u0120underwent": 25289, "\u0120WS": 25290, "\u0120exaggerated": 25291, "\u0120dubious": 25292, "\u0120flashing": 25293, "LOG": 25294, ")].": 25295, "Journal": 25296, "tg": 25297, "Van": 25298, "\u0120Istanbul": 25299, "\u0120Insp": 25300, "\u0120Franken": 25301, "Draw": 25302, "\u0120sadness": 25303, "\u0120ironic": 25304, "\u0120Fry": 25305, "xc": 25306, "\u0120164": 25307, "isch": 25308, "Way": 25309, "\u0120Protestant": 25310, "horn": 25311, "\u0120unaff": 25312, "\u0120Viv": 25313, "illas": 25314, "\u0120Productions": 25315, "\u0120Hogan": 25316, "\u0120perimeter": 25317, "\u0120Sisters": 25318, "\u0120spontaneous": 25319, "\u0120downside": 25320, "\u0120descendants": 25321, "\u0120orn": 25322, "worm": 25323, "Japanese": 25324, "\u01201955": 25325, "\u0120151": 25326, "\u0120Doing": 25327, "elsen": 25328, "umbles": 25329, "\u0120radically": 25330, "\u0120Drum": 25331, "\u0120Bach": 25332, "\u0120liabilities": 25333, "\u0120OB": 25334, "\u0120Elementary": 25335, "\u0120meme": 25336, "ynes": 25337, "\u0120fingerprint": 25338, "\u0120Grab": 25339, "\u0120undertake": 25340, "Members": 25341, "\u0120Reader": 25342, "\u0120Sims": 25343, "god": 25344, "\u0120hypothetical": 25345, "scient": 25346, "\u0120AJ": 25347, "\u0120charism": 25348, "\u0120admissions": 25349, "\u0120Missile": 25350, "trade": 25351, "\u0120exercising": 25352, "\u0120Background": 25353, "Written": 25354, "\u0120vocals": 25355, "whether": 25356, "\u0120vi": 25357, "\u0120Winner": 25358, "\u0120litter": 25359, "\u0120Shooting": 25360, "STEM": 25361, "\u00e3\u0124\u00a1": 25362, "\u0120AFL": 25363, "\u0120variability": 25364, "\u0120eats": 25365, "\u0120DPS": 25366, "brow": 25367, "\u0120elephants": 25368, "\u0120strat": 25369, "\u0120\u00c5": 25370, "\u0120settlers": 25371, "Matthew": 25372, "\u0120inadvert": 25373, "HI": 25374, "\u0120IMF": 25375, "\u0120Goal": 25376, "\u0120nerves": 25377, "Johnson": 25378, "eye": 25379, "ablishment": 25380, "Thursday": 25381, "BILITY": 25382, "Had": 25383, "amoto": 25384, "hetamine": 25385, "eps": 25386, "\u0120mitochond": 25387, "\u0120compressed": 25388, "\u0120Trevor": 25389, "\u0120Animals": 25390, "Tool": 25391, "Lock": 25392, "\u0120tweak": 25393, "\u0120pinch": 25394, "\u0120cancellation": 25395, "Pot": 25396, "\u0120focal": 25397, "\u0120Astron": 25398, "173": 25399, "\u0120ASC": 25400, "\u0120OTHER": 25401, "umni": 25402, "\u0120demise": 25403, "dl": 25404, "\u00d9\u0127": 25405, "Semitism": 25406, "\u0120cracking": 25407, "\u0120collaborative": 25408, "\u0120explores": 25409, "sql": 25410, "\u0120herbs": 25411, "\u0120configurations": 25412, "mis": 25413, "\u0120Result": 25414, "acey": 25415, "\u0120Smoke": 25416, "\u0120sanct": 25417, "elia": 25418, "\u0120degener": 25419, "\u0120deepest": 25420, "\u0120screamed": 25421, "\u0120nap": 25422, "Software": 25423, "\u0120STAR": 25424, "EF": 25425, "\u0120Xin": 25426, "sponsored": 25427, "manship": 25428, "233": 25429, "\u0120primaries": 25430, "\u0120filtering": 25431, "\u0120assemble": 25432, "mil": 25433, "\u0120Myers": 25434, "bows": 25435, "\u0120punched": 25436, "Mic": 25437, "\u0120innovations": 25438, "\u0120func": 25439, "ando": 25440, "\u0120fracking": 25441, "\u0120Vul": 25442, "\u00d0\u00be\u00d0": 25443, "oshop": 25444, "\u0120Immun": 25445, "\u0120settling": 25446, "\u0120adolescents": 25447, "\u0120rebuilding": 25448, "\u0120transforming": 25449, "\u0120parole": 25450, "\u0120harbor": 25451, "\u0120booking": 25452, "otional": 25453, "ongevity": 25454, "\u0120Yo": 25455, "bug": 25456, "\u0120emerges": 25457, "\u0120Methods": 25458, "\u0120Chu": 25459, "Pres": 25460, "\u0120Dungeons": 25461, "\u0120trailing": 25462, "\u0120Rum": 25463, "\u0120Hugh": 25464, "\u00e5\u00a4\u00a9": 25465, "\u0120Era": 25466, "\u0120Battles": 25467, "Results": 25468, "\u0120Trading": 25469, "\u0120versa": 25470, "css": 25471, "axies": 25472, "heet": 25473, "\u0120greed": 25474, "1989": 25475, "\u0120gardens": 25476, "\u0120contingent": 25477, "Park": 25478, "\u0120Leafs": 25479, "hook": 25480, "robe": 25481, "\u0120diplomacy": 25482, "\u0120Fuel": 25483, "\u0120Invasion": 25484, "\u0120upgrading": 25485, "Male": 25486, "\u0120elic": 25487, "\u0120relentless": 25488, "\u0120Covenant": 25489, "apesh": 25490, "\u0120Trop": 25491, "Ty": 25492, "production": 25493, "arty": 25494, "\u0120punches": 25495, "ako": 25496, "cyclopedia": 25497, "\u0120Rabbit": 25498, "\u0120HDMI": 25499, "\u0120141": 25500, "\u0120foil": 25501, "ItemImage": 25502, "\u0120FG": 25503, "\u0120implementations": 25504, "\u0120Pom": 25505, "ixtures": 25506, "\u0120await": 25507, "\u0120330": 25508, "amus": 25509, "\u0120umbrella": 25510, "\u0120foresee": 25511, "separ": 25512, "\u0120circumcision": 25513, "\u0120peripheral": 25514, "Say": 25515, "\u0120Expert": 25516, "Inc": 25517, "\u0120withdrew": 25518, "\u0120Anders": 25519, "fried": 25520, "\u0120radioactive": 25521, "\u0120Opening": 25522, "\u0120boarding": 25523, "\u0120ND": 25524, "\u0120overthrow": 25525, "Activ": 25526, "WP": 25527, "\u0120Acts": 25528, "\u00d7\u013b": 25529, "\u0120motions": 25530, "vic": 25531, "\u0120Mighty": 25532, "\u0120Defender": 25533, "aer": 25534, "\u0120thankful": 25535, "\u0120Killing": 25536, "\u0120Bris": 25537, "moil": 25538, "\u0120predicting": 25539, "266": 25540, "choice": 25541, "\u0120killers": 25542, "\u0120incub": 25543, "\u0120Chest": 25544, "athering": 25545, "\u0120proclaimed": 25546, "flower": 25547, "ossom": 25548, "umbledore": 25549, "\u0120Cycling": 25550, "\u0120Occupy": 25551, "AGES": 25552, "Pen": 25553, "\u0120Yug": 25554, "\u0120packaged": 25555, "\u0120heightened": 25556, "cot": 25557, "stack": 25558, "Cond": 25559, "\u0120stamps": 25560, "mage": 25561, "\u0120persuaded": 25562, "\u0120ensl": 25563, "\u0120Cardinal": 25564, "\u0120solitary": 25565, "\u0120possessing": 25566, "\u0120Cork": 25567, "\u0120evid": 25568, "\u0120Tay": 25569, "\u0120blues": 25570, "\u0120extremism": 25571, "\u0120lunar": 25572, "\u0120clown": 25573, "Techn": 25574, "\u0120festivals": 25575, "\u0120PvP": 25576, "\u0120Lar": 25577, "\u0120consequently": 25578, "present": 25579, "\u0120someday": 25580, "\u00e7\u0130\u012d": 25581, "\u0120Meteor": 25582, "\u0120touring": 25583, "culture": 25584, "\u0120beaches": 25585, "Ship": 25586, "cause": 25587, "\u0120Flood": 25588, "\u00e3\u0125\u00af": 25589, "\u0120purity": 25590, "those": 25591, "\u0120emission": 25592, "bolt": 25593, "\u0120chord": 25594, "\u0120Scripture": 25595, "Lu": 25596, "\u0120${": 25597, "created": 25598, "Others": 25599, "258": 25600, "\u0120elemental": 25601, "\u0120annoyed": 25602, "\u0120AE": 25603, "dan": 25604, "\u0120Sag": 25605, "Researchers": 25606, "\u0120fairy": 25607, "\u00e2\u0122\u0135\u00e2\u0122\u0135": 25608, "============": 25609, "Smart": 25610, "GGGG": 25611, "\u0120skeletons": 25612, "\u0120pupils": 25613, "linked": 25614, "\u0120urgency": 25615, "enabled": 25616, "\u0120Fuck": 25617, "\u0120councill": 25618, "rab": 25619, "UAL": 25620, "TI": 25621, "\u0120lifes": 25622, "\u0120confessed": 25623, "Bug": 25624, "\u0120harmon": 25625, "\u0120CONFIG": 25626, "\u0120Neutral": 25627, "Double": 25628, "\u0120staple": 25629, "\u0120SHA": 25630, "British": 25631, "\u0120SNP": 25632, "ATOR": 25633, "oco": 25634, "\u0120swinging": 25635, "gex": 25636, "oleon": 25637, "plain": 25638, "\u0120Missing": 25639, "\u0120Trophy": 25640, "vari": 25641, "ranch": 25642, "\u0120301": 25643, "440": 25644, "0000000000000000": 25645, "\u0120restoring": 25646, "\u0120haul": 25647, "ucing": 25648, "nerg": 25649, "\u0120futures": 25650, "\u0120strategist": 25651, "question": 25652, "\u0120lateral": 25653, "\u0120Bard": 25654, "\u0120sor": 25655, "\u0120Rhodes": 25656, "\u0120Downtown": 25657, "?????-": 25658, "\u0120Lit": 25659, "\u0120Bened": 25660, "\u0120coil": 25661, "street": 25662, "\u0120Portal": 25663, "FILE": 25664, "\u0120Gru": 25665, "*,": 25666, "231": 25667, "neum": 25668, "\u0120sucked": 25669, "\u0120rapper": 25670, "\u0120tendencies": 25671, "\u0120Lauren": 25672, "cellaneous": 25673, "267": 25674, "\u0120browse": 25675, "\u0120overc": 25676, "header": 25677, "oise": 25678, "\u0120beet": 25679, "\u0120Gle": 25680, "Stay": 25681, "\u0120mum": 25682, "\u0120typed": 25683, "\u0120discounts": 25684, "Talk": 25685, "\u0120Og": 25686, "existing": 25687, "\u0120Sell": 25688, "uph": 25689, "CI": 25690, "\u0120Austrian": 25691, "\u0120Warm": 25692, "\u0120dismissal": 25693, "\u0120averages": 25694, "camera": 25695, "\u0120allegiance": 25696, "LAN": 25697, "=\"#": 25698, "\u0120commentators": 25699, "\u0120Setting": 25700, "\u0120Midwest": 25701, "\u0120pharmac": 25702, "\u0120EXP": 25703, "\u0120stainless": 25704, "Chicago": 25705, "\u0120tan": 25706, "244": 25707, "\u0120countryside": 25708, "\u0120Vac": 25709, "295": 25710, "\u0120pinned": 25711, "\u0120crises": 25712, "\u0120standardized": 25713, "Task": 25714, "\u0120Jail": 25715, "\u0120Docker": 25716, "colored": 25717, "forth": 25718, "\"},": 25719, "\u0120patrons": 25720, "\u0120spice": 25721, "\u0120mourn": 25722, "\u0120Mood": 25723, "\u0120laundry": 25724, "\u0120equip": 25725, "\u0120Mole": 25726, "yll": 25727, "\u0120THC": 25728, "nation": 25729, "\u0120Sherlock": 25730, "\u0120issu": 25731, "\u0120Kre": 25732, "\u0120Americas": 25733, "\u0120AAA": 25734, "\u0120systematically": 25735, "\u0120contra": 25736, "\u0120Sally": 25737, "\u0120rationale": 25738, "\u0120carriage": 25739, "\u0120peaks": 25740, "\u0120contradiction": 25741, "ensation": 25742, "\u0120Failure": 25743, "\u0120props": 25744, "\u0120namespace": 25745, "\u0120cove": 25746, "fields": 25747, "\u00e3\u0124\u012d": 25748, "\u0120wool": 25749, "\u0120Catch": 25750, "\u0120presumed": 25751, "\u0120Diana": 25752, "ragon": 25753, "igi": 25754, "\u0120hamm": 25755, "\u0120stunt": 25756, "\u0120GUI": 25757, "\u0120Observatory": 25758, "\u0120Shore": 25759, "\u0120smells": 25760, "annah": 25761, "\u0120cockpit": 25762, "\u0120Duterte": 25763, "850": 25764, "\u0120oppressed": 25765, "breaker": 25766, "\u0120Contribut": 25767, "\u0120Peru": 25768, "\u0120Monsanto": 25769, "\u0120Attempt": 25770, "\u0120commanding": 25771, "\u0120fridge": 25772, "\u0120Rin": 25773, "\u0120Chess": 25774, "uality": 25775, "\u0120ol": 25776, "Republican": 25777, "\u0120Glory": 25778, "\u0120WIN": 25779, ".......": 25780, "agent": 25781, "reading": 25782, "\u0120inh": 25783, "Jones": 25784, "\u0120clicks": 25785, "alan": 25786, "\u0120[];": 25787, "\u0120Majesty": 25788, "\u0120Ced": 25789, "opus": 25790, "atel": 25791, "\u00c3\u00aa": 25792, "ARC": 25793, "\u0120Ecuador": 25794, "\u00e3\u0125\u0142": 25795, "\u0120Kuro": 25796, "\u0120rituals": 25797, "\u0120captive": 25798, "\u0120ounce": 25799, "\u0120disagreement": 25800, "\u0120slog": 25801, "fuel": 25802, "Pet": 25803, "Mail": 25804, "\u0120exercised": 25805, "\u0120solic": 25806, "\u0120rainfall": 25807, "\u0120devotion": 25808, "\u0120Assessment": 25809, "\u0120robotic": 25810, "options": 25811, "\u0120RP": 25812, "\u0120Families": 25813, "\u0120Flames": 25814, "\u0120assignments": 25815, "007": 25816, "akedown": 25817, "\u0120vocabulary": 25818, "Reilly": 25819, "\u0120caval": 25820, "gars": 25821, "\u0120suppressed": 25822, "\u0120SET": 25823, "\u0120Johns": 25824, "\u0120warp": 25825, "broken": 25826, "\u0120statues": 25827, "\u0120advocated": 25828, "\u0120275": 25829, "\u0120peril": 25830, "omorph": 25831, "\u0120Femin": 25832, "perfect": 25833, "\u0120hatch": 25834, "Lib": 25835, "512": 25836, "\u0120lifelong": 25837, "313": 25838, "\u0120cheeks": 25839, "\u0120numbered": 25840, "\u0120Mug": 25841, "Body": 25842, "ravel": 25843, "Weight": 25844, "\u0120Jak": 25845, "\u0120Heath": 25846, "\u0120kissing": 25847, "\u0120JUST": 25848, "\u0120waving": 25849, "upload": 25850, "\u0120insider": 25851, "\u0120Progressive": 25852, "\u0120Filter": 25853, "tta": 25854, "\u0120Beam": 25855, "\u0120violently": 25856, "ipation": 25857, "\u0120skepticism": 25858, "\u01201918": 25859, "\u0120Annie": 25860, "\u0120SI": 25861, "\u0120genetics": 25862, "\u0120onboard": 25863, "atl": 25864, "\u0120Friedman": 25865, "\u0120Bri": 25866, "ceptive": 25867, "\u0120pirate": 25868, "\u0120Reporter": 25869, "278": 25870, "\u0120mythology": 25871, "\u0120eclipse": 25872, "\u0120skins": 25873, "\u0120glyph": 25874, "ingham": 25875, "Files": 25876, "Cour": 25877, "women": 25878, "\u0120regimes": 25879, "\u0120photographed": 25880, "Kat": 25881, "\u0120MAX": 25882, "Officials": 25883, "\u0120unexpectedly": 25884, "\u0120impressions": 25885, "Front": 25886, ";;;;;;;;": 25887, "\u0120supremacy": 25888, "\u0120sang": 25889, "\u0120aggravated": 25890, "\u0120abruptly": 25891, "\u0120Sector": 25892, "\u0120excuses": 25893, "\u0120costing": 25894, "idepress": 25895, "Stack": 25896, "\u0120RNA": 25897, "obil": 25898, "\u0120ghosts": 25899, "ldon": 25900, "atibility": 25901, "Topics": 25902, "\u0120reimburse": 25903, "\u0120HM": 25904, "\u0120Deg": 25905, "\u0120thief": 25906, "yet": 25907, "ogenesis": 25908, "leaning": 25909, "\u0120Kol": 25910, "\u0120Basketball": 25911, "\u0120fi": 25912, "\u0120Seeing": 25913, "\u0120recycling": 25914, "\u0120[-": 25915, "Congress": 25916, "\u0120lectures": 25917, "Psy": 25918, "\u0120nep": 25919, "\u0120maid": 25920, "\u0120oriented": 25921, "AX": 25922, "\u0120respectful": 25923, "rene": 25924, "flush": 25925, "\u0120Unloaded": 25926, "request": 25927, "grid": 25928, "\u0120Alternatively": 25929, "\u0120Hugo": 25930, "\u0120decree": 25931, "\u0120Buddhism": 25932, "andum": 25933, "Android": 25934, "\u0120Congo": 25935, "\u0120Joyce": 25936, "\u0120acknowledging": 25937, "hesive": 25938, "\u0120Tomorrow": 25939, "\u0120Hiro": 25940, "thren": 25941, "\u0120Maced": 25942, "\u0120hoax": 25943, "\u0120Increased": 25944, "\u0120Pradesh": 25945, "Wild": 25946, "______": 25947, "161": 25948, "\u0120aunt": 25949, "\u0120distributing": 25950, "\u0120Tucker": 25951, "\u0120SSL": 25952, "\u0120Wolves": 25953, "Building": 25954, "oult": 25955, "\u0120Luo": 25956, "\u0120Yas": 25957, "\u0120Spir": 25958, "\u0120Shape": 25959, "\u0120Cambod": 25960, "\u0120IPv": 25961, "\u0120ml": 25962, "\u0120extrad": 25963, "390": 25964, "\u0120Penny": 25965, "dream": 25966, "\u0120stationed": 25967, "optional": 25968, "eworthy": 25969, ".": 26700, "\u0120Workshop": 26701, "\u0120Retail": 26702, "\u0120Avatar": 26703, "625": 26704, "Na": 26705, "\u0120VC": 26706, "\u0120Secure": 26707, "MY": 26708, "1988": 26709, "ossip": 26710, "\u0120prostate": 26711, "\u0120unden": 26712, "\u0120gamer": 26713, "\u0120Contents": 26714, "\u0120Warhammer": 26715, "\u0120Sentinel": 26716, "310": 26717, "\u0120segregation": 26718, "\u0120Flex": 26719, "\u0120MAY": 26720, "\u0120drills": 26721, "\u0120Drugs": 26722, "Islamic": 26723, "\u0120spur": 26724, "\u0120cafe": 26725, "\u0120imaginary": 26726, "\u0120guiding": 26727, "\u0120swings": 26728, "\u0120Theme": 26729, "oby": 26730, "\u0120nud": 26731, "\u0120begging": 26732, "\u0120strongh": 26733, "\u0120rejecting": 26734, "\u0120pedestrians": 26735, "\u0120Prospect": 26736, "Rare": 26737, "sle": 26738, "\u0120concessions": 26739, "\u0120Constitutional": 26740, "\u0120beams": 26741, "\u0120fibers": 26742, "poon": 26743, "\u0120instincts": 26744, "property": 26745, "\u0120BIG": 26746, "Sanders": 26747, "imates": 26748, "\u0120coating": 26749, "\u0120corpses": 26750, "\u0120TRUE": 26751, "checked": 26752, "\u0120166": 26753, "Ash": 26754, "\u0120JS": 26755, "\u0120Fiction": 26756, "\u0120communal": 26757, "\u0120energetic": 26758, "oooooooo": 26759, "\u0120nowadays": 26760, "ILD": 26761, "ibo": 26762, "\u0120SUV": 26763, "Ren": 26764, "\u0120dwelling": 26765, "Silver": 26766, "\u0120tally": 26767, "\u0120Moving": 26768, "\u0120coward": 26769, "\u0120generals": 26770, "\u0120horns": 26771, "\u0120circulated": 26772, "\u0120robbed": 26773, "\u0120Unlimited": 26774, "\u0120harassed": 26775, "\u0120inhibit": 26776, "\u0120composer": 26777, "\u0120Spotify": 26778, "\u0120spreads": 26779, "364": 26780, "\u0120suicidal": 26781, "\u0120noises": 26782, "\u0120Stur": 26783, "\u0120saga": 26784, "\u0120Kag": 26785, "iso": 26786, "\u0120theoretically": 26787, "Money": 26788, "\u0120similarity": 26789, "\u0120sliced": 26790, "utils": 26791, "inges": 26792, "\"-": 26793, "\u0120anth": 26794, "\u0120imped": 26795, "Module": 26796, "Throughout": 26797, "\u0120menus": 26798, "committee": 26799, "andi": 26800, "obj": 26801, "inav": 26802, "fired": 26803, "\u0120Abdullah": 26804, "\u0120undead": 26805, "\u0120fonts": 26806, "Hold": 26807, "ENG": 26808, "\u0120sustainability": 26809, "\u0120flick": 26810, "\u0120razor": 26811, "\u0120Fest": 26812, "\u0120Characters": 26813, "\u0120wording": 26814, "\u0120populist": 26815, "\u0120criticizing": 26816, "\u0120muse": 26817, "vine": 26818, "\u0120cardboard": 26819, "\u0120kindly": 26820, "\u0120fringe": 26821, "\u0120Theft": 26822, "icultural": 26823, "\u0120governors": 26824, "\u0120\u00ef\u00bf\u00bd\u00ef\u00bf\u00bd\u00ef\u00bf\u00bd\u00ef\u00bf\u00bd": 26825, "\u0120163": 26826, "\u0120timeout": 26827, "\u0120Auth": 26828, "Children": 26829, "AU": 26830, "\u0120redemption": 26831, "\u0120Alger": 26832, "\u01201914": 26833, "\u0120waved": 26834, "\u0120astronauts": 26835, "ograms": 26836, "\u0120swamp": 26837, "\u0120Finnish": 26838, "\u0120candle": 26839, "\u0120tonnes": 26840, "utm": 26841, "\u0120ray": 26842, "\u0120spun": 26843, "\u0120fearful": 26844, "articles": 26845, "\u0120caus": 26846, "orically": 26847, "\u0120Requires": 26848, "\u0120Gol": 26849, "\u0120pope": 26850, "\u0120inaugural": 26851, "\u0120gle": 26852, "ADA": 26853, "\u0120ISIL": 26854, "\u0120Offensive": 26855, "\u0120watchdog": 26856, "\u0120balcon": 26857, "entity": 26858, "\u0120Hoo": 26859, "\u0120gallon": 26860, "ACC": 26861, "\u0120doubling": 26862, "\u0120implication": 26863, "\u0120Sight": 26864, "\u0120doctr": 26865, "-------": 26866, "\u0120\\\\": 26867, "\u0120malt": 26868, "Roll": 26869, "\u0120\u00e2\u012b\u00a5": 26870, "\u0120recap": 26871, "adding": 26872, "uces": 26873, "\u0120Bend": 26874, "figure": 26875, "\u0120turkey": 26876, "\u0120societal": 26877, "\u0120Tickets": 26878, "\u0120commercially": 26879, "\u0120spicy": 26880, "\u0120216": 26881, "\u0120Ramp": 26882, "\u0120superiority": 26883, "\u00c3\u00af": 26884, "\u0120Tracker": 26885, "Carl": 26886, "\u0120Coy": 26887, "\u0120Patriot": 26888, "\u0120consulted": 26889, "\u0120listings": 26890, "\u0120slew": 26891, "reenshot": 26892, "\u0120Gone": 26893, "\u0120[...]": 26894, "309": 26895, "\u0120hottest": 26896, "\u00d8\u00b1": 26897, "\u0120rocky": 26898, "\u0120Diaz": 26899, "\u0120massage": 26900, "\u0120paraly": 26901, "\u0120pony": 26902, "Az": 26903, "\u0120cartridge": 26904, "\u0120NZ": 26905, "\u0120snack": 26906, "\u0120Lamar": 26907, "plement": 26908, "\u0120Leslie": 26909, "\u0120mater": 26910, "\u0120snipp": 26911, "246": 26912, "\u0120jointly": 26913, "\u0120Brisbane": 26914, "\u0120iPod": 26915, "\u0120pumping": 26916, "\u0120goat": 26917, "\u0120Sharon": 26918, "ealing": 26919, "\u0120coron": 26920, "\u0120anomal": 26921, "rahim": 26922, "\u0120Connection": 26923, "\u0120sculpture": 26924, "\u0120scheduling": 26925, "\u0120Daddy": 26926, "athing": 26927, "\u0120eyebrows": 26928, "\u0120curved": 26929, "\u0120sentiments": 26930, "\u0120drafting": 26931, "Drop": 26932, "([": 26933, "\u0120nominal": 26934, "\u0120Leadership": 26935, "\u0120Grow": 26936, "\u0120176": 26937, "\u0120constructive": 26938, "ivation": 26939, "\u0120corrupted": 26940, "gerald": 26941, "\u0120Cros": 26942, "\u0120Chester": 26943, "\u0120Lap": 26944, "\u00e3\u0123\u00aa": 26945, "OTH": 26946, "DATA": 26947, "\u0120almond": 26948, "probably": 26949, "Imp": 26950, "\u0120feast": 26951, "\u0120Warcraft": 26952, "Flor": 26953, "\u0120checkpoint": 26954, "\u0120transcription": 26955, "\u0120204": 26956, "\u0120tweaks": 26957, "\u0120relieve": 26958, "Science": 26959, "\u0120performer": 26960, "Zone": 26961, "\u0120turmoil": 26962, "igated": 26963, "hibit": 26964, "\u0120Cafe": 26965, "themed": 26966, "\u0120fluor": 26967, "bench": 26968, "\u0120decom": 26969, "\u0120Unt": 26970, "\u0120Barrett": 26971, "\u0120Facts": 26972, "\u0120tasting": 26973, "\u0120PTSD": 26974, "\u0120Seal": 26975, "\u0120Judaism": 26976, "\u0120Dynamic": 26977, "\u0120Cors": 26978, "Ve": 26979, "\u0120Ming": 26980, "\u0120Transform": 26981, "von": 26982, "\u0120Defenders": 26983, "\u0120Tactical": 26984, "\u0120Von": 26985, "\u0120Univers": 26986, "\u0120distorted": 26987, "\u0120Breath": 26988, "?'\"": 26989, "\u0120agon": 26990, "\u0120Deadly": 26991, "\u0120lan": 26992, "\u0120Cycle": 26993, "orned": 26994, "\u0120reliably": 26995, "\u0120glor": 26996, "\u0120Monkey": 26997, "\u00e3\u0125\u00a1": 26998, "\u0120adren": 26999, "\u0120microwave": 27000, "\u0120Alban": 27001, "ircraft": 27002, "digit": 27003, "smart": 27004, "\u0120Dread": 27005, "\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af\u00c2\u00af": 27006, "{{": 27007, "\u0120Rochester": 27008, "\u0120simplified": 27009, "\u0120inflicted": 27010, "\u0120takeover": 27011, "\u0120yourselves": 27012, "aditional": 27013, "\u0120muscular": 27014, "KS": 27015, "\u0120ingen": 27016, "Tax": 27017, "\u0120Feature": 27018, "277": 27019, "\u0120cruc": 27020, "\u0120crate": 27021, "\u0120unidentified": 27022, "\u0120acclaimed": 27023, "\u0120Manga": 27024, "\u0120Frances": 27025, "\u0120Nepal": 27026, "\u0120Gerald": 27027, "\u0120Kuwait": 27028, "\u0120slain": 27029, "\u0120Heb": 27030, "\u0120Goku": 27031, "\u00e3\u0123\u00ae\u00e6": 27032, "286": 27033, "Mrs": 27034, "\u0120Cody": 27035, "\u0120Sanctuary": 27036, "016": 27037, "\u0120dismant": 27038, "\u0120dataset": 27039, "\u0120Hond": 27040, "buck": 27041, "\u0120Patterson": 27042, "\u0120palette": 27043, "\u0120GD": 27044, "icol": 27045, "\u0120Lodge": 27046, "\u0120planetary": 27047, "akin": 27048, "\u0120Registered": 27049, "abwe": 27050, "\u0120Petersburg": 27051, "\u0120hailed": 27052, "\u0120Piece": 27053, "Sche": 27054, "\u0120DOJ": 27055, "\u0120enumer": 27056, "181": 27057, "\u0120Observer": 27058, "\u0120Bold": 27059, "founded": 27060, "commerce": 27061, "\u0120exploits": 27062, "\u0120Finding": 27063, "URN": 27064, "\u0120Sne": 27065, "\u0120Acid": 27066, "ayette": 27067, "\u0120Values": 27068, "\u0120drastic": 27069, "\u0120architectural": 27070, "\u0120\".": 27071, "\u00d7\u0137": 27072, "umped": 27073, "\u0120wrapping": 27074, "\u0120widow": 27075, "\u0120Slayer": 27076, "lace": 27077, "once": 27078, "Germany": 27079, "avoid": 27080, "\u0120temples": 27081, "PAR": 27082, "\u00c3\u00b4": 27083, "\u0120Lucifer": 27084, "\u0120Flickr": 27085, "lov": 27086, "forces": 27087, "\u0120scouting": 27088, "\u0120louder": 27089, "tesy": 27090, "\u0120beforehand": 27091, "\u00c4\u0135": 27092, "\u0120Neon": 27093, "\u0120Wol": 27094, "\u0120Typically": 27095, "\u0120Politico": 27096, "-+-+": 27097, "\u0120builder": 27098, "\u0120derive": 27099, "Kill": 27100, "\u0120poker": 27101, "\u0120ambiguous": 27102, "\u0120lifts": 27103, "\u0120cyt": 27104, "\u0120ribs": 27105, "oodle": 27106, "\u0120Sounds": 27107, "hair": 27108, "\u0120Syndrome": 27109, "tf": 27110, "\u0120proportional": 27111, "uid": 27112, "\u0120pertaining": 27113, "\u0120Kindle": 27114, "\u0120Negro": 27115, "\u0120reiterated": 27116, "\u0120Tonight": 27117, "oths": 27118, "\u0120Cornell": 27119, "\u0120owing": 27120, "\u0120208": 27121, "elfare": 27122, "ocating": 27123, "\u0120Birds": 27124, "Subscribe": 27125, "\u0120essays": 27126, "\u0120burdens": 27127, "\u0120illustrations": 27128, "arious": 27129, "ERAL": 27130, "\u0120Calcul": 27131, "\u0120xen": 27132, "\u0120LinkedIn": 27133, "\u0120Jung": 27134, "\u0120redesign": 27135, "Connor": 27136, "296": 27137, "\u0120reversal": 27138, "\u0120Adelaide": 27139, "\u0120LL": 27140, "\u0120sinking": 27141, "\u0120gum": 27142, "USH": 27143, "capt": 27144, "\u0120Grimm": 27145, "\u0120footsteps": 27146, "\u0120CBD": 27147, "ispers": 27148, "\u0120prose": 27149, "Wednesday": 27150, "\u0120Movies": 27151, "edin": 27152, "\u0120overturned": 27153, "\u0120contentious": 27154, "USB": 27155, "~~~~~~~~~~~~~~~~": 27156, "\u0120Copper": 27157, "\u0120pointless": 27158, "NV": 27159, "values": 27160, "olphin": 27161, "dain": 27162, "\u0120deposited": 27163, "\u0120GW": 27164, "\u0120preceded": 27165, "\u0120Cla": 27166, "\u0120Golem": 27167, "\u0120Nim": 27168, "\u0120\u00ce\u00b2": 27169, "\u0120Engineers": 27170, "middle": 27171, "\u0120flatt": 27172, "operative": 27173, "\u0120councils": 27174, "imbabwe": 27175, "elin": 27176, "\u0120stressful": 27177, "\u0120LD": 27178, "\u0120resh": 27179, "lake": 27180, "\u0120wheelchair": 27181, "\u0120Alternative": 27182, "\u0120optimize": 27183, "operation": 27184, "\u0120peek": 27185, "\u0120oneself": 27186, "igil": 27187, "\u0120transitions": 27188, "opathy": 27189, "blank": 27190, "\u0120169": 27191, "171": 27192, "________________________________________________________________": 27193, "\u0120laundering": 27194, "Enc": 27195, "\u0120DEC": 27196, "\u0120workouts": 27197, "\u0120spikes": 27198, "\u0120dinosaurs": 27199, "\u0120discriminatory": 27200, "Pool": 27201, "Rather": 27202, "385": 27203, "RNA": 27204, "testers": 27205, "eto": 27206, "\u0120Identity": 27207, "\u0120vein": 27208, "\u0120Burton": 27209, "\u0120arcade": 27210, "420": 27211, "Ultimately": 27212, "\u0120Sadly": 27213, "\u00c3\u00b0": 27214, "pill": 27215, "\u0120cubic": 27216, "\u0120Spectrum": 27217, "these": 27218, "states": 27219, "\u0120unofficial": 27220, "hawks": 27221, "\u0120EVERY": 27222, "\u0120rainbow": 27223, "\u0120incarceration": 27224, "anding": 27225, "\u0120syll": 27226, "\u0120Everton": 27227, "\u0120179": 27228, "\u0120Serbia": 27229, "\u0120189": 27230, "meter": 27231, "\u0120Mickey": 27232, "\u0120antiqu": 27233, "\u0120factual": 27234, "neck": 27235, "\u0120Nare": 27236, "norm": 27237, "must": 27238, "\u0120highways": 27239, "\u0120glam": 27240, "\u0120dividing": 27241, "\u0120Squadron": 27242, "\u0120Martha": 27243, "\u0120births": 27244, "Cover": 27245, "////////////////": 27246, "\u0120Wong": 27247, "Phot": 27248, "\u0120ALS": 27249, "rio": 27250, "\u0120Nonetheless": 27251, "\u0120Lemon": 27252, "\u0120206": 27253, "\u0120EE": 27254, "\u0120derivative": 27255, "\u0120WWII": 27256, "vote": 27257, "\u0120therein": 27258, "\u0120separating": 27259, "446": 27260, "sync": 27261, "\u0120Streets": 27262, "\u0120ratt": 27263, "\u0120municipality": 27264, "\u0120Shortly": 27265, "\u0120monk": 27266, "),\"": 27267, "\u0120scrub": 27268, "\u0120operatives": 27269, "Neither": 27270, "Place": 27271, "\u0120Limit": 27272, "Female": 27273, "\u0120Actor": 27274, "Character": 27275, "\u0120constituted": 27276, "357": 27277, "\u0120protested": 27278, "\u0120Straw": 27279, "\u0120Height": 27280, "ilda": 27281, "\u0120Typh": 27282, "\u0120floods": 27283, "\u0120cosmetic": 27284, "WAY": 27285, "perture": 27286, "upon": 27287, "tons": 27288, "essing": 27289, "\u0120Pocket": 27290, "\u0120rooft": 27291, "\u0120Caucas": 27292, "\u0120antidepress": 27293, "\u0120incompatible": 27294, "ECD": 27295, "\u0120opera": 27296, "\u0120Contest": 27297, "\u0120generators": 27298, "lime": 27299, "Defense": 27300, "1987": 27301, "forum": 27302, "\u0120savage": 27303, "\u0120Hungarian": 27304, "nz": 27305, "\u0120metallic": 27306, "\u0120expelled": 27307, "\u0120residency": 27308, "\u0120dresses": 27309, "666": 27310, "\u0120Clement": 27311, "fires": 27312, "Category": 27313, "\u0120geek": 27314, "alis": 27315, "\u0120cemetery": 27316, "educated": 27317, "\u0120crawl": 27318, "\u0120Unable": 27319, "\u0120Tyson": 27320, "akis": 27321, "\u0120pardon": 27322, "\u0120Wra": 27323, "\u0120strengthened": 27324, "\u0120Fors": 27325, "335": 27326, "\u0120HC": 27327, "\u0120Mond": 27328, "\u0120visuals": 27329, "\u0120Beatles": 27330, "ettlement": 27331, "\u0120\u00ef": 27332, "gro": 27333, "\u0120bash": 27334, "\u0120poorest": 27335, "\u0120excel": 27336, "\u0120aspirations": 27337, "\u0120Municip": 27338, "ensible": 27339, "\u0120ceremonies": 27340, "\u0120intimidation": 27341, "\u0120CONTR": 27342, "beck": 27343, "\u0120Kap": 27344, "asu": 27345, "\u0120trademarks": 27346, "\u0120Sew": 27347, "\u0120Competition": 27348, "network": 27349, "\u0120Arri": 27350, "\u0120Tet": 27351, "Roaming": 27352, "WC": 27353, "Dat": 27354, "\u0120sob": 27355, "\u0120pairing": 27356, "\u0120overdose": 27357, "SAY": 27358, "aber": 27359, "\u0120revolt": 27360, "\u0120Fah": 27361, "acting": 27362, "eq": 27363, "estation": 27364, "Fight": 27365, "\u0120Marks": 27366, "273": 27367, "\u0120178": 27368, "Raw": 27369, "\u00e3\u0123\u012d": 27370, "349": 27371, "blocks": 27372, "\u0120verge": 27373, "estine": 27374, "\u0120Podesta": 27375, "\u0120invasive": 27376, "\u0120profoundly": 27377, "\u0120Ao": 27378, "each": 27379, "\u0120lest": 27380, "interpret": 27381, "\u0120shrinking": 27382, "\u0120errone": 27383, "\u0120chees": 27384, "lys": 27385, "\u0120Ivy": 27386, "\u0120Directory": 27387, "\u0120hinted": 27388, "VICE": 27389, "\u0120contacting": 27390, "\u0120Gent": 27391, "hei": 27392, "\u0120labeling": 27393, "\u0120mercury": 27394, "\u0120Lite": 27395, "\u0120expires": 27396, "\u0120destabil": 27397, "ritis": 27398, "cu": 27399, "\u0120feathers": 27400, "\u0120steer": 27401, "\u0120programmed": 27402, "\u0120Vader": 27403, "Going": 27404, "\u0120Elim": 27405, "\u0120yo": 27406, "\u0120Miche": 27407, "\u0120203": 27408, "\u0120sleeves": 27409, "\u0120bully": 27410, "\u0120Humans": 27411, "368": 27412, "\u0120compress": 27413, "\u0120Banner": 27414, "ARS": 27415, "\u0120awhile": 27416, "\u0120calib": 27417, "\u0120sponsorship": 27418, "\u0120Difficulty": 27419, "\u0120Papers": 27420, "\u0120identifier": 27421, "}.": 27422, "\u0120yog": 27423, "\u0120Shia": 27424, "\u0120cleanup": 27425, "\u0120vibe": 27426, "introdu": 27427, "imming": 27428, "Australia": 27429, "\u0120outlines": 27430, "\u0120Youtube": 27431, "train": 27432, "\u0120Makes": 27433, "\u0120deported": 27434, "\u0120centr": 27435, "\u0120Dug": 27436, "\u0120Boulder": 27437, "\u0120Buffy": 27438, "\u0120injunction": 27439, "\u0120Harley": 27440, "\u0120Groups": 27441, "\u0120Dumbledore": 27442, "\u0120Clara": 27443, "\u0120\"-": 27444, "\u0120sacrificed": 27445, "eph": 27446, "Shadow": 27447, "ibling": 27448, "\u0120freelance": 27449, "\u0120evidently": 27450, "phal": 27451, "\u0120retains": 27452, "Mir": 27453, "\u0120finite": 27454, "dar": 27455, "\u0120Cous": 27456, "\u0120repaired": 27457, "\u0120periodic": 27458, "\u0120championships": 27459, "\u0120asteroid": 27460, "blind": 27461, "\u0120expressly": 27462, "\u0120Astros": 27463, "\u0120scaled": 27464, "\u0120geographical": 27465, "\u0120Rapids": 27466, "Enjoy": 27467, "\u0120elastic": 27468, "\u0120Mohamed": 27469, "Market": 27470, "begin": 27471, "\u0120discovers": 27472, "\u0120telecommunications": 27473, "\u0120scanner": 27474, "\u0120enlarge": 27475, "\u0120sharks": 27476, "\u0120psychedel": 27477, "\u0120Rouge": 27478, "\u0120snapshot": 27479, "isine": 27480, "XP": 27481, "\u0120pesticides": 27482, "\u0120LSD": 27483, "\u0120Distribution": 27484, "really": 27485, "\u0120degradation": 27486, "\u0120disguise": 27487, "\u0120biom": 27488, "\u0120EXT": 27489, "\u0120equations": 27490, "\u0120hazards": 27491, "\u0120Compared": 27492, ")*": 27493, "\u0120virtues": 27494, "\u0120elders": 27495, "\u0120enhancing": 27496, "\u0120Across": 27497, "eros": 27498, "angling": 27499, "\u0120combust": 27500, "ucci": 27501, "\u0120concussion": 27502, "\u0120contraception": 27503, "\u0120Kang": 27504, "\u0120expresses": 27505, "\u0120aux": 27506, "\u0120Pione": 27507, "\u0120exhibits": 27508, "Debug": 27509, "OTAL": 27510, "\u0120Already": 27511, "\u0120Wheeler": 27512, "\u0120expands": 27513, "?:": 27514, "\u0120reconciliation": 27515, "\u0120pirates": 27516, "\u0120purse": 27517, "\u0120discourage": 27518, "\u0120spectacle": 27519, "Rank": 27520, "\u0120wraps": 27521, "\u0120Thought": 27522, "\u0120impending": 27523, "Opp": 27524, "\u0120Anglo": 27525, "\u0120EUR": 27526, "\u0120screwed": 27527, "retched": 27528, "\u0120encouragement": 27529, "models": 27530, "\u0120confuse": 27531, "mmm": 27532, "\u0120Vitamin": 27533, "\u00e2\u0138\u0133\u00e2\u0138\u0133": 27534, "Cru": 27535, "\u0120knights": 27536, "\u0120discard": 27537, "\u0120bishops": 27538, "\u0120Wear": 27539, "\u0120Garrett": 27540, "kan": 27541, "\u00e3\u0125\u0141": 27542, "\u0120masculine": 27543, "capital": 27544, "\u0120Aus": 27545, "\u0120fatally": 27546, "thanks": 27547, "\u0120AU": 27548, "\u0120Gut": 27549, "1200": 27550, "\u012000000000": 27551, "\u0120surrog": 27552, "\u0120BIOS": 27553, "raits": 27554, "\u0120Watts": 27555, "\u0120resurrection": 27556, "\u0120Electoral": 27557, "\u0120Tips": 27558, "4000": 27559, "\u0120nutrient": 27560, "\u0120depicting": 27561, "\u0120sprink": 27562, "\u0120muff": 27563, "\u0120LIM": 27564, "\u0120Sample": 27565, "psc": 27566, "ibi": 27567, "generated": 27568, "\u0120specimens": 27569, "\u0120dissatisf": 27570, "\u0120tailored": 27571, "\u0120holdings": 27572, "\u0120Monthly": 27573, "\u0120Eat": 27574, "poons": 27575, "\u0120nec": 27576, "\u0120Cage": 27577, "\u0120Lotus": 27578, "\u0120Lantern": 27579, "\u0120frontier": 27580, "\u0120pensions": 27581, "\u0120joked": 27582, "\u0120Hardy": 27583, "=-=-=-=-": 27584, "rade": 27585, "UID": 27586, "\u0120rails": 27587, "\u0120emit": 27588, "\u0120slate": 27589, "\u0120smug": 27590, "\u0120spit": 27591, "\u0120Calls": 27592, "\u0120Jacobs": 27593, "feat": 27594, "\u0120UE": 27595, "\u0120restruct": 27596, "\u0120regeneration": 27597, "\u0120energies": 27598, "\u0120Connor": 27599, "OHN": 27600, "\u0120Cheese": 27601, "\u0120ger": 27602, "\u0120resurrect": 27603, "management": 27604, "NW": 27605, "\u0120presently": 27606, "\u0120Bruins": 27607, "Member": 27608, "\u0120Mang": 27609, "idan": 27610, "\u0120boosting": 27611, "wyn": 27612, "+.": 27613, "requisite": 27614, "\u0120NYPD": 27615, "\u0120Megan": 27616, "\u0120Conditions": 27617, "\u0120pics": 27618, "nesium": 27619, "\u0120Rash": 27620, "\u0120174": 27621, "\u0120Ducks": 27622, "\u0120embro": 27623, "zu": 27624, "onian": 27625, "religious": 27626, "\u0120craz": 27627, "\u0120ACA": 27628, "\u0120Zucker": 27629, "EMA": 27630, "\u0120Pros": 27631, "Weapon": 27632, "\u0120Knox": 27633, "\u0120Arduino": 27634, "\u0120stove": 27635, "\u0120heavens": 27636, "\u0120Purchase": 27637, "\u0120herd": 27638, "\u0120fundraiser": 27639, "Digital": 27640, "5000": 27641, "\u0120proponents": 27642, "/\u00e2\u0122\u012d": 27643, "\u0120jelly": 27644, "\u0120Visa": 27645, "\u0120monks": 27646, "\u0120advancement": 27647, "\u0120Wer": 27648, "\u0120187": 27649, "eus": 27650, "ertility": 27651, "\u0120fetal": 27652, "\u01201936": 27653, "Lo": 27654, "\u0120outfits": 27655, "\u0120staircase": 27656, "bomb": 27657, "\u0120customized": 27658, "clair": 27659, "Tree": 27660, "\u0120mapped": 27661, "\u0120Considering": 27662, "\u0120Torres": 27663, "\u0120methyl": 27664, "\u0120approximate": 27665, "\u0120doom": 27666, "\u0120Hansen": 27667, "\u0120crossover": 27668, "\u0120standalone": 27669, "\u00e4\u00bc": 27670, "\u0120invites": 27671, "\u0120graveyard": 27672, "\u0120hp": 27673, "DonaldTrump": 27674, "\u0120escort": 27675, "Gar": 27676, "\u0120predecessors": 27677, "\u0120hay": 27678, "\u0120enzyme": 27679, "\u0120Straight": 27680, "visors": 27681, "Ing": 27682, "aneously": 27683, "\u0120Applied": 27684, "\u0120fec": 27685, "\u0120Durant": 27686, "\u0120outspoken": 27687, "orb": 27688, "\u0120zeal": 27689, "\u0120disgrace": 27690, "').": 27691, "\u0120Cheng": 27692, "289": 27693, "\u0120Rena": 27694, "\u0120Suicide": 27695, "294": 27696, "\u0120outraged": 27697, "\u0120Newman": 27698, "\u0120Nvidia": 27699, "\u0120Aber": 27700, "\u0120Bers": 27701, "\u0120recreation": 27702, "Window": 27703, "\u0120DP": 27704, "xe": 27705, "\u0120pedoph": 27706, "\u0120fallout": 27707, "amboo": 27708, "\u0120presentations": 27709, "\u0120Apps": 27710, "\u0120html": 27711, "345": 27712, "\u0120XXX": 27713, "\u0120rubbing": 27714, "\u0120Leather": 27715, "\u0120humidity": 27716, "seys": 27717, "established": 27718, "\u0120Units": 27719, "646": 27720, "\u0120respectable": 27721, "Auto": 27722, "\u0120thriving": 27723, "\u0120Innovation": 27724, "angs": 27725, "Extra": 27726, "regulation": 27727, "298": 27728, "pick": 27729, "Examples": 27730, "\u0120CJ": 27731, "Attack": 27732, "\u0120dracon": 27733, "LT": 27734, "\u0120sticker": 27735, "rers": 27736, "\u0120sunny": 27737, "Iss": 27738, "regulated": 27739, "dim": 27740, "\u0120Abstract": 27741, "\u0120husbands": 27742, "Office": 27743, "omination": 27744, "itars": 27745, "ANGE": 27746, "ascal": 27747, "\u0120Kris": 27748, "\u0120Infantry": 27749, "\u0120malf": 27750, "\u0120Athe": 27751, "\u0120Rally": 27752, "balanced": 27753, "........................": 27754, "OUP": 27755, "\u0120molecule": 27756, "metics": 27757, "\u0120Split": 27758, "\u0120Instructions": 27759, "\u0120Nights": 27760, "cards": 27761, "\u0120tug": 27762, "\u0120cone": 27763, "\u00e5\u0143": 27764, "\u0120tx": 27765, "\u0120Discussion": 27766, "\u0120catastrophe": 27767, "ppe": 27768, "gio": 27769, "\u0120communism": 27770, "\u0120halted": 27771, "\u0120Guant": 27772, "clean": 27773, "\u0120Sched": 27774, "\u0120Kanye": 27775, "\u0120wander": 27776, "\u0120Seriously": 27777, "\u0120188": 27778, "ennial": 27779, "follow": 27780, "productive": 27781, "\u0120Flow": 27782, "\u0120Sail": 27783, "\u0120craw": 27784, "\u0120simulations": 27785, "oru": 27786, "angles": 27787, "\u0120Nolan": 27788, "\u0120menstru": 27789, "470": 27790, "\u0120207": 27791, "aja": 27792, "\u0120casually": 27793, "boarding": 27794, "\u0120222": 27795, "ovy": 27796, "\u0120Numbers": 27797, "umat": 27798, "OE": 27799, "287": 27800, "\u0120Clemson": 27801, "\u0120certs": 27802, "\u0120slid": 27803, "\u0120Tribe": 27804, "\u0120toast": 27805, "\u0120fortunes": 27806, "\u0120fals": 27807, "\u0120Committees": 27808, "\u0120gp": 27809, "\u0120fiery": 27810, "\u0120Nets": 27811, "\u0120Anime": 27812, "Package": 27813, "\u0120Compare": 27814, "laughter": 27815, "infect": 27816, "\u0120atrocities": 27817, "\u0120justices": 27818, "\u0120insults": 27819, "\u0120Vernon": 27820, "\u0120shaken": 27821, "\u0120persona": 27822, "estamp": 27823, "367": 27824, "brain": 27825, "\u0120experimenting": 27826, "Ken": 27827, "\u0120Electronics": 27828, "\u0120161": 27829, "domain": 27830, "\u0120graphical": 27831, "bishop": 27832, "\u0120whopping": 27833, "\u0120Evangel": 27834, "\u0120advertisers": 27835, "\u0120Spear": 27836, "\u0120bids": 27837, "\u0120destroys": 27838, "utz": 27839, "\u0120undersc": 27840, "\u0120ADD": 27841, "\u0120ants": 27842, "\u0120Cum": 27843, "ipples": 27844, "\u0120Fill": 27845, "\u0120glanced": 27846, "\u0120indicted": 27847, "\u0120Eff": 27848, "\u0120miscon": 27849, "\u0120Desktop": 27850, "\u0120abide": 27851, "\u00e3\u0125\u0122": 27852, "\u0120Io": 27853, "\u0120Coul": 27854, "\u0120capsule": 27855, "\u0120Chrys": 27856, "MON": 27857, "\u0120undes": 27858, "\u0120IRA": 27859, "\u0120citation": 27860, "\u0120dictate": 27861, "\u0120Networks": 27862, "\u0120Conflict": 27863, "\u0120Stuff": 27864, "xa": 27865, "isec": 27866, "\u0120Chemistry": 27867, "\u0120quarterly": 27868, "Williams": 27869, "anan": 27870, "Opt": 27871, "\u0120Alexandria": 27872, "outheastern": 27873, "\u0120Springfield": 27874, "\u0120Blacks": 27875, "\u0120geography": 27876, "242": 27877, "\u0120utmost": 27878, "\u0120Exxon": 27879, "abouts": 27880, "EVA": 27881, "\u0120Enable": 27882, "\u0120Barr": 27883, "\u0120disagreed": 27884, "\u0120Cyprus": 27885, "\u0120dementia": 27886, "\u0120labs": 27887, "\u0120ubiquitous": 27888, "\u0120LOVE": 27889, "\u0120consolidated": 27890, "sr": 27891, "\u0120creamy": 27892, "\u0120Timber": 27893, "Regardless": 27894, "\u0120Certificate": 27895, "\u0120\"...": 27896, "ogenous": 27897, "Captain": 27898, "\u0120insulting": 27899, "\u0120Soros": 27900, "\u0120Instr": 27901, "\u0120Bulgaria": 27902, "better": 27903, "\u0120sucking": 27904, "\u0120Davidson": 27905, "atz": 27906, "\u0120collateral": 27907, "gif": 27908, "\u0120plagued": 27909, "\u0120Cancel": 27910, "\u0120Gardner": 27911, "RB": 27912, "\u0120sixteen": 27913, "Remove": 27914, "uristic": 27915, "cook": 27916, "Rod": 27917, "\u0120comprising": 27918, "fle": 27919, ")\u00e2\u0122\u0136": 27920, "\u0120Viking": 27921, "growth": 27922, "agonal": 27923, "\u0120srf": 27924, "afety": 27925, "mot": 27926, "Nearly": 27927, "stown": 27928, "\u0120Factor": 27929, "\u0120automobile": 27930, "\u0120procedural": 27931, "mask": 27932, "ampires": 27933, "\u0120disappears": 27934, "jab": 27935, "315": 27936, "\u01201951": 27937, "needed": 27938, "\u0120daring": 27939, "leader": 27940, "\u0120podium": 27941, "\u0120unhealthy": 27942, "\u0120mund": 27943, "\u0120pyramid": 27944, "ocre": 27945, "\u0120kissed": 27946, "\u0120dreamed": 27947, "\u0120Fantastic": 27948, "\u0120Gly": 27949, "\u00e5\u012c": 27950, "\u0120greatness": 27951, "\u0120spices": 27952, "\u0120metropolitan": 27953, "\u0120compuls": 27954, "iets": 27955, "1016": 27956, "\u0120Sham": 27957, "\u0120Pyr": 27958, "flies": 27959, "\u0120Midnight": 27960, "\u0120swallowed": 27961, "\u0120genres": 27962, "\u0120Lucky": 27963, "\u0120Rewards": 27964, "\u0120dispatch": 27965, "\u0120IPA": 27966, "\u0120Apply": 27967, "\u0120aven": 27968, "alities": 27969, "312": 27970, "things": 27971, "\u0120().": 27972, "\u0120mates": 27973, "\u0120Sz": 27974, "\u0120COP": 27975, "olate": 27976, "OFF": 27977, "\u0120recharge": 27978, "caps": 27979, "\u0120Yorker": 27980, "icone": 27981, "\u0120galaxies": 27982, "ileaks": 27983, "Dave": 27984, "\u0120Puzz": 27985, "\u0120Celtic": 27986, "\u0120AFC": 27987, "276": 27988, "\u0120Sons": 27989, "\u0120affirmative": 27990, "Hor": 27991, "\u0120tutorials": 27992, "\u0120CITY": 27993, "\u0120Rosa": 27994, "\u0120Extension": 27995, "Series": 27996, "\u0120fats": 27997, "\u0120rab": 27998, "lis": 27999, "\u0120unic": 28000, "\u0120eve": 28001, "\u0120Spin": 28002, "\u0120adulthood": 28003, "typ": 28004, "\u0120sectarian": 28005, "\u0120checkout": 28006, "\u0120Cycl": 28007, "Single": 28008, "\u0120martyr": 28009, "\u0120chilling": 28010, "888": 28011, "oufl": 28012, "\u0120];": 28013, "\u0120congestion": 28014, "mk": 28015, "\u0120Whereas": 28016, "\u01201938": 28017, "urrencies": 28018, "erion": 28019, "\u0120boast": 28020, "\u0120Patients": 28021, "\u0120chap": 28022, "\u0120BD": 28023, "realDonaldTrump": 28024, "\u0120examines": 28025, "hov": 28026, "\u0120startling": 28027, "\u0120Babylon": 28028, "wid": 28029, "omew": 28030, "brance": 28031, "\u0120Odyssey": 28032, "wig": 28033, "\u0120torch": 28034, "\u0120Vox": 28035, "\u0120Moz": 28036, "\u0120Troll": 28037, "\u0120Ans": 28038, "Similarly": 28039, "\u0120Ful": 28040, "006": 28041, "Unless": 28042, "\u0120Alone": 28043, "stead": 28044, "\u0120Publisher": 28045, "rights": 28046, "tu": 28047, "\u0120Doesn": 28048, "\u0120professionally": 28049, "\u0120clo": 28050, "icz": 28051, "\u0120steals": 28052, "\u0120\u00e1": 28053, "1986": 28054, "\u0120sturdy": 28055, "\u0120Johann": 28056, "\u0120medals": 28057, "\u0120filings": 28058, "\u0120Fraser": 28059, "done": 28060, "\u0120multinational": 28061, "\u0120feder": 28062, "\u0120worthless": 28063, "\u0120pest": 28064, "Yesterday": 28065, "ankind": 28066, "\u0120gays": 28067, "\u0120borne": 28068, "\u0120POS": 28069, "Picture": 28070, "\u0120percentages": 28071, "251": 28072, "rame": 28073, "\u0120potions": 28074, "AMD": 28075, "\u0120Lebanese": 28076, "\u0120rang": 28077, "\u0120LSU": 28078, "ongs": 28079, "\u0120peninsula": 28080, "\u0120Clause": 28081, "ALK": 28082, "oha": 28083, "\u0120MacBook": 28084, "\u0120unanimous": 28085, "\u0120lenders": 28086, "\u0120hangs": 28087, "\u0120franchises": 28088, "orers": 28089, "\u0120Updates": 28090, "\u0120isolate": 28091, "andro": 28092, "Soon": 28093, "\u0120disruptive": 28094, "\u0120Surve": 28095, "\u0120stitches": 28096, "\u0120Scorp": 28097, "\u0120Dominion": 28098, "\u0120supplying": 28099, "Arg": 28100, "\u0120turret": 28101, "\u0120Luk": 28102, "\u0120brackets": 28103, "*)": 28104, "\u0120Revolutionary": 28105, "\u0120Honest": 28106, "\u0120noticing": 28107, "\u0120Shannon": 28108, "\u0120afforded": 28109, "\u0120tha": 28110, "\u0120Janet": 28111, "!--": 28112, "\u0120Narendra": 28113, "\u0120Plot": 28114, "Hol": 28115, "sever": 28116, "eenth": 28117, "\u0120obstruction": 28118, "\u01201024": 28119, "staff": 28120, "jas": 28121, "orget": 28122, "scenes": 28123, "laughs": 28124, "\u0120Fargo": 28125, "crime": 28126, "\u0120orchestr": 28127, "\u0120delet": 28128, "iliary": 28129, "rieved": 28130, "\u0120militar": 28131, "\u0120Greene": 28132, "\u00e2\u0139\u0131": 28133, "\u00e3\u0123\u00a6": 28134, "\u0120Guards": 28135, "\u0120unleashed": 28136, "\u0120Weber": 28137, "\u0120adjustable": 28138, "\u0120caliber": 28139, "\u0120motivations": 28140, "\u0120\u00c3\u0142": 28141, "mAh": 28142, "\u0120Lanka": 28143, "handle": 28144, "\u0120pent": 28145, "\u0120Rav": 28146, "\u0120Angular": 28147, "\u0120Kau": 28148, "umbing": 28149, "\u0120philanthrop": 28150, "\u0120dehyd": 28151, "\u0120toxicity": 28152, "eer": 28153, "\u0120YORK": 28154, "witz": 28155, "\u00e5\u00bc": 28156, "\u0120IE": 28157, "community": 28158, "\u0120AH": 28159, "\u0120retali": 28160, "\u0120massively": 28161, "\u0120Daniels": 28162, "\u0120DEL": 28163, "\u0120carcin": 28164, "Url": 28165, "\u0120routing": 28166, "\u0120NPCs": 28167, "\u0120RAF": 28168, "ryce": 28169, "\u0120waived": 28170, "\u0120Guatem": 28171, "Everybody": 28172, "\u0120covenant": 28173, "\u0120173": 28174, "\u0120relaxing": 28175, "\u0120quart": 28176, "almost": 28177, "\u0120guarded": 28178, "\u0120Soldiers": 28179, "\u0120PLAY": 28180, "\u0120outgoing": 28181, "LAND": 28182, "\u0120rewrite": 28183, "\u0120MOV": 28184, "\u0120Imper": 28185, "\u0120Solution": 28186, "\u0120phenomenal": 28187, "\u0120longevity": 28188, "\u0120impat": 28189, "\u0120Nissan": 28190, "irie": 28191, "\u0120odor": 28192, "\u0120Zar": 28193, "oks": 28194, "\u0120militias": 28195, "\u0120SPEC": 28196, "\u0120tolerated": 28197, "arser": 28198, "\u0120Bradford": 28199, "+,": 28200, "\u0120surreal": 28201, "sf": 28202, "Canadian": 28203, "\u0120resemblance": 28204, "\u0120carbohydrate": 28205, "VIEW": 28206, "\u0120accessory": 28207, "meal": 28208, "largest": 28209, "iegel": 28210, "Someone": 28211, "\u0120toughest": 28212, "oso": 28213, "\u0120funnel": 28214, "\u0120condemnation": 28215, "luent": 28216, "\u0120wired": 28217, "\u0120Sunset": 28218, "Jesus": 28219, "\u0120PST": 28220, "\u0120Pages": 28221, "\u0120Tycoon": 28222, "\u0120PF": 28223, "\u0120selections": 28224, "\u0120\u00e0\u00a4": 28225, "partisan": 28226, "\u0120highs": 28227, "\u0120Rune": 28228, "\u0120crafts": 28229, "lead": 28230, "\u0120Parents": 28231, "\u0120reclaim": 28232, "eker": 28233, "\u0120Allied": 28234, "aeper": 28235, "\u0120looming": 28236, "\u0120beneficiaries": 28237, "\u0120Hull": 28238, "Students": 28239, "Jewish": 28240, "dj": 28241, "\u0120pact": 28242, "template": 28243, "\u0120Officials": 28244, "\u0120Baylor": 28245, "\u0120hemp": 28246, "\u0120youths": 28247, "\u0120Levels": 28248, "\u0120Xiao": 28249, "\u0120Ches": 28250, "\u0120endeavor": 28251, "\u0120Removed": 28252, "\u0120hippocamp": 28253, "Hell": 28254, "\u00e3\u0124\u012c": 28255, "805": 28256, "\u0120dinosaur": 28257, "\u0120Wrath": 28258, "\u0120Indonesian": 28259, "\u0120calculator": 28260, "\u0120Dictionary": 28261, "\u0120420": 28262, "\u0120MAG": 28263, "(_": 28264, "!,": 28265, "tarians": 28266, "\u0120restricting": 28267, "racuse": 28268, "\u0120weekday": 28269, "OUNT": 28270, "\u0120shrugged": 28271, "leground": 28272, "\u0120bald": 28273, "\u0120Doctors": 28274, "\u0120touted": 28275, "\u0120Maxwell": 28276, "\u0120214": 28277, "\u0120diplomat": 28278, "\u0120repression": 28279, "\u0120constituency": 28280, "vice": 28281, "ranked": 28282, "\u0120Napoleon": 28283, "gang": 28284, "\u0120Forever": 28285, "tun": 28286, "\u0120bulb": 28287, "\u0120PDT": 28288, "\u0120Cisco": 28289, "VEN": 28290, "\u0120resumed": 28291, "Steven": 28292, "\u0120Manitoba": 28293, "\u0120fabulous": 28294, "\u0120Agents": 28295, "1984": 28296, "\u0120amusing": 28297, "\u0120Mysteries": 28298, "\u0120orthodox": 28299, "floor": 28300, "\u0120questionnaire": 28301, "\u0120penetrate": 28302, "\u0120filmmakers": 28303, "\u0120Unc": 28304, "\u0120stamped": 28305, "\u0120thirteen": 28306, "\u0120outfield": 28307, "\u0120forwarded": 28308, "\u0120appra": 28309, "\u0120aided": 28310, "try": 28311, "\u0120unfocused": 28312, "\u0120Liz": 28313, "\u0120Wendy": 28314, "\u0120Scene": 28315, "Charg": 28316, "\u0120rejects": 28317, "\u0120leftist": 28318, "\u0120Providence": 28319, "\u0120Brid": 28320, "regn": 28321, "\u0120prophecy": 28322, "\u0120LIVE": 28323, "499": 28324, "\u0120forge": 28325, "\u0120FML": 28326, "\u0120intrinsic": 28327, "\u0120Frog": 28328, "\u0120wont": 28329, "\u0120Holt": 28330, "\u0120famed": 28331, "CLUS": 28332, "aepernick": 28333, "\u0120Hate": 28334, "\u0120Cay": 28335, "\u0120registering": 28336, "ortality": 28337, "ropy": 28338, "ocalyptic": 28339, "aan": 28340, "nav": 28341, "\u0120fascist": 28342, "IFIED": 28343, "\u0120implicated": 28344, "\u0120Resort": 28345, "\u0120Chandler": 28346, "\u0120Brick": 28347, "Pin": 28348, "ysc": 28349, "Usage": 28350, "\u0120Helm": 28351, "usra": 28352, "\u00e2\u013a\u0127\u00e2\u013a\u0127": 28353, "\u0120Abbas": 28354, "\u0120unanimously": 28355, "\u0120keeper": 28356, "\u0120addicted": 28357, "???": 28358, "\u0120helmets": 28359, "\u0120antioxid": 28360, "apsed": 28361, "808": 28362, "giene": 28363, "\u0120waits": 28364, "\u0120minion": 28365, "raved": 28366, "\u0120Porsche": 28367, "\u0120dreaming": 28368, "\u0120171": 28369, "\u0120Cain": 28370, "\u0120unfor": 28371, "asso": 28372, "\u0120Configuration": 28373, "kun": 28374, "hardt": 28375, "\u0120nested": 28376, "\u0120LDS": 28377, "LES": 28378, "\u0120tying": 28379, "enos": 28380, "\u0120cue": 28381, "\u0120Marqu": 28382, "skirts": 28383, "\u0120clicked": 28384, "\u0120expiration": 28385, "\u0120Accordingly": 28386, "\u0120WC": 28387, "\u0120blessings": 28388, "\u0120addictive": 28389, "\u0120Narr": 28390, "yx": 28391, "\u0120Jaguars": 28392, "\u0120rents": 28393, "\u0120Siber": 28394, "\u0120tipped": 28395, "ousse": 28396, "\u0120Fitzgerald": 28397, "\u0120hierarch": 28398, "outine": 28399, "\u0120wavelength": 28400, ">.": 28401, "chid": 28402, "\u0120Processing": 28403, "/+": 28404, "ranking": 28405, "Easy": 28406, "\u0120Construct": 28407, "\u0120tet": 28408, "insured": 28409, "HUD": 28410, "\u0120quoting": 28411, "\u0120communicated": 28412, "inx": 28413, "\u0120inmate": 28414, "\u0120erected": 28415, "\u0120Absolutely": 28416, "\u0120Surely": 28417, "\u0120unim": 28418, "\u0120Throne": 28419, "heid": 28420, "\u0120claws": 28421, "\u0120superstar": 28422, "\u0120Lenn": 28423, "\u0120Whis": 28424, "Uk": 28425, "abol": 28426, "\u0120sket": 28427, "\u0120Niet": 28428, "\u0120perks": 28429, "\u0120affinity": 28430, "\u0120openings": 28431, "phasis": 28432, "\u0120discriminate": 28433, "Tip": 28434, "vc": 28435, "\u0120grinding": 28436, "\u0120Jenny": 28437, "\u0120asthma": 28438, "holes": 28439, "\u0120Homer": 28440, "\u0120registers": 28441, "\u0120Glad": 28442, "\u0120creations": 28443, "\u0120lithium": 28444, "\u0120applause": 28445, "until": 28446, "Justice": 28447, "\u0120Turks": 28448, "\u0120scandals": 28449, "\u0120bake": 28450, "tank": 28451, "Mech": 28452, "\u0120Means": 28453, "\u0120Maid": 28454, "Republicans": 28455, "isal": 28456, "windows": 28457, "\u0120Santos": 28458, "\u0120vegetation": 28459, "338": 28460, "tri": 28461, "\u0120flux": 28462, "insert": 28463, "\u0120clarified": 28464, "\u0120mortg": 28465, "\u0120Chim": 28466, "\u0120Tort": 28467, "\u0120disclaim": 28468, "metal": 28469, "\u0120Aside": 28470, "\u0120induction": 28471, "\u0120infl": 28472, "\u0120atheists": 28473, "amph": 28474, "\u0120ether": 28475, "\u0120Vital": 28476, "\u0120Built": 28477, "Mind": 28478, "\u0120weaponry": 28479, "SET": 28480, "\u0120186": 28481, "admin": 28482, "gam": 28483, "contract": 28484, "afa": 28485, "\u0120derivatives": 28486, "\u0120snacks": 28487, "\u0120churn": 28488, "Econom": 28489, "\u0120capped": 28490, "\u0120Understanding": 28491, "\u0120Hers": 28492, "\u0120Iz": 28493, "\u0120duct": 28494, "IENT": 28495, "aughty": 28496, "\u0120\u00e2\u013e\u0136": 28497, "\u0120NP": 28498, "\u0120sailing": 28499, "Initialized": 28500, "\u0120ted": 28501, "\u0120reactors": 28502, "\u0120Lomb": 28503, "\u0120choke": 28504, "\u0120Worm": 28505, "\u0120admiration": 28506, "\u0120swung": 28507, "ensibly": 28508, "\u0120rash": 28509, "\u0120Goals": 28510, "\u0120Important": 28511, "Shot": 28512, "\u0120Ras": 28513, "\u0120trainers": 28514, "\u0120Bun": 28515, "Working": 28516, "\u0120harmed": 28517, "\u0120Pandora": 28518, "\u0120LTE": 28519, "\u0120mushroom": 28520, "\u0120CHAR": 28521, "\u0120Fee": 28522, "\u0120Moy": 28523, "Born": 28524, "oliberal": 28525, "\u0120Martial": 28526, "\u0120gentlemen": 28527, "\u0120lingering": 28528, "Official": 28529, "\u0120graffiti": 28530, "\u0120Names": 28531, "Der": 28532, "\u0120quint": 28533, "istrate": 28534, "azeera": 28535, "\u0120NOTICE": 28536, "\u0120Florence": 28537, "\u0120payable": 28538, "\u0120depicts": 28539, "\u0120Species": 28540, "Heart": 28541, "\u00e2\u0136\u0122\u00e2\u0136\u0122\u00e2\u0136\u0122\u00e2\u0136\u0122\u00e2\u0136\u0122\u00e2\u0136\u0122\u00e2\u0136\u0122\u00e2\u0136\u0122": 28542, "\u0120enclosed": 28543, "Increases": 28544, "Daily": 28545, "\u0120Lis": 28546, "\u0120enactment": 28547, "\u0120Bacon": 28548, "\u0120Steele": 28549, "demand": 28550, "\u0120183": 28551, "\u0120mouths": 28552, "\u0120stranded": 28553, "\u0120enhancement": 28554, "011": 28555, "\u0120Whats": 28556, "\u0120healed": 28557, "eny": 28558, "\u0120Rab": 28559, "\u0120340": 28560, "\u0120Labyrinth": 28561, "roach": 28562, "\u0120Yosh": 28563, "\u0120Clippers": 28564, "\u0120concerts": 28565, "Internet": 28566, "355": 28567, "\u0120stickers": 28568, "\u0120termed": 28569, "\u0120Axe": 28570, "\u0120grandparents": 28571, "France": 28572, "\u0120Clim": 28573, "\u0120Uh": 28574, "ulic": 28575, "\u0120thrill": 28576, "centric": 28577, "\u0120Overview": 28578, "\u0120Conduct": 28579, "\u0120substantive": 28580, "\u0120182": 28581, "mur": 28582, "\u0120stray": 28583, "\u0120Coff": 28584, "\u0120repetitive": 28585, "\u0120Forgotten": 28586, "\u0120qualification": 28587, "ewitness": 28588, "\u0120Zimbabwe": 28589, "\u0120simulated": 28590, "\u0120JD": 28591, "253": 28592, "\u0120Ware": 28593, "\u0120unsc": 28594, "Times": 28595, "\u0120summons": 28596, "\u0120disconnected": 28597, "\u0120184": 28598, "cius": 28599, "\u0120Gujar": 28600, "odka": 28601, "\u0120erase": 28602, "\u0120Tobacco": 28603, "elected": 28604, "\u0120uncont": 28605, "\u0120Shepard": 28606, "\u0120Lamp": 28607, "\u0120alerted": 28608, "\u0120operative": 28609, "arna": 28610, "uint": 28611, "\u0120negligence": 28612, "acements": 28613, "\u0120supra": 28614, "\u0120prevail": 28615, "\u0120Shark": 28616, "\u0120belts": 28617, "\u00e3\u0123\u00ab": 28618, "\u0120tighter": 28619, "Engineers": 28620, "\u0120inactive": 28621, "\u0120exponent": 28622, "\u0120Willie": 28623, "aples": 28624, "\u0120heir": 28625, "\u0120Hits": 28626, "iann": 28627, "\u0120Says": 28628, "\u0120currents": 28629, "\u0120Bengal": 28630, "\u0120arist": 28631, "Buffer": 28632, "\u0120breeze": 28633, "\u0120Wesley": 28634, "Cola": 28635, "\u0120pronoun": 28636, "\u0120deed": 28637, "\u0120Kling": 28638, "\u0120oft": 28639, "\u0120inflict": 28640, "\u0120punishing": 28641, "\u0120nm": 28642, "iku": 28643, "ODUCT": 28644, "014": 28645, "\u0120subsidy": 28646, "\u0120DEA": 28647, "\u0120Herbert": 28648, "\u0120Jal": 28649, "Bank": 28650, "\u0120deferred": 28651, "\u0120shipment": 28652, "Bott": 28653, "\u0120alle": 28654, "bearing": 28655, "HTML": 28656, "Offline": 28657, "\u0120213": 28658, "\u0120scrolling": 28659, "\u0120scanned": 28660, "\u0120Libyan": 28661, "\u0120TOP": 28662, "chrom": 28663, "dt": 28664, "column": 28665, "PsyNetMessage": 28666, "Zero": 28667, "\u0120torso": 28668, "050": 28669, "\u00e2\u0137\u0132": 28670, "\u0120imperson": 28671, "\u0120Schwartz": 28672, "udic": 28673, "\u0120pissed": 28674, "\u0120Sapp": 28675, "257": 28676, "\u0120ISPs": 28677, "ogl": 28678, "\u0120supervised": 28679, "\u0120adolescent": 28680, "\u0120attained": 28681, "\u0120Delivery": 28682, "\u0120Bunny": 28683, "\u01201937": 28684, "\u0120miniature": 28685, "\u0120os": 28686, "\u0120370": 28687, "608": 28688, "\u0120Mourinho": 28689, "\u0120innate": 28690, "\u0120tempo": 28691, "\u0120NM": 28692, "\u0120Fallen": 28693, "009": 28694, "\u0120provocative": 28695, "Streamer": 28696, "\u0120Benedict": 28697, "\u0120Bolshe": 28698, "\u0120turtle": 28699, "\u0120PCB": 28700, "\u0120Equal": 28701, "Director": 28702, "\u0120Rend": 28703, "\u0120fluids": 28704, "Authorities": 28705, "\u0120cousins": 28706, "requency": 28707, "\u0120Neighbor": 28708, "sets": 28709, "shared": 28710, "Charles": 28711, "password": 28712, "\u0120gears": 28713, "\u0120211": 28714, "\u0120Hardware": 28715, "rika": 28716, "\u0120upstream": 28717, "Hom": 28718, "\u0120disproportionately": 28719, "ivities": 28720, "\u0120undefined": 28721, "\u0120electrons": 28722, "\u0120commemor": 28723, "Eventually": 28724, "\u0120><": 28725, "\u0120irresponsible": 28726, "218": 28727, "\u0120Released": 28728, "\u0120OVER": 28729, "\u0120IGN": 28730, "\u0120Bread": 28731, "stellar": 28732, "\u0120Sage": 28733, "tted": 28734, "damage": 28735, "edition": 28736, "\u0120Prec": 28737, "\u0120lime": 28738, "\u0120confinement": 28739, "\u0120calorie": 28740, "weapon": 28741, "\u0120differing": 28742, "\u0120Sina": 28743, "mys": 28744, "amd": 28745, "\u0120intricate": 28746, "kk": 28747, "\u0120PAT": 28748, "\u00c3\u00a3o": 28749, "stones": 28750, "links": 28751, "\u0120ranch": 28752, "Semitic": 28753, "\u0120differentiate": 28754, "\u0120Singer": 28755, "occupied": 28756, "\u0120fortress": 28757, "cmd": 28758, "\u0120interception": 28759, "\u0120Ankara": 28760, "\u0120rept": 28761, "\u0120Solitaire": 28762, "\u0120remake": 28763, "pred": 28764, "\u0120dared": 28765, "autions": 28766, "\u0120BACK": 28767, "Running": 28768, "\u0120debugging": 28769, "\u0120graphs": 28770, "399": 28771, "\u0120Nigel": 28772, "\u0120bun": 28773, "\u0120pillow": 28774, "\u0120progressed": 28775, "fashioned": 28776, "\u0120obedience": 28777, "ERN": 28778, "\u0120rehears": 28779, "Cell": 28780, "tl": 28781, "Sher": 28782, "\u0120herald": 28783, "\u0120Payment": 28784, "\u0120Cory": 28785, "\u0120Dept": 28786, "\u0120repent": 28787, "\u0120Weak": 28788, "uckland": 28789, "\u0120pleasing": 28790, "\u0120shortages": 28791, "\u0120jurors": 28792, "\u0120Kab": 28793, "qqa": 28794, "Anti": 28795, "\u0120wow": 28796, "\u0120RCMP": 28797, "\u0120tsun": 28798, "\u0120Sic": 28799, "\u0120comprises": 28800, "\u0120spies": 28801, "\u0120precinct": 28802, "nu": 28803, "\u0120urges": 28804, "\u0120timed": 28805, "\u0120stripes": 28806, "\u0120Boots": 28807, "\u0120yen": 28808, "Advanced": 28809, "\u0120discrete": 28810, "\u0120Archangel": 28811, "employment": 28812, "Diff": 28813, "\u0120monuments": 28814, "\u0120209": 28815, "worker": 28816, "\u0120196": 28817, "\u0120Ig": 28818, "utterstock": 28819, "TPS": 28820, "Jac": 28821, "\u0120homelessness": 28822, "\u0120commentator": 28823, "\u0120racially": 28824, "fing": 28825, "seed": 28826, "Ele": 28827, "ellation": 28828, "\u0120ethanol": 28829, "\u0120parish": 28830, "\u0120Dong": 28831, "\u0120Awakening": 28832, "\u0120deviation": 28833, "\u0120Bearing": 28834, "\u0120Tsuk": 28835, "\u0120recess": 28836, "\u0120lymph": 28837, "\u0120Cannabis": 28838, "\u00e5\u013e": 28839, "\u0120NEWS": 28840, "\u0120dra": 28841, "\u0120Stefan": 28842, "\u0120Wrong": 28843, "\u0120SAM": 28844, "\u0120loosely": 28845, "\u0120interpreter": 28846, "\u0120Plain": 28847, "Government": 28848, "\u0120bigotry": 28849, "\u0120grenades": 28850, "avez": 28851, "pictured": 28852, "\u0120mandated": 28853, "\u0120Monk": 28854, "\u0120Pedro": 28855, "\u0120lava": 28856, "274": 28857, "\u0120cynical": 28858, "\u0120Scrolls": 28859, "locks": 28860, "Mp": 28861, "\u0120congregation": 28862, "ornings": 28863, "phil": 28864, "\u0120Ibid": 28865, "\u0120ferv": 28866, "\u0120disappearing": 28867, "\u0120arrogant": 28868, "syn": 28869, "\u0120Maver": 28870, "\u0120Suit": 28871, "241": 28872, "\u0120abbre": 28873, "ackers": 28874, "Pa": 28875, "\u0120Yel": 28876, "Whenever": 28877, "\u0120235": 28878, "\u0120Vine": 28879, "\u0120Anat": 28880, "\u0120extinct": 28881, "LET": 28882, "\u0120executable": 28883, "VERS": 28884, "oxide": 28885, "DNA": 28886, "\u0120Prel": 28887, "\u0120resentment": 28888, "\u0120comprise": 28889, "\u0120Aviv": 28890, "\u0120interceptions": 28891, "\u0120prolific": 28892, "INA": 28893, "\u0120Erin": 28894, "thought": 28895, "219": 28896, "\u0120Psychiatry": 28897, "unky": 28898, "chemist": 28899, "Ho": 28900, "\u0120McCoy": 28901, "\u0120bricks": 28902, "Los": 28903, "rily": 28904, "\u0120USSR": 28905, "\u0120rud": 28906, "\u0120laud": 28907, "\u0120Wise": 28908, "\u0120Emerald": 28909, "\u0120revived": 28910, "\u0120damned": 28911, "\u0120Repair": 28912, "idem": 28913, "ctica": 28914, "\u0120patriarch": 28915, "\u0120Nurs": 28916, "meg": 28917, "\u0120cheapest": 28918, "reements": 28919, "empty": 28920, "\u0120Celebr": 28921, "\u0120deprivation": 28922, "chanted": 28923, "\u0120Thumbnails": 28924, "Energy": 28925, "\u0120Ethan": 28926, "\u0120Qing": 28927, "\u0120opposes": 28928, "WIND": 28929, "vik": 28930, "\u0120Mau": 28931, "\u0120SUB": 28932, "667": 28933, "GRE": 28934, "\u0120Volunte": 28935, "nton": 28936, "Cook": 28937, "\u00e5\u0132": 28938, "esque": 28939, "\u0120plummet": 28940, "\u0120suing": 28941, "\u0120pronounce": 28942, "\u0120resisting": 28943, "\u0120Fishing": 28944, "\u0120Trials": 28945, "\u0120yell": 28946, "\u0120310": 28947, "\u0120induct": 28948, "\u0120personalized": 28949, "often": 28950, "Reb": 28951, "EMBER": 28952, "\u0120viewpoint": 28953, "\u0120existential": 28954, "())": 28955, "remove": 28956, "MENTS": 28957, "lasses": 28958, "\u0120evapor": 28959, "\u0120aisle": 28960, "meta": 28961, "\u0120reflective": 28962, "\u0120entitlement": 28963, "\u0120devised": 28964, "music": 28965, "ascade": 28966, "\u0120winding": 28967, "offset": 28968, "\u0120accessibility": 28969, "kered": 28970, "Better": 28971, "\u0120Johnston": 28972, "thinking": 28973, "Snow": 28974, "\u0120Croatia": 28975, "\u0120Atomic": 28976, "271": 28977, "348": 28978, "\u0120textbook": 28979, "\u0120Sixth": 28980, "\u0120\u00d8\u00a7\u00d9\u0126": 28981, "\u0120slider": 28982, "\u0120Burger": 28983, "bol": 28984, "Sync": 28985, "\u0120grandchildren": 28986, "\u0120cerv": 28987, "+)": 28988, "\u0120eternity": 28989, "\u0120tweeting": 28990, "\u0120speculative": 28991, "\u0120pivotal": 28992, "\u0120WP": 28993, "\u0120TER": 28994, "ynamic": 28995, "\u0120upl": 28996, "\u0120Cats": 28997, "perhaps": 28998, "\u0120classmates": 28999, "\u0120blatant": 29000, "'-": 29001, "\u0120lakh": 29002, "antine": 29003, "\u0120Borg": 29004, "iom": 29005, "/(": 29006, "\u0120Athletic": 29007, "\u0120sar": 29008, "OTA": 29009, "\u0120Hoffman": 29010, "Nevertheless": 29011, "\u0120adorable": 29012, "\u0120spawned": 29013, "Associated": 29014, "\u0120Domestic": 29015, "\u0120implant": 29016, "\u0120Luxem": 29017, "\u0120Kens": 29018, "\u0120pumps": 29019, "\u0120SAT": 29020, "Attributes": 29021, "509": 29022, "avour": 29023, "\u0120centralized": 29024, "\u0120TN": 29025, "\u0120freshly": 29026, "\u0120Achieve": 29027, "\u0120outsiders": 29028, "herty": 29029, "\u0120Ree": 29030, "\u0120Towers": 29031, "\u0120Dart": 29032, "akable": 29033, "\u0120mp": 29034, "\u0120Heavenly": 29035, "\u0120ripe": 29036, "\u0120Caroline": 29037, "ryan": 29038, "\u0120classics": 29039, "\u0120retiring": 29040, "\u0120228": 29041, "\u0120ah": 29042, "\u0120dealings": 29043, "\u0120punching": 29044, "\u0120Chapman": 29045, "Options": 29046, "maxwell": 29047, "volume": 29048, "\u0120stal": 29049, "\u0120exported": 29050, "\u0120Quite": 29051, "\u0120numerical": 29052, "Burn": 29053, "Fact": 29054, "\u0120Keystone": 29055, "\u0120trending": 29056, "\u0120altering": 29057, "\u0120Africans": 29058, "478": 29059, "\u0120MN": 29060, "\u0120Knock": 29061, "\u0120temptation": 29062, "\u0120prestige": 29063, "Overview": 29064, "\u0120Traditional": 29065, "\u0120Bahrain": 29066, "Private": 29067, "\u0120HOU": 29068, "\u0120barr": 29069, "\u0120Tat": 29070, "Cube": 29071, "USD": 29072, "\u0120Grande": 29073, "\u0120Gat": 29074, "\u0120Flo": 29075, "\u0120resides": 29076, "\u0120indec": 29077, "volent": 29078, "\u0120perpetual": 29079, "ubes": 29080, "\u0120worldview": 29081, "\u0120Quantum": 29082, "\u0120filtered": 29083, "\u0120ensu": 29084, "orgetown": 29085, "ERSON": 29086, "\u0120Mild": 29087, "379": 29088, "OTT": 29089, "\u00c3\u00a5": 29090, "\u0120vitamins": 29091, "\u0120ribbon": 29092, "\u0120sincerely": 29093, "\u0120Hin": 29094, "\u0120eighteen": 29095, "\u0120contradictory": 29096, "\u0120glaring": 29097, "\u0120expectancy": 29098, "\u0120conspir": 29099, "\u0120monstrous": 29100, "\u0120380": 29101, "reci": 29102, "\u0120handic": 29103, "\u0120pumped": 29104, "\u0120indicative": 29105, "\u0120rapp": 29106, "\u0120avail": 29107, "\u0120LEGO": 29108, "\u0120Marijuana": 29109, "1985": 29110, "erton": 29111, "\u0120twentieth": 29112, "################################": 29113, "\u0120Swamp": 29114, "\u0120valuation": 29115, "\u0120affiliates": 29116, "adjusted": 29117, "\u0120Facility": 29118, "262": 29119, "\u0120enzymes": 29120, "itudinal": 29121, "\u0120imprint": 29122, "Site": 29123, "\u0120installer": 29124, "\u0120TRA": 29125, "mology": 29126, "linear": 29127, "\u0120Collective": 29128, "igating": 29129, "\u0120Token": 29130, "\u0120speculated": 29131, "KN": 29132, "\u0120Cly": 29133, "ority": 29134, "\u0120defer": 29135, "\u0120inspectors": 29136, "approved": 29137, "RM": 29138, "\u0120Suns": 29139, "\u0120informing": 29140, "\u0120Syracuse": 29141, "ibli": 29142, "765": 29143, "\u0120glove": 29144, "\u0120authorize": 29145, "\u00e2\u0122\u00a6\u00e2\u0122\u00a6\u00e2\u0122\u00a6\u00e2\u0122\u00a6\u00e2\u0122\u00a6\u00e2\u0122\u00a6\u00e2\u0122\u00a6\u00e2\u0122\u00a6": 29146, "\u0120Cruise": 29147, "\u0120contracting": 29148, "shell": 29149, "IFE": 29150, "\u0120Jewel": 29151, "pract": 29152, "\u0120Photoshop": 29153, "\u0120Knowing": 29154, "harm": 29155, "\u0120attractions": 29156, "adan": 29157, "etus": 29158, "018": 29159, "wagen": 29160, "Alt": 29161, "\u0120multiply": 29162, "\u0120equilibrium": 29163, ":{": 29164, "\u0120Fighters": 29165, "\u0120Edgar": 29166, "\u0120fourteen": 29167, "Govern": 29168, "\u0120misuse": 29169, "\u0120abusing": 29170, "\u0120ancestry": 29171, "ramer": 29172, "644": 29173, "\u0120worms": 29174, "\u0120thicker": 29175, "\u0120Combine": 29176, "\u0120peasants": 29177, "\u0120vind": 29178, "\u0120conquest": 29179, "\u0120mocked": 29180, "\u0120cinnamon": 29181, "\u0120Cald": 29182, "\u0120Gallup": 29183, "\u0120avoidance": 29184, "\u0120incarnation": 29185, "\u0120Strat": 29186, "\u0120tasted": 29187, "enta": 29188, "\u0120Neal": 29189, "pared": 29190, "\u0120terminology": 29191, "jection": 29192, "Scientists": 29193, "\u0120INS": 29194, "\u0120Dee": 29195, "\u0120directories": 29196, "Road": 29197, "\u0120Shap": 29198, "bright": 29199, "\u0120Directors": 29200, "\u0120Column": 29201, "\u0120bob": 29202, "\u0120preferably": 29203, "\u0120glitch": 29204, "furt": 29205, "\u0120eg": 29206, "idis": 29207, "CBC": 29208, "\u0120surrendered": 29209, "\u0120testament": 29210, "336": 29211, "uggest": 29212, "\u0120Nil": 29213, "another": 29214, "\u0120pathetic": 29215, "\u0120Donna": 29216, "\u0120218": 29217, "\u0120Avery": 29218, "\u0120whiskey": 29219, "\u0120fixture": 29220, "\u0120Conquest": 29221, "\u0120bets": 29222, "Occ": 29223, "\u0120Leicester": 29224, "].\"": 29225, "\u0120));": 29226, "\u0120flashes": 29227, "456": 29228, "\u0120masked": 29229, "gebra": 29230, "\u0120computed": 29231, "chel": 29232, "auder": 29233, "\u0120defeats": 29234, "\u0120Liberation": 29235, "\u0120Osama": 29236, "\u0120Vive": 29237, "Changes": 29238, "Channel": 29239, "\u0120tariffs": 29240, "\u0120mage": 29241, "\u0120Sax": 29242, "\u0120inadvertently": 29243, "\u0120CRE": 29244, "\u0120Reaper": 29245, "inky": 29246, "grading": 29247, "\u0120stereotyp": 29248, "\u0120curl": 29249, "\u0120FANT": 29250, "\u0120frameworks": 29251, "Mom": 29252, "\u0120Anch": 29253, "\u0120flavour": 29254, "carbon": 29255, "\u0120permitting": 29256, "letcher": 29257, "\u0120Mozilla": 29258, "\u0120Parking": 29259, "\u0120Champ": 29260, "Scroll": 29261, "\u0120murderer": 29262, "\u0120rested": 29263, "\u0120owes": 29264, "\u0120Poss": 29265, "ADD": 29266, "IFF": 29267, "resolution": 29268, "\u0120Mining": 29269, "\u0120comparative": 29270, "Dim": 29271, "\u0120neighbouring": 29272, "\u0120AST": 29273, "\u0120Toxic": 29274, "\u0120biases": 29275, "\u0120gunfire": 29276, "urous": 29277, "\u0120Moment": 29278, "1983": 29279, "\u0120pervasive": 29280, "ttp": 29281, "\u0120Normally": 29282, "rir": 29283, "Sarah": 29284, "\u0120Albany": 29285, "\u0120unsett": 29286, "\u0120SMS": 29287, "ipers": 29288, "layer": 29289, "\u0120Whites": 29290, "uple": 29291, "\u0120turbo": 29292, "\u0120Leeds": 29293, "\u0120thats": 29294, "\u0120Miner": 29295, "MER": 29296, "\u0120Reign": 29297, "\u0120perme": 29298, "\u0120Blitz": 29299, "\u01201934": 29300, "\u0120intimidating": 29301, "tube": 29302, "\u0120eccentric": 29303, "abolic": 29304, "boxes": 29305, "\u0120Associates": 29306, "votes": 29307, "\u0120simulate": 29308, "umbo": 29309, "astery": 29310, "\u0120shipments": 29311, "FFFF": 29312, "anth": 29313, "\u0120seasoned": 29314, "\u0120experimentation": 29315, "\u00e2\u0138\u0142": 29316, "laws": 29317, "Meet": 29318, "iddles": 29319, "antics": 29320, "Rating": 29321, "ISIS": 29322, "hift": 29323, "\u0120fronts": 29324, "buf": 29325, "017": 29326, "\u0120unatt": 29327, "\u0120Dil": 29328, "leases": 29329, "\u0120Gardens": 29330, "777": 29331, "touch": 29332, "vell": 29333, "458": 29334, "\u0120=====": 29335, "saving": 29336, "\u0120erosion": 29337, "\u0120Quin": 29338, "\u0120earns": 29339, "\u0120accomplishment": 29340, "\u0120Wei": 29341, "\u0120<[": 29342, "_____": 29343, "\u0120irrig": 29344, "\u0120Teddy": 29345, "\u0120conquered": 29346, "\u0120Armored": 29347, "\u0120asserts": 29348, "\u0120manipulating": 29349, "r\u00c3\u00a9": 29350, "\u0120transcripts": 29351, "Gallery": 29352, "\u0120plotting": 29353, "Neil": 29354, "\u0120betrayal": 29355, "loader": 29356, "\u0120Sul": 29357, "\u0120displacement": 29358, "\u0120royalty": 29359, "\u0120WI": 29360, "heit": 29361, "\u0120Devices": 29362, "allel": 29363, "\u0120municipalities": 29364, "\u0120canal": 29365, "Stars": 29366, "\u0120UAE": 29367, "\u0120\"\u00e2\u0122\u00a6": 29368, "\u0120CU": 29369, "above": 29370, "\u0120resonance": 29371, "\u0120guiActiveUn": 29372, "added": 29373, "\u0120Braves": 29374, "\u0120Ibn": 29375, "\u0120hereby": 29376, "\u0120BRE": 29377, "\u0120shareholder": 29378, "\u0120Hir": 29379, "\u0120Ji": 29380, "\u0120strangely": 29381, "\u0120admired": 29382, "\u0120plight": 29383, "\u0120bachelor": 29384, "\u0120Pole": 29385, "ciplinary": 29386, "Tony": 29387, "\u0120Armenian": 29388, "\u0120unman": 29389, "\u0120Zionist": 29390, "Stage": 29391, "iscover": 29392, "\u0120automotive": 29393, "\u0120sidelines": 29394, "\u0120slick": 29395, "\u0120Renaissance": 29396, "\u0120FUN": 29397, "Images": 29398, "\u0120Haj": 29399, "\u0120ping": 29400, "\u0120shortcut": 29401, "\u0120Blvd": 29402, "\u0120Looks": 29403, "\u0120bursts": 29404, "\u0120clamp": 29405, "\u0120mish": 29406, "\u0120sorting": 29407, "\u0120patriot": 29408, "\u0120correctness": 29409, "\u0120Scandinav": 29410, "\u0120Cavaliers": 29411, "python": 29412, "azar": 29413, "\u0120375": 29414, "\u0120Jaune": 29415, "409": 29416, "\u0120detrimental": 29417, "\u0120stabbing": 29418, "\u0120poisoned": 29419, "\u0120fountain": 29420, "ocent": 29421, "orst": 29422, "\u0120Mari": 29423, "\u0120rains": 29424, "\u0120Overs": 29425, "\u0120Institution": 29426, "udget": 29427, "AMY": 29428, "tale": 29429, "\u0120KR": 29430, "\u0120Prices": 29431, "\u0120headaches": 29432, "\u0120landsl": 29433, "\u0120Aura": 29434, "Bonus": 29435, "\u0120Zhao": 29436, "\u0120Hip": 29437, "\u0120hops": 29438, "\u0120Kurdistan": 29439, "\u0120exploiting": 29440, "ryn": 29441, "\u0120hypocrisy": 29442, "opening": 29443, "\u0120gunshot": 29444, "\u0120wed": 29445, "interstitial": 29446, "Interstitial": 29447, "\u0120amen": 29448, "Breaking": 29449, "\u0120marketed": 29450, "Wire": 29451, "\u0120Crowd": 29452, "Continue": 29453, "\u0120Known": 29454, "\u0120Effective": 29455, "orean": 29456, "izons": 29457, "Joseph": 29458, "\u0120escalation": 29459, "username": 29460, "\u0120curtain": 29461, "ATES": 29462, "\u0120PAR": 29463, "\u0120Miy": 29464, "\u0120counterfe": 29465, "lene": 29466, "\u0120contenders": 29467, "daily": 29468, "\u0120Asc": 29469, "\u0120Phillip": 29470, "mostly": 29471, "\u0120filename": 29472, "hene": 29473, "\u0120resembling": 29474, "\u0120staging": 29475, "\u0120Chloe": 29476, "\u0120wiring": 29477, "Hon": 29478, "\u0120Renew": 29479, "ottage": 29480, "\u0120Hybrid": 29481, "much": 29482, "\u0120strokes": 29483, "\u0120policymakers": 29484, "APTER": 29485, "\u0120Arkham": 29486, "plot": 29487, "\u0120assistants": 29488, "\u0120deport": 29489, "\u0120Sega": 29490, "\u0120influenza": 29491, "\u0120Cursed": 29492, "\u0120Kobe": 29493, "\u0120skinny": 29494, "Provider": 29495, "\u0120Rip": 29496, "\u0120incremental": 29497, "products": 29498, "BF": 29499, "\u0120dome": 29500, "\u0120Credits": 29501, "\u0120losers": 29502, "ints": 29503, "\u0120Betty": 29504, "\u0120Talent": 29505, "\u0120DAM": 29506, "Lv": 29507, "Ess": 29508, "\u0120dens": 29509, "temp": 29510, "Judge": 29511, "odic": 29512, "\u0120'(": 29513, "URES": 29514, "etsk": 29515, "VO": 29516, "\u0120retrieved": 29517, "\u0120architects": 29518, "\u00d9\u0129": 29519, "\u0120ethic": 29520, "\u0120Secondary": 29521, "stocks": 29522, "adia": 29523, "\u0120325": 29524, "\u0120Opinion": 29525, "\u0120simultaneous": 29526, "\u0120dizz": 29527, "ulp": 29528, "\u0120smuggling": 29529, "ippery": 29530, "Random": 29531, "facing": 29532, "\u0120Das": 29533, "\u0120stockp": 29534, "\u0120disclosures": 29535, "pointer": 29536, "\u0120coral": 29537, "\u0120Selection": 29538, "\u0120Pike": 29539, "ivalent": 29540, "\u0120ruthless": 29541, "\u0120Rim": 29542, "\u0120ensuing": 29543, "\u0120Experiment": 29544, "\u0120congressman": 29545, "\u0120believer": 29546, "\u0120unspecified": 29547, "\u0120Mord": 29548, "\u0120knowledgeable": 29549, "\u0120VERY": 29550, "TX": 29551, "\u0120straps": 29552, "\u0120turf": 29553, "apeshifter": 29554, "\u0120marital": 29555, "\u0120flock": 29556, "\u00e3\u0123\u0128": 29557, "263": 29558, "AMES": 29559, "\u0120Opposition": 29560, "\u0120treasures": 29561, "\u0120GOD": 29562, "\u0120modeled": 29563, "\u0120WORLD": 29564, "\u0120([": 29565, "\u0120Usage": 29566, "HF": 29567, "\u0120$(": 29568, "ussed": 29569, "\u0120pioneer": 29570, "Eight": 29571, "parse": 29572, "bread": 29573, "ritz": 29574, "\u0120Miranda": 29575, "\u0120Kant": 29576, "++)": 29577, "oren": 29578, "\u0120provoked": 29579, "\u0120breeds": 29580, "\u0120Includes": 29581, "\u0120Pastebin": 29582, "\u0120Flip": 29583, "Java": 29584, "\u0120brink": 29585, "\u0120rumored": 29586, "\u0120unseen": 29587, "\u0120garnered": 29588, "\u0120Defin": 29589, "alted": 29590, "\u0120tattoos": 29591, "\u0120hesitation": 29592, "isitions": 29593, "\u0120Weaver": 29594, "\u0120Reporting": 29595, "\u0120therapies": 29596, "\u0120consultants": 29597, "\u0120residual": 29598, "\u0120Mali": 29599, "\u0120Roma": 29600, "iago": 29601, "\u0120Residents": 29602, "ubi": 29603, "\u0120remedies": 29604, "\u0120adaptive": 29605, "\u0120Alive": 29606, "\u0120Barcl": 29607, "\u0120wallets": 29608, "crypt": 29609, "etermination": 29610, "\u0120Pelosi": 29611, "\u0120slipping": 29612, "otonin": 29613, "\u0120alliances": 29614, "patrick": 29615, "iris": 29616, "\u0120orth": 29617, "\u0120Perkins": 29618, "\u0120DeV": 29619, "\u0120Gets": 29620, "\u0120drying": 29621, "gee": 29622, "forest": 29623, "\u0120Forget": 29624, "orem": 29625, "339": 29626, "\u0120vaguely": 29627, "\u0120Dion": 29628, "\u0120Porn": 29629, "\u0120HOW": 29630, "\u0120pneum": 29631, "\u0120rubble": 29632, "\u0120Taste": 29633, "encia": 29634, "\u0120Gel": 29635, "\u0120dst": 29636, "\u0120245": 29637, "\u0120Morocco": 29638, "inflamm": 29639, "\u0120Twins": 29640, "\u0120bots": 29641, "daughter": 29642, "\u0120Balk": 29643, "\u0120brethren": 29644, "\u0120logos": 29645, "\u0120gobl": 29646, "fps": 29647, "\u0120subdivision": 29648, "\u0120pawn": 29649, "\u0120squeezed": 29650, "\u0120morale": 29651, "\u0120DW": 29652, "'\"": 29653, "\u0120knot": 29654, "ooky": 29655, "\u0120divisive": 29656, "\u0120boosted": 29657, "chy": 29658, "\u00e3\u0125\u0132": 29659, "ifact": 29660, "\u0120newcomers": 29661, "\u0120Wrestling": 29662, "\u0120scouts": 29663, "wolves": 29664, "Rat": 29665, "\u0120nineteenth": 29666, "\u0120Osborne": 29667, "Stats": 29668, "\u0120empowered": 29669, "\u0120psychopath": 29670, "\u0120OEM": 29671, "uggage": 29672, "\u0120PK": 29673, "\u0120Mohammad": 29674, "Pak": 29675, "\u0120anarchists": 29676, "\u0120Extract": 29677, "esthes": 29678, "\u0120Stockholm": 29679, "loo": 29680, "\u0120Graph": 29681, "\u0120deploying": 29682, "\u0120Stranger": 29683, "\u0120Mold": 29684, "\u0120staffer": 29685, "\u0120discounted": 29686, "uckle": 29687, "please": 29688, "\u0120Landing": 29689, "\u00c3\u0143a": 29690, "\u0120193": 29691, "\u0120ante": 29692, "\u0120repetition": 29693, "\u0120+/-": 29694, "\u0120parody": 29695, "\u0120lively": 29696, "AAA": 29697, "\u0120Horus": 29698, "\u0120pits": 29699, "inders": 29700, "LOC": 29701, "\u0120Venice": 29702, "406": 29703, "\u0120Discover": 29704, "\u00e2\u0128": 29705, "ellectual": 29706, "\u0120pens": 29707, "\u0120eyel": 29708, "iguous": 29709, "Impl": 29710, "\u0120joking": 29711, "\u0120inval": 29712, "\u0120Belfast": 29713, "\u0120creditors": 29714, "\u0120Skywalker": 29715, "ovsky": 29716, "\u0120ceasefire": 29717, "\u0120seals": 29718, "isoft": 29719, ")).": 29720, "\u0120Felix": 29721, "ITS": 29722, "\u0120tresp": 29723, "\u0120Blockchain": 29724, "eware": 29725, "\u0120Schwar": 29726, "enne": 29727, "mounted": 29728, "\u0120Beacon": 29729, "lesh": 29730, "\u0120immensely": 29731, "\u0120cheering": 29732, "Employ": 29733, "scene": 29734, "ishly": 29735, "atchewan": 29736, "\u0120Nicolas": 29737, "\u0120drained": 29738, "\u0120Exit": 29739, "\u0120Azerb": 29740, "jun": 29741, "\u0120floated": 29742, "uania": 29743, "Deep": 29744, "\u0120superv": 29745, "\u0120mystical": 29746, "\u0120Dollar": 29747, "\u0120Apostle": 29748, "\u0120REL": 29749, "\u0120Provided": 29750, "\u0120Bucks": 29751, "\u00e3\u0125\u00b4": 29752, "cutting": 29753, "\u0120enhancements": 29754, "\u0120Penguins": 29755, "\u0120Isaiah": 29756, "\u0120jerk": 29757, "\u0120Wyn": 29758, "\u0120stalled": 29759, "\u0120cryptocurrencies": 29760, "\u0120Roland": 29761, "single": 29762, "\u0120lumin": 29763, "\u0120Fellow": 29764, "\u0120Capacity": 29765, "\u0120Kazakh": 29766, "WN": 29767, "\u0120financed": 29768, "389": 29769, "\u0120tid": 29770, "\u0120collusion": 29771, "\u0120Myr": 29772, "\u00ee\u0122": 29773, "Senator": 29774, "\u0120pediatric": 29775, "\u0120neatly": 29776, "\u0120sandwiches": 29777, "\u0120Architecture": 29778, "\u0120tucked": 29779, "\u0120balcony": 29780, "\u0120earthquakes": 29781, "quire": 29782, "Future": 29783, "\u0120hefty": 29784, "\u00e9\u0139": 29785, "\u0120specializes": 29786, "\u0120stresses": 29787, "\u0120sender": 29788, "\u0120misunderstanding": 29789, "\u0120epile": 29790, "\u0120provoke": 29791, "\u0120Colors": 29792, "\u0120dismay": 29793, "uko": 29794, "[_": 29795, "586": 29796, "neutral": 29797, "\u0120donating": 29798, "\u0120Randall": 29799, "Multi": 29800, "\u0120conveniently": 29801, "\u0120Sung": 29802, "\u0120Coca": 29803, "\u0120tents": 29804, "\u0120Acceler": 29805, "\u0120partnered": 29806, "272": 29807, "irming": 29808, "\u0120BAS": 29809, "sometimes": 29810, "\u0120objected": 29811, "ubric": 29812, "posed": 29813, "LCS": 29814, "grass": 29815, "\u0120attributable": 29816, "VIS": 29817, "Israeli": 29818, "\u0120repeats": 29819, "\u0120RM": 29820, "vag": 29821, "uta": 29822, "inous": 29823, "\u0120inert": 29824, "\u0120Miguel": 29825, "\u00e6\u0143": 29826, "\u0120Hawaiian": 29827, "Board": 29828, "\u0120artific": 29829, "\u0120Azerbai": 29830, "asio": 29831, "\u0120Rent": 29832, "AIN": 29833, "\u0120appliances": 29834, "\u0120nationality": 29835, "\u0120asshole": 29836, "\u0120Neb": 29837, "\u0120notch": 29838, "hani": 29839, "\u0120Bride": 29840, "Availability": 29841, "\u0120intercepted": 29842, "\u0120continental": 29843, "\u0120swelling": 29844, "\u0120Perspect": 29845, "bies": 29846, ".<": 29847, "ithmetic": 29848, "\u0120Lara": 29849, "\u0120tempting": 29850, "addr": 29851, "\u0120overseeing": 29852, "clad": 29853, "\u0120DV": 29854, "\u0120Gingrich": 29855, "\u0120mun": 29856, "\u0120Appropri": 29857, "\u0120alterations": 29858, "\u0120Patreon": 29859, "\u0120havoc": 29860, "\u0120disciplines": 29861, "\u0120notoriously": 29862, "akuya": 29863, "ieri": 29864, "?).": 29865, "\u0120Went": 29866, "\u0120silicon": 29867, "\u0120tremb": 29868, "Container": 29869, "Known": 29870, "\u0120mortar": 29871, "este": 29872, "icka": 29873, "Arthur": 29874, "\u0120Previously": 29875, "\u0120Marty": 29876, "\u0120sparse": 29877, "gins": 29878, "\u0120inward": 29879, "\u0120Participant": 29880, "Copy": 29881, "\u0120Misc": 29882, "\u0120antibiotic": 29883, "\u0120Retro": 29884, "\u0120elusive": 29885, "\u0120assail": 29886, "\u0120Battalion": 29887, "\u0120Bought": 29888, "\u0120diminish": 29889, "\u0120Europa": 29890, "session": 29891, "\u0120Dangerous": 29892, "iesel": 29893, "\u0120disbelief": 29894, "\u0120blasts": 29895, "extreme": 29896, "\u0120Boyd": 29897, "\u0120Projects": 29898, "\u0120Guys": 29899, "\u0120undergone": 29900, "\u0120grill": 29901, "\u0120Dwight": 29902, "\u0120197": 29903, "USER": 29904, "\u0120filesystem": 29905, "\u0120clocks": 29906, "Taylor": 29907, "\u0120wrapper": 29908, "\u0120folding": 29909, "ousand": 29910, "\u0120Philippine": 29911, "ATIONAL": 29912, "\u0120Perth": 29913, "\u0120ashes": 29914, "\u0120accumulate": 29915, "\u0120Gateway": 29916, "Shop": 29917, "orkshire": 29918, "Han": 29919, "\u0120Barrel": 29920, "\u0120Leh": 29921, "\u0120XV": 29922, "\u0120whim": 29923, "\u0120repo": 29924, "\u0120CG": 29925, "\u0120Mam": 29926, "\u0120incorporating": 29927, "\u0120bailout": 29928, "\u0120linguistic": 29929, "\u0120disinteg": 29930, "CLE": 29931, "\u0120cinematic": 29932, "\u0120Fiber": 29933, "Syn": 29934, "ilion": 29935, "\u0120Compos": 29936, "chens": 29937, "\u0120neoc": 29938, "\u0120boiled": 29939, "FINE": 29940, "ono": 29941, "uncle": 29942, "iken": 29943, "\u0120BM": 29944, "\u00ce\u00b9": 29945, "\u0120receipts": 29946, "\u0120disposed": 29947, "\u0120Thirty": 29948, "\u0120Rough": 29949, "\u0120ABS": 29950, "\u0120notwithstanding": 29951, "ollen": 29952, "#$": 29953, "\u0120unreliable": 29954, "\u0120bloom": 29955, "\u0120mediocre": 29956, "\u0120tram": 29957, "\u0120Tasman": 29958, "\u0120shakes": 29959, "\u0120manifesto": 29960, "\u0120MW": 29961, "\u0120satisfactory": 29962, "\u0120shores": 29963, "\u0120computation": 29964, "\u0120assertions": 29965, "ormons": 29966, "arag": 29967, "abit": 29968, "Democrats": 29969, "\u0120Loot": 29970, "\u0120Volks": 29971, "haired": 29972, "\u0120gravitational": 29973, "Sing": 29974, "\u0120Miz": 29975, "\u0120throttle": 29976, "\u0120tyranny": 29977, "\u0120Views": 29978, "\u0120robber": 29979, "\u0120Minority": 29980, "\u0120shrine": 29981, "scope": 29982, "purpose": 29983, "\u0120nucleus": 29984, "ourcing": 29985, "\u0120USDA": 29986, "\u0120DHS": 29987, "wra": 29988, "\u0120Bowie": 29989, "Scale": 29990, "\u0120BEL": 29991, "xi": 29992, "Iter": 29993, "\u0120(),": 29994, "wright": 29995, "\u0120sailors": 29996, "oused": 29997, "NASA": 29998, "\u0120Proof": 29999, "\u0120Mineral": 30000, "token": 30001, "\u0120FD": 30002, "Rew": 30003, "\u0120ell": 30004, "630": 30005, "\u0120chancellor": 30006, "\u0120Gos": 30007, "\u0120amounted": 30008, "\u0120Recre": 30009, "omez": 30010, "\u0120Optim": 30011, "\u0120Olive": 30012, "\u0120tracker": 30013, "owler": 30014, "\u0120Unique": 30015, "Root": 30016, "\u0120maritime": 30017, "\u0120Quran": 30018, "\u0120Adapt": 30019, "\u0120ecosystems": 30020, "\u0120Repeat": 30021, "\u0120Soy": 30022, "\u0120IMP": 30023, "\u0120graduating": 30024, "andem": 30025, "Pur": 30026, "\u0120Reset": 30027, "\u0120Trick": 30028, "\u0120Philly": 30029, "\u0120Tue": 30030, "\u0120Malaysian": 30031, "\u0120climax": 30032, "\u0120bury": 30033, "\u0120conspic": 30034, "\u0120Southampton": 30035, "\u0120Flowers": 30036, "\u0120escorted": 30037, "\u0120Educational": 30038, "\u0120IRC": 30039, "\u0120brutally": 30040, "eating": 30041, "\u0120pillar": 30042, "\u0120Sang": 30043, "\u0120Jude": 30044, "arling": 30045, "\u0120Amnesty": 30046, "\u0120reminding": 30047, "\u0120Administrative": 30048, "hesda": 30049, "\u0120flashed": 30050, "\u0120PBS": 30051, "perate": 30052, "feature": 30053, "\u0120swipe": 30054, "\u0120graves": 30055, "oultry": 30056, "261": 30057, "breaks": 30058, "\u0120Guer": 30059, "\u0120shrimp": 30060, "\u0120Voting": 30061, "quist": 30062, "\u0120analytical": 30063, "\u0120tablespoons": 30064, "\u0120SOU": 30065, "\u0120researched": 30066, "\u0120disrupted": 30067, "\u0120jour": 30068, "\u0120replica": 30069, "\u0120cartoons": 30070, "bians": 30071, "})": 30072, "copy": 30073, "Got": 30074, "ouched": 30075, "PUT": 30076, "\u0120swarm": 30077, "notations": 30078, "said": 30079, "\u0120rebuilt": 30080, "\u0120collaborate": 30081, "\u0120raging": 30082, "\u0120nar": 30083, "\u0120demographics": 30084, "\u0120DDR": 30085, "\u0120distrust": 30086, "ossier": 30087, "\u0120Kro": 30088, "\u0120pumpkin": 30089, "\u0120regrets": 30090, "\u0120fatalities": 30091, "\u0120Lens": 30092, "\u0120Ole": 30093, "pd": 30094, "\u0120puppet": 30095, "\u0120Outlook": 30096, "\u0120Stam": 30097, "Ol": 30098, "Fair": 30099, "UU": 30100, "\u0120rewritten": 30101, "\u00c4\u00b1": 30102, "\u0120fascinated": 30103, "\u0120vectors": 30104, "\u0120tribunal": 30105, "uay": 30106, "\u0120Mats": 30107, "\u0120Coins": 30108, "[[": 30109, "\u0120181": 30110, "\u0120renders": 30111, "\u0120Kaepernick": 30112, "\u0120espionage": 30113, "\u0120summ": 30114, "\u0120ditch": 30115, "Account": 30116, "\u0120spreadsheet": 30117, "\u0120mutant": 30118, "past": 30119, "407": 30120, "\u0120dye": 30121, "\u0120initiation": 30122, "\u01204000": 30123, "\u0120punishable": 30124, "\u0120thinner": 30125, "\u0120Khal": 30126, "\u0120intermedi": 30127, "Dun": 30128, "\u0120Gotham": 30129, "\u0120eagerly": 30130, "\u0120vaginal": 30131, "powers": 30132, "VW": 30133, "\u0120WATCHED": 30134, "\u0120predator": 30135, "amsung": 30136, "\u0120disparity": 30137, "\u0120[*": 30138, "\u0120amph": 30139, "\u0120outskirts": 30140, "\u0120Spirits": 30141, "\u0120skeletal": 30142, "\u00d0\u00bb": 30143, "\u0120Rear": 30144, "\u0120issuance": 30145, "\u0120Logic": 30146, "released": 30147, "ZZ": 30148, "\u0120Bound": 30149, "Entry": 30150, "\u0120exits": 30151, "isol": 30152, "\u0120Founder": 30153, "\u0120wre": 30154, "\u0120Greenland": 30155, "\u0120MMO": 30156, "taker": 30157, "INC": 30158, "\u00e3\u0123\u00be": 30159, "\u0120hourly": 30160, "henko": 30161, "\u0120fantasies": 30162, "\u0120disob": 30163, "\u0120demolition": 30164, "\u00e3\u0125\u012d": 30165, "\u0120enlisted": 30166, "ratulations": 30167, "\u0120misguided": 30168, "\u0120ensured": 30169, "\u0120discouraged": 30170, "mort": 30171, "\u0120flank": 30172, "\u0120cess": 30173, "\u0120reacts": 30174, "\u0120Sere": 30175, "sensitive": 30176, "\u0120Serpent": 30177, "assad": 30178, "\u0120247": 30179, "\u0120calmly": 30180, "busters": 30181, "\u0120bleed": 30182, "\u0120Stro": 30183, "\u0120amusement": 30184, "\u0120Antarctica": 30185, "\u0120scept": 30186, "\u0120Gaw": 30187, "aq": 30188, "asonic": 30189, "\u0120sprawling": 30190, "native": 30191, "aturated": 30192, "\u0120Battlefield": 30193, "IVERS": 30194, "EB": 30195, "\u0120Gems": 30196, "\u0120Northwestern": 30197, "\u0120Films": 30198, "\u0120Automatic": 30199, "\u0120apprehend": 30200, "\u00e3\u0123\u00a8": 30201, "\u0120guiName": 30202, "\u0120backend": 30203, "\u0120evidenced": 30204, "geant": 30205, "012": 30206, "\u0120Siege": 30207, "\u0120externalTo": 30208, "\u0120unfocusedRange": 30209, "\u0120guiActiveUnfocused": 30210, "\u0120guiIcon": 30211, "\u0120externalToEVA": 30212, "\u0120externalToEVAOnly": 30213, "Fri": 30214, "chard": 30215, "enaries": 30216, "\u0120chiefs": 30217, "\u0120cf": 30218, "\u0120HUD": 30219, "\u0120corrobor": 30220, "\u0120dB": 30221, "\u0120Taken": 30222, "\u0120Patricia": 30223, "rail": 30224, "\u0120Charm": 30225, "\u0120Libertarian": 30226, "rieve": 30227, "Personal": 30228, "\u0120OUR": 30229, "geries": 30230, "\u0120dumping": 30231, "\u0120neurological": 30232, "itimate": 30233, "\u0120Clintons": 30234, "rafted": 30235, "\u0120Molly": 30236, "\u0120terminals": 30237, "register": 30238, "\u0120flare": 30239, "\u0120encoded": 30240, "\u0120autopsy": 30241, "pel": 30242, "machine": 30243, "\u0120exemptions": 30244, "\u0120Royals": 30245, "distance": 30246, "\u0120drafts": 30247, "\u0120lame": 30248, "\u0120Cunning": 30249, "\u0120spouses": 30250, "\u0120Markets": 30251, "\u0120Carrier": 30252, "\u0120implying": 30253, "\u0120Yak": 30254, "sid": 30255, "\u0120loser": 30256, "\u0120vigilant": 30257, "\u0120impeachment": 30258, "\u0120augmented": 30259, "\u0120Employees": 30260, "\u0120unintended": 30261, "ternally": 30262, "\u0120Watt": 30263, "\u0120recognizable": 30264, "essim": 30265, "\u00e6\u013f": 30266, "\u0120coated": 30267, "rha": 30268, "\u0120lieutenant": 30269, "\u0120Legislation": 30270, "published": 30271, "444": 30272, "013": 30273, "\u0120ideally": 30274, "\u0120Password": 30275, "\u0120simplify": 30276, "\u0120Meta": 30277, "\u0120MRI": 30278, "\u0120pleading": 30279, "organized": 30280, "handler": 30281, "\u0120unravel": 30282, "correct": 30283, "\u0120icy": 30284, "\u0120paranoid": 30285, "\u0120passer": 30286, "\u0120inspections": 30287, "ofer": 30288, "\u0120Healthcare": 30289, "283": 30290, "\u0120Brut": 30291, "iola": 30292, "forge": 30293, "\u0120Medieval": 30294, "MSN": 30295, "ievers": 30296, "\u0120Programming": 30297, "\u00e5\u012b": 30298, "\u0120223": 30299, "mu": 30300, "\u0120CLE": 30301, "uga": 30302, "\u0120shoppers": 30303, "\u0120informative": 30304, "\u0120Plans": 30305, "\u0120supplementation": 30306, "\u0120Tests": 30307, "tyard": 30308, "ocytes": 30309, "\u0120Vega": 30310, "\u0120Gujarat": 30311, "ermanent": 30312, "Except": 30313, "\u0120LOT": 30314, "alla": 30315, "\u0120Cumm": 30316, "\u0120Osw": 30317, "\u0120venom": 30318, "\u0120Debt": 30319, "\u0120DOWN": 30320, "\u0120reunion": 30321, "\u0120muc": 30322, "\u0120Relief": 30323, "\u0120geop": 30324, "\u0120\u00f0\u0141\u013a": 30325, "alogue": 30326, "Anth": 30327, "echo": 30328, "\u0120corros": 30329, "\u0120replication": 30330, "\u0120Blazing": 30331, "\u0120Daughter": 30332, "\u0120inflic": 30333, "\u0120Lindsey": 30334, "\u00d9\u012a": 30335, "284": 30336, "Exit": 30337, "\u0120gloom": 30338, "TAIN": 30339, "\u0120undermining": 30340, "\u0120advising": 30341, "hidden": 30342, "\u0120overflow": 30343, "\u0120gor": 30344, "urdue": 30345, "\u0120echoes": 30346, "enhagen": 30347, "\u0120impuls": 30348, "drug": 30349, "cash": 30350, "\u0120async": 30351, "\u0120mirac": 30352, "atts": 30353, "punk": 30354, "\u0120pivot": 30355, "\u0120Legislative": 30356, "\u0120bloggers": 30357, "\u0120Claw": 30358, "sburg": 30359, "dyl": 30360, "\u0120Recommend": 30361, "\u0120verte": 30362, "\u0120prohibiting": 30363, "\u0120Panther": 30364, "Jonathan": 30365, "\u0120omin": 30366, "\u0120hateful": 30367, "281": 30368, "\u0120Orche": 30369, "\u0120Murdoch": 30370, "downs": 30371, "\u0120asymm": 30372, "GER": 30373, "Always": 30374, "\u0120informs": 30375, "\u0120WM": 30376, "\u0120Pony": 30377, "\u0120Appendix": 30378, "\u0120Arlington": 30379, "Jam": 30380, "\u0120medicinal": 30381, "\u0120Slam": 30382, "ITIES": 30383, "\u0120reaff": 30384, "\u0120Ri": 30385, "FG": 30386, "Spring": 30387, "bool": 30388, "\u0120thighs": 30389, "\u0120markings": 30390, "\u0120Raqqa": 30391, "\u0120Lak": 30392, "poll": 30393, "tsky": 30394, "\u0120Morty": 30395, "\u0120Definition": 30396, "\u0120debunk": 30397, "endered": 30398, "\u0120Leone": 30399, "avers": 30400, "\u0120mortgages": 30401, "Apparently": 30402, "Nic": 30403, "haus": 30404, "\u0120Thousands": 30405, "auld": 30406, "\u0120mash": 30407, "shoot": 30408, "\u0120diarr": 30409, "\u0120consciously": 30410, "Hero": 30411, "eas": 30412, "\u0120Naturally": 30413, "\u0120Destroyer": 30414, "\u0120dashboard": 30415, "services": 30416, "Rog": 30417, "\u0120millennials": 30418, "\u0120invade": 30419, "-(": 30420, "\u0120commissions": 30421, "\u0120Auckland": 30422, "\u0120broadcasts": 30423, "\u0120frontal": 30424, "\u0120crank": 30425, "\u0120Historic": 30426, "\u0120rumours": 30427, "CTV": 30428, "\u0120steril": 30429, "\u0120booster": 30430, "rocket": 30431, "\u00e3\u0124\u00bc": 30432, "utsche": 30433, "\u0120PI": 30434, "\u0120233": 30435, "\u0120Producer": 30436, "\u0120Analytics": 30437, "\u0120invaluable": 30438, "\u0120unintention": 30439, "\u0120CY": 30440, "\u0120scrutin": 30441, "\u0120gigg": 30442, "\u0120engulf": 30443, "\u0120proletariat": 30444, "\u0120hacks": 30445, "\u0120Hew": 30446, "arak": 30447, "\u0120Slime": 30448, "ielding": 30449, "agher": 30450, "\u0120Elliot": 30451, "\u0120telecom": 30452, "\u0120219": 30453, "ultan": 30454, "\u0120Arbor": 30455, "\u0120Scouts": 30456, "Ban": 30457, "\u0120lifespan": 30458, "\u0120blasp": 30459, "388": 30460, "\u0120judiciary": 30461, "\u0120Continental": 30462, "asking": 30463, "McC": 30464, "LED": 30465, "\u0120baggage": 30466, "\u0120Sorcerer": 30467, "\u0120remnants": 30468, "\u0120Griffith": 30469, "etsu": 30470, "\u0120Subaru": 30471, "\u0120Personality": 30472, "designed": 30473, "ushima": 30474, "agnar": 30475, "\u0120recoil": 30476, "\u0120passions": 30477, "\\\":": 30478, "\u0120tee": 30479, "\u0120abolition": 30480, "\u0120Creating": 30481, "jac": 30482, "\u0120194": 30483, "019": 30484, "\u0120pillars": 30485, "riched": 30486, "/\"": 30487, "tk": 30488, "\u0120livelihood": 30489, "\u0120roasted": 30490, "ahon": 30491, "\u0120Hutch": 30492, "assert": 30493, "\u0120dividend": 30494, "\u0120knit": 30495, "\u0120daunting": 30496, "\u0120disturbance": 30497, "\u0120shale": 30498, "\u0120cultivated": 30499, "\u0120refrigerator": 30500, "LB": 30501, "\u0120NET": 30502, "\u0120commercials": 30503, "\u0120thinkers": 30504, "455": 30505, "\u0120chop": 30506, "Broad": 30507, "\u0120suspicions": 30508, "\u0120tagged": 30509, "lifting": 30510, "\u0120stylish": 30511, "\u0120Shields": 30512, "Shortly": 30513, "\u0120tails": 30514, "Auth": 30515, "STE": 30516, "\u0120GAME": 30517, "\u0120seism": 30518, "\u0120Kis": 30519, "ologne": 30520, "\u0120cowork": 30521, "\u0120forcibly": 30522, "\u0120thyroid": 30523, "\u0120PB": 30524, "ANE": 30525, "married": 30526, "horse": 30527, "\u0120polymer": 30528, "\u0120Chal": 30529, "odor": 30530, "DEBUG": 30531, "\u0120Context": 30532, "\u0120bliss": 30533, "\u0120pinpoint": 30534, "\u0120Mathemat": 30535, "legram": 30536, "\u0120Weekend": 30537, "\u0120labelled": 30538, "\u0120bart": 30539, "itles": 30540, "\u0120estrogen": 30541, "\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136\u00e2\u0122\u0136": 30542, "\"'": 30543, "\u0120visibly": 30544, "\u0120outsider": 30545, "aida": 30546, "Area": 30547, "\u0120dissemin": 30548, "\u0120dishonest": 30549, "\u0120Closed": 30550, "\u0120Bulletin": 30551, "\u0120Ramsey": 30552, "sword": 30553, "\u0120XI": 30554, "ourced": 30555, "Same": 30556, "346": 30557, "\u0120Repe": 30558, "\u0120Kou": 30559, "cake": 30560, "emis": 30561, "Cache": 30562, "\u0120Meaning": 30563, "\u0120Enlight": 30564, "onomy": 30565, "\u0120manifestation": 30566, "sworth": 30567, "Jay": 30568, "\u0120chore": 30569, "\u00c3\u00b6r": 30570, "Dream": 30571, "\u0120sanctioned": 30572, "\u0120culturally": 30573, "\u0120Ara": 30574, "Nav": 30575, "\u0120theological": 30576, "\u0120strut": 30577, "\u0120VO": 30578, "\u0120Handbook": 30579, "\u0120constructing": 30580, "\u0120\u00c2\u00b6": 30581, "\u0120Benefits": 30582, "\u0120Psychological": 30583, "sac": 30584, "\u00e5\u00b8": 30585, "policy": 30586, "\u0120Matters": 30587, "\u0120Reported": 30588, "\u0120Byte": 30589, "\u0120vitro": 30590, "\u0120Maiden": 30591, "\u0120lam": 30592, "\u0120Jennings": 30593, "\u0120garment": 30594, "\u0120Rutgers": 30595, "\u0120Stafford": 30596, "\u0120Wellington": 30597, "\u0120intermitt": 30598, "\u0120npm": 30599, "\u0120ordeal": 30600, "\u0120plugged": 30601, "ooming": 30602, "inished": 30603, "framework": 30604, "\u0120timber": 30605, "\u0120cass": 30606, "\u0120850": 30607, "iless": 30608, "\u0120Redux": 30609, "768": 30610, "Stre": 30611, "\u0120surpassed": 30612, "whel": 30613, "\u0120parallels": 30614, "\u0120veil": 30615, "\u0120GI": 30616, "\u0120REST": 30617, "\u0120readiness": 30618, "sort": 30619, "\u0120modifying": 30620, "\u0120Slate": 30621, "ruff": 30622, "\u0120marble": 30623, "\u0120infrared": 30624, "\u0120auditor": 30625, "\u0120FANTASY": 30626, "\u0120Poverty": 30627, "\u0120SPD": 30628, "\u0120\"(": 30629, "Ky": 30630, "RAY": 30631, "\u0120executions": 30632, "\u0120Beverly": 30633, "\u0120Marxism": 30634, "\u0120Burst": 30635, "\u0120Kali": 30636, "estones": 30637, "Clearly": 30638, "Ell": 30639, "\u00e3\u0123\u00a7": 30640, "\u0120Proceedings": 30641, "Token": 30642, "IFIC": 30643, "\u00c3\u00b1a": 30644, "Central": 30645, "\u0120Haley": 30646, "\u0120Drama": 30647, "\u0120formations": 30648, "ORN": 30649, "Books": 30650, "\u0120dominating": 30651, "\u0120Flyers": 30652, "\u0120Companion": 30653, "\u0120disciplined": 30654, "\u0120Yugoslav": 30655, "\u0120Spells": 30656, "\u0120vengeance": 30657, "\u0120landlords": 30658, "Len": 30659, "\u0120Ogre": 30660, "anoia": 30661, "\u0120piercing": 30662, "\u0120congreg": 30663, "\u0120scorer": 30664, "obia": 30665, "\u0120nickel": 30666, "\u0120Learns": 30667, "\u0120rejo": 30668, "\u0120masterpiece": 30669, "Flash": 30670, "\u0120inhabited": 30671, "\u0120OpenGL": 30672, "\u0120Dud": 30673, "\u0120ICO": 30674, "\u0120arter": 30675, "\u0120plur": 30676, "\u0120mastery": 30677, "\u0120longstanding": 30678, "sted": 30679, "\u0120wines": 30680, "\u0120televised": 30681, "\u0120Shrine": 30682, "\u0120Bayern": 30683, "\u0120\u00e2\u0135\u013a": 30684, "\u0120enclosure": 30685, "john": 30686, "\u0120prophets": 30687, "\u0120Resurrection": 30688, "\u0120Orders": 30689, "\u0120uneven": 30690, "rals": 30691, "\u0120dwind": 30692, "\u0120Lah": 30693, "\u0120Sloven": 30694, "378": 30695, "\u0120insistence": 30696, "affle": 30697, "\u0120Clone": 30698, "\u0120hardship": 30699, "\u0120Congressman": 30700, "\u0120plead": 30701, "\u0120reviewers": 30702, "\u0120cured": 30703, "\u01201935": 30704, "asley": 30705, "fake": 30706, "\u0120Thinking": 30707, "ydia": 30708, "PART": 30709, "\u0120Dota": 30710, "oit": 30711, "\u0120whipped": 30712, "\u0120bouncing": 30713, "\u0120Hispanics": 30714, "comings": 30715, "\u0120cannabin": 30716, "\u0120Chambers": 30717, "\u0120Zack": 30718, "Optional": 30719, "\u0120coats": 30720, "\u0120prowess": 30721, "\u0120Norton": 30722, "\u0120plainly": 30723, "\u0120freight": 30724, "\u0120inhibition": 30725, "\u0120clam": 30726, "\u0120303": 30727, "kef": 30728, "aleigh": 30729, "Luke": 30730, "\u0120psycho": 30731, "atorium": 30732, "MED": 30733, "\u0120treaties": 30734, "\u0120indisc": 30735, "\u0120dc": 30736, "OPS": 30737, "\u0120resilient": 30738, "\u0120Interstate": 30739, "\u0120slack": 30740, "\u0120mundane": 30741, "\u0120establishes": 30742, "359": 30743, "\u0120strained": 30744, "\u0120nond": 30745, "Sus": 30746, "\u0120caste": 30747, "arate": 30748, "ieving": 30749, "\u0120unfairly": 30750, "\u0120parser": 30751, "onial": 30752, "ursive": 30753, "Via": 30754, "\u0120Otto": 30755, "\u0120Authorities": 30756, "stroke": 30757, "KR": 30758, "\u0120Mercy": 30759, "\u0120furnished": 30760, "\u0120outset": 30761, "\u0120metic": 30762, "1982": 30763, "olithic": 30764, "\u0120Tent": 30765, "ogical": 30766, "\u0120Aircraft": 30767, "\u0120hides": 30768, "\u0120Became": 30769, "\u0120educators": 30770, "reaching": 30771, "\u0120volatility": 30772, "\u0120toddler": 30773, "\u0120NASCAR": 30774, "\u0120Twelve": 30775, "\u0120Highlights": 30776, "\u0120grape": 30777, "\u0120splits": 30778, "\u0120peasant": 30779, "\u0120reneg": 30780, "\u0120MSI": 30781, "Temp": 30782, "stars": 30783, "\u0120trek": 30784, "\u0120Hyde": 30785, "binding": 30786, "\u0120realism": 30787, "\u0120oxide": 30788, "\u0120Hos": 30789, "\u0120mounts": 30790, "\u0120biting": 30791, "\u0120collapsing": 30792, "\u0120postal": 30793, "\u0120museums": 30794, "\u0120detached": 30795, "\u0120respecting": 30796, "\u0120monopol": 30797, "\u0120workflow": 30798, "\u0120Cake": 30799, "Template": 30800, "\u0120Organisation": 30801, "\u0120persistence": 30802, "369": 30803, "Coming": 30804, "Brad": 30805, "\u0120redundant": 30806, "\u0120GTA": 30807, "\u0120bending": 30808, "\u0120revoked": 30809, "\u0120offending": 30810, "\u0120framing": 30811, "\u0120printf": 30812, "Commun": 30813, "members": 30814, "Outside": 30815, "\u0120construed": 30816, "\u0120coded": 30817, "FORE": 30818, "\u0120chast": 30819, "Chat": 30820, "Indian": 30821, "\u0120Yard": 30822, "?!\"": 30823, "\u0120Ports": 30824, "\u0120Xavier": 30825, "\u0120RET": 30826, "'.\"": 30827, "\u0120Boat": 30828, "ivated": 30829, "icht": 30830, "umerable": 30831, "Ds": 30832, "\u0120Dunn": 30833, "\u0120coffin": 30834, "\u0120securely": 30835, "\u0120Raptors": 30836, "\u0120Bes": 30837, "Installation": 30838, "\u0120inception": 30839, "\u0120Healthy": 30840, "endants": 30841, "\u0120psychologists": 30842, "\u0120Sheikh": 30843, "cultural": 30844, "\u0120BlackBerry": 30845, "shift": 30846, "Fred": 30847, "oche": 30848, "\u0120cakes": 30849, "\u0120SEO": 30850, "\u0120Gian": 30851, "\u0120Asians": 30852, "ogging": 30853, "element": 30854, "\u0120pundits": 30855, "\u0120Vaugh": 30856, "\u0120Gavin": 30857, "\u0120hitter": 30858, "\u0120drowned": 30859, "\u0120chalk": 30860, "\u0120Zika": 30861, "\u0120measles": 30862, "802": 30863, "\u00e2\u0122\u00a6..": 30864, "\u0120AWS": 30865, "]\"": 30866, "\u0120distort": 30867, "\u0120Mast": 30868, "\u0120antibodies": 30869, "\u0120Mash": 30870, "Memory": 30871, "\u0120Uganda": 30872, "\u0120Prob": 30873, "\u0120vomiting": 30874, "\u0120Turns": 30875, "\u0120occupying": 30876, "\u0120evasion": 30877, "\u0120Therapy": 30878, "\u0120promo": 30879, "\u0120electr": 30880, "\u0120blueprint": 30881, "\u0120Dre": 30882, "priced": 30883, "\u0120Depot": 30884, "\u0120alleviate": 30885, "\u0120Somali": 30886, "marg": 30887, "nine": 30888, "\u0120nostalgia": 30889, "\u0120Shepherd": 30890, "\u0120cavalry": 30891, "\u0120torped": 30892, "\u0120Bloody": 30893, "xb": 30894, "\u0120sank": 30895, "\u0120goalt": 30896, "reportprint": 30897, "embedreportprint": 30898, "cloneembedreportprint": 30899, "\u0120Initially": 30900, "\u0120Fischer": 30901, "\u0120noteworthy": 30902, "cern": 30903, "\u0120inefficient": 30904, "rawdownload": 30905, "rawdownloadcloneembedreportprint": 30906, "cation": 30907, "\u0120Dynasty": 30908, "lag": 30909, "DES": 30910, "\u0120distinctly": 30911, "\u0120Estonia": 30912, "\u0120openness": 30913, "\u0120gossip": 30914, "ruck": 30915, "Width": 30916, "\u0120Ibrahim": 30917, "\u0120petroleum": 30918, "\u0120avatar": 30919, "\u0120Hed": 30920, "atha": 30921, "\u0120Hogwarts": 30922, "\u0120caves": 30923, "678": 30924, "\u0120safeguard": 30925, "\u0120Mog": 30926, "isson": 30927, "\u0120Durham": 30928, "slaught": 30929, "\u0120Graduate": 30930, "\u0120subconscious": 30931, "\u0120Excellent": 30932, "\u0120Dum": 30933, "-----": 30934, "\u0120piles": 30935, "\u0120WORK": 30936, "\u0120Garn": 30937, "\u0120Fol": 30938, "\u0120ATM": 30939, "\u0120avoids": 30940, "\u0120Tul": 30941, "\u0120bleak": 30942, "ELY": 30943, "ivist": 30944, "lightly": 30945, "Pers": 30946, "\u0120Dob": 30947, "\u0120LS": 30948, "\u0120insanity": 30949, "\u00ce\u00b5": 30950, "atalie": 30951, "Enlarge": 30952, "\u0120twists": 30953, "\u0120faulty": 30954, "\u0120piracy": 30955, "\u0120impover": 30956, "\u0120rugged": 30957, "\u0120Fashion": 30958, "\u0120sands": 30959, "'?": 30960, "swick": 30961, "\u0120natives": 30962, "\u0120hen": 30963, "\u0120Noise": 30964, "\u00e3\u0125\u0139": 30965, "\u0120greens": 30966, "\u0120freezer": 30967, "\u0120dynasty": 30968, "\u0120Fathers": 30969, "\u0120Newark": 30970, "\u0120archaeological": 30971, "\u0120ot": 30972, "obar": 30973, "\u0120blockade": 30974, "\u0120allerg": 30975, "LV": 30976, "\u0120debit": 30977, "\u0120RFC": 30978, "\u0120Milton": 30979, "\u0120Pressure": 30980, "\u0120willingly": 30981, "\u0120disproportionate": 30982, "\u0120oppressive": 30983, "\u0120diamonds": 30984, "\u0120belongings": 30985, "1970": 30986, "\u0120bells": 30987, "\u0120imperialism": 30988, "\u0120227": 30989, "\u0120exploding": 30990, "\u0120Eclipse": 30991, "\u01201919": 30992, "\u0120rant": 30993, "\u0120nominations": 30994, "347": 30995, "\u0120peacefully": 30996, "rica": 30997, "\u0120FUCK": 30998, "\u0120vibration": 30999, "malink": 31000, "\u0120ropes": 31001, "\u0120Ivanka": 31002, "\u0120Brewery": 31003, "\u0120Booker": 31004, "\u0120Owens": 31005, "goers": 31006, "Services": 31007, "\u0120Snape": 31008, "\u0120191": 31009, "395": 31010, "\u0120299": 31011, "justice": 31012, "\u0120bri": 31013, "\u0120discs": 31014, "\u0120prominently": 31015, "\u0120vulgar": 31016, "\u0120skipping": 31017, "lves": 31018, "\u0120tsunami": 31019, "374": 31020, "\u0120Urug": 31021, "\u0120Eid": 31022, "recated": 31023, "phen": 31024, "\u0120faults": 31025, "\u0120Started": 31026, "950": 31027, "\u0120pi": 31028, "\u0120detector": 31029, "\u0120bastard": 31030, "\u0120validated": 31031, "SpaceEngineers": 31032, "OURCE": 31033, "\u0120(~": 31034, "\u0120unsur": 31035, "\u0120affirmed": 31036, "\u0120fascism": 31037, "\u0120resolving": 31038, "\u0120Chavez": 31039, "\u0120Cyn": 31040, "\u0120detract": 31041, "Lost": 31042, "\u0120rigged": 31043, "\u0120homage": 31044, "\u0120Bruno": 31045, "555": 31046, "eca": 31047, "\u0120presses": 31048, "\u0120humour": 31049, "\u0120spacing": 31050, "\u0120'/": 31051, "olkien": 31052, "Coun": 31053, "OPER": 31054, "Tre": 31055, "Son": 31056, "\u0120Cambodia": 31057, "ierre": 31058, "mong": 31059, "ozy": 31060, "\u0120liquidity": 31061, "\u0120Soviets": 31062, "\u0120Fernando": 31063, "\u0120229": 31064, "\u0120slug": 31065, "\u0120Catalan": 31066, "electric": 31067, "\u0120scenery": 31068, "\u0120Hearth": 31069, "\u0120constrained": 31070, "\u0120goalie": 31071, "\u0120Guidelines": 31072, "\u0120Ammo": 31073, "\u0120Pearson": 31074, "\u0120taxed": 31075, "\u0120fetus": 31076, "Response": 31077, "\u0120Alexis": 31078, "thia": 31079, "Guy": 31080, "\u0120reconstruct": 31081, "\u0120extremes": 31082, "\u0120concluding": 31083, "\u0120Peg": 31084, "ooks": 31085, "\u0120deductions": 31086, "Rose": 31087, "\u0120groundbreaking": 31088, "\u0120Targ": 31089, "\u00e3\u0125\u0123": 31090, "\u0120Reve": 31091, "resource": 31092, "\u0120moons": 31093, "\u0120electromagnetic": 31094, "\u0120amidst": 31095, "\u0120Viktor": 31096, "NESS": 31097, "BACK": 31098, "\u0120commute": 31099, "\u0120Anaheim": 31100, "\u0120fluctuations": 31101, "640": 31102, "\u0120noodles": 31103, "\u0120Copenhagen": 31104, "\u0120Tide": 31105, "\u0120Grizz": 31106, "\u0120SEE": 31107, "\u0120pipelines": 31108, "\u0120scars": 31109, "endo": 31110, "agus": 31111, "\u0120ETF": 31112, "/#": 31113, "\u0120Become": 31114, "448": 31115, "\u0120visc": 31116, "\u0120Recommended": 31117, "\u0120jumper": 31118, "\u0120cognition": 31119, "\u0120assassin": 31120, "\u0120witnessing": 31121, "\u0120Setup": 31122, "\u0120lac": 31123, "vim": 31124, "ISM": 31125, "pages": 31126, "SSL": 31127, "358": 31128, "\u0120adject": 31129, "industrial": 31130, "lore": 31131, "chery": 31132, "\u0120glitter": 31133, "\u0120calf": 31134, "Florida": 31135, "\u0120spoilers": 31136, "\u0120succeeds": 31137, "\u0120chanting": 31138, "\u0120slogans": 31139, "\u0120Tracy": 31140, "Visit": 31141, "rology": 31142, "\u0120mornings": 31143, "\u0120lineage": 31144, "\u0120sip": 31145, "\u0120intensely": 31146, "\u0120flourish": 31147, "\u0120Sleeping": 31148, "\u0120Fem": 31149, "orpor": 31150, "\u0120Klan": 31151, "\u0120Darth": 31152, "hack": 31153, "\u0120Nielsen": 31154, "\u0120tumors": 31155, "\u0120procurement": 31156, "\u0120Yorkshire": 31157, "\u0120raided": 31158, "KY": 31159, "Anna": 31160, "\u0120//[": 31161, "\u0120Disorder": 31162, "\u0120Mustang": 31163, "\u0120Wen": 31164, "\u0120Trying": 31165, "sq": 31166, "\u0120deliveries": 31167, "\u0120shutter": 31168, "\u0120cerebral": 31169, "\u0120bipolar": 31170, "\u0120CN": 31171, "lass": 31172, "jet": 31173, "\u0120debating": 31174, ">:": 31175, "\u0120eagle": 31176, "grades": 31177, "\u0120Dixon": 31178, "UGC": 31179, "MAS": 31180, "\u0120Draco": 31181, "\u0120Machines": 31182, "affer": 31183, "\u0120eman": 31184, "\u00c2\u00b2": 31185, "pron": 31186, "\u0120Gym": 31187, "\u0120comparatively": 31188, "\u0120Tribunal": 31189, "PRO": 31190, "\u0120lex": 31191, "\u0120fertile": 31192, "\u0120depressing": 31193, "\u0120superficial": 31194, "essential": 31195, "\u0120Hunters": 31196, "gp": 31197, "\u0120prominence": 31198, "Liber": 31199, "\u0120Ancest": 31200, "otechnology": 31201, "\u0120mocking": 31202, "\u0120Traff": 31203, "\u0138\u013c": 31204, "Medium": 31205, "Iraq": 31206, "\u0120psychiatrist": 31207, "Quantity": 31208, "\u0120Lect": 31209, "\u0120noisy": 31210, "520": 31211, "GY": 31212, "\u0120slapped": 31213, "\u0120MTV": 31214, "\u0120para": 31215, "pull": 31216, "Multiple": 31217, "asher": 31218, "\u0120nour": 31219, "\u0120Seg": 31220, "Spell": 31221, "vous": 31222, "ordial": 31223, "Senior": 31224, "\u0120Goldberg": 31225, "\u0120Plasma": 31226, "need": 31227, "\u0120messenger": 31228, "eret": 31229, "\u0120teamed": 31230, "\u0120literacy": 31231, "\u0120Leah": 31232, "\u0120Doyle": 31233, "\u0120emitted": 31234, "UX": 31235, "\u0120evade": 31236, "\u0120maze": 31237, "\u0120wrongly": 31238, "\u0120Lars": 31239, "\u0120stereotype": 31240, "\u0120pledges": 31241, "\u0120aroma": 31242, "\u0120MET": 31243, "\u0120acre": 31244, "\u0120OD": 31245, "\u0120ff": 31246, "\u0120breweries": 31247, "\u0120Hilton": 31248, "undle": 31249, "\u0120Kak": 31250, "\u0120Thankfully": 31251, "\u0120Canucks": 31252, "inctions": 31253, "\u0120Appears": 31254, "\u0120coer": 31255, "\u0120undermined": 31256, "rovers": 31257, "Andre": 31258, "\u0120blaze": 31259, "umers": 31260, "\u0120famine": 31261, "amphetamine": 31262, "ulkan": 31263, "Amount": 31264, "\u0120desperation": 31265, "wikipedia": 31266, "development": 31267, "\u0120Corinth": 31268, "ussia": 31269, "Jackson": 31270, "LI": 31271, "Native": 31272, "Rs": 31273, "Ohio": 31274, "\u0120Kathleen": 31275, "Fortunately": 31276, "\u0120attendant": 31277, "\u0120Preferred": 31278, "\u0120Didn": 31279, "\u0120Vs": 31280, "Mis": 31281, "\u0120respondent": 31282, "\u0120boun": 31283, "stable": 31284, "\u0120paved": 31285, "\u0120unexpl": 31286, "\u0120Cheney": 31287, "LM": 31288, "\u0120Cull": 31289, "blown": 31290, "\u0120confronting": 31291, "ocese": 31292, "serving": 31293, "Wi": 31294, "\u0120Lithuania": 31295, "anni": 31296, "\u0120stalk": 31297, "hd": 31298, "\u0120vener": 31299, "APH": 31300, "ynchronous": 31301, "URR": 31302, "umably": 31303, "historic": 31304, "Half": 31305, "Hay": 31306, "\u0120resilience": 31307, "spection": 31308, "\u0120abandoning": 31309, "Obs": 31310, "\u0120Debbie": 31311, "\u0120gradient": 31312, "\u0120Plaint": 31313, "\u0120Canal": 31314, "ARCH": 31315, "\u0120expansive": 31316, "\u0120fung": 31317, "\u0120bounced": 31318, "Und": 31319, "\u0120precautions": 31320, "\u0120clarification": 31321, "\u0120dagger": 31322, "\u0120grips": 31323, "\u0120\u00c2\u00b5": 31324, "\u0120Rivera": 31325, "\u0120Undead": 31326, "isites": 31327, "\u0120FIRST": 31328, "\u00c3\u00b1o": 31329, "audi": 31330, "\u0120hostages": 31331, "\u0120compliant": 31332, "\u0120alumni": 31333, "Seven": 31334, "\u0120cybersecurity": 31335, "either": 31336, "Collect": 31337, "\u0120invariably": 31338, "\u0120Soci": 31339, "\u0120lawmaker": 31340, "\u0120ale": 31341, "\u0120Personally": 31342, "Nazi": 31343, "\u0120customization": 31344, "\u0120Proc": 31345, "\u0120Saskatchewan": 31346, "eaturing": 31347, "\u0120spared": 31348, "\u0120discontinued": 31349, "\u0120computational": 31350, "\u0120Motorola": 31351, "\u0120supremacist": 31352, "governmental": 31353, "\u0120paradise": 31354, "\u0120Downing": 31355, "\u0120Nikon": 31356, "\u0120catalyst": 31357, "berra": 31358, "Toronto": 31359, "875": 31360, "beta": 31361, "\u0120Macron": 31362, "\u0120unrealistic": 31363, "vector": 31364, "\u0120Vehicles": 31365, "itiveness": 31366, "\u0120RV": 31367, "\u0120Colbert": 31368, "sin": 31369, "oji": 31370, "entin": 31371, "\u0120Krish": 31372, "hello": 31373, "ffield": 31374, "oky": 31375, "\u0120Tate": 31376, "\u0120maple": 31377, "\u0120aids": 31378, "chemical": 31379, "334": 31380, "nuts": 31381, "\u0120Warp": 31382, "\u0120xx": 31383, "\u0120Robb": 31384, "umerous": 31385, "_-_": 31386, "ftime": 31387, "\u0120VW": 31388, "\u0120winger": 31389, "\u0120Dome": 31390, "tools": 31391, "\u0120PV": 31392, "\u0120Georgetown": 31393, "\u0120geared": 31394, "\u0120jihadists": 31395, "\u0120cp": 31396, "\u0120steroids": 31397, "Mother": 31398, "clerosis": 31399, "\u0120DRM": 31400, "nesia": 31401, "\u0120linger": 31402, "\u0120immersive": 31403, "\u0120COUN": 31404, "\u0120outweigh": 31405, "ensual": 31406, "Band": 31407, "\u0120transforms": 31408, "matched": 31409, "psons": 31410, "\u0120Judicial": 31411, "factor": 31412, "\u0120referral": 31413, "\u0120oddly": 31414, "\u0120Wenger": 31415, "Bring": 31416, "\u0120Bows": 31417, "602": 31418, "ICLE": 31419, "\u0120lions": 31420, "\u0120Academic": 31421, "\u0120Thorn": 31422, "\u0120Raider": 31423, "kefeller": 31424, "Storage": 31425, "Lower": 31426, "\u0120Ort": 31427, "\u0120Equality": 31428, "ALT": 31429, "\u0120SOC": 31430, "Types": 31431, "\u0120lyn": 31432, "\u0120Asset": 31433, "coat": 31434, "TPP": 31435, "CVE": 31436, "\u0120Pioneer": 31437, "application": 31438, "Modern": 31439, "\u0120HK": 31440, "Environment": 31441, "Alright": 31442, "Rain": 31443, "IPP": 31444, "\u0120Shiite": 31445, "\u0120mound": 31446, "\u0120Abilities": 31447, "condition": 31448, "Staff": 31449, "\u0120competence": 31450, "\u0120Moor": 31451, "\u0120Diablo": 31452, "\u0120withheld": 31453, "\u0120ostensibly": 31454, "\u0120Brom": 31455, "\u0120msg": 31456, "\u0120denomin": 31457, "\u0120References": 31458, "\u0120FP": 31459, "\u0120plunged": 31460, "\u0120pamph": 31461, "moving": 31462, "central": 31463, "\u0120downright": 31464, "\u0120fading": 31465, "Tal": 31466, "Typ": 31467, "\u0120Thy": 31468, "ukes": 31469, "ithe": 31470, "\u0120ove": 31471, "\u0120battled": 31472, "\u0120seafood": 31473, "\u0120figur": 31474, "\u0120RD": 31475, "crop": 31476, "\u0120squads": 31477, "{\\": 31478, "\u00e0\u00b9": 31479, "\u0120Eh": 31480, "\u0120interviewing": 31481, "\u0120Qin": 31482, "\u0120aspiring": 31483, "PLIC": 31484, "\u0120clauses": 31485, "\u0120Gast": 31486, "\u0120Nir": 31487, "\u0120luggage": 31488, "\u0120hose": 31489, "\u0120systemd": 31490, "\u0120descending": 31491, "\u0120Revised": 31492, "\u0120Rails": 31493, "align": 31494, "709": 31495, "337": 31496, "\u0120fug": 31497, "charging": 31498, "tags": 31499, "\u0120uter": 31500, "kish": 31501, "WARNING": 31502, "490": 31503, "profits": 31504, "\u0120voyage": 31505, "\u0120ace": 31506, "\u0120Vanguard": 31507, "\u0120Tanks": 31508, "\u0120Muk": 31509, "\u0120226": 31510, "Safe": 31511, "Armor": 31512, "\u0120volcanic": 31513, "\u0120womb": 31514, "\u0120MIL": 31515, "\u0120beginner": 31516, "\u0120Recogn": 31517, "\u0120AAP": 31518, "PLAY": 31519, ")!": 31520, "\u0120detecting": 31521, "cn": 31522, "\u0120breaches": 31523, "Basically": 31524, "\u0120Pag": 31525, "\u0120Municipal": 31526, "\u0120Indie": 31527, "\u0120Laf": 31528, "\u0120Disable": 31529, "\u0120Olson": 31530, "\u0120restrained": 31531, "\u0120rulings": 31532, "\u0120humane": 31533, "events": 31534, "\u0120Cinema": 31535, "displayText": 31536, "\u0120Hatch": 31537, "actionDate": 31538, "onnaissance": 31539, "\u0120assaulting": 31540, "\u0120Lug": 31541, "CHAT": 31542, "\u0120vigorous": 31543, "\u0120Perse": 31544, "\u0120intolerance": 31545, "\u0120Snapchat": 31546, "\u0120Sharks": 31547, "\u0120dummy": 31548, "\u0120Diagn": 31549, "\u0120Guitar": 31550, "imeters": 31551, "403": 31552, "REG": 31553, "Ax": 31554, "\u0120separates": 31555, "\u0120Mahm": 31556, "\u0120tv": 31557, "jah": 31558, "OOL": 31559, "Circ": 31560, "\u0120Windsor": 31561, "ussian": 31562, "\u0120intuition": 31563, "\u0120disdain": 31564, "\u0120Donovan": 31565, "\u0120221": 31566, "Emb": 31567, "\u0120condemning": 31568, "\u0120generosity": 31569, "zzy": 31570, "\u0120panties": 31571, "\u0120Prevent": 31572, "ActionCode": 31573, "ANA": 31574, "342": 31575, "externalActionCode": 31576, "\u0120specifying": 31577, "\u0120crystall": 31578, "Jere": 31579, "\u0120rupt": 31580, "\u0120Apprentice": 31581, "\u0120profiling": 31582, "\u00d0\u00ba": 31583, "Strike": 31584, "\u0120sideline": 31585, "\u0120obligated": 31586, "\u0120occult": 31587, "\u0120bureaucratic": 31588, "antically": 31589, "rupted": 31590, "negative": 31591, "\u0120Ethiopia": 31592, "\u0120Civic": 31593, "\u0120insiders": 31594, "eligible": 31595, "\u0120TVs": 31596, "\u0120BAR": 31597, "\u0120TI": 31598, "iologist": 31599, "\u0120AIR": 31600, "\u0120substituted": 31601, "Arab": 31602, "\u0120Saul": 31603, "\u0120Yog": 31604, "prem": 31605, "\u0120builders": 31606, "\u0120stationary": 31607, "\u0120doubtful": 31608, "\u0120vigorously": 31609, "\u0120thrilling": 31610, "Physical": 31611, "\u0120Carey": 31612, "\u0120Hydra": 31613, "geoning": 31614, "\u0120Sly": 31615, "yton": 31616, "\u0120borrowers": 31617, "\u0120Parkinson": 31618, "\u0120\u00eb": 31619, "\u0120Jamaica": 31620, "\u0120satir": 31621, "\u0120insurgents": 31622, "\u0120Firm": 31623, "\u0120isot": 31624, "\u0120Karn": 31625, "ourning": 31626, "akens": 31627, "docs": 31628, "little": 31629, "\u0120Monaco": 31630, "CLASS": 31631, "Turkey": 31632, "Ly": 31633, "\u0120Conan": 31634, "assic": 31635, "\u0120starred": 31636, "\u0120Pacers": 31637, "eties": 31638, "\u0120tipping": 31639, "Moon": 31640, "\u0120Rw": 31641, "same": 31642, "\u0120cavity": 31643, "\u0120goof": 31644, "\u0120Zo": 31645, "Shock": 31646, "ummer": 31647, "\u0120emphasizes": 31648, "\u0120regrett": 31649, "\u0120novelty": 31650, "\u0120envy": 31651, "\u0120Passive": 31652, "rw": 31653, "505": 31654, "\u0120indifferent": 31655, "\u0120Rica": 31656, "\u0120Himself": 31657, "\u0120Freddie": 31658, "\u0120adip": 31659, "\u00e4\u00b8\u0122": 31660, "\u0120breakout": 31661, "\u0120hurried": 31662, "\u0120Huang": 31663, "\u0120Disk": 31664, "\u0120roaming": 31665, "?????-?????-": 31666, "UV": 31667, "\u0120Ricky": 31668, "\u0120Sigma": 31669, "\u0120marginalized": 31670, "\u0120edits": 31671, "\u0120304": 31672, "memory": 31673, "\u0120specimen": 31674, "293": 31675, "\u00e3\u0123\u00af": 31676, "\u0120vertically": 31677, "\u0120audition": 31678, "\u0120Heck": 31679, "\u0120caster": 31680, "\u0120Holdings": 31681, "adal": 31682, "\u0120Cron": 31683, "\u0120Liam": 31684, "\u0120deflect": 31685, "Pick": 31686, "\u0120Debug": 31687, "REF": 31688, "\u0120versatility": 31689, "othes": 31690, "classified": 31691, "\u0120Mahar": 31692, "\u0120Hort": 31693, "Counter": 31694, "stasy": 31695, "noticed": 31696, "331": 31697, "\u0120Shim": 31698, "fuck": 31699, "\u0120Bie": 31700, "\u0120airing": 31701, "\u0120Protein": 31702, "\u0120Holding": 31703, "\u0120spectators": 31704, "iliated": 31705, "\u0120Thatcher": 31706, "nosis": 31707, "\u00e3\u0125\u00bc\u00e3\u0125\u00b3": 31708, "Tele": 31709, "Boston": 31710, "\u0120Templ": 31711, "stay": 31712, "\u0120declarations": 31713, "479": 31714, "Volume": 31715, "\u0120Designer": 31716, "\u0120Overwatch": 31717, "idae": 31718, "\u0120onwards": 31719, "\u0120nets": 31720, "\u0120Manila": 31721, "particularly": 31722, "\u0120politic": 31723, "oother": 31724, "\u0120portraits": 31725, "\u0120pavement": 31726, "cffff": 31727, "\u0120saints": 31728, "\u0120beginners": 31729, "ESPN": 31730, "\u0120shortcomings": 31731, "\u00e2\u0137\u0132\u00e2\u0137\u0132": 31732, "\u0120comet": 31733, "\u0120Organic": 31734, "quel": 31735, "\u0120hospitalized": 31736, "Break": 31737, "\u0120peel": 31738, "dylib": 31739, "aspx": 31740, "urances": 31741, "\u0120TIM": 31742, "Pg": 31743, "\u0120readable": 31744, "\u0120Malik": 31745, "\u0120muzzle": 31746, "\u0120benchmarks": 31747, "dal": 31748, "\u0120Vacc": 31749, "\u0120Hicks": 31750, "609": 31751, "\u0120Biblical": 31752, "heng": 31753, "\u0120overload": 31754, "\u0120Civilization": 31755, "\u0120immoral": 31756, "\u0120fries": 31757, "\u00e3\u0124\u0134": 31758, "\u0120reproduced": 31759, "\u0120formulation": 31760, "jug": 31761, "irez": 31762, "gear": 31763, "\u0120coached": 31764, "MpServer": 31765, "\u0120SJ": 31766, "\u0120Kw": 31767, "Init": 31768, "deal": 31769, "\u0120Oro": 31770, "\u0120Loki": 31771, "\u0120Songs": 31772, "\u0120232": 31773, "\u0120Louise": 31774, "asionally": 31775, "\u0120uncond": 31776, "ollywood": 31777, "\u0120progressives": 31778, "\u0120Enough": 31779, "\u0120Doe": 31780, "\u0120wreckage": 31781, "\u0120brushed": 31782, "\u0120BaseType": 31783, "\u0120zoning": 31784, "ishable": 31785, "hetically": 31786, "\u0120Caucus": 31787, "\u0120Hue": 31788, "\u0120karma": 31789, "\u0120Sporting": 31790, "\u0120trader": 31791, "\u0120seeming": 31792, "\u0120Capture": 31793, "430": 31794, "bish": 31795, "\u0120tunes": 31796, "\u0120indoors": 31797, "\u0120Sphere": 31798, "\u0120Dancing": 31799, "TERN": 31800, "\u0120nob": 31801, "\u0120GST": 31802, "maps": 31803, "\u0120peppers": 31804, "Fit": 31805, "\u0120oversees": 31806, "\u0120Rabbi": 31807, "\u0120Ruler": 31808, "vertising": 31809, "office": 31810, "xxx": 31811, "\u0120raft": 31812, "Changed": 31813, "\u0120textbooks": 31814, "Links": 31815, "\u0120Omn": 31816, "\u00e3\u0122\u0133": 31817, "\u0120inconvenience": 31818, "\u0120Donetsk": 31819, "=~": 31820, "\u0120implicitly": 31821, "\u0120boosts": 31822, "\u0120Bones": 31823, "\u0120Boom": 31824, "Courtesy": 31825, "\u0120sensational": 31826, "ANY": 31827, "\u0120greedy": 31828, "eden": 31829, "\u0120inexper": 31830, "\u0120Ler": 31831, "\u0120Vale": 31832, "\u0120tighten": 31833, "\u0120EAR": 31834, "\u0120Num": 31835, "\u0120ancestor": 31836, "Sent": 31837, "\u0120Horde": 31838, "urgical": 31839, "allah": 31840, "\u0120sap": 31841, "amba": 31842, "\u0120Spread": 31843, "twitch": 31844, "\u0120grandson": 31845, "\u0120fracture": 31846, "\u0120moderator": 31847, "\u0120Seventh": 31848, "\u0120Reverse": 31849, "\u0120estimation": 31850, "Choose": 31851, "\u0120parach": 31852, "\u0120barric": 31853, "\u00e3\u0122\u0132": 31854, "\u0120compass": 31855, "\u0120allergic": 31856, "\u00e2\u0122\u0137": 31857, "OTHER": 31858, "errilla": 31859, "\u0120wagon": 31860, "\u0120zinc": 31861, "\u0120rubbed": 31862, "\u0120Fuller": 31863, "\u0120Luxembourg": 31864, "\u0120Hoover": 31865, "\u0120liar": 31866, "\u0120Evening": 31867, "\u0120Cobb": 31868, "esteem": 31869, "\u0120selector": 31870, "\u0120Brawl": 31871, "isance": 31872, "\u0120Ek": 31873, "\u0120troop": 31874, "\u0120guts": 31875, "\u0120Appeal": 31876, "\u0120Tibetan": 31877, "\u0120routines": 31878, "\u0120Ment": 31879, "\u0120summarized": 31880, "steamapps": 31881, "\u0120tranqu": 31882, "\u01201929": 31883, "oran": 31884, "\u0120Authent": 31885, "\u0120gmaxwell": 31886, "\u0120apprehens": 31887, "\u0120poems": 31888, "\u0120sausage": 31889, "\u0120Webster": 31890, "urus": 31891, "\u0120themed": 31892, "\u0120lounge": 31893, "\u0120charger": 31894, "Spoiler": 31895, "\u0120spilled": 31896, "hog": 31897, "\u0120Sunder": 31898, "\u0120Ain": 31899, "\u0120Angry": 31900, "\u0120disqual": 31901, "\u0120Frequency": 31902, "\u0120Ethernet": 31903, "\u0120helper": 31904, "Percent": 31905, "\u0120horrifying": 31906, "\u0120ail": 31907, "\u0120Allan": 31908, "EEE": 31909, "\u0120Crossing": 31910, "449": 31911, "\u0120holog": 31912, "\u0120Puzzles": 31913, "\u0120Goes": 31914, "erenn": 31915, "604": 31916, "\u00e3\u0123\u0131": 31917, "\u0120Rafael": 31918, "\u0120atten": 31919, "\u0120Emanuel": 31920, "\u0120upro": 31921, "\u0120Susp": 31922, "Psych": 31923, "\u0120Trainer": 31924, "\u0120NES": 31925, "\u0120Hunts": 31926, "becue": 31927, "\u0120counselor": 31928, "Rule": 31929, "\u0120toxins": 31930, "\u0120banners": 31931, "rifice": 31932, "\u0120greeting": 31933, "\u0120frenzy": 31934, "\u0120allocate": 31935, "\u0120*)": 31936, "expr": 31937, "503": 31938, "\u0120Chick": 31939, "\u0120Torn": 31940, "\u0120consolidation": 31941, "\u0120Fletcher": 31942, "switch": 31943, "frac": 31944, "clips": 31945, "\u0120McKin": 31946, "\u0120Lunar": 31947, "Month": 31948, "ITCH": 31949, "\u0120scholarly": 31950, "raped": 31951, "398": 31952, "\u01201910": 31953, "\u0120egreg": 31954, "\u0120insecure": 31955, "\u0120victorious": 31956, "cffffcc": 31957, "\u0120singled": 31958, "\u0120elves": 31959, "\u0120Wond": 31960, "burst": 31961, "\u0120camoufl": 31962, "\u0120BLACK": 31963, "\u0120conditioned": 31964, "\u00e7\u012b": 31965, "answered": 31966, "\u0120compulsory": 31967, "ascist": 31968, "\u0120podcasts": 31969, "\u0120Frankfurt": 31970, "bnb": 31971, "\u0120neoliberal": 31972, "\u0120Keyboard": 31973, "\u0120Belle": 31974, "warm": 31975, "\u0120trusts": 31976, "\u0120insured": 31977, "\u0120Bucc": 31978, "usable": 31979, "607": 31980, "\u0120Plains": 31981, "\u01201890": 31982, "\u0120sabotage": 31983, "\u0120lodged": 31984, "felt": 31985, "\u0120ga": 31986, "\u0120Narc": 31987, "\u0120Salem": 31988, "\u0120seventy": 31989, "\u0120Blank": 31990, "pocket": 31991, "\u0120whisper": 31992, "\u0120mating": 31993, "omics": 31994, "\u0120Salman": 31995, "\u0120Kad": 31996, "\u0120angered": 31997, "\u0120collisions": 31998, "\u0120extraordinarily": 31999, "\u0120coercion": 32000, "Ghost": 32001, "birds": 32002, "\u00e8\u0122": 32003, "kok": 32004, "\u0120permissible": 32005, "avorable": 32006, "\u0120pointers": 32007, "\u0120dissip": 32008, "aci": 32009, "\u0120theatrical": 32010, "\u0120Cosmic": 32011, "\u0120forgetting": 32012, "\u0120finalized": 32013, "\u00e5\u00a4\u00a7": 32014, "yout": 32015, "library": 32016, "\u0120booming": 32017, "\u0120Believe": 32018, "\u0120Teacher": 32019, "\u0120Liv": 32020, "\u0120GOODMAN": 32021, "\u0120Dominican": 32022, "ORED": 32023, "\u0120Parties": 32024, "\u0120precipitation": 32025, "\u0120Slot": 32026, "Roy": 32027, "\u0120Combined": 32028, "\u0120integrating": 32029, "\u0120chrome": 32030, "\u0120intestinal": 32031, "\u0120Rebell": 32032, "\u0120matchups": 32033, "\u0120blockbuster": 32034, "\u0120Loren": 32035, "\u0120Levy": 32036, "\u0120preaching": 32037, "\u0120Sending": 32038, "\u0120Purpose": 32039, "rax": 32040, "fif": 32041, "\u0120authoritative": 32042, "\u0120PET": 32043, "astical": 32044, "\u0120dishon": 32045, "\u0120chatting": 32046, "\u0120\"$:/": 32047, "Connection": 32048, "\u0120recreate": 32049, "\u0120delinqu": 32050, "\u0120broth": 32051, "\u0120Dirty": 32052, "\u0120Admin": 32053, "zman": 32054, "\u0120scholarships": 32055, "\u0120253": 32056, "contact": 32057, "alsa": 32058, "767": 32059, "creen": 32060, "abbage": 32061, "\u01201915": 32062, "\u0120blended": 32063, "\u0120alarmed": 32064, "Language": 32065, "356": 32066, "\u0120blends": 32067, "\u0120Changed": 32068, "Wolf": 32069, "\u0120hepat": 32070, "Creating": 32071, "\u0120persecut": 32072, "\u0120sweetness": 32073, "arte": 32074, "\u0120forfeiture": 32075, "\u0120Roberto": 32076, "impro": 32077, "NFL": 32078, "\u0120Magnet": 32079, "Detailed": 32080, "\u0120insignificant": 32081, "\u0120POLIT": 32082, "\u0120BBQ": 32083, "\u0120CPS": 32084, "\u0120seaw": 32085, "aminer": 32086, "mL": 32087, "endif": 32088, "finals": 32089, "\u0120265": 32090, "uish": 32091, "\u0120})": 32092, "\u0120Problems": 32093, "\u0120emblem": 32094, "\u0120seriousness": 32095, "\u0120parsing": 32096, "\u0120substitution": 32097, "\u0120pressured": 32098, "\u0120recycled": 32099, "aleb": 32100, "Ruby": 32101, "\u0120proficiency": 32102, "Driver": 32103, "\u0120Wester": 32104, ":'": 32105, "AFTA": 32106, "\u0120mantle": 32107, "\u0120Clayton": 32108, "flag": 32109, "\u0120practitioner": 32110, "covered": 32111, "\u0120Struct": 32112, "addafi": 32113, "425": 32114, "\u0120Township": 32115, "\u0120Hydro": 32116, "Louis": 32117, "343": 32118, "\u0120condo": 32119, "\u0120Tao": 32120, "\u0120utilization": 32121, "\u0120nausea": 32122, "\u0120Dems": 32123, "ridges": 32124, "pause": 32125, "\u0120formulas": 32126, "\u0120challenger": 32127, "376": 32128, "\u0120defective": 32129, "\u0120Railway": 32130, "\u0120PubMed": 32131, "\u0120yogurt": 32132, "lbs": 32133, "\u0120Norfolk": 32134, "OPE": 32135, "\u0120Moody": 32136, "\u0120distributor": 32137, "\u0120scrolls": 32138, "\u0120extracts": 32139, "Stan": 32140, "\u0120viability": 32141, "\u0120exposes": 32142, "\u0120starvation": 32143, "\u0120Steps": 32144, "\u0120Dodd": 32145, "few": 32146, "STD": 32147, "332": 32148, "\u0120closures": 32149, "\u0120complementary": 32150, "\u0120Sasha": 32151, "umpy": 32152, "\u0120monet": 32153, "\u0120articulate": 32154, "\u0120Doct": 32155, "killer": 32156, "\u0120scrim": 32157, "\u0120264": 32158, "\u0120prostitutes": 32159, "\u0120severed": 32160, "\u0120attachments": 32161, "\u0120cooled": 32162, "Lev": 32163, "\u0120Falk": 32164, "fail": 32165, "\u0120policeman": 32166, "\u0120Dag": 32167, "\u0120prayed": 32168, "\u0120Kernel": 32169, "\u0120clut": 32170, "\u0120cath": 32171, "\u0120anomaly": 32172, "Storm": 32173, "emaker": 32174, "\u0120Breakfast": 32175, "uli": 32176, "oire": 32177, "JJ": 32178, "hz": 32179, "Operation": 32180, "\u0120Sick": 32181, "354": 32182, "\u0120Guatemala": 32183, "Rate": 32184, "\u0120exposures": 32185, "faces": 32186, "\u0120Archae": 32187, "raf": 32188, "\u0120Mia": 32189, "\u01202025": 32190, "\u0120opaque": 32191, "\u0120disguised": 32192, "\u0120Headquarters": 32193, "Sah": 32194, "\u0120pots": 32195, "978": 32196, "\u0120Malf": 32197, "\u0120frowned": 32198, "\u0120poisonous": 32199, "\u0120Convers": 32200, "eeks": 32201, "\u0120crab": 32202, ".\"\"": 32203, "\u0120treason": 32204, "\u0120ranc": 32205, "\u0120escalating": 32206, "\u0120warr": 32207, "\u0120mobs": 32208, "\u0120lamps": 32209, "\u0120Sunshine": 32210, "\u0120Brunswick": 32211, "Phones": 32212, "\u0120spelled": 32213, "\u0120Skip": 32214, "\u01202050": 32215, "\u01201911": 32216, "\u0120Pluto": 32217, "\u0120Amend": 32218, "\u0120meats": 32219, "387": 32220, "\u0120stomp": 32221, "\u0120Zhou": 32222, "\u0120Leviathan": 32223, "\u0120Hazard": 32224, "adv": 32225, "\u0120Orwell": 32226, "\u0120aloud": 32227, "\u0120bumper": 32228, "\u0120Anarch": 32229, "ubuntu": 32230, "\u0120Serious": 32231, "fitting": 32232, "\u0120Optional": 32233, "\u0120Cecil": 32234, "REAM": 32235, "\u0120serotonin": 32236, "\u0120cultivate": 32237, "agogue": 32238, "}\\": 32239, "\u0120mosques": 32240, "\u0120Sunny": 32241, "\u0120reactive": 32242, "revolution": 32243, "\u0120Lup": 32244, "\u0120Fedora": 32245, "\u0120defenseman": 32246, "\u0120VID": 32247, "istine": 32248, "\u0120drowning": 32249, "\u0120Broadcasting": 32250, "\u0120thriller": 32251, "\u0120Scy": 32252, "\u0120accelerating": 32253, "\u0120directs": 32254, "odied": 32255, "bike": 32256, "duration": 32257, "\u0120painfully": 32258, "Redd": 32259, "\u0120productions": 32260, "\u0120gag": 32261, "\u0120whist": 32262, "\u0120sock": 32263, "\u0120infinitely": 32264, "\u0120Concern": 32265, "\u0120Citadel": 32266, "\u0120lieu": 32267, "\u0120candles": 32268, "ogeneous": 32269, "arger": 32270, "\u0120heavenly": 32271, "inflammatory": 32272, "Performance": 32273, "Cs": 32274, "ructose": 32275, "azaki": 32276, "\u0120pessim": 32277, "\u0120inference": 32278, "\u0120powd": 32279, "\u0120Zoe": 32280, "\u0120paints": 32281, "\u0120dazz": 32282, "pta": 32283, "-----------": 32284, "\u0120inspir": 32285, "\u0120Experimental": 32286, "\u0120Knife": 32287, "regor": 32288, "bors": 32289, "\u0120showers": 32290, "romeda": 32291, "\u0120saint": 32292, "\u0120benign": 32293, "\u0120Jiang": 32294, "\u0120envisioned": 32295, "\u0120shroud": 32296, "IFT": 32297, "HO": 32298, "\u0120shuff": 32299, "\u0120ICC": 32300, "\u0120segreg": 32301, "\u0120revisit": 32302, "ighthouse": 32303, "Li": 32304, "\u0120substrate": 32305, "\u0120Seas": 32306, "\u0120Reward": 32307, "\u0120Hep": 32308, "\u0120Brass": 32309, "sbm": 32310, "\u0120eliminates": 32311, "\u0120stamina": 32312, "\u0120VAT": 32313, "\u0120Loan": 32314, "\u0120constraint": 32315, "\u0120appropriated": 32316, "\u0120pes": 32317, "\u0120ALE": 32318, "ranging": 32319, "\u0120404": 32320, "392": 32321, "\u0120intellectuals": 32322, "achu": 32323, "\u0120restructuring": 32324, "\u0120Levin": 32325, "\u0120runes": 32326, "\u0120delightful": 32327, "\u0120carbohydrates": 32328, "\u0120Models": 32329, "\u0120Expo": 32330, "\u0120transporting": 32331, "alloc": 32332, "\u0120ringing": 32333, "Samsung": 32334, "\u0120scarcely": 32335, "\u0120URLs": 32336, "\u0120MAS": 32337, "\u0120prototypes": 32338, "\u0120narrator": 32339, "\u0120CPUs": 32340, "cdn": 32341, "\u0120Barton": 32342, "\u0120decidedly": 32343, "\u0120Shu": 32344, "ixir": 32345, "ocious": 32346, "\u0120Myst": 32347, "Nintendo": 32348, "\u0120reuse": 32349, "\u0120forgiven": 32350, "Few": 32351, "inical": 32352, "nat": 32353, "\u0120seamless": 32354, "\u0120Eva": 32355, "\u0120EVE": 32356, "\u0120JO": 32357, "landers": 32358, "\u0120softer": 32359, "negie": 32360, "\u0120transient": 32361, "\u0120orbital": 32362, "\u0120fulfil": 32363, "\u0120Kom": 32364, "Hopefully": 32365, "\u0120dynamically": 32366, "\u0120Hunger": 32367, "\u00e5\u013d": 32368, "\u0120Armenia": 32369, "elman": 32370, "berto": 32371, "\u0120pige": 32372, "\u0120IDs": 32373, "limit": 32374, "\u0120veins": 32375, "\u0120soaring": 32376, "packs": 32377, "Golden": 32378, "\u0120Crab": 32379, "istor": 32380, "\u0120RPM": 32381, "\u0120$$": 32382, "gression": 32383, "\u0120jihadist": 32384, "\u0120gamble": 32385, "\u0120careg": 32386, "\u0120inflated": 32387, "Face": 32388, "\u0120Firearms": 32389, "\u0120Emmanuel": 32390, "\u00e2\u013f": 32391, "\u0120shocks": 32392, "grab": 32393, "\u0120splend": 32394, "\u0120HPV": 32395, "abortion": 32396, "Above": 32397, "Entity": 32398, "players": 32399, "\u0120commenced": 32400, "ulence": 32401, "\u0120fulfillment": 32402, "\u0120embodiments": 32403, "\u0120Welfare": 32404, "\u0120hail": 32405, "\u0120<@": 32406, "tten": 32407, "\u0120catcher": 32408, "\u0120Jazeera": 32409, "\u0120volcano": 32410, "\u0120stabilize": 32411, "\u0120Handler": 32412, "\u0120intensified": 32413, "\u0120Abrams": 32414, "\u0120humiliation": 32415, "paced": 32416, "605": 32417, "\u0120CentOS": 32418, "Specific": 32419, "\u0120heed": 32420, "\u0120CAM": 32421, "\u0120Galile": 32422, "Die": 32423, "\u0120abolished": 32424, "\u0120Thomson": 32425, "\u0120Teachers": 32426, "\u0120Wass": 32427, "jong": 32428, "\u0120ISBN": 32429, "\u0120Allies": 32430, "shake": 32431, "\u00e5\u00b7": 32432, "vict": 32433, "Howard": 32434, "\u0120deem": 32435, "\u0120exceedingly": 32436, "\u0120Smartstocks": 32437, "ibe": 32438, "\u0120doorway": 32439, "\u0120competed": 32440, "igmat": 32441, "\u0120nationalists": 32442, "\u0120groom": 32443, "\u0120Keen": 32444, "\u0120disposable": 32445, "decl": 32446, "\u0120Tolkien": 32447, "\u0120Scheme": 32448, "\u0120biod": 32449, "\u0120avid": 32450, "\u0120Elon": 32451, "agar": 32452, "\u0120TSA": 32453, "Roman": 32454, "\u0120artificially": 32455, "\u0120advisors": 32456, "XL": 32457, "\u0120Inferno": 32458, "366": 32459, "\u0120tedious": 32460, "\u0120Photography": 32461, "\u0120Carrie": 32462, "\u0120trope": 32463, "\u0120Sandra": 32464, "\u0120decimal": 32465, "Queen": 32466, "\u0120Gundam": 32467, "\u0120OM": 32468, "otech": 32469, "NBA": 32470, "\u01201932": 32471, "\u0120entrenched": 32472, "\u0120Marion": 32473, "\u0120fraternity": 32474, "Labour": 32475, "Henry": 32476, "\u0120latitude": 32477, "Either": 32478, "\u0120enhances": 32479, "\u0120Potential": 32480, "\u0120shines": 32481, "idad": 32482, "\u0120breadth": 32483, "\u0120capacities": 32484, "\u0120\u00f0\u0141\u013b\u0124": 32485, "\u0120Bronx": 32486, "\u0120sexes": 32487, "\u0120differentiation": 32488, "\u0120heavyweight": 32489, "\u0120Taj": 32490, "dra": 32491, "\u0120migrate": 32492, "\u0120exhaustion": 32493, "\u0120RUN": 32494, "elsius": 32495, "\u0120Cuomo": 32496, "\u0120guitars": 32497, "\u0120clones": 32498, "\u0120Somew": 32499, "\u0120Pry": 32500, "-------------": 32501, "\u0120warranted": 32502, "cycles": 32503, "\u0120salvage": 32504, "\u0120disks": 32505, "RANT": 32506, "\u0120NGOs": 32507, "\u0120Martian": 32508, "\":[{\"": 32509, "\u0120addicts": 32510, "ojure": 32511, "illet": 32512, "\u0120amazingly": 32513, "artments": 32514, "pixel": 32515, "\u0120GPUs": 32516, "Layout": 32517, "\u00e8\u00a3": 32518, "\u0120Tamil": 32519, "\u0120Basil": 32520, "\u0120impartial": 32521, "\u0120Structure": 32522, "fork": 32523, "bryce": 32524, "\u0120ridge": 32525, "\u0120Hamburg": 32526, "rious": 32527, "\u0120blitz": 32528, "cigarettes": 32529, "\u0120canned": 32530, "402": 32531, "\u0120ironically": 32532, "\u0120compassionate": 32533, "\u0120Hawkins": 32534, ".#": 32535, "\u0120Cathedral": 32536, "\u0120rallied": 32537, "internal": 32538, "\u0120quota": 32539, "stakes": 32540, "TEXT": 32541, "mom": 32542, "\u0120completes": 32543, "\u0120238": 32544, "\u0120shrug": 32545, "\u00e3\u0125\u0133": 32546, "\u0120Ninth": 32547, "\u0120revise": 32548, "\u0120Provider": 32549, "\u0120treacher": 32550, "\u0120quasi": 32551, "\u0120PRES": 32552, "\u0120deposition": 32553, "\u0120confidentiality": 32554, "issors": 32555, "\u0120imbalance": 32556, "\u0120spanning": 32557, "\u0120angular": 32558, "\u0120Cul": 32559, "communication": 32560, "\u0120Nora": 32561, "\u0120Genius": 32562, "opter": 32563, "\u0120sacked": 32564, "Spot": 32565, "\u0120finely": 32566, "\u0120CHR": 32567, "282": 32568, "waves": 32569, "Palest": 32570, "\u0120Rohing": 32571, "NL": 32572, "\u00e8\u00bf": 32573, "\u0120shitty": 32574, "\u0120Scalia": 32575, "475": 32576, "Progress": 32577, "\u0120referencing": 32578, "\u0120classrooms": 32579, "abee": 32580, "\u0120sod": 32581, "hesion": 32582, "708": 32583, "\u0120Zuckerberg": 32584, "\u0120Finish": 32585, "\u0120Scotia": 32586, "\u0120Savior": 32587, "\u0120Installation": 32588, "antha": 32589, "(-": 32590, "\u0120302": 32591, "\u0120Punk": 32592, "\u0120crater": 32593, "youtu": 32594, "\u0120roast": 32595, "\u0120influencing": 32596, "\u0120dup": 32597, "\u0120JR": 32598, "\u0120Grav": 32599, "\u0120stature": 32600, "\u0120bathrooms": 32601, "Aside": 32602, "Wiki": 32603, "mean": 32604, "\u0120Zak": 32605, "\u0120Ones": 32606, "\u0120Nath": 32607, "\u0120hypert": 32608, "\u0120commencement": 32609, "Civil": 32610, "\u0120moderately": 32611, "\u0120distributors": 32612, "\u0120breastfeeding": 32613, "\u0120980": 32614, "\u0120Sik": 32615, "\u0120Cig": 32616, "\u0120AMER": 32617, "RIP": 32618, "\u0120Career": 32619, "usting": 32620, "\u0120messed": 32621, 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32669, "\u0120Kaiser": 32670, "\u0120Fuj": 32671, "illin": 32672, "\u0120safeguards": 32673, "\u0120oste": 32674, "\u0120Opportunity": 32675, "\u0120Mafia": 32676, "\u0120Calling": 32677, "apa": 32678, "urban": 32679, "brush": 32680, "illard": 32681, "c\u00c3\u00a9": 32682, "intelligence": 32683, "\u0120Lob": 32684, "\u0120Druid": 32685, "\u0120smoother": 32686, "\u0120footing": 32687, "\u0120motorists": 32688, "arcity": 32689, "\u0120masculinity": 32690, "\u0120mism": 32691, "\u0120abdominal": 32692, "\u0120Tavern": 32693, "\u0120Roh": 32694, "\u0120escapes": 32695, "signed": 32696, "Anthony": 32697, "\u0120sacrificing": 32698, "\u0120intimacy": 32699, "\u0120anterior": 32700, "\u0120Kod": 32701, "\u0120motif": 32702, "\u0120graz": 32703, "\u0120visualization": 32704, "\u0120guitarist": 32705, "\u0120Trotsky": 32706, "magic": 32707, "Dar": 32708, "\u0120Mori": 32709, "\u0120wards": 32710, "\u0120toilets": 32711, "lest": 32712, "\u0120teleport": 32713, "\u0120Sundays": 32714, "\u0120Plat": 32715, "ETS": 32716, "\u0120eSports": 32717, "Patrick": 32718, "\u0120Katherine": 32719, "enko": 32720, "\u0120hassle": 32721, "\u0120Mick": 32722, "ggles": 32723, "\u0120hob": 32724, "aintain": 32725, "\u0120airborne": 32726, "\u0120spans": 32727, "\u0120chili": 32728, "\u0120aperture": 32729, "\u0120volunteered": 32730, "\u0120Incident": 32731, "\u0120Fres": 32732, "\u0120Veteran": 32733, "aughtered": 32734, "ingo": 32735, "\u0120uninsured": 32736, "CLOSE": 32737, "\u0120fuse": 32738, "\u0120erotic": 32739, "\u0120advertise": 32740, "raising": 32741, "Texture": 32742, "\u0120attends": 32743, "\u0120REAL": 32744, "uddled": 32745, "\u0120smoot": 32746, "\u0120305": 32747, "\u0120Willis": 32748, "\u0120blond": 32749, "Analysis": 32750, "\u0120VT": 32751, "onica": 32752, "\u0120stronghold": 32753, "RF": 32754, "NM": 32755, ".>>": 32756, "\u0120prosperous": 32757, "\u0120boasted": 32758, "292": 32759, "\u0120Manufacturing": 32760, "PRESS": 32761, "gren": 32762, 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32807, "\u0120airplanes": 32808, "\u0120Noct": 32809, "ahi": 32810, "\u01201916": 32811, "kb": 32812, "armac": 32813, "\u0120shun": 32814, "\u0120schema": 32815, "\u0120horrified": 32816, "\u0120239": 32817, "aunders": 32818, "NB": 32819, "iates": 32820, "erity": 32821, "\u0120Shard": 32822, "\u0120rarity": 32823, "\u0120grouped": 32824, "\u0120Ghana": 32825, "against": 32826, "\u0120Biological": 32827, "\u0120Aware": 32828, "owell": 32829, "\u00cf\u0126": 32830, "\u0120Beau": 32831, "shaw": 32832, "Hack": 32833, "\u0120Julius": 32834, "USS": 32835, "olson": 32836, "auna": 32837, "cru": 32838, "\u0120Maurice": 32839, "\u0120Ik": 32840, "\u0120sequencing": 32841, "\u0120radicals": 32842, "\u0120(?,": 32843, "virtual": 32844, "\u0120anyways": 32845, "\u0120reperc": 32846, "\u0120handlers": 32847, "\u0120hesitant": 32848, "\u00e9\u0125": 32849, "\u0120MF": 32850, "plementation": 32851, "associated": 32852, "\u0120campaigned": 32853, "\u0120Yue": 32854, "utations": 32855, "\u0120Yoga": 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"\u0120Qualcomm": 32903, "\u0120miracles": 32904, "\u0120memes": 32905, "\u0120Drink": 32906, "\u0120Orioles": 32907, "\u0120hairs": 32908, "\u0120Polar": 32909, "athom": 32910, "\u0120slippery": 32911, "\u0120Remy": 32912, "\u0120caramel": 32913, "\u0120YEAR": 32914, "\u0120alk": 32915, "Ign": 32916, "aution": 32917, "\u0120Merlin": 32918, "\u0120Cran": 32919, "\u0120apologies": 32920, "\u0120410": 32921, "\u0120outing": 32922, "\u0120Memories": 32923, "appointed": 32924, "\u0120countered": 32925, "uld": 32926, "posing": 32927, "\u0120firewall": 32928, "\u0120Wast": 32929, "\u0120Wet": 32930, "worked": 32931, "seller": 32932, "\u0120repealed": 32933, "ereo": 32934, "assuming": 32935, "BLIC": 32936, "mite": 32937, "\u0120CEOs": 32938, "\u0120Chapel": 32939, "elligent": 32940, "________________________": 32941, "Dog": 32942, "\u0120wart": 32943, "\u0120subscriber": 32944, "sports": 32945, "\u0120begged": 32946, "\u0120MV": 32947, "\u0120semif": 32948, "ethical": 32949, "\u0120preach": 32950, "\u0120revital": 32951, "\u0120punitive": 32952, "\u0120shortcuts": 32953, "\u0120instituted": 32954, "\u0120Warsaw": 32955, "\u0120abdomen": 32956, "\u0120KING": 32957, "\u0120superintendent": 32958, "\u0120fry": 32959, "\u0120Geo": 32960, "TOR": 32961, "\u0120contradictions": 32962, "aptic": 32963, "\u0120landscapes": 32964, "bugs": 32965, "\u0120clust": 32966, "\u0120volley": 32967, "cribed": 32968, "\u0120tandem": 32969, "\u0120robes": 32970, "WHAT": 32971, "\u0120promoter": 32972, "\u0120eloqu": 32973, "reviewed": 32974, "\u0120DK": 32975, "\u0120Plato": 32976, "\u0120fps": 32977, "Tank": 32978, "\u0120Derrick": 32979, "\u0120prioritize": 32980, "asper": 32981, "\u0120Honduras": 32982, "\u0120Completed": 32983, "nec": 32984, "\u0120mog": 32985, "nir": 32986, "\u0120Mayo": 32987, "DEF": 32988, "stall": 32989, "inness": 32990, "\u0120Volkswagen": 32991, "\u0120precaution": 32992, "\u0120Mell": 32993, "iak": 32994, "istries": 32995, "\u0120248": 32996, "\u0120overlapping": 32997, "Senate": 32998, "\u0120Enhance": 32999, "resy": 33000, "racial": 33001, "ORTS": 33002, "\u0120Mormons": 33003, "Strong": 33004, "\u0120Coch": 33005, "Mexico": 33006, "\u0120Maduro": 33007, "\u0120jars": 33008, "\u0120cane": 33009, "Wik": 33010, "olla": 33011, "ifference": 33012, "\u0120physicist": 33013, "\u0120Maggie": 33014, "\u0120285": 33015, "\u0120depiction": 33016, "\u0120McLaren": 33017, "Ju": 33018, "\u0120slows": 33019, "\u0120commissioners": 33020, "\u0120Willow": 33021, "\u0120Explos": 33022, "hovah": 33023, "\u0120technician": 33024, "\u0120homicides": 33025, "\u0120Flav": 33026, "\u0120Truman": 33027, "\u012010000": 33028, "uctor": 33029, "\u0120shader": 33030, "Newsletter": 33031, "457": 33032, "\u0120rever": 33033, "\u0120hardened": 33034, "\u0120whereabouts": 33035, "\u0120redevelop": 33036, "\u0120carbs": 33037, "\u0120travers": 33038, "\u0120squirrel": 33039, "\u0120follower": 33040, "\u0120sings": 33041, "508": 33042, "\u0120rabbits": 33043, "emonium": 33044, "\u0120documenting": 33045, "\u0120misunderstood": 33046, ")'": 33047, "Rick": 33048, "ggies": 33049, "\u0120premie": 33050, "\u0120skating": 33051, "\u0120passports": 33052, "\u0120fists": 33053, "ageddon": 33054, "Haw": 33055, "ACP": 33056, "080": 33057, "\u0120Thoughts": 33058, "\u0120Carlson": 33059, "\u0120priesthood": 33060, "hua": 33061, "\u0120dungeons": 33062, "\u0120Loans": 33063, "\u0120antis": 33064, "\u0120familiarity": 33065, "\u0120Sabb": 33066, "opal": 33067, "\u0120Ink": 33068, "strike": 33069, "\u0120cram": 33070, "\u0120legalized": 33071, "\u0120cuisine": 33072, "\u0120fibre": 33073, "Travel": 33074, "\u0120Monument": 33075, "ODY": 33076, "ethy": 33077, "\u0120interstate": 33078, "\u0120PUR": 33079, "emporary": 33080, "\u0120Arabian": 33081, "developed": 33082, "\u0120saddle": 33083, "\u0120github": 33084, "\u0120Offer": 33085, "\u0120ISP": 33086, "rolet": 33087, "\u0120SUPER": 33088, "\u0120Denis": 33089, "\u0120multiplier": 33090, "\u0120stirred": 33091, "Interestingly": 33092, "\u0120customary": 33093, "\u0120billed": 33094, "hex": 33095, "\u0120multiplied": 33096, "\u0120flipping": 33097, "\u0120Crosby": 33098, "\u0120fundamentals": 33099, "iae": 33100, "\u0120Played": 33101, "\u0120Atom": 33102, "amazon": 33103, "\u0120Flam": 33104, "eez": 33105, "activated": 33106, "\u0120tablespoon": 33107, "\u0120liberalism": 33108, "\u0120Palin": 33109, "\u0120Patel": 33110, "Num": 33111, "\u0120TAM": 33112, "\u0120surn": 33113, "\u0120Reloaded": 33114, "\u0120coined": 33115, "\"],": 33116, "\u0120Clash": 33117, "\u0120Agu": 33118, "\u0120pragmatic": 33119, "\u0120Activate": 33120, "\u0120802": 33121, "\u0120trailers": 33122, "\u0120silhou": 33123, "\u0120probes": 33124, "\u0120circus": 33125, "\u0120Bain": 33126, "\u0120Lindsay": 33127, "\u0120Abbey": 33128, "Delivery": 33129, "\u0120concession": 33130, "\u0120gastro": 33131, "\u0120Sprite": 33132, "\u00c4\u0141": 33133, "andel": 33134, "\u0120gimm": 33135, "\u0120autobi": 33136, "\u0120Turtle": 33137, "\u0120wonderfully": 33138, "\u0120Haram": 33139, "\u0120Worldwide": 33140, "\u0120Handle": 33141, "\u0120theorists": 33142, "\u0120sleek": 33143, "\u0120Zhu": 33144, "ographically": 33145, "EGA": 33146, "\u0120Owners": 33147, "aths": 33148, "\u0120Antarctic": 33149, "natal": 33150, "=\"\"": 33151, "flags": 33152, "````": 33153, "\u0120sul": 33154, "Kh": 33155, "\u0120potassium": 33156, "\u0120lineman": 33157, "\u0120cereal": 33158, "\u0120Seasons": 33159, "\u01202022": 33160, "\u0120mathematic": 33161, "\u0120astronomers": 33162, "professional": 33163, "\u0120fares": 33164, "cknowled": 33165, "\u0120chi": 33166, "\u0120youngsters": 33167, "\u0120mistakenly": 33168, "\u0120hemisphere": 33169, "\u0120Divinity": 33170, "rone": 33171, "\u0120\",": 33172, "rings": 33173, "\u0120attracts": 33174, "vana": 33175, "\u00e5\u00b9": 33176, "CAP": 33177, "\u0120playlist": 33178, "\u0120porch": 33179, "\u00e3\u0123\u00a3": 33180, "\u0120incorporates": 33181, "\u0120soak": 33182, "\u0120asserting": 33183, "\u0120Terrorism": 33184, "\u0120Pablo": 33185, "Ja": 33186, "cester": 33187, "\u0120fearing": 33188, "\u0120Prayer": 33189, "\u0120escalated": 33190, "GW": 33191, "\u0120robe": 33192, "\u0120Brighton": 33193, "acists": 33194, "\u0120Symphony": 33195, "\u0120Dwarf": 33196, "\u0120Parade": 33197, "\u0120Lego": 33198, "\u0120inexpl": 33199, "\u0120lords": 33200, "leaf": 33201, "RAG": 33202, "liber": 33203, "\u0120cigars": 33204, "\u0120Jehovah": 33205, "606": 33206, "WINDOWS": 33207, "\u0120Liberia": 33208, "ebus": 33209, "Heavy": 33210, "\u0120lubric": 33211, "\u0120RW": 33212, "anguages": 33213, "\u0120narrowed": 33214, "computer": 33215, "\u0120Ember": 33216, "\u0120murdering": 33217, "\u0120downstream": 33218, "\u0120Tuls": 33219, "\u0120Tables": 33220, "Topic": 33221, "\u0120Accuracy": 33222, "=/": 33223, "lost": 33224, "\u0120Rei": 33225, "\u0120progresses": 33226, "bear": 33227, "\u0120establishments": 33228, "Justin": 33229, "\u0120Peach": 33230, "\u0120Gomez": 33231, "\u00e5\u00bf": 33232, "\u0120Triangle": 33233, "Ident": 33234, "\u0120Hive": 33235, "Resources": 33236, "\u0120mixes": 33237, "\u0120Assuming": 33238, "Mu": 33239, "\u0120hypoc": 33240, "\u0120sane": 33241, "\u0120Wan": 33242, "idious": 33243, "Success": 33244, "\u0120io": 33245, "Angel": 33246, "\u0120dangerously": 33247, "\u0120Creature": 33248, "WORK": 33249, ":[": 33250, "\u0120Katrina": 33251, "Listener": 33252, "Miller": 33253, "\u0120Idlib": 33254, "hang": 33255, "\u0120circumvent": 33256, "href": 33257, "\u0120celestial": 33258, "\u0120Weeks": 33259, "\u0120Pug": 33260, "\u0120Dalton": 33261, "\u0120subpoena": 33262, "uku": 33263, "\u0120persisted": 33264, "pei": 33265, "olding": 33266, "\u0120Documents": 33267, "\u0120Hast": 33268, "\u0120CENT": 33269, "\u0120primer": 33270, "\u0120synonymous": 33271, "\u0120nib": 33272, "ombs": 33273, "\u0120notation": 33274, "\u0120Dish": 33275, "\u0120Atmosp": 33276, "\u0120forbid": 33277, "\u0120ANG": 33278, "pattern": 33279, "los": 33280, "\u0120projectiles": 33281, "brown": 33282, ".\",": 33283, "\u0120Venom": 33284, "\u0120fiercely": 33285, "ublished": 33286, "\u0120Uran": 33287, "\u0120Nicarag": 33288, "410": 33289, "\u0120CAL": 33290, "OTOS": 33291, "\u0120Miracle": 33292, "\u0120Enchant": 33293, "\u0120guarding": 33294, "append": 33295, "Attach": 33296, "\u0120leveled": 33297, "\u0120condoms": 33298, "ihilation": 33299, "649": 33300, "\u0120nightmares": 33301, "\u0120THEY": 33302, "\u0120START": 33303, "\u0120Kinn": 33304, "\u0120roommate": 33305, "\u0120hygiene": 33306, "opping": 33307, "Job": 33308, "\u0120lvl": 33309, "\u0120VER": 33310, "\u0120Keeping": 33311, "abetic": 33312, "\u0120formatting": 33313, "erala": 33314, "\u0120revisions": 33315, "\u0120resurg": 33316, "Tel": 33317, "\u0120Goodman": 33318, "353": 33319, "pod": 33320, "\u0120indisp": 33321, "\u0120Translation": 33322, "\u0120gown": 33323, "\u0120Mund": 33324, "\u0120cis": 33325, "\u0120bystand": 33326, "collect": 33327, "\u0120Punjab": 33328, "actively": 33329, "\u0120Gamb": 33330, "tell": 33331, "\u0120importing": 33332, "gencies": 33333, "\u0120locom": 33334, "\u0120Brill": 33335, "Holy": 33336, "\u0120Berger": 33337, "\u0120showdown": 33338, "\u0120responders": 33339, "ILY": 33340, "\u0120takedown": 33341, "leted": 33342, "\u0120mattered": 33343, "\u0120predictive": 33344, "\u0120overlay": 33345, "GPU": 33346, "\u0120Vick": 33347, "\u0120conveyed": 33348, "Tab": 33349, "peer": 33350, "Scan": 33351, "\u0120defensively": 33352, "vae": 33353, "\u0120approving": 33354, "\u0120tiers": 33355, "\u0120Via": 33356, "querade": 33357, "\u0120Saudis": 33358, "\u0120demolished": 33359, "\u0120Prophe": 33360, "\u0120mono": 33361, "\u0120hospitality": 33362, "HAM": 33363, "\u0120Ariel": 33364, "MOD": 33365, "\u0120Torah": 33366, "\u0120blah": 33367, "\u0120Belarus": 33368, "erential": 33369, "\u0120Tuc": 33370, "\u0120banker": 33371, "397": 33372, "\u0120mosquit": 33373, "\u0120Scientist": 33374, "\u0120Musical": 33375, "\u0120hust": 33376, "Shift": 33377, "\u0120torment": 33378, "\u0120standoff": 33379, "Educ": 33380, "\u0120Fog": 33381, "\u0120amplifier": 33382, "Shape": 33383, "Instance": 33384, "\u0120Critics": 33385, "\u0120daemon": 33386, "Houston": 33387, "\u0120mattress": 33388, "\u0120IDF": 33389, "\u0120obscene": 33390, "\u0120Amer": 33391, "hetti": 33392, "\u0120compiling": 33393, "352": 33394, "verett": 33395, "\u0120Reduction": 33396, "istration": 33397, "\u0120Blessed": 33398, "\u0120Bachelor": 33399, "316": 33400, "\u0120prank": 33401, "\u0120Vulcan": 33402, "dding": 33403, "\u0120mourning": 33404, "\u0120Quint": 33405, "\u0120Blaster": 33406, "testing": 33407, "\u0120sediment": 33408, ">>>": 33409, "\u0120Eternity": 33410, "\u0120WHERE": 33411, "\u0120Maze": 33412, "\u0120reacting": 33413, "\u0120Alv": 33414, "omsday": 33415, "\u0120CRA": 33416, "\u0120translator": 33417, "\u0120bogus": 33418, "atu": 33419, "Website": 33420, "olls": 33421, "\u0120baptism": 33422, "\u0120sibling": 33423, "\u0120Autumn": 33424, "vez": 33425, "\u00e3\u0123\u00ae\u00e9": 33426, "guards": 33427, "Georg": 33428, "assadors": 33429, "\u0120Freud": 33430, "\u0120continents": 33431, "\u0120Registry": 33432, "Bernie": 33433, "\u0138\u013c\u00e5\u00a3\u00ab": 33434, "\u0120tolerant": 33435, "\u0120UW": 33436, "\u0120horribly": 33437, "995": 33438, "\u0120MIDI": 33439, "\u0120impatient": 33440, "ocado": 33441, "eri": 33442, "\u0120Worst": 33443, "\u0120Norris": 33444, "\u0120Talking": 33445, "\u0120defends": 33446, "ensable": 33447, "\u01202021": 33448, "\u0120anatomy": 33449, "Lew": 33450, "\u0120drawer": 33451, "\u0120Canberra": 33452, "\u0120patriotic": 33453, "\u00e9\u00be\u012f\u00e5\u0138\u013c\u00e5\u00a3\u00ab": 33454, "\u0120Avg": 33455, "ARM": 33456, "\u0120undisclosed": 33457, "\u0120farewell": 33458, "459": 33459, "bable": 33460, "\u0120Allison": 33461, "OLOG": 33462, "\u0120conco": 33463, "tight": 33464, "\u0120ACPI": 33465, "\u0120Mines": 33466, "lich": 33467, "\u0120\u00e2\u0136\u013e": 33468, "represented": 33469, "200000": 33470, "\u0120enthusiast": 33471, "OTS": 33472, "bil": 33473, "\u0120Ingredients": 33474, "\u0120inventor": 33475, "\u0120MySQL": 33476, "\u00c2\u0142\u00c2\u0142\u00c2\u0142": 33477, "\u0120ABOUT": 33478, "within": 33479, "\u0120mk": 33480, "Bul": 33481, "\u0120Fake": 33482, "\u0120draconian": 33483, "Wa": 33484, "helm": 33485, "\u0120Terran": 33486, "erville": 33487, "\u0120commonplace": 33488, "SIZE": 33489, "\u0120\"<": 33490, "replace": 33491, "ographs": 33492, "\u0120SELECT": 33493, "incible": 33494, "\u0120Mostly": 33495, "\u0120Sheffield": 33496, "\u0120IDE": 33497, "uggle": 33498, "\u0120citations": 33499, "hurst": 33500, "\u0120Unix": 33501, "\u0120unleash": 33502, "\u0120Piper": 33503, "\u0120Nano": 33504, "\u0120succumb": 33505, "\u0120reluctance": 33506, "\u01202500": 33507, "\u0120Merchant": 33508, "\u0120wiret": 33509, "\u0120combos": 33510, "\u0120Birthday": 33511, "\u0120charcoal": 33512, "\u0120UPS": 33513, "\u0120Fairfax": 33514, "\u0120driveway": 33515, "\u0120Tek": 33516, "\u0120Pitch": 33517, "overe": 33518, "\u0120technicians": 33519, "\u0120Actual": 33520, "flation": 33521, "\u0120Fiscal": 33522, "\u0120Empty": 33523, "anamo": 33524, "\u0120magnesium": 33525, "\u0120slut": 33526, "\u0120growers": 33527, "Investigators": 33528, "():": 33529, "\u0120Satellite": 33530, "\u0120Keynes": 33531, "missive": 33532, "lane": 33533, "\u0120borough": 33534, "344": 33535, "\u0120TEAM": 33536, "\u0120Bethesda": 33537, "CV": 33538, "hower": 33539, "\u0120RAD": 33540, "\u0120chant": 33541, "\u0120Riy": 33542, "\u0120compositions": 33543, "\u0120mildly": 33544, "\u0120meddling": 33545, "\u0120agility": 33546, "aneers": 33547, "501": 33548, "\u0120synth": 33549, "linger": 33550, "291": 33551, "\u0120exclaimed": 33552, "Party": 33553, "\u0120contamin": 33554, "\u0120Manor": 33555, "\u0120Respond": 33556, "\u0120praising": 33557, "\u0120manners": 33558, "fleet": 33559, "Summer": 33560, "\u0120Lynd": 33561, "\u0120Definitely": 33562, "grim": 33563, "\u0120bowling": 33564, "stri": 33565, "\u00e7\u013d": 33566, "ynt": 33567, "\u0120mandates": 33568, "DIV": 33569, "\u0120reconcile": 33570, "views": 33571, "\u0120Damon": 33572, "vette": 33573, "Flo": 33574, "\u0120Greatest": 33575, "ilon": 33576, "icia": 33577, "\u0120portrayal": 33578, "\u0120cushion": 33579, "504": 33580, "1979": 33581, "ossal": 33582, "Applic": 33583, "scription": 33584, "\u0120mitigation": 33585, "ATS": 33586, "pac": 33587, "\u0120erased": 33588, "\u0120deficiencies": 33589, "\u0120Hollande": 33590, "\u0120Xu": 33591, "\u0120bred": 33592, "\u0120pregnancies": 33593, "femin": 33594, "\u0120emph": 33595, "\u0120planners": 33596, "\u0120outper": 33597, "uttering": 33598, "\u0120perpetrator": 33599, "\u0120motto": 33600, "\u0120Ellison": 33601, "\u0120NEVER": 33602, "\u0120admittedly": 33603, "ARI": 33604, "\u0120Azerbaijan": 33605, "\u0120millisec": 33606, "\u0120combustion": 33607, "\u0120Bottle": 33608, "\u0120Lund": 33609, "\u0120Ps": 33610, "\u0120Dress": 33611, "\u0120fabricated": 33612, "\u0120battered": 33613, "\u0120sidel": 33614, "\u0120Notting": 33615, "Foreign": 33616, "\u0120Jerome": 33617, "020": 33618, "\u0120Arbit": 33619, "\u0120knots": 33620, "\u0120RIGHT": 33621, "Moving": 33622, "\u00e3\u0123\u013b": 33623, "\u0120surgeries": 33624, "\u0120courthouse": 33625, "\u0120mastered": 33626, "\u0120hovering": 33627, "\u0120Bran": 33628, "\u0120Alison": 33629, "\u0120safest": 33630, "military": 33631, "\u0120bullied": 33632, "\u0120barrage": 33633, "Reader": 33634, "ESE": 33635, "\u0120Geographic": 33636, "Tools": 33637, "314": 33638, "\u0120Geek": 33639, "roth": 33640, "glers": 33641, "\u0120FIN": 33642, "\u00cf\u0123": 33643, "\u0120Aston": 33644, "altern": 33645, "488": 33646, "\u0120veterin": 33647, "Gamer": 33648, "\u0120intel": 33649, "renches": 33650, "Shield": 33651, "\u0120amnesty": 33652, "\u0120Bhar": 33653, "\u0120piled": 33654, "\u0120honorable": 33655, "\u0120Institutes": 33656, "\u0120soaked": 33657, "\u0120coma": 33658, "\u0120EFF": 33659, "341": 33660, "bytes": 33661, "\u0120Gmail": 33662, "lein": 33663, "\u0120Canadiens": 33664, "material": 33665, "Il": 33666, "\u0120instructors": 33667, "\u0120KY": 33668, "\u0120conceive": 33669, "ubb": 33670, "\u0120Possible": 33671, "\u0120easing": 33672, "\u0120Christina": 33673, "\u0120caric": 33674, "\u0120HDR": 33675, "ROM": 33676, "\u0120shovel": 33677, "delete": 33678, "\u0120puff": 33679, "\u0120Changing": 33680, "\u0120seamlessly": 33681, "Attribute": 33682, "\u0120acquisitions": 33683, "akery": 33684, "\u0120EF": 33685, "\u0120autistic": 33686, "\u0120Takes": 33687, "\u0120Powder": 33688, "\u0120Stir": 33689, "510": 33690, "\u0120Bubble": 33691, "settings": 33692, "\u0120Fowler": 33693, "\u0120mustard": 33694, "\u0120moreover": 33695, "\u0120copyrighted": 33696, "\u0120LEDs": 33697, "1500": 33698, "\u00e6\u012b": 33699, "\u0120HIS": 33700, "enf": 33701, "\u0120custod": 33702, "\u0120Huck": 33703, "Gi": 33704, "\u0120img": 33705, "Answer": 33706, "Ct": 33707, "jay": 33708, "\u0120Infrastructure": 33709, "\u0120federally": 33710, "Loc": 33711, "\u0120microbes": 33712, "\u0120overrun": 33713, "dds": 33714, "otent": 33715, "adiator": 33716, ">>>>>>>>": 33717, "\u0120tornado": 33718, "\u0120adjud": 33719, "\u0120intrigued": 33720, "\u0120si": 33721, "\u0120Revelation": 33722, "progress": 33723, "\u0120burglary": 33724, "\u0120Saiyan": 33725, "\u0120Kathy": 33726, "\u0120serpent": 33727, "\u0120Andreas": 33728, "\u0120compel": 33729, "essler": 33730, "\u0120Plastic": 33731, "\u0120Advent": 33732, "\u0120Positive": 33733, "\u0120Qt": 33734, "\u0120Hindus": 33735, "registered": 33736, "ularity": 33737, "\u0120righteousness": 33738, "\u0120demonic": 33739, "uitive": 33740, "\u0120BDS": 33741, "\u0120Gregg": 33742, "cia": 33743, "\u0120Crusade": 33744, "\u0120Sinai": 33745, "WARE": 33746, "+(": 33747, "\u0120mell": 33748, "\u0120derail": 33749, "yards": 33750, "Ast": 33751, "\u0120noticeably": 33752, "\u0120Ober": 33753, "Ram": 33754, "\u0120unnoticed": 33755, "\u0120seq": 33756, "avage": 33757, "Ts": 33758, "\u0120640": 33759, "\u0120concede": 33760, "\u0120])": 33761, "Fill": 33762, "\u0120captivity": 33763, "\u0120Improvement": 33764, "\u0120Crusader": 33765, "araoh": 33766, "MAP": 33767, "\u00e6\u0139": 33768, "\u0120stride": 33769, "always": 33770, "Fly": 33771, "Nit": 33772, "\u0120algae": 33773, "\u0120Cooking": 33774, "\u0120Doors": 33775, "Malley": 33776, "\u0120policemen": 33777, "\u00e3\u0123\u012f": 33778, "\u0120astronaut": 33779, "accessible": 33780, "495": 33781, "\u0120RAW": 33782, "cliffe": 33783, "udicrous": 33784, "\u0120depended": 33785, "alach": 33786, "\u0120ventures": 33787, "rake": 33788, "\u0120tits": 33789, "\u0120Hou": 33790, "\u0120condom": 33791, "ormonal": 33792, "\u0120indent": 33793, "\u0120uploading": 33794, "Footnote": 33795, "Important": 33796, "\u0120271": 33797, "\u0120mindful": 33798, "\u0120contends": 33799, "Cra": 33800, "\u0120calibr": 33801, "\u0120OECD": 33802, "plugin": 33803, "Fat": 33804, "\u0120ISS": 33805, "\u0120Dynamics": 33806, "ansen": 33807, "686": 33808, "'),": 33809, "\u0120sprite": 33810, "\u0120handheld": 33811, "\u0120Hipp": 33812, "=~=~": 33813, "Trust": 33814, "\u0120semantics": 33815, "\u0120Bundes": 33816, "\u0120Reno": 33817, "\u0120Literature": 33818, "sense": 33819, "Gary": 33820, "\u0120Aeg": 33821, "\u0120Trin": 33822, "EEK": 33823, "\u0120cleric": 33824, "\u0120SSH": 33825, "\u0120christ": 33826, "\u0120invading": 33827, "ibu": 33828, "\u0120enum": 33829, "aura": 33830, "\u0120allege": 33831, "\u0120Incredible": 33832, "BBC": 33833, "\u0120thru": 33834, "\u0120sailed": 33835, "\u0120emulate": 33836, "\u0120insecurity": 33837, "\u0120crou": 33838, "\u0120accommodations": 33839, "\u0120incompetent": 33840, "\u0120slips": 33841, "\u0120Earthqu": 33842, "sama": 33843, "ILLE": 33844, "\u0120iPhones": 33845, "asaki": 33846, "\u0120bye": 33847, "\u0120ard": 33848, "\u0120extras": 33849, "\u0120slaughtered": 33850, "\u0120crowdfunding": 33851, "resso": 33852, "\u0120filib": 33853, "\u0120ERROR": 33854, "\u0120TLS": 33855, "egg": 33856, "\u0120Ital": 33857, "\u0120enlist": 33858, "\u0120Catalonia": 33859, "\u0120Scots": 33860, "\u0120sergeant": 33861, "\u0120dissolve": 33862, "NH": 33863, "\u0120standings": 33864, "rique": 33865, "IQ": 33866, "\u0120beneficiary": 33867, "\u0120aquarium": 33868, "YouTube": 33869, "\u0120PowerShell": 33870, "\u0120brightest": 33871, "\u0120Warrant": 33872, "Sold": 33873, "Writing": 33874, "\u0120beginnings": 33875, "\u0120Reserved": 33876, "\u0120Latinos": 33877, "heading": 33878, "\u0120440": 33879, "\u0120rooftop": 33880, "ATING": 33881, "\u0120390": 33882, "VPN": 33883, "Gs": 33884, "kernel": 33885, "turned": 33886, "\u0120preferable": 33887, "\u0120turnovers": 33888, "\u0120Hels": 33889, "Sa": 33890, "\u0120Shinji": 33891, "veh": 33892, "\u0120MODULE": 33893, "Viol": 33894, "\u0120exiting": 33895, "\u0120jab": 33896, "\u0120Vanilla": 33897, "\u0120acron": 33898, "\u0120Gap": 33899, "bern": 33900, "Ak": 33901, "\u0120McGu": 33902, "\u0120endlessly": 33903, "\u0120Farage": 33904, "\u0120Noel": 33905, "Va": 33906, "MK": 33907, "\u0120brute": 33908, "\u0120Kru": 33909, "\u0120ESV": 33910, "\u0120Olivia": 33911, "\u00e2\u0122\u0142": 33912, "\u0120Kaf": 33913, "\u0120trusting": 33914, "\u0120hots": 33915, "324": 33916, "\u0120malaria": 33917, "\u0120json": 33918, "\u0120pounding": 33919, "ortment": 33920, "Country": 33921, "\u0120postponed": 33922, "\u0120unequiv": 33923, "?),": 33924, "\u0120Rooney": 33925, "udding": 33926, "\u0120Leap": 33927, "urrence": 33928, "shapeshifter": 33929, "\u0120HAS": 33930, "osate": 33931, "\u0120cavern": 33932, "\u0120conservatism": 33933, "\u0120BAD": 33934, "\u0120mileage": 33935, "\u0120arresting": 33936, "Vaults": 33937, "\u0120mixer": 33938, "Democratic": 33939, "\u0120Benson": 33940, "\u0120authored": 33941, "8000": 33942, "\u0120proactive": 33943, "\u0120Spiritual": 33944, "tre": 33945, "\u0120incarcerated": 33946, "\u0120Sort": 33947, "\u0120peaked": 33948, "\u0120wielding": 33949, "reciation": 33950, "\u00d7\u013b\u00d7": 33951, "Patch": 33952, "\u0120Emmy": 33953, "\u0120exqu": 33954, "tto": 33955, "\u0120Ratio": 33956, "\u0120Picks": 33957, "\u0120Gry": 33958, "phant": 33959, "\u0120fret": 33960, "\u0120ethn": 33961, "\u0120archived": 33962, "%-": 33963, "cases": 33964, "\u0120Blaze": 33965, "\u0120imb": 33966, "cv": 33967, "yss": 33968, "imony": 33969, "\u0120countdown": 33970, "\u0120awakening": 33971, "\u0120Tunisia": 33972, "\u0120Refer": 33973, "\u0120MJ": 33974, "\u0120unnatural": 33975, "\u0120Carnegie": 33976, "izen": 33977, "\u0120Nuggets": 33978, "hess": 33979, "\u0120evils": 33980, "647": 33981, "\u0120introductory": 33982, "loving": 33983, "\u0120McMahon": 33984, "\u0120ambiguity": 33985, "Label": 33986, "\u0120Almighty": 33987, "\u0120coloring": 33988, "\u0120Claus": 33989, "setting": 33990, "NULL": 33991, "\u0120Favorite": 33992, "\u0120SIG": 33993, ">(": 33994, "\u0120Shiva": 33995, "\u0120Mayer": 33996, "\u0120stormed": 33997, "\u0120Coverage": 33998, "weapons": 33999, "igham": 34000, "\u0120unanswered": 34001, "\u0120leve": 34002, "\u0120coy": 34003, "cas": 34004, "bags": 34005, "asured": 34006, "Seattle": 34007, "\u0120Santorum": 34008, "serious": 34009, "\u0120courageous": 34010, "\u0120Soup": 34011, "\u0120confiscated": 34012, "\u0120///": 34013, "\u0120unconventional": 34014, "\u0120moms": 34015, "\u0120Rohingya": 34016, "\u0120Orchestra": 34017, "\u0120Potion": 34018, "\u0120discredit": 34019, "\u0120FIL": 34020, "fixed": 34021, "\u0120Deer": 34022, "doi": 34023, "\u0120Dimension": 34024, "\u0120bureaucrats": 34025, "eteen": 34026, "\u0120actionGroup": 34027, "ohm": 34028, "\u0120bumps": 34029, "\u0120Utility": 34030, "\u0120submarines": 34031, "renheit": 34032, "research": 34033, "\u0120Shapiro": 34034, "\u0120sketches": 34035, "\u0120deceptive": 34036, "\u0120Vil": 34037, "esame": 34038, "\u0120Essentially": 34039, "\u0120rampage": 34040, "isky": 34041, "\u0120muttered": 34042, "thritis": 34043, "\u0120236": 34044, "fet": 34045, "bars": 34046, "\u0120pupil": 34047, "\u0120Thou": 34048, "oS": 34049, "song": 34050, "\u0120fractured": 34051, "\u0120revert": 34052, "picture": 34053, "\u0120criterion": 34054, "usher": 34055, "\u0120repercussions": 34056, "\u0120Vintage": 34057, "\u0120Superintendent": 34058, "Officers": 34059, "\u0120flagged": 34060, "\u0120blames": 34061, "\u0120inverse": 34062, "ographers": 34063, "\u0120makeshift": 34064, "\u0120devoid": 34065, "\u0120fossils": 34066, "\u0120Aristotle": 34067, "\u0120Funds": 34068, "\u0120depleted": 34069, "\u0120Flu": 34070, "\u0120Yuan": 34071, "\u0120woes": 34072, "\u0120lipid": 34073, "\u0120situ": 34074, "requisites": 34075, "\u0120furnish": 34076, "\u0120Samar": 34077, "\u0120shameful": 34078, "\u0120adversely": 34079, "\u0120adept": 34080, "\u0120remorse": 34081, "\u0120murderous": 34082, "uckles": 34083, "\u0120ESL": 34084, "\u0120314": 34085, "sent": 34086, "\u0120redef": 34087, "\u0120Cache": 34088, "\u0120Purs": 34089, "igans": 34090, "\u0120460": 34091, "\u0120prescriptions": 34092, "\u0120fres": 34093, "Fuck": 34094, "ocrates": 34095, "Twenty": 34096, "\u0120Weird": 34097, "\u0120Toggle": 34098, "\u0120Called": 34099, "itizens": 34100, "\u0120poultry": 34101, "\u0120harvesting": 34102, "\u00e3\u0124\u00a6\u00e3\u0124\u00b9": 34103, "Bottom": 34104, "\u0120cautioned": 34105, "tn": 34106, "396": 34107, "\u0120Nikki": 34108, "\u0120evaluations": 34109, "\u0120harassing": 34110, "\u0120bindings": 34111, "\u0120Monetary": 34112, "\u0120hitters": 34113, "\u0120adversary": 34114, "unts": 34115, "\u0120setback": 34116, "\u0120encrypt": 34117, "\u0120Cait": 34118, "\u0120lows": 34119, "enges": 34120, "\u0120Norn": 34121, "\u0120bulbs": 34122, "\u0120bottled": 34123, "\u0120Voyager": 34124, "317": 34125, "\u0120spheres": 34126, "politics": 34127, "\u0120subtract": 34128, "\u0120sensations": 34129, "\u0120appalling": 34130, "\u0120316": 34131, "\u0120environmentally": 34132, "\u0120STEM": 34133, "\u0120publishes": 34134, "560": 34135, "\u0120diligence": 34136, "484": 34137, "\u0120advises": 34138, "\u0120petrol": 34139, "\u0120imagining": 34140, "\u0120patrols": 34141, "\u0120Integer": 34142, "\u0120Ashes": 34143, "actus": 34144, "\u0120Radiant": 34145, "\u0120LT": 34146, "itability": 34147, "htaking": 34148, "Setting": 34149, "\u0120nuanced": 34150, "\u0120Reef": 34151, "\u0120Developers": 34152, "Ni": 34153, "pieces": 34154, "990": 34155, "License": 34156, "\u0120lowers": 34157, "\u0120Ottoman": 34158, "327": 34159, "ooo": 34160, "\u0120quitting": 34161, "markets": 34162, "Behind": 34163, "\u0120basin": 34164, "\u0120docs": 34165, "anie": 34166, "flash": 34167, "ctl": 34168, "\u0120civilized": 34169, "\u0120Fukushima": 34170, "\"],\"": 34171, "\u0120KS": 34172, "\u0120Honestly": 34173, "arat": 34174, "\u0120constructs": 34175, "\u0120Lans": 34176, "\u0120Dire": 34177, "\u0120LIKE": 34178, "\u0120Trouble": 34179, "\u0120withholding": 34180, "\u0120Oblivion": 34181, "\u0120sanity": 34182, "anya": 34183, "Const": 34184, "\u0120grocer": 34185, "\u0120Celsius": 34186, "\u0120recounted": 34187, "\u0120Wife": 34188, "Border": 34189, "atered": 34190, "happy": 34191, "\u0120spoiler": 34192, "\u0120logically": 34193, "Hall": 34194, "\u0120succeeding": 34195, "\u0120polymorph": 34196, "\u0120axes": 34197, "\u0120Shotgun": 34198, "\u0120Slim": 34199, "\u0120Principles": 34200, "\u0120Leth": 34201, "arta": 34202, "\u0120scor": 34203, "Screenshot": 34204, "\u0120relaxation": 34205, "#$#$": 34206, "\u0120deterrent": 34207, "iddy": 34208, "\u0120powerless": 34209, "\u0120lesbians": 34210, "\u0120chords": 34211, "\u0120Edited": 34212, "selected": 34213, "\u0120separatists": 34214, "0002": 34215, "\u0120airspace": 34216, "\u0120turnaround": 34217, "\u0120cunning": 34218, "PATH": 34219, "Poly": 34220, "\u0120bombed": 34221, "\u0120tion": 34222, "xs": 34223, "\u0120withhold": 34224, "\u0120waged": 34225, "\u0120Liberties": 34226, "Flag": 34227, "\u0120comforting": 34228, "454": 34229, "\u0120Iris": 34230, "arers": 34231, "\u0120rag": 34232, "\u0120relocated": 34233, "\u0120Guarant": 34234, "\u0120strategically": 34235, "\u0120gamma": 34236, "uberty": 34237, "\u0120Lockheed": 34238, "gres": 34239, "\u0120grilled": 34240, "\u0120Lowe": 34241, "stats": 34242, "\u0120Rocks": 34243, "\u0120sensing": 34244, "\u0120renting": 34245, "\u0120Geological": 34246, "\u00d8\u00a7\u00d8": 34247, "otrop": 34248, "\u0120sew": 34249, "\u0120improperly": 34250, "486": 34251, "\u0120\u00e2\u0138\u0142": 34252, "\u0120starving": 34253, "\u0120Bj": 34254, "Discussion": 34255, "328": 34256, "\u0120Combo": 34257, "\u0120Fixes": 34258, "NAT": 34259, "\u0120striving": 34260, "thora": 34261, "\u0120harvested": 34262, "\u0120Ping": 34263, "\u0120playful": 34264, "\u0120avenues": 34265, "\u0120occupational": 34266, "\u0120wakes": 34267, "\u0120Courier": 34268, "\u0120drummer": 34269, "\u0120Browser": 34270, "\u0120Houth": 34271, "itu": 34272, "\u0120apparel": 34273, "paste": 34274, "\u0120hunted": 34275, "\u0120Secondly": 34276, "lain": 34277, "XY": 34278, "\u0120PIN": 34279, "icons": 34280, "\u0120cocktails": 34281, "\u0120sizable": 34282, "\u0120hurdles": 34283, "estinal": 34284, "\u0120Recreation": 34285, "\u0120eco": 34286, "648": 34287, "\u0120Died": 34288, "mint": 34289, "\u0120fingerprints": 34290, "\u0120dispose": 34291, "\u0120Bosnia": 34292, "tsy": 34293, "2200": 34294, "\u0120inspected": 34295, "\u0120Fou": 34296, "\u0120fuss": 34297, "\u0120ambush": 34298, "\u0120Rak": 34299, "\u0120manifested": 34300, "Prosecut": 34301, "\u0120suffice": 34302, "rences": 34303, "\u0120compensated": 34304, "\u0120Cyrus": 34305, "\u0120genus": 34306, "\u0120Wolverine": 34307, "\u0120Trends": 34308, "\u0120hikes": 34309, "\u0120Seen": 34310, "\u0120enrol": 34311, "Cold": 34312, "\u0120politely": 34313, "\u0120Slav": 34314, "\u0120Rupert": 34315, "\u0120eyewitness": 34316, "\u0120Alto": 34317, "\u0120uncomp": 34318, "\u0120posterior": 34319, "Must": 34320, "\u0120Herz": 34321, "\u0120progressively": 34322, "\u0120234": 34323, "\u0120indifference": 34324, "\u0120Cunningham": 34325, "\u0120academia": 34326, "\u0120sewer": 34327, "\u0120astounding": 34328, "\u0120AES": 34329, "rather": 34330, "\u0120eldest": 34331, "\u0120climbs": 34332, "\u0120Adds": 34333, "\u0120outcry": 34334, "\u0120contag": 34335, "\u0120Houses": 34336, "\u0120pept": 34337, "\u0120Melania": 34338, "interested": 34339, "\u0120UCH": 34340, "\u0120Roots": 34341, "\u0120Hubbard": 34342, "\u0120TBD": 34343, "\u0120Romanian": 34344, "filename": 34345, "Stone": 34346, "\u0120Impl": 34347, "\u0120chromosome": 34348, "Cle": 34349, "dx": 34350, "\u0120scrambled": 34351, "\u0120Pt": 34352, "\u0120242": 34353, "OPLE": 34354, "\u0120tremendously": 34355, "Street": 34356, "\u0120craving": 34357, "\u0120bundled": 34358, "\u0120RG": 34359, "pipe": 34360, "\u0120injuring": 34361, "\u0120arcane": 34362, "Particip": 34363, "\u0120Heroic": 34364, "sty": 34365, "\u0120topping": 34366, "\u0120Tempest": 34367, "rentices": 34368, "bh": 34369, "\u0120paranoia": 34370, "\u0120Unicode": 34371, "\u0120egregious": 34372, "\u0120\\'": 34373, "\u0120Oswald": 34374, "\u0120gravel": 34375, "\u0120Simpsons": 34376, "\u0120bland": 34377, "\u0120Guantanamo": 34378, "Writer": 34379, "liners": 34380, "\u0120Dice": 34381, "JC": 34382, "\u0120parity": 34383, "\u0120sided": 34384, "\u0120237": 34385, "\u0120Pyrrha": 34386, "atters": 34387, "dk": 34388, "Fine": 34389, "compan": 34390, "\u0120formulated": 34391, "\u0120Idol": 34392, "ilers": 34393, "hemoth": 34394, "\u0120Fav": 34395, "\u0120intrusion": 34396, "\u0120carrots": 34397, "\u0120Layer": 34398, "\u0120Hacker": 34399, "\u0120----------------": 34400, "\u0120moderation": 34401, "\u00e9\u0123": 34402, "ococ": 34403, "\u0120characterize": 34404, "\u0120Teresa": 34405, "\u0120socioeconomic": 34406, "\u0120perk": 34407, "\u0120Participation": 34408, "training": 34409, "\u0120Paulo": 34410, "phys": 34411, "\u0120trustworthy": 34412, "\u0120embodied": 34413, "\u0120Merch": 34414, "currency": 34415, "\u0120Priority": 34416, "\u0120teasing": 34417, "\u0120absorbing": 34418, "\u0120unfinished": 34419, "\u0120Comparison": 34420, "\u0120disple": 34421, "writers": 34422, "\u0120professions": 34423, "\u0120Penguin": 34424, "\u0120angrily": 34425, "\u0120LINK": 34426, "688": 34427, "\u0120Correspond": 34428, "\u0120prevailed": 34429, "\u0120cartel": 34430, "lp": 34431, "asms": 34432, "\u0120Redemption": 34433, "\u0120Islamists": 34434, "effects": 34435, "dose": 34436, "\u0120Latter": 34437, "\u0120Halifax": 34438, "\u0120vas": 34439, "\u0120Topics": 34440, "\u0120Named": 34441, "advertising": 34442, "zza": 34443, "ICES": 34444, "\u0120retarded": 34445, "achable": 34446, "\u0120Puppet": 34447, "\u0120ItemLevel": 34448, "\u0120retract": 34449, "\u0120identifiable": 34450, "Aaron": 34451, "\u0120Buster": 34452, "sol": 34453, "helle": 34454, "assemb": 34455, "Hope": 34456, "ranged": 34457, "Ba": 34458, "\u0120Purch": 34459, "\u00e9\u0122": 34460, "\u0120Siri": 34461, "\u0120arrivals": 34462, "\u01201912": 34463, "\u0120shortened": 34464, "\u0120312": 34465, "\u0120discrepancy": 34466, "\u0120Temperature": 34467, "\u0120Walton": 34468, "\u0120kinderg": 34469, "polit": 34470, "\u0120remix": 34471, "\u0120connectors": 34472, "\u00e3\u0125\u013a\u00e3\u0125\u00a9": 34473, "\u0120Kazakhstan": 34474, "dominated": 34475, "\u0120sugars": 34476, "imble": 34477, "\u0120Panic": 34478, "\u0120Demand": 34479, "\u0120Colony": 34480, "onen": 34481, "\u0120MER": 34482, "775": 34483, "uria": 34484, "azaar": 34485, "\u0120Degree": 34486, "Pri": 34487, "\u0120sunshine": 34488, "\u0120251": 34489, "\u0120psychedelic": 34490, "\u0120digitally": 34491, "\u0120Braun": 34492, "\u0120shimmer": 34493, "\u0120shave": 34494, "\u0120Telesc": 34495, "\u0120Astral": 34496, "\u0120Venezuelan": 34497, "\u0120OG": 34498, "\u0120crawling": 34499, "Integ": 34500, "\u0120Feather": 34501, "\u0120unfolding": 34502, "\u0120appropriation": 34503, "\u0120\u00e8\u00a3\u0131\u00e8": 34504, "\u0120Mobility": 34505, "\u0120Ney": 34506, "-.": 34507, "bilt": 34508, "LIN": 34509, "\u0120Tube": 34510, "\u0120Conversely": 34511, "\u0120keyboards": 34512, "\u0120Cao": 34513, "\u0120overth": 34514, "\u0120laure": 34515, ">>\\": 34516, "\u0120Viper": 34517, "acha": 34518, "Offset": 34519, "\u0120Raleigh": 34520, "\u0120Jae": 34521, "Jordan": 34522, "jp": 34523, "\u0120totalitarian": 34524, "Connector": 34525, "\u0120observes": 34526, "\u0120Spartan": 34527, "\u0120Immediately": 34528, "\u0120Scal": 34529, "Cool": 34530, "\u0120taps": 34531, "\u0120roar": 34532, "Past": 34533, "\u0120chars": 34534, "\u0120Bender": 34535, "\u0120Sheldon": 34536, "\u0120painter": 34537, "\u0120beacon": 34538, "\u0120Creatures": 34539, "\u0120downturn": 34540, "\u0120hinder": 34541, "\u0120Andromeda": 34542, "\u00c3\u013d": 34543, "ccoli": 34544, "\u0120Fitness": 34545, "etrical": 34546, "\u0120utilizes": 34547, "\u0120senate": 34548, "\u0120ensemble": 34549, "\u0120cheers": 34550, "TW": 34551, "\u0120affluent": 34552, "kil": 34553, "rylic": 34554, "ordering": 34555, "Computer": 34556, "\u0120gruesome": 34557, "ostics": 34558, "\u0120Ubisoft": 34559, "\u0120Kelley": 34560, "\u0120wrench": 34561, "\u0120bourgeoisie": 34562, "IBLE": 34563, "\u0120Preston": 34564, "worn": 34565, "arist": 34566, "reating": 34567, "\u0120stained": 34568, "arine": 34569, "\u0120slime": 34570, "ENN": 34571, "\u0120chests": 34572, "\u0120groundwater": 34573, "annot": 34574, "\u0120Tray": 34575, "\u0120Locke": 34576, "\u0120CTR": 34577, "\u0120dudes": 34578, "\u0120External": 34579, "\u0120Decoder": 34580, "\u0120paramed": 34581, "\u0120Medline": 34582, "809": 34583, "\u0120Dinner": 34584, "rupal": 34585, "gz": 34586, "\u0120Gum": 34587, "\u0120Demo": 34588, "jee": 34589, "\u0120dh": 34590, "berman": 34591, "archs": 34592, "\u0120enqu": 34593, "\u0120Epstein": 34594, "\u0120devastation": 34595, "\u0120friendships": 34596, "\u0120Ard": 34597, "\u0120231": 34598, "\u0120Rubin": 34599, "\u0120Distance": 34600, "\u0120spurred": 34601, "\u0120dossier": 34602, "\u0120overlooking": 34603, "\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\": 34604, "Forest": 34605, "\u0120Comes": 34606, "\\\",": 34607, "\u0120Iranians": 34608, "\u0120fixtures": 34609, "Laughs": 34610, "\u0120curry": 34611, "\u0120Kingston": 34612, "\u0120squash": 34613, "\u0120catalogue": 34614, "\u0120abnormalities": 34615, "\u0120digestive": 34616, ".........": 34617, "\u0120subordinate": 34618, "ogly": 34619, "\u0120249": 34620, "Middle": 34621, "\u0120massac": 34622, "\u0120burgers": 34623, "\u0120downstairs": 34624, "\u01201931": 34625, "394": 34626, "\u0120VG": 34627, "\u0120lasers": 34628, "\u0120Sikh": 34629, "\u0120Alexa": 34630, "derived": 34631, "\u0120cyclist": 34632, "\u00e3\u0123\u00ae\u00e9\u0143\u0136": 34633, "oneliness": 34634, "!!!!!!!!": 34635, "\u0120buffs": 34636, "legate": 34637, "\u0120raping": 34638, "\u0120recommending": 34639, "rored": 34640, "\u0120multicultural": 34641, "unique": 34642, "\u0120businessmen": 34643, "\u0120uneasy": 34644, "\u0120MAP": 34645, "\u0120dispersed": 34646, "cipline": 34647, "Jess": 34648, "\u0120Kerala": 34649, "\u00e5\u00a7": 34650, "\u0120abstraction": 34651, "Surv": 34652, "Uh": 34653, "\u0120printers": 34654, "ija": 34655, "owder": 34656, "\u0120analogous": 34657, "\u0120ASP": 34658, "afer": 34659, "\u0120unfolded": 34660, "\u0120leveling": 34661, "\u0120breached": 34662, "\u0120Hearing": 34663, "\u0120nat": 34664, "\u0120translating": 34665, "critical": 34666, "\u0120antagonist": 34667, "\u0120Yesterday": 34668, "\u0120fuzzy": 34669, "wash": 34670, "mere": 34671, "\u0120bewild": 34672, "\u0120Mae": 34673, "Virgin": 34674, "phrase": 34675, "\u0120signaled": 34676, "\u0120HIGH": 34677, "\u0120protester": 34678, "\u0120garner": 34679, "unknown": 34680, "\u0120kay": 34681, "\u0120abducted": 34682, "\u0120stalking": 34683, "amn": 34684, "\u0120deserving": 34685, "\u0120Riv": 34686, "\u0120Jorge": 34687, "\u0120scratching": 34688, "\u0120Saving": 34689, "iping": 34690, "\u0120tease": 34691, "\u0120missionary": 34692, "\u0120Morrow": 34693, "TIME": 34694, "Present": 34695, "\u0120chemotherapy": 34696, "terness": 34697, "\u0120Homes": 34698, "\u0120Purdue": 34699, "\u0120staunch": 34700, "\u0120Whitney": 34701, "\u0120THERE": 34702, "\u00ce\u00bc": 34703, "iatus": 34704, "\u0120Ernest": 34705, "\u0120Deploy": 34706, "\u0120coveted": 34707, "FML": 34708, "\u0120Dialogue": 34709, "\u0120exited": 34710, "fruit": 34711, "\u0120nerd": 34712, "\":\"\",\"": 34713, "\u0120vivo": 34714, "ruly": 34715, "460": 34716, "\u0120Amen": 34717, "rehensible": 34718, "\u0120\u00e2\u013a": 34719, "DIR": 34720, "\u0120adherence": 34721, "\u0120chew": 34722, "\u0120Coke": 34723, "\u0120Sergei": 34724, "digital": 34725, "\u0120Neck": 34726, "gently": 34727, "enthal": 34728, "/)": 34729, "\u0120weary": 34730, "\u0120guise": 34731, "\u0120Concord": 34732, "\u0120Onion": 34733, "atcher": 34734, "\u0120binge": 34735, "\u0120Directive": 34736, "\u0120manned": 34737, "ansk": 34738, "\u0120illusions": 34739, "\u0120billionaires": 34740, "383": 34741, "olyn": 34742, "odynamic": 34743, "\u0120Wheat": 34744, "\u0120Alic": 34745, "\u0120coloured": 34746, "\u0120NAFTA": 34747, "abo": 34748, "\u0120macros": 34749, "independent": 34750, "sweet": 34751, "\u0120spac": 34752, "\u0120Kabul": 34753, "\u0120\u00c4": 34754, "eme": 34755, "\u0120dictated": 34756, "\u0120shouts": 34757, "={": 34758, "\u0120ripping": 34759, "\u0120Shay": 34760, "\u0120Cricket": 34761, "directed": 34762, "\u0120analysed": 34763, "\u0120WARRANT": 34764, "agons": 34765, "\u0120Blazers": 34766, "\u0120cheered": 34767, "\u0120arithmetic": 34768, "\u0120Tanz": 34769, "373": 34770, "\u0120Flags": 34771, "\u0120295": 34772, "\u0120witches": 34773, "\u0120Included": 34774, "\u0120Gained": 34775, "\u0120Blades": 34776, "Gam": 34777, "\u0120Samantha": 34778, "\u0120Atlantis": 34779, "\u0120Pratt": 34780, "\u0120spoiled": 34781, "\u0120IB": 34782, "\u0120Ramirez": 34783, "Probably": 34784, "rero": 34785, "\u0120Ng": 34786, "\u0120Warlock": 34787, "tp": 34788, "\u0120overhe": 34789, "\u0120administrations": 34790, "\u0120tint": 34791, "\u0120regiment": 34792, "\u0120pistols": 34793, "\u0120blankets": 34794, "\u0120epist": 34795, "\u0120bowls": 34796, "\u0120hydraulic": 34797, "\u0120dean": 34798, "\u0120jung": 34799, "\u0120ascend": 34800, "705": 34801, "\u0120Santiago": 34802, "\u00c3\u00ae": 34803, "\u0120unavoid": 34804, "\u0120Shaman": 34805, "reb": 34806, "\u0120stemming": 34807, "998": 34808, "\u0120MG": 34809, "sticks": 34810, "esthesia": 34811, "ERO": 34812, "\u0120morbid": 34813, "\u0120Grill": 34814, "\u0120Poe": 34815, "anyl": 34816, "\u0120deleting": 34817, "\u0120Surveillance": 34818, "\u0120directives": 34819, "\u0120iterations": 34820, "\u0120Rox": 34821, "\u0120Milky": 34822, "Father": 34823, "\u0120patented": 34824, "447": 34825, "\u0120precursor": 34826, "\u0120maiden": 34827, "\u0120Phen": 34828, "\u0120Vegan": 34829, "\u0120Patent": 34830, "Kelly": 34831, "Redditor": 34832, "\u0120nods": 34833, "\u0120ventilation": 34834, "\u0120Schwarz": 34835, "\u0120wizards": 34836, "\u0120ominous": 34837, "\u0120Heads": 34838, "\u0120BG": 34839, "\u0120lumber": 34840, "\u0120Spiel": 34841, "\u0120isEnabled": 34842, "\u0120ancestral": 34843, "\u0120Ships": 34844, "\u0120wrestler": 34845, "phi": 34846, "\u0120yuan": 34847, "\u0120Rebellion": 34848, "\u0120iceberg": 34849, "\u0120magically": 34850, "\u0120diversion": 34851, "arro": 34852, "ythm": 34853, "\u0120Riders": 34854, "\u0120Robbie": 34855, "\u0120Kara": 34856, "\u0120Maintenance": 34857, "\u0120Herb": 34858, "\u0120harms": 34859, "packed": 34860, "\u0120Feinstein": 34861, "\u0120marrying": 34862, "\u0120blending": 34863, "\u0120Rates": 34864, "\u01201880": 34865, "\u0120wrink": 34866, "\u0120Unch": 34867, "\u0120Torch": 34868, "described": 34869, "\u0120humanoid": 34870, "ilitating": 34871, "\u0120Conv": 34872, "\u0120Feld": 34873, "IGHTS": 34874, "\u0120whistleblower": 34875, "ortmund": 34876, "etsy": 34877, "arrett": 34878, "\u0120Mono": 34879, "\u0120Ike": 34880, "\u0120CNBC": 34881, "\u0120WAY": 34882, "\u0120MDMA": 34883, "\u0120Individuals": 34884, "\u0120supplemental": 34885, "\u0120powerhouse": 34886, "\u0120Stru": 34887, "Focus": 34888, "aphael": 34889, "\u0120Colleg": 34890, "atti": 34891, "ZA": 34892, "\u0120perenn": 34893, "\u0120Signature": 34894, "\u0120Rodney": 34895, "\u0120cubes": 34896, "iddled": 34897, "\u0120Dante": 34898, "\u0120INV": 34899, "ilingual": 34900, "\u0120Cth": 34901, "\u0120sofa": 34902, "\u0120intimidate": 34903, "\u0120Roe": 34904, "\u0120Diplom": 34905, "\u0120Countries": 34906, "ayson": 34907, "\u0120extradition": 34908, "\u0120disabling": 34909, "\u0120Cardiff": 34910, "\u0120memorandum": 34911, "\u0120Trace": 34912, "\u0120???": 34913, "sector": 34914, "\u0120Rouhani": 34915, "\u0120Yates": 34916, "\u0120Freeze": 34917, "\u0120bladder": 34918, "Motor": 34919, "\u0120Promise": 34920, "antasy": 34921, "\u0120foreseeable": 34922, "\u0120Cologne": 34923, "container": 34924, "\u0120Trees": 34925, "\u0120Gors": 34926, "\u0120Sinclair": 34927, "\u0120barring": 34928, "keye": 34929, "\u0120slashed": 34930, "\u0120Statistical": 34931, "\u00e9\u0129": 34932, "\u0120\u00e2\u0138\u00ba": 34933, "Allows": 34934, "\u0120humility": 34935, "\u0120drilled": 34936, "\u0120Furn": 34937, "443": 34938, "\u0120sewage": 34939, "\u0120homepage": 34940, "\u0120courtyard": 34941, "\u0120vile": 34942, "\u0120subsidiaries": 34943, "ajo": 34944, "directory": 34945, "\u0120ammon": 34946, "Vers": 34947, "charges": 34948, "\u0120}}": 34949, "\u0120Chains": 34950, "\u0120246": 34951, "nob": 34952, "\u0120percept": 34953, "\u0120grit": 34954, "\u0120fishermen": 34955, "\u0120Iraqis": 34956, "\u0120DISTR": 34957, "\u0120FULL": 34958, "\u0120Evaluation": 34959, "graph": 34960, "atial": 34961, "\u0120cooperating": 34962, "\u0120melan": 34963, "\u0120enlightened": 34964, "\u0120ali": 34965, "tailed": 34966, "\u0120salute": 34967, "\u0120weakest": 34968, "\u0120Bulldogs": 34969, "UA": 34970, "\u0120Alloy": 34971, "\u0120semen": 34972, "ocene": 34973, "\u0120Williamson": 34974, "spr": 34975, ",\u00e2\u0122\u0136": 34976, "\u0120GF": 34977, "ittens": 34978, "Beat": 34979, "\u0120Junk": 34980, "iphate": 34981, "\u0120Farmers": 34982, "\u0120Bitcoins": 34983, "igers": 34984, "dh": 34985, "\u0120Loyal": 34986, "payer": 34987, "\u0120entertained": 34988, "\u0120penned": 34989, "\u0120coupon": 34990, "Queue": 34991, "\u0120weakening": 34992, "carry": 34993, "\u0120underestimate": 34994, "\u0120shootout": 34995, "\u0120charismatic": 34996, "\u0120Procedure": 34997, "\u0120prudent": 34998, "inances": 34999, "\u0120riches": 35000, "\u0120cortical": 35001, "\u0120strides": 35002, "\u0120drib": 35003, "\u0120Oilers": 35004, "540": 35005, "\u0120Perform": 35006, "\u0120Bangkok": 35007, "\u0120euth": 35008, "SER": 35009, "\u0120simplistic": 35010, "tops": 35011, "campaign": 35012, "Quality": 35013, "\u0120impoverished": 35014, "\u0120Eisenhower": 35015, "\u0120augment": 35016, "\u0120Harden": 35017, "\u0120intervened": 35018, "\u0120listens": 35019, "\u0120Kok": 35020, "\u0120sage": 35021, "\u0120rubbish": 35022, "\u0120Ded": 35023, "\u0120mull": 35024, "pelling": 35025, "\u0120videot": 35026, "Production": 35027, "DJ": 35028, "miah": 35029, "\u0120adaptations": 35030, "\u0120medically": 35031, "\u0120boarded": 35032, "\u0120arrogance": 35033, "\u0120scrapped": 35034, "\u0120oppress": 35035, "FORMATION": 35036, "\u0120junction": 35037, "415": 35038, "EEEE": 35039, "Skill": 35040, "\u0120subdu": 35041, "\u0120Suggest": 35042, "\u0120Pett": 35043, "\u0120lett": 35044, "\u0120Manip": 35045, "\u0120Caf": 35046, "\u0120Cooperation": 35047, "Ther": 35048, "\u0120regained": 35049, "\u00b6\u00e6": 35050, "reflect": 35051, "\u0120thugs": 35052, "\u0120Shelby": 35053, "\u0120dictates": 35054, "\u0120Weiner": 35055, "\u0120Hale": 35056, "\u0120battleground": 35057, "schild": 35058, "\u0120condol": 35059, "hunt": 35060, "ositories": 35061, "\u0120accuses": 35062, "Filename": 35063, "\u0120shri": 35064, "\u0120motivate": 35065, "\u0120reflections": 35066, "Null": 35067, "\u0120Lobby": 35068, "\u00a5\u00b5": 35069, "\u0120SATA": 35070, "\u0120Backup": 35071, "\u00d1\u0125": 35072, "nin": 35073, "\u0120Correction": 35074, "\u0120juicy": 35075, "utra": 35076, "\u0120Pric": 35077, "\u0120restraining": 35078, "\u0120Airbnb": 35079, "\u0120Arrest": 35080, "\u0120appropriations": 35081, "\u0120slopes": 35082, "\u0120manslaughter": 35083, "\u0120workings": 35084, "\u0120Huss": 35085, "\u0120Frey": 35086, "Leave": 35087, "\u0120Harmony": 35088, "\u0120Feder": 35089, "\u0120430": 35090, "\u0120trench": 35091, "\u0120gladly": 35092, "\u0120bullpen": 35093, "\u0120Gau": 35094, "bones": 35095, "\u0120groove": 35096, "\u0120pretext": 35097, "\u00e3\u0127\u012d": 35098, "\u0120transmitter": 35099, "\u0120Component": 35100, "\u0120underage": 35101, "\u0120Empires": 35102, "Tile": 35103, "\u0120oy": 35104, "\u0120Marvin": 35105, "\u0120CAS": 35106, "\u0120bloss": 35107, "\u0120replicated": 35108, "\u0120Mariners": 35109, "Marcus": 35110, "\u0120Blocks": 35111, "\u0120liberated": 35112, "\u0120butterfly": 35113, "Feel": 35114, "\u0120fermentation": 35115, "\u0120youtube": 35116, "\u0120offend": 35117, "\u0120Term": 35118, "resist": 35119, "\u0120cessation": 35120, "\u0120insurgency": 35121, "\u0120bir": 35122, "\u0120Raise": 35123, "595": 35124, "\u0120hypotheses": 35125, "502": 35126, "\u0120plaque": 35127, "ocrat": 35128, "\u0120jackets": 35129, "\u0120HuffPost": 35130, "among": 35131, "\u0120confer": 35132, "487": 35133, "\u0120Lilly": 35134, "\u0120adapting": 35135, "\u0120Fay": 35136, "\u0120shoved": 35137, "vec": 35138, "\u0120refine": 35139, "\u0120gon": 35140, "\u0120gunmen": 35141, "zai": 35142, "\u0120Shuttle": 35143, "\u0120Izan": 35144, "\u01201913": 35145, "\u0120plethora": 35146, "\u00c2\u00b7\u00c2\u00b7": 35147, "\u0120510": 35148, "\u0120puberty": 35149, "\u0120241": 35150, "\u0120Wealth": 35151, "\u0120Alma": 35152, "\u0120MEM": 35153, "\u0120Adults": 35154, "Cas": 35155, "prison": 35156, "Race": 35157, "\u0120waterproof": 35158, "\u0120athleticism": 35159, "\u0120capitalize": 35160, "\u0120Juice": 35161, "\u0120illuminated": 35162, "\u0120Pascal": 35163, "\u0120irritation": 35164, "\u0120Witnesses": 35165, "adle": 35166, "\u0120Astro": 35167, "\u0120fax": 35168, "\u0120Elvis": 35169, "Primary": 35170, "\u0120Lich": 35171, "\u0120Elves": 35172, "\u0120residing": 35173, "\u0120stumble": 35174, "319": 35175, "\u0120PKK": 35176, "\u0120adversaries": 35177, "DOS": 35178, "\u0120Ritual": 35179, "\u0120smear": 35180, "\u0120arson": 35181, "idental": 35182, "\u0120scant": 35183, "\u0120monarchy": 35184, "\u0120halftime": 35185, "\u0120residue": 35186, "\u0120indign": 35187, "\u0120Shaun": 35188, "\u0120Elm": 35189, "auri": 35190, "Aff": 35191, "WATCH": 35192, "\u0120Lyon": 35193, "helps": 35194, "361": 35195, "\u0120lobbyist": 35196, "\u0120diminishing": 35197, "\u0120outbreaks": 35198, "\u0120goats": 35199, "favorite": 35200, "\u0120Nah": 35201, "sonian": 35202, "\u0120Booster": 35203, "\u0120sandbox": 35204, "\u0120Fare": 35205, "\u0120Malta": 35206, "\u0120attRot": 35207, "\u0120MOR": 35208, "lde": 35209, "\u0120navigating": 35210, "Touch": 35211, "\u0120untrue": 35212, "\u0120Disaster": 35213, "\u0120ludicrous": 35214, "Password": 35215, "\u0120JFK": 35216, "blogspot": 35217, "416": 35218, "\u0120UNDER": 35219, "ernal": 35220, "\u0120delaying": 35221, "TOP": 35222, "\u0120implants": 35223, "\u0120AVG": 35224, "\u0120Huge": 35225, "attr": 35226, "\u0120journalistic": 35227, "\u0120Peyton": 35228, "\u0120IA": 35229, "Rap": 35230, "goal": 35231, "\u0120Programme": 35232, "\u0120smashing": 35233, "wives": 35234, "println": 35235, "\u0120Plague": 35236, "inus": 35237, "EEP": 35238, "\u0120cruiser": 35239, "\u0120Parish": 35240, "uminium": 35241, "\u0120occupants": 35242, "\u0120Jihad": 35243, "mop": 35244, "\u0120pint": 35245, "\u0120hect": 35246, "\u0120Mecca": 35247, "director": 35248, "\u0120Funding": 35249, "\u0120Mixed": 35250, "\u0120stag": 35251, "Tier": 35252, "\u0120gust": 35253, "\u0120brightly": 35254, "orsi": 35255, "\u0120uphill": 35256, "RD": 35257, "\u0120lesions": 35258, "\u0120Bundy": 35259, "livious": 35260, "\u0120biologist": 35261, "\u0120Faculty": 35262, "\u0120Authorization": 35263, "\u0120244": 35264, "Allow": 35265, "\u00ef\u00b8": 35266, "\u0120Giul": 35267, "\u0120pertinent": 35268, "otaur": 35269, "esse": 35270, "\u0120Roof": 35271, "\u0120unmanned": 35272, "351": 35273, "\u0120Shak": 35274, "\u0120Orient": 35275, "\u0120endanger": 35276, "Dir": 35277, "\u0120replen": 35278, "edient": 35279, "\u0120tailor": 35280, "\u0120gadgets": 35281, "\u0120audible": 35282, "\u00e2\u013a\u0128": 35283, "Nice": 35284, "\u0120bombard": 35285, "\u0120Rape": 35286, "\u0120defiance": 35287, "\u0120TWO": 35288, "\u0120Filipino": 35289, "\u0120unaffected": 35290, "ervatives": 35291, "\u0120soared": 35292, "\u0120Bolton": 35293, "\u0120compromising": 35294, "\u0120Brewers": 35295, "RAL": 35296, "\u0120AHL": 35297, "icycle": 35298, "\u0120vampires": 35299, "\u0120dipped": 35300, "oyer": 35301, "\u0120XIII": 35302, "\u0120sideways": 35303, "\u0120Waste": 35304, "\u0120Diss": 35305, "\u0120\u00e2\u0136\u013e\u00e2\u0136\u0122\u00e2\u0136\u0122": 35306, "$.": 35307, "\u0120habitats": 35308, "\u0120Beef": 35309, "truth": 35310, "trained": 35311, "split": 35312, "Rus": 35313, "Andy": 35314, "\u0120Bram": 35315, "REP": 35316, "pid": 35317, "\u00e8\u00a3\u0127": 35318, "\u0120Mutant": 35319, "Anim": 35320, "\u0120Marina": 35321, "\u0120futile": 35322, "highest": 35323, "frequency": 35324, "\u0120epilepsy": 35325, "\u0120coping": 35326, "\u0120concise": 35327, "\u0120tracing": 35328, "\u0120SUN": 35329, "panel": 35330, "\u0120Sophie": 35331, "\u0120Crowley": 35332, "\u0120Adolf": 35333, "\u0120Shooter": 35334, "\u0120shaky": 35335, "\u0120IG": 35336, "\u0120Lies": 35337, "\u0120Barber": 35338, "pkg": 35339, "\u0120uptake": 35340, "\u0120predatory": 35341, "ULTS": 35342, "/**": 35343, "\u0120intoxicated": 35344, "\u0120Westbrook": 35345, "odder": 35346, "hement": 35347, "\u0120baseman": 35348, "APD": 35349, "storage": 35350, "\u0120Fifty": 35351, "editor": 35352, "GEN": 35353, "UTION": 35354, "irting": 35355, "\u0120sewing": 35356, "rift": 35357, "\u0120agony": 35358, "\u0120Sands": 35359, "\u0120254": 35360, "Cash": 35361, "\u0120lodge": 35362, "\u0120punt": 35363, "Natural": 35364, "\u0120Ideas": 35365, "\u0120erroneous": 35366, "\u0120Sensor": 35367, "\u0120Hannity": 35368, "\u01201921": 35369, "\u0120mould": 35370, "\u0120Gon": 35371, "kaya": 35372, "\u0120anonymously": 35373, "\u0120KEY": 35374, "\u0120simulator": 35375, "Winter": 35376, "\u0120streamed": 35377, "507": 35378, "?\",": 35379, "\u0120teased": 35380, "\u0120coefficient": 35381, "\u0120wartime": 35382, "\u0120THR": 35383, "''.": 35384, "\u0120Banking": 35385, "mpire": 35386, "\u0120fandom": 35387, "\u0120lia": 35388, "Ga": 35389, "\u0120downhill": 35390, "\u0120interpreting": 35391, "Individual": 35392, "Norm": 35393, "\u0120jealousy": 35394, "bitcoin": 35395, "\u0120pleasures": 35396, "\u0120Toys": 35397, "\u0120Chevrolet": 35398, "\u0120Advisor": 35399, "IZE": 35400, "\u0120receptions": 35401, "706": 35402, "Cro": 35403, "\u0120262": 35404, "\u0120citrus": 35405, "iru": 35406, "Reviewer": 35407, "jected": 35408, "UES": 35409, "anz": 35410, "1981": 35411, "\u0120Worker": 35412, "\u0120complied": 35413, "orescent": 35414, "continental": 35415, "Ton": 35416, "\u0120Prism": 35417, "\u0120Sheep": 35418, "\u0120288": 35419, "nox": 35420, "\u0120Vog": 35421, "Ord": 35422, "\u0120realms": 35423, "tek": 35424, "\u0120irrigation": 35425, "\u0120bicycles": 35426, "\u0120electronically": 35427, "poly": 35428, "tall": 35429, "());": 35430, "\u0120aesthetics": 35431, "\u0120Integrated": 35432, "Explore": 35433, "\u0120dunk": 35434, "476": 35435, "pain": 35436, "\u0120Jacques": 35437, "\u0120Dmit": 35438, "Frames": 35439, "\u0120reunited": 35440, "\u0120humid": 35441, "Dro": 35442, "Political": 35443, "\u0120youthful": 35444, "\u0120entails": 35445, "\u0120mosquito": 35446, "363": 35447, "species": 35448, "\u0120coordinating": 35449, "\u0120Mayhem": 35450, "\u0120Magnus": 35451, "Mount": 35452, "Improved": 35453, "\u0120STATE": 35454, "ATTLE": 35455, "\u0120flowed": 35456, "\u0120tackled": 35457, "\u0120fashioned": 35458, "\u0120reorgan": 35459, "ivari": 35460, "finger": 35461, "\u0120reluctantly": 35462, "etting": 35463, "\u0120Vand": 35464, "young": 35465, "\u0120Garland": 35466, "\u0120presumption": 35467, "\u0120amenities": 35468, "\u0120Pleasant": 35469, "onential": 35470, "\u0120Oxy": 35471, "\u0120morals": 35472, "\u0120Yah": 35473, "Ready": 35474, "Simon": 35475, "Enh": 35476, "Demon": 35477, "\u0120clich": 35478, "Monitor": 35479, "\u0120DU": 35480, "\u0120welcomes": 35481, "\u0120standout": 35482, "\u0120dreadful": 35483, "\u0120bananas": 35484, "\u0120balloons": 35485, "hooting": 35486, "basic": 35487, "\u0120suffix": 35488, "\u0120duly": 35489, "cano": 35490, "Chain": 35491, "atos": 35492, "\u0120geopolitical": 35493, "\u0120(&": 35494, "\u0120Gemini": 35495, "\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124\u00c3\u0125\u00c3\u0124": 35496, "\u0120acquitted": 35497, "Luck": 35498, "protect": 35499, "1024": 35500, "\u0120scarcity": 35501, "\u0120mindfulness": 35502, "ecided": 35503, "DN": 35504, "prime": 35505, "\u0120Presidents": 35506, "\u0120VIDEO": 35507, "\u0120(\u00e2\u012a\u0134": 35508, "addock": 35509, "NOR": 35510, "\u0120Pru": 35511, "pun": 35512, "\u0120LOL": 35513, "))))": 35514, "\u0120Liqu": 35515, "\u0120SAS": 35516, "\u0120styling": 35517, "\u0120punishments": 35518, "\u0120numb": 35519, "\u0120ascertain": 35520, "\u0120Rockies": 35521, "flu": 35522, "Thumbnail": 35523, "\u0120perpetrated": 35524, "\u0120Semi": 35525, "\u0120disarm": 35526, "\u0120Older": 35527, "\u0120Exception": 35528, "\u0120exponentially": 35529, "\u0120Communities": 35530, "\u0120abolish": 35531, "\u0120Partner": 35532, "ptoms": 35533, "\u0120777": 35534, "\u0120Foley": 35535, "\u0120Cases": 35536, "\u0120grease": 35537, "\u0120Rebirth": 35538, "Ground": 35539, "\u0120;)": 35540, "\u0120Doctrine": 35541, "ikini": 35542, "Ye": 35543, "\u0120Blossom": 35544, "\u0120persists": 35545, "bill": 35546, "\u0120infusion": 35547, "\u0120buddies": 35548, "911": 35549, "\u0120Patient": 35550, "\u0120demos": 35551, "\u0120acquaintance": 35552, "\u0120Paw": 35553, "atari": 35554, "\u0120xml": 35555, "\u0120fascination": 35556, "\u0120Serve": 35557, "\u00cf\u0124": 35558, "branded": 35559, "\u0120az": 35560, "Returns": 35561, "\u0120overshadow": 35562, "\u0120roam": 35563, "\u0120speedy": 35564, "numbered": 35565, "helial": 35566, "\u0120disciple": 35567, "\u0120assurances": 35568, "given": 35569, "pecting": 35570, "\u0120Natalie": 35571, "\u00e7\u0136\u00b0": 35572, "\u0120mosquitoes": 35573, "rotein": 35574, "\u0120numeric": 35575, "\u0120independents": 35576, "\u0120transitional": 35577, "\u0120reactionary": 35578, "\u0120Mechdragon": 35579, "doctor": 35580, "\u0120shortest": 35581, "\u0120sequential": 35582, "\u0120Bac": 35583, "\u0120Accounts": 35584, "\u00e3\u0123\u012e": 35585, "achy": 35586, "ractive": 35587, "\u0120Regiment": 35588, "\u0120breathtaking": 35589, "fficiency": 35590, "\u0120Bates": 35591, "\u0120311": 35592, "\u0120wardrobe": 35593, "fts": 35594, "\u0120Berk": 35595, "Simply": 35596, "\u0120Riverside": 35597, "ivering": 35598, "idential": 35599, "lucent": 35600, "\u0120enriched": 35601, "\u0120Conver": 35602, "\u0120Giving": 35603, "\u00e3\u0125\u013b": 35604, "\u0120legalize": 35605, "\u0120FTC": 35606, "\u0120freaking": 35607, "Mix": 35608, "\u0120terrestrial": 35609, "esian": 35610, "cients": 35611, "Wing": 35612, "LOAD": 35613, "\u0120ledge": 35614, "\u0120Violent": 35615, "\u0120Metall": 35616, "\u0120308": 35617, "\u0120southeastern": 35618, "hetto": 35619, "Meat": 35620, "\u0120slowdown": 35621, "\u0120retreated": 35622, "Jeremy": 35623, "endas": 35624, "*****": 35625, "eric": 35626, "\u0120reins": 35627, "oppable": 35628, "\u0120Humanity": 35629, "earances": 35630, "rigan": 35631, "Camera": 35632, "\u0120waivers": 35633, "soc": 35634, "\u0120alteration": 35635, "transform": 35636, "\u0120Cemetery": 35637, "506": 35638, "\u0120indefinite": 35639, "\u0120stimulating": 35640, "yg": 35641, "603": 35642, "\u0120Sop": 35643, "\u0120descriptive": 35644, "Phase": 35645, "\u0120Edmund": 35646, "\u0120pneumonia": 35647, "ventus": 35648, "Amb": 35649, "\u0120laboratories": 35650, "\u0120Exclusive": 35651, "ugar": 35652, "Were": 35653, "\u0120malfunction": 35654, "\u0120homosexuals": 35655, "\u0120-------": 35656, "uni": 35657, "\u0120turbines": 35658, "\u0120Equity": 35659, "Du": 35660, "\u0120minded": 35661, "\u0120RH": 35662, "\u0120Blackhawks": 35663, "\u0120feats": 35664, "\u01201700": 35665, "repl": 35666, "362": 35667, "laden": 35668, "\u0120indispensable": 35669, "lyss": 35670, "tti": 35671, "\u0120reel": 35672, "\u0120diverted": 35673, "\u0120likeness": 35674, "\u0120subscriptions": 35675, "\u0120fingert": 35676, "\u0120filthy": 35677, "destruct": 35678, "draft": 35679, "\u0120Bernardino": 35680, "launch": 35681, "\u0120perplex": 35682, "\u0120SUM": 35683, "carb": 35684, "\u0120sweater": 35685, "\u0120Venture": 35686, "\u0120Jag": 35687, "\u0120Celeb": 35688, "\u0120Voters": 35689, "\u0120steadfast": 35690, "\u0120athletics": 35691, "\u0120Hanson": 35692, "\u0120Drac": 35693, "Tracker": 35694, "\u0120commend": 35695, "\u0120Presidency": 35696, "\u0120DID": 35697, "informed": 35698, "\u0120webpage": 35699, "Pretty": 35700, "\u0120forcefully": 35701, "\u00e3\u0125\u0125\u00e3\u0124\u00af": 35702, "\u0120relocation": 35703, "\u0120satire": 35704, "\u00e2\u012b": 35705, "\u0120Sunderland": 35706, "\u00e6\u0126": 35707, "Voice": 35708, "????????": 35709, "\u0120informant": 35710, "\u0120bowel": 35711, "\u0120Uniform": 35712, "\u0120...\"": 35713, "\u0120purge": 35714, "\u0120picnic": 35715, "\u0120Umb": 35716, "\u0120UPDATE": 35717, "\u0120Sapphire": 35718, "\u0120Stall": 35719, "learn": 35720, "\u0120objectively": 35721, "\u0120obliter": 35722, "\u0120loophole": 35723, "\u0120journeys": 35724, "\u0120omission": 35725, "Pros": 35726, "\u0120Sidney": 35727, "ploma": 35728, "\u0120sprayed": 35729, "\u0120guru": 35730, "\u0120traitor": 35731, "\u0120timet": 35732, "\u0120snapping": 35733, "\u0120Sevent": 35734, "urnal": 35735, "\u0120Ukip": 35736, "\u0120bowed": 35737, "poral": 35738, "liberal": 35739, "Ros": 35740, "Questions": 35741, "iOS": 35742, "\u0120summarize": 35743, "STAT": 35744, "\u01201850": 35745, "apest": 35746, "\u0120lender": 35747, "\u0120Variable": 35748, "bringing": 35749, "\u0120LORD": 35750, ",)": 35751, "\u0120collapses": 35752, "xiety": 35753, "\u0120Ned": 35754, "YD": 35755, "\u0120Scha": 35756, "\u0120antibody": 35757, "\u0120disband": 35758, "yre": 35759, "illusion": 35760, "\u0120rover": 35761, "shed": 35762, "\u0120Hirosh": 35763, "cci": 35764, "\u0120calam": 35765, "\u0120Morton": 35766, "Pinterest": 35767, "\u01201928": 35768, "\u0120Euras": 35769, "ordes": 35770, "\u0120fences": 35771, "\u0120Inventory": 35772, "\u0120Valencia": 35773, "\u0120Ud": 35774, "\u0120Tiff": 35775, "\u0120sque": 35776, "\u0120quotation": 35777, "\u0120troublesome": 35778, "erker": 35779, "QUEST": 35780, "\u0120Kingdoms": 35781, "south": 35782, "\u0120levy": 35783, "Prince": 35784, "\u0120Sting": 35785, "\u0120nicknamed": 35786, "\u0120appe": 35787, "\u0120photographic": 35788, "\u0120corpus": 35789, "reference": 35790, "\u0120Trog": 35791, "Unt": 35792, ")=(": 35793, "\u0120Latvia": 35794, "\u0120activating": 35795, "\u0120licensee": 35796, "\u0120disparities": 35797, "\u0120Newsletter": 35798, "\u00e3\u0125\u0125\u00e3\u0125\u012a": 35799, "\u0120freeing": 35800, "\u0120Jeep": 35801, "\u0120Perception": 35802, "insk": 35803, "\u0120silicone": 35804, "\u0120Hayden": 35805, "Lean": 35806, "\u0120Suzuki": 35807, "ibrarian": 35808, "668": 35809, "\u0120spor": 35810, "\u0120correlations": 35811, "aghetti": 35812, "\u0120tuber": 35813, "\u0120IPCC": 35814, "ilus": 35815, "\u0120Vu": 35816, "\u0120wealthiest": 35817, "\u0120Carbuncle": 35818, "anza": 35819, "\u0120fooled": 35820, "\u0120Zur": 35821, "\u0120daddy": 35822, "rano": 35823, "ilian": 35824, "\u0120knockout": 35825, "fman": 35826, "required": 35827, "\u0120Wikileaks": 35828, "\u0120Duffy": 35829, "ONT": 35830, "\u0120insol": 35831, "\u0120Objects": 35832, "\u0120bou": 35833, "\u0120Nordic": 35834, "\u0120Insert": 35835, "scan": 35836, "\u0120dancers": 35837, "\u0120idiots": 35838, "majority": 35839, "\u0120Neville": 35840, "\u0120FreeBSD": 35841, "\u0120tart": 35842, "panic": 35843, "690": 35844, "\u0120cocoa": 35845, "\u0120sampled": 35846, "\u0120lookup": 35847, "Indust": 35848, "\u0120injections": 35849, "genre": 35850, "\u0120au": 35851, "\u0120roadway": 35852, "\u0120genitals": 35853, "Kind": 35854, "\u0120Examiner": 35855, "\u0120Yaz": 35856, "Fresh": 35857, "\u0120paralysis": 35858, "\u0120Aluminum": 35859, "\u0120reap": 35860, "ok\u00c3\u00a9": 35861, "\u0120sloppy": 35862, "\u0120Tunnel": 35863, "posium": 35864, "nery": 35865, "enic": 35866, "\u0120herbal": 35867, "\u0120Outer": 35868, "\u0120Builder": 35869, "\u0120incur": 35870, "\u0120ideologies": 35871, "\u0120backups": 35872, "consuming": 35873, "\u0120Detect": 35874, "deck": 35875, "\u0120KNOW": 35876, "\u0120Gret": 35877, "\u0120MIC": 35878, "\u0120toughness": 35879, "\u0120Exhibit": 35880, "\u0120hive": 35881, "Les": 35882, "\u0120SCHOOL": 35883, "\u0120Atari": 35884, "alde": 35885, "\u0120Null": 35886, "andestine": 35887, "mouse": 35888, "\u0120brigade": 35889, "489": 35890, "\u0120revol": 35891, "\u0120Lawson": 35892, "\u0120Wah": 35893, "opoly": 35894, "ebted": 35895, "\u0120Saunders": 35896, "\u0120313": 35897, "\u0120Winc": 35898, "\u0120taboo": 35899, "\u0120Helmet": 35900, "\u0120wedge": 35901, "chip": 35902, "\u0120Tina": 35903, "bg": 35904, "\u0120infuri": 35905, "rn": 35906, "\u0120anomalies": 35907, "\u0120Sync": 35908, "\u0120Exam": 35909, "\u0120Commit": 35910, "\u0120Diary": 35911, "\u0120ALSO": 35912, "\u0120Debor": 35913, "omedical": 35914, "\u0120comprehension": 35915, "655": 35916, "\u0120empowering": 35917, "\u0120ire": 35918, "\u0120juices": 35919, "\u0120ETH": 35920, "\u0120Boxing": 35921, "=\"/": 35922, "\u0120facilitated": 35923, "poke": 35924, "\u0120Parsons": 35925, "\u0120Moder": 35926, "travel": 35927, "\u0120civilizations": 35928, "\u0120libertarians": 35929, "\u0120rune": 35930, "\u0120Clarks": 35931, "athed": 35932, "\u0120campaigners": 35933, "\u0120Dispatch": 35934, "\u0120Fahrenheit": 35935, "\u0120Capcom": 35936, "----------": 35937, "\u0120lace": 35938, "\u0120draining": 35939, "\u0120liner": 35940, "\u0120Artificial": 35941, "\u00c3\u00a9n": 35942, "task": 35943, "]).": 35944, "\u0120GMO": 35945, "\u0120Operator": 35946, "ordinary": 35947, "\u0120Influence": 35948, "\u0120Ups": 35949, "\u0120potency": 35950, "ussen": 35951, "ospons": 35952, "\u0120Swim": 35953, "\u0120Deadline": 35954, "Unity": 35955, "\u0120culinary": 35956, "\u0120enlightenment": 35957, "\u0120wearer": 35958, "\u0120mined": 35959, "\u0120ply": 35960, "\u0120incest": 35961, "\u0120DVDs": 35962, "Walk": 35963, "BTC": 35964, "Trade": 35965, "\u0120deval": 35966, "iband": 35967, "\u0120Oversight": 35968, "Palestinian": 35969, "\u0120dart": 35970, "\u0120mul": 35971, "LR": 35972, "\u0120removable": 35973, "\u0120Realms": 35974, "\u00ec\u013f": 35975, "\u0120miscar": 35976, "\u0120Vulkan": 35977, "685": 35978, "\u00c3\u00a8re": 35979, "\u0120Sap": 35980, "\u0120merging": 35981, "\u0120Carly": 35982, "chester": 35983, "\u0120brisk": 35984, "\u0120luxurious": 35985, "\u0120Generator": 35986, "\u0120bitterness": 35987, "\u0120edible": 35988, "\u0120243": 35989, "TG": 35990, "\u0120rectangle": 35991, "WithNo": 35992, "below": 35993, "Jenn": 35994, "\u0120darkest": 35995, "\u0120hitch": 35996, "\u0120dosage": 35997, "\u0120scaven": 35998, "\u0120Keller": 35999, "\u0120Illustrated": 36000, "Certainly": 36001, "\u0120Mavericks": 36002, "Marginal": 36003, "\u0120diarrhea": 36004, "\u0120enormously": 36005, "\u0120999": 36006, "shr": 36007, "quart": 36008, "\u0120adamant": 36009, "\u0120Mew": 36010, "\u0120renovation": 36011, "\u0120cervical": 36012, "\u0120Percentage": 36013, "eners": 36014, "\u0120Kimber": 36015, "\u0120floats": 36016, "\u0120dex": 36017, "\u0120Witcher": 36018, "\u0120Swansea": 36019, "dm": 36020, "\u0120salty": 36021, "yellow": 36022, "\u0120cape": 36023, "\u0120Drain": 36024, "\u0120Paula": 36025, "\u0120Toledo": 36026, "lesi": 36027, "Magazine": 36028, "\u0120Wick": 36029, "\u0120Mn": 36030, "\u0120Ack": 36031, "\u0120Riding": 36032, "ASON": 36033, "\u0120homophobic": 36034, "ARP": 36035, "\u0120wandered": 36036, "CPU": 36037, "oodoo": 36038, "\u0120Pipe": 36039, "\u0120tightening": 36040, "\u0120Butt": 36041, "318": 36042, "\u0120deserted": 36043, "Session": 36044, "\u0120facilitating": 36045, "Jump": 36046, "\u0120emergencies": 36047, "OWER": 36048, "\u0120exhaustive": 36049, "\u0120AFTER": 36050, "\u0120heartbeat": 36051, "\u0120Label": 36052, "acky": 36053, "\u0120Certified": 36054, "iltration": 36055, "Ze": 36056, "\u0120Utt": 36057, "\u01201300": 36058, "\u0120presume": 36059, "\u0120Disp": 36060, "\u0120surged": 36061, "\u0120dolls": 36062, "Columb": 36063, "\u0120chimpan": 36064, "\u0120Razor": 36065, "\u0120ticks": 36066, "\u0120councillor": 36067, "\u0120pilgrimage": 36068, "\u0120Rebels": 36069, "\u0120QC": 36070, "\u0120Auction": 36071, "xia": 36072, "ikk": 36073, "bred": 36074, "\u0120insertion": 36075, "\u0120coarse": 36076, "dB": 36077, "SEE": 36078, "\u0120Zap": 36079, "\u0120Foo": 36080, "\u0120contempor": 36081, "\u0120Quarterly": 36082, "otions": 36083, "\u0120Alchemist": 36084, "\u0120Trey": 36085, "\u0120Duo": 36086, "Sweet": 36087, "804": 36088, "\u0120Giov": 36089, "\u0120funn": 36090, "Nin": 36091, "hoff": 36092, "\u0120ramifications": 36093, "\u01201922": 36094, "\u0120Experts": 36095, "azes": 36096, "\u0120garments": 36097, "arial": 36098, "\u0120Nab": 36099, "\u0120257": 36100, "\u0120Ved": 36101, "\u0120humorous": 36102, "\u0120Pompe": 36103, "\u0120nylon": 36104, "\u0120lurking": 36105, "\u0120Sergey": 36106, "\u0120Mattis": 36107, "\u0120misogyny": 36108, "\u0120Components": 36109, "\u0120Watching": 36110, "\u0120Folk": 36111, "ractical": 36112, "Bush": 36113, "\u0120taped": 36114, "\u0120grouping": 36115, "\u0120beads": 36116, "\u01202048": 36117, "\u0120condu": 36118, "querque": 36119, "Reading": 36120, "\u0120grievances": 36121, "Ultra": 36122, "\u0120endpoint": 36123, "Hig": 36124, "\u0120Static": 36125, "\u0120Scarborough": 36126, "Lua": 36127, "\u0120Messi": 36128, "aqu": 36129, "\u0120PsyNet": 36130, "\u0120Rudd": 36131, "\u0120avenue": 36132, "vp": 36133, "Jer": 36134, "\u0120shady": 36135, "\u0120Resist": 36136, "\u0120Artemis": 36137, "\u0120careless": 36138, "\u0120brokers": 36139, "\u0120temperament": 36140, "\u0120520": 36141, "Tags": 36142, "\u0120Turning": 36143, "\u0120uttered": 36144, "\u0120pedd": 36145, "\u0120improvised": 36146, "\u0120:(": 36147, "\u0120tabl": 36148, "\u0120plains": 36149, "1600": 36150, "pressure": 36151, "\u0120Essence": 36152, "margin": 36153, "friends": 36154, "\u0120Restoration": 36155, "\u0120pollut": 36156, "\u0120Poker": 36157, "\u0120Augustine": 36158, "\u0120CIS": 36159, "\u0120SEAL": 36160, "orama": 36161, "\u0120thwart": 36162, "seek": 36163, "\u0120pagan": 36164, "\u00c2\u00ba": 36165, "cpu": 36166, "\u0120garn": 36167, "\u0120assortment": 36168, "\u0120ILCS": 36169, "tower": 36170, "Recommended": 36171, "\u0120unborn": 36172, "\u0120RandomRedditor": 36173, "\u0120RandomRedditorWithNo": 36174, "\u0120paralyzed": 36175, "\u0120eruption": 36176, "\u0120intersect": 36177, "\u0120Stoke": 36178, "\u0120Sco": 36179, "Bind": 36180, "\u00e5\u00be": 36181, "\u0120PNG": 36182, "\u0120Negative": 36183, "\u0120NOAA": 36184, "Leon": 36185, "\u0120alloy": 36186, "\u0120Lama": 36187, "\u0120Diversity": 36188, "575": 36189, "\u0120underestimated": 36190, "\u0120Scor": 36191, "\u0120mural": 36192, "\u0120busted": 36193, "soon": 36194, "lif": 36195, "\u0120nonex": 36196, "\u0120allergy": 36197, "\u0120Underworld": 36198, "\u0120Rays": 36199, "\u0120Blasio": 36200, "\u0120hrs": 36201, "\u0120Dir": 36202, "\u0120327": 36203, "byter": 36204, "\u0120replacements": 36205, "\u0120activates": 36206, "rived": 36207, "MH": 36208, "\u0120pans": 36209, "\u0120HI": 36210, "\u0120longitudinal": 36211, "\u0120nuisance": 36212, "aler": 36213, "\u0120swell": 36214, "\u0120Signed": 36215, "sci": 36216, "\u0120Isles": 36217, "\u0120AGA": 36218, "\u0120defiant": 36219, "\u0120sonic": 36220, "ocon": 36221, "KC": 36222, "\u0120Aim": 36223, "tie": 36224, "ahah": 36225, "\u0120mL": 36226, "DX": 36227, "\u0120bisc": 36228, "\u0120Billboard": 36229, "\u0120SYSTEM": 36230, "NEY": 36231, "gaard": 36232, "\u0120distressed": 36233, "formerly": 36234, "Alan": 36235, "\u0120chefs": 36236, "\u0120optics": 36237, "\u0120Comet": 36238, "\u0120AMC": 36239, "\u0120redesigned": 36240, "irmation": 36241, "\u0120sightings": 36242, "382": 36243, "311": 36244, "\u0120WB": 36245, "\u0120contraction": 36246, "\u0120TOTAL": 36247, "Dual": 36248, "\u0120startled": 36249, "\u0120understandably": 36250, "\u0120sunglasses": 36251, "ETHOD": 36252, "\u0120docker": 36253, "\u0120surfing": 36254, "\u0120HEL": 36255, "\u0120Slack": 36256, "tones": 36257, "\u0120shalt": 36258, "Visual": 36259, "498": 36260, "Department": 36261, "cussion": 36262, "\u0120unrestricted": 36263, "\u0120tad": 36264, "\u0120rename": 36265, "employed": 36266, "\u0120educating": 36267, "\u0120grinned": 36268, "bedroom": 36269, "\u0120Activities": 36270, "\u0120Velvet": 36271, "\u0120SWAT": 36272, "\u0120shuffle": 36273, "igor": 36274, "\u0120saturation": 36275, "Finding": 36276, "cream": 36277, "icter": 36278, "\u0120vodka": 36279, "tracking": 36280, "tec": 36281, "\u0120foreground": 36282, "iesta": 36283, "\u0120vehement": 36284, "\u0120ECB": 36285, "\u0120Tie": 36286, "Ey": 36287, "\u0120turtles": 36288, "\u0120Railroad": 36289, "\u0120Katz": 36290, "\u0120Frames": 36291, "\u0120menace": 36292, "\u0120Fellowship": 36293, "\u0120Essential": 36294, "uggish": 36295, "\u0120drip": 36296, "chwitz": 36297, "\u0120Kyoto": 36298, "sb": 36299, "\u0120Nina": 36300, "Parameter": 36301, "\u0120alarms": 36302, "\u0120Claud": 36303, "\u0120pioneering": 36304, "\u0120chiefly": 36305, "\u0120Scream": 36306, "Collection": 36307, "\u0120thankfully": 36308, "\u0120Ronaldo": 36309, "\u00e5\u0143\u0132": 36310, "strip": 36311, "\u0120Disneyland": 36312, "commercial": 36313, "Seeing": 36314, "Soul": 36315, "\u0120evacuate": 36316, "\u0120civ": 36317, "\u0120Ashe": 36318, "\u0120divides": 36319, "\u0120Dagger": 36320, "rehensive": 36321, "\u0120berries": 36322, "\u0120DF": 36323, "\u0120sushi": 36324, "\u0120plurality": 36325, "WI": 36326, "\u0120disadvantaged": 36327, "\u0120battalion": 36328, "obiles": 36329, "451": 36330, "\u0120cling": 36331, "\u0120undeniable": 36332, "\u0120Lounge": 36333, "\u0120haunt": 36334, "phe": 36335, "\u0120quantify": 36336, "\u0120differed": 36337, "\u0120[*]": 36338, "\u0120Viz": 36339, "cum": 36340, "slave": 36341, "\u0120videog": 36342, "\u0120quar": 36343, "\u0120bundles": 36344, "\u0120Alonso": 36345, "tackle": 36346, "\u0120neuronal": 36347, "\u0120landslide": 36348, "confirmed": 36349, "\u0120Depth": 36350, "\u0120renewables": 36351, "Bear": 36352, "\u0120Macedonia": 36353, "\u0120jerseys": 36354, "\u0120bunk": 36355, "\u0120Spawn": 36356, "\u0120Controls": 36357, "\u0120Buchanan": 36358, "\u0120robotics": 36359, "\u0120emphasizing": 36360, "\u0120Tutorial": 36361, "hyp": 36362, "iston": 36363, "\u0120monumental": 36364, "\u00e6\u00b0": 36365, "\u0120Carry": 36366, "\u0120tbsp": 36367, "enance": 36368, "Hill": 36369, "arthed": 36370, "\u0120rotten": 36371, "Dean": 36372, "\u0120twisting": 36373, "\u0120goodwill": 36374, "\u0120immersion": 36375, "Living": 36376, "\u0120brushes": 36377, "\u0120CGI": 36378, "\u0120Atk": 36379, "traditional": 36380, "\u0120phantom": 36381, "\u0120Stamina": 36382, "\u0120expansions": 36383, "\u0120Marin": 36384, "\u0120embarked": 36385, "\u0120Eg": 36386, "intestinal": 36387, "\u0120PEOPLE": 36388, "\u0120Booth": 36389, "\u0120Appalach": 36390, "\u0120relegated": 36391, "VT": 36392, "MIT": 36393, "\u0120muster": 36394, "\u0120withdrawing": 36395, "\u0120microscope": 36396, "\u0120Gathering": 36397, "\u0120Crescent": 36398, "\u0120Argentine": 36399, "\u0120Decre": 36400, "\u0120Dominic": 36401, "\u0120buds": 36402, "antage": 36403, "\u0120Ion": 36404, "\u0120widened": 36405, "ONSORED": 36406, "\u0120Gloves": 36407, "iannopoulos": 36408, "razen": 36409, "feel": 36410, "\u0120repayment": 36411, "\u0120hindsight": 36412, "\u0120REALLY": 36413, "\u0120Pistol": 36414, "\u0120Brah": 36415, "\u0120watts": 36416, "\u0120survives": 36417, "\u0120flurry": 36418, "issy": 36419, "Alert": 36420, "\u0120Uruguay": 36421, "Phoenix": 36422, "Slow": 36423, "\u0120Grave": 36424, "\u0120Fir": 36425, "\u0120manageable": 36426, "\u0120tariff": 36427, "\u0120UDP": 36428, "\u0120Pistons": 36429, "\u0120Nigerian": 36430, "\u0120strikeouts": 36431, "\u0120cosmetics": 36432, "whelming": 36433, "fab": 36434, "cape": 36435, "proxy": 36436, "\u0120rethink": 36437, "\u0120overcoming": 36438, "simple": 36439, "\u0120woo": 36440, "\u0120distracting": 36441, "\u0120Stanton": 36442, "\u0120Tulsa": 36443, "\u0120Dock": 36444, "659": 36445, "\u0120discord": 36446, "\u0120Emacs": 36447, "\u0120Ves": 36448, "\u0120ROB": 36449, "\u0120reassuring": 36450, "\u0120consortium": 36451, "Muslims": 36452, "321": 36453, "\u0120prompts": 36454, "sei": 36455, "\u0120Hitch": 36456, "imposed": 36457, "\u0120Fool": 36458, "\u0120indiscrim": 36459, "wrong": 36460, "buquerque": 36461, "Davis": 36462, "!]": 36463, "\u0120timeless": 36464, "\u0120NEED": 36465, "\u0120pesticide": 36466, "\u0120rallying": 36467, "\u0120Calder": 36468, "\u0120\u00e5\u00a4": 36469, "\u0120xp": 36470, "\u0120Unle": 36471, "\u0120Export": 36472, "luaj": 36473, "Buff": 36474, ")[": 36937, "\u0120sqor": 36938, "Saudi": 36939, "\u0120istg": 36940, "\u0120indulge": 36941, "proc": 36942, "\u0120disgusted": 36943, "\u0120compounded": 36944, "\u0120nem": 36945, "\u0120schooling": 36946, "\u0120Cure": 36947, "processing": 36948, "Sol": 36949, "\u0120proverb": 36950, "itized": 36951, "\u0120Alvarez": 36952, "\u0120scarf": 36953, "\u0120rectangular": 36954, "reve": 36955, "\u0120hormonal": 36956, "\u0120Stress": 36957, "itizen": 36958, "\u0120425": 36959, "girls": 36960, "\u0120Noir": 36961, "\u0120Rapp": 36962, "\u0120marches": 36963, "church": 36964, "\u0120Uses": 36965, "\u0120405": 36966, "\u0120Berm": 36967, "\u0120ordinances": 36968, "\u0120Judgment": 36969, "Charges": 36970, "\u0120Zin": 36971, "\u0120dusty": 36972, "\u0120strawberries": 36973, "\u0120perce": 36974, "\u0120Thur": 36975, "\u0120Deborah": 36976, "netflix": 36977, "\u0120Lambert": 36978, "\u0120amused": 36979, "\u0120Guang": 36980, "YOU": 36981, "RGB": 36982, "\u0120CCTV": 36983, "\u0120fiat": 36984, "rang": 36985, "\u0120federation": 36986, "\u0120Mant": 36987, "\u0120Bust": 36988, "\u0120Mare": 36989, "respective": 36990, "\u0120Migration": 36991, "\u0120BIT": 36992, "590": 36993, "\u0120patriotism": 36994, "\u0120outlining": 36995, "region": 36996, 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"\u0120Deaths": 37044, "ATIVE": 37045, "Profile": 37046, "sym": 37047, "JA": 37048, "\u0120ninja": 37049, "installed": 37050, "idates": 37051, "ebra": 37052, "\u0120Omaha": 37053, "\u0120seizing": 37054, "\u0120Beasts": 37055, "\u0120salts": 37056, "Mission": 37057, "Generally": 37058, "\u0120Trilogy": 37059, "heon": 37060, "legates": 37061, "\u0120dime": 37062, "\u0120faire": 37063, "parable": 37064, "Graph": 37065, "\u0120totaling": 37066, "\u0120diagrams": 37067, "\u0120Yanuk": 37068, "plet": 37069, "\u0120Meh": 37070, "\u0120mythical": 37071, "\u0120Stephens": 37072, "autical": 37073, "ochemistry": 37074, "\u0120kilograms": 37075, "\u0120elbows": 37076, "ancock": 37077, "\u0120BCE": 37078, "\u0120Prague": 37079, "\u0120improv": 37080, "\u0120Devin": 37081, "\u0120\"\\": 37082, "paralle": 37083, "\u0120supremacists": 37084, "\u0120Billion": 37085, "\u0120regimen": 37086, "innacle": 37087, "\u0120requisite": 37088, "angan": 37089, "\u0120Burlington": 37090, "ainment": 37091, "\u0120Objective": 37092, "omsky": 37093, "GV": 37094, "\u0120unilateral": 37095, "\u0120tc": 37096, "\u0120hires": 37097, "mental": 37098, "\u0120involuntary": 37099, "\u0120transpl": 37100, "\u0120ASCII": 37101, "\u00c2\u00a8": 37102, "Events": 37103, "\u0120doubted": 37104, "\u0120Kaplan": 37105, "\u0120Courage": 37106, "igon": 37107, "\u0120Managing": 37108, "\u0120Tart": 37109, "\u0120falsehood": 37110, "\u0120Violet": 37111, "\u0120airs": 37112, "\u0120fertilizer": 37113, "Britain": 37114, "\u0120aquatic": 37115, "ouf": 37116, "Words": 37117, "\u0120Hartford": 37118, "\u0120evenings": 37119, "\u0120Vengeance": 37120, "quite": 37121, "Gall": 37122, "\u0120Pret": 37123, "\u0120pdf": 37124, "\u0120LM": 37125, "\u0120Sochi": 37126, "\u0120Intercept": 37127, "920": 37128, "\u0120profitability": 37129, "\u0120Idle": 37130, "\u0120MacDonald": 37131, "\u0120Establishment": 37132, "umsy": 37133, "\u0120gatherings": 37134, "\u0120Naj": 37135, "Charlie": 37136, "\u0120ascent": 37137, "\u0120Protector": 37138, "\u0120algebra": 37139, "\u0120bios": 37140, "forums": 37141, "ELS": 37142, "Introduced": 37143, "\u0120335": 37144, "\u0120astronomy": 37145, "Contribut": 37146, "\u0120Polic": 37147, "Platform": 37148, "\u0120containment": 37149, "wrap": 37150, "\u0120coronary": 37151, "\u0120Jelly": 37152, "manager": 37153, "\u0120heartbreaking": 37154, "cair": 37155, "\u0120Chero": 37156, "cgi": 37157, "Medical": 37158, "\u0120Accountability": 37159, "!!\"": 37160, "ophile": 37161, "\u0120psychotic": 37162, "\u0120Restrict": 37163, "\u0120equitable": 37164, "issues": 37165, "\u01201905": 37166, "\u0120Nek": 37167, "cised": 37168, "\u0120Tracking": 37169, "\u0120ozone": 37170, "\u0120cooker": 37171, "rosis": 37172, "\u0120reopen": 37173, "\u0120infinity": 37174, "\u0120Pharmaceutical": 37175, "ensional": 37176, "Attempt": 37177, "\u0120Rory": 37178, "Marco": 37179, "\u0120awaits": 37180, "HOW": 37181, "treated": 37182, "\u0120bolst": 37183, "\u0120revered": 37184, "\u0120pods": 37185, "oppers": 37186, "0010": 37187, "\u0120amplitude": 37188, "rican": 37189, "SPONSORED": 37190, "\u0120trousers": 37191, "\u0120halves": 37192, "\u0120Kaine": 37193, "\u0120Cutler": 37194, "\u0120AUTH": 37195, "\u0120splendid": 37196, "\u0120preventive": 37197, "\u0120Dudley": 37198, "ifacts": 37199, "uminati": 37200, "\u0120Yin": 37201, "\u0120admon": 37202, "\u0120Vag": 37203, "\u0120inverted": 37204, "\u0120hastily": 37205, "\u0120Hague": 37206, "Lyn": 37207, "\u0120ledger": 37208, "\u0120astronomical": 37209, "getting": 37210, "\u0120circa": 37211, "\u0120Cic": 37212, "\u0120Tennis": 37213, "Limited": 37214, "\u0120dru": 37215, "\u0120BYU": 37216, "\u0120travellers": 37217, "\u0120pane": 37218, "\u0120Intro": 37219, "\u0120patiently": 37220, "\u0120aiding": 37221, "\u0120loos": 37222, "\u0120Tough": 37223, "\u0120293": 37224, "\u0120consumes": 37225, "SourceFile": 37226, "\u0120\"\"\"": 37227, "\u0120bonding": 37228, "\u0120tilted": 37229, "\u0120menstrual": 37230, "\u0120Celestial": 37231, "ULAR": 37232, "Plugin": 37233, "\u0120risking": 37234, "Naz": 37235, "\u0120Riyadh": 37236, "\u0120accredited": 37237, "\u0120skirm": 37238, "\u00e9\u013d": 37239, "\u0120examiner": 37240, "\u0120messing": 37241, "\u0120nearing": 37242, "\u0120Chern": 37243, "\u0120Beckham": 37244, "\u0120swapped": 37245, "\u0120goose": 37246, "Kay": 37247, "\u0120lofty": 37248, "\u0120Wallet": 37249, "\u0120['": 37250, "\u0120apocalypse": 37251, "\u0120bamboo": 37252, "\u0120SPACE": 37253, "\u0120Elena": 37254, "\u0120306": 37255, "acons": 37256, "\u0120tightened": 37257, "\u0120adolescence": 37258, "\u0120rainy": 37259, "\u0120vandalism": 37260, "\u0120Newtown": 37261, "\u0120conject": 37262, "cakes": 37263, "\u0120cheated": 37264, "\u0120moderators": 37265, "params": 37266, "EFF": 37267, "\u0120deceit": 37268, "\u0120STL": 37269, "\u0120Tanzania": 37270, "\u0120RI": 37271, "\u01201923": 37272, "\u0120Exile": 37273, "thel": 37274, "\u0120theolog": 37275, "\u0120quirky": 37276, "\u0120Irvine": 37277, "\u0120needy": 37278, "oris": 37279, "Um": 37280, "Ka": 37281, "\u0120mailbox": 37282, "322": 37283, "\u0120bos": 37284, "\u0120Petra": 37285, "KING": 37286, "\u0120enlarged": 37287, "Often": 37288, "\u0120badass": 37289, "\u0120343": 37290, "\u0120Places": 37291, "\u0120CAD": 37292, "\u0120pristine": 37293, "\u0120intervening": 37294, "direction": 37295, "\u0120laz": 37296, "\u0120DSM": 37297, "\u0120projecting": 37298, "\u0120Funk": 37299, "agog": 37300, "payment": 37301, "nov": 37302, "\u0120chatter": 37303, "ARB": 37304, "\u0120examinations": 37305, "\u0120Household": 37306, "\u0120Gus": 37307, "Ford": 37308, "414": 37309, "Boss": 37310, "\u0120mystic": 37311, "\u0120leaps": 37312, "\u0120Bav": 37313, "ulz": 37314, "budget": 37315, "Football": 37316, "\u0120subsidized": 37317, "\u0120firsthand": 37318, "\u0120coincide": 37319, "ocular": 37320, "Conn": 37321, "\u0120Collabor": 37322, "\u0120fools": 37323, "amura": 37324, "ahar": 37325, "rists": 37326, "\u0120swollen": 37327, "\u0120expended": 37328, "\u0120Pau": 37329, "sup": 37330, "\u0120spar": 37331, "\u0120keynote": 37332, "suff": 37333, "\u0120unequal": 37334, "\u0120progressing": 37335, "strings": 37336, "\u0120Gamergate": 37337, "Disney": 37338, "\u0120Eleven": 37339, "omnia": 37340, "\u0120scripted": 37341, "\u0120earners": 37342, "brother": 37343, "\u0120Enabled": 37344, "\u00e6\u00b3": 37345, "\u0120larvae": 37346, "\u0120LOC": 37347, "mess": 37348, "Wilson": 37349, "\u0120Template": 37350, "successfully": 37351, "\u0120paramount": 37352, "\u0120camouflage": 37353, "\u0120binds": 37354, "\u0120Quiet": 37355, "\u0120Shutterstock": 37356, "rush": 37357, "\u0120mascot": 37358, "fortune": 37359, "\u0120Colt": 37360, "\u0120Beyon": 37361, "habi": 37362, "\u0120hairc": 37363, "\u0120267": 37364, "\u0120Deus": 37365, "\u0120twitch": 37366, "\u0120concentrating": 37367, "\u0120nipples": 37368, "cible": 37369, "\u0120gir": 37370, "NZ": 37371, "Math": 37372, "nih": 37373, "Required": 37374, "\u0120ponder": 37375, "\u0120SAN": 37376, "\u0120weddings": 37377, "\u0120loneliness": 37378, "NES": 37379, "\u0120Mahjong": 37380, "695": 37381, "addle": 37382, "\u0120Garner": 37383, "\u0120COUR": 37384, "Bridge": 37385, "\u0120spree": 37386, "\u0120Caldwell": 37387, "\u0120bribery": 37388, "\u0120\u00ef\u00bf\u00bd\u00ef\u00bf\u00bd\u00ef\u00bf\u00bd\u00ef\u00bf\u00bd\u00ef\u00bf\u00bd\u00ef\u00bf\u00bd\u00ef\u00bf\u00bd\u00ef\u00bf\u00bd": 37389, "plugins": 37390, "\u0120racket": 37391, "\u0120champagne": 37392, "versible": 37393, "Vote": 37394, "\u0120modifiers": 37395, "Mayor": 37396, "680": 37397, "\u0120assemblies": 37398, "\u0120Sultan": 37399, "\u0120Ning": 37400, "\u0120Ladies": 37401, "\u0120sulfur": 37402, "\u0120orbs": 37403, "\u0120-----": 37404, "_______": 37405, "\u0120Journalism": 37406, "\u0120esports": 37407, "\u0120lush": 37408, "\u0120hue": 37409, "\u0120spectral": 37410, "Honest": 37411, "\u00e3\u0125\u0131": 37412, "\u0120bushes": 37413, "\u0120reinforcement": 37414, "\u0120reopened": 37415, "\u0120Wheels": 37416, "\u0120Morg": 37417, "rieving": 37418, "\u0120auxiliary": 37419, "\u0120jQuery": 37420, "\u0120BAT": 37421, "tesque": 37422, "\u0120vertex": 37423, "pure": 37424, "frey": 37425, "\u00e3\u0124\u00ba": 37426, "dos": 37427, "\u0120typh": 37428, "\u0120cull": 37429, "\u0120eq": 37430, "\u0120decon": 37431, "\u0120tossing": 37432, "\u0120disparate": 37433, "\u0120Brigham": 37434, "printf": 37435, "ledged": 37436, "\u0120sund": 37437, "\u0120cozy": 37438, "\u0120hepatitis": 37439, "performing": 37440, "\u0120aval": 37441, "\u0120GG": 37442, "future": 37443, "\u0120petertodd": 37444, "\u0120Kosovo": 37445, "\u0120magnets": 37446, "Already": 37447, "\u0120Edison": 37448, "\u0120Ceres": 37449, "\u0120RAID": 37450, "\u0120brilliance": 37451, "576": 37452, "\u0120derives": 37453, "\u0120hypertension": 37454, "\u0120\u00ce\u0136": 37455, "\u0120lambda": 37456, "\u0120flair": 37457, "\u0120missionaries": 37458, "\u0120rapes": 37459, "\u0120Starter": 37460, "\u0120Months": 37461, "\u0120defy": 37462, "\u0120seismic": 37463, "\u0120Raphael": 37464, "\u0120eurozone": 37465, "656": 37466, "zsche": 37467, "\u0120scratched": 37468, "\u0120bows": 37469, "\u0120Lennon": 37470, "\u0120Gaia": 37471, "\u0120dripping": 37472, "facts": 37473, "Ale": 37474, "\u0120frogs": 37475, "\u0120Breast": 37476, "ogeneity": 37477, "\u0120Prosecutor": 37478, "\u0120amplified": 37479, "\u0120Hodg": 37480, "\u0120Fn": 37481, "Thousands": 37482, "\u0120NIH": 37483, "\u0120Monitoring": 37484, "FTWARE": 37485, "\u0120Priebus": 37486, "\u0120Growing": 37487, "hunter": 37488, "\u0120diagnose": 37489, "\u0120Mald": 37490, "\u0120LR": 37491, "\u0120crowned": 37492, "\u0120bursting": 37493, "\u0120dissolution": 37494, "javascript": 37495, "\u0120usefulness": 37496, "\u0120Execution": 37497, ":(": 37498, "\u0120Ivory": 37499, "aah": 37500, "\u0120persecuted": 37501, "violence": 37502, "istas": 37503, "\u0120Crate": 37504, "\u0120impulses": 37505, "\u0120Spani": 37506, "edes": 37507, "Handle": 37508, "\u0120Zerg": 37509, "thinkable": 37510, "Lastly": 37511, "\u0120spontaneously": 37512, "\u0120inconvenient": 37513, "\u0120dismissing": 37514, "\u0120plotted": 37515, "\u0120eighty": 37516, "\u0120737": 37517, "rish": 37518, "\u0120Thornton": 37519, "atham": 37520, "\u0120sitcom": 37521, "Ven": 37522, "Recipe": 37523, "tel": 37524, "lund": 37525, "\u0120clears": 37526, "\u0120Sasuke": 37527, "\u0120258": 37528, "\u0120opting": 37529, "\u0120enraged": 37530, "esthetic": 37531, "\u0120Ae": 37532, "uchs": 37533, "Prep": 37534, "Flow": 37535, "\u0120runoff": 37536, "\u0120Eating": 37537, "\u0120Giles": 37538, "\u0120Acting": 37539, "resources": 37540, "ibaba": 37541, "\u0120rpm": 37542, "\u0120skewed": 37543, "\u0120Blanc": 37544, "\u0120Sakuya": 37545, "\u0120hotter": 37546, "\u01201924": 37547, "opian": 37548, "cko": 37549, "\u0120crumbling": 37550, "\u0120captains": 37551, "\u0120Appropriations": 37552, "leaders": 37553, "dropping": 37554, "anuts": 37555, "\u0120reversing": 37556, "\u0120Pose": 37557, "\u0120Sek": 37558, "Scot": 37559, "\u0120Idea": 37560, "cise": 37561, "\u0120Slovenia": 37562, "\u0120317": 37563, "Doctor": 37564, "\u0120crocod": 37565, "aldi": 37566, "Sea": 37567, "\u0120Farrell": 37568, "\u0120mercenaries": 37569, "\u0120RNC": 37570, "\u0120Guess": 37571, "\u0120pacing": 37572, "Machine": 37573, "StreamerBot": 37574, "\u0120Charity": 37575, "\u0120298": 37576, "\u0120cannons": 37577, "\u0120Toby": 37578, "TPPStreamerBot": 37579, "\u0120Passion": 37580, "cfg": 37581, "Thom": 37582, "\u0120badges": 37583, "\u0120Bernstein": 37584, ".\u00e2\u0122\u0135": 37585, "\u0120POP": 37586, "\u0120Conj": 37587, "\u0120initialization": 37588, "\u0120biodiversity": 37589, "Dub": 37590, "\u0120feudal": 37591, "\u0120disclaimer": 37592, "\u0120crow": 37593, "\u0120ignition": 37594, "arf": 37595, "SHA": 37596, "\u0120kHz": 37597, "hazard": 37598, "\u0120Artists": 37599, "oeuv": 37600, "679": 37601, "\u0120Rudy": 37602, "Nine": 37603, "\u0120Ramadan": 37604, "\u00e5\u00bd": 37605, "itto": 37606, "\u0120adrenaline": 37607, "Cert": 37608, "\u0120smelled": 37609, "\u0120impunity": 37610, "\u0120agendas": 37611, "\u0120Reborn": 37612, "\u0120Concent": 37613, "\u0120Seems": 37614, "\u0120omega": 37615, "\u0120Dustin": 37616, "\u0120backer": 37617, "\u0120Sauce": 37618, "\u0120Boyle": 37619, "WIN": 37620, "\u0120spins": 37621, "\u0120pauses": 37622, "upt": 37623, "\u0120shredded": 37624, "\u0120strapped": 37625, "\u0120Corruption": 37626, "\u0120scratches": 37627, "\u0120ni": 37628, "\u0120attire": 37629, "\u0120SAF": 37630, "FactoryReloaded": 37631, "\u0120IPS": 37632, "\u0120(%": 37633, "\u0120seminar": 37634, "focus": 37635, "civil": 37636, "\u01201860": 37637, "intosh": 37638, "\u0120continual": 37639, "\u0120abbrevi": 37640, "\u0120Sok": 37641, "ocobo": 37642, "XM": 37643, "\u0120frantic": 37644, "\u0120unavoidable": 37645, "\u0120artery": 37646, "\u0120annotations": 37647, "bath": 37648, "Climate": 37649, "\u0120dors": 37650, "\u0120Slide": 37651, "coord": 37652, "\u0120Reload": 37653, "\u0120LDL": 37654, "\u0120Lovecraft": 37655, "\u0120unimagin": 37656, "\u0120resembled": 37657, "\u0120barracks": 37658, "np": 37659, "\u0120surrogate": 37660, "\u0120categorized": 37661, "\u00e3\u0124\u00a9": 37662, "\u0120vaccinated": 37663, "\u0120drainage": 37664, "\u0120indist": 37665, "\u0120WhatsApp": 37666, "\u01201870": 37667, "olerance": 37668, "invoke": 37669, "amorph": 37670, "\u0120reconnect": 37671, "\u0120emanc": 37672, "\u0120blindness": 37673, "\u01201280": 37674, "internet": 37675, "collar": 37676, "\u0120altru": 37677, "\u0120abyss": 37678, "\u0120TRI": 37679, "657": 37680, "\u0120infused": 37681, "HEAD": 37682, "\u0120forestry": 37683, "\u0120Woody": 37684, "\u0120Ci": 37685, "wi": 37686, "sam": 37687, "784": 37688, "holiday": 37689, "\u0120mogul": 37690, "\u0120Fees": 37691, "\u0120DEN": 37692, "Internal": 37693, "urbed": 37694, "fusc": 37695, "atom": 37696, "\u0120Illusion": 37697, "\u0120polled": 37698, "\u0120flap": 37699, "\u0120coax": 37700, "LGBT": 37701, "Analy": 37702, "\u0120Sections": 37703, "\u0120Californ": 37704, "emn": 37705, "\u0120hither": 37706, "\u0120NIGHT": 37707, "\u0120nailed": 37708, "\u0120Pipeline": 37709, "391": 37710, "oof": 37711, "\u0120Primal": 37712, "verend": 37713, "\u0120slashing": 37714, "\u0120retri": 37715, "aviour": 37716, "\u0120departing": 37717, "gil": 37718, "ISC": 37719, "\u0120midway": 37720, "\u0120ultrasound": 37721, "\u0120behaving": 37722, "\u0120Tara": 37723, "classes": 37724, "Virtual": 37725, "\u0120Colonial": 37726, "\u0120stripping": 37727, "\u0120orchestrated": 37728, "\u0120Graves": 37729, "452": 37730, "\u0120Ironically": 37731, "\u0120Writers": 37732, "\u0120lends": 37733, "\u0120Manz": 37734, "\u0120raven": 37735, "\u0120oxidative": 37736, "\u0120266": 37737, "ELF": 37738, "actually": 37739, "ascar": 37740, "Draft": 37741, "\u0120favourable": 37742, "\u0120humiliating": 37743, "\u0120fidelity": 37744, "\u0120Hof": 37745, "\u0120Xuan": 37746, "496": 37747, "\u0120layered": 37748, "atis": 37749, "790": 37750, "\u0120paycheck": 37751, "iton": 37752, "Kar": 37753, "\u0120VMware": 37754, "\u0120Farmer": 37755, "\u0120servic": 37756, "glomer": 37757, "\u0120slump": 37758, "\u0120Fabric": 37759, "\u0120DOC": 37760, "esting": 37761, "\u0120reassure": 37762, "\u0120phyl": 37763, "volt": 37764, "itory": 37765, "Rules": 37766, "\u0120oxidation": 37767, "\u0120prized": 37768, "\u0120mistress": 37769, "\u0120Django": 37770, "WARN": 37771, "\u00e5\u0133": 37772, "\u0120encode": 37773, "\u0120Feedback": 37774, "\u0120stupidity": 37775, "Ian": 37776, "\u0120Yugoslavia": 37777, "\u00d7\u00a8": 37778, "acl": 37779, "UTE": 37780, "1977": 37781, "\u0120qualifies": 37782, "\u0120pulses": 37783, "pretty": 37784, "\u0120froze": 37785, "\u0120ss": 37786, "Iterator": 37787, "\u0120urgently": 37788, "\u0120mailed": 37789, "\u0120Cham": 37790, "\u0120sustaining": 37791, "\u0120basil": 37792, "\u0120puppies": 37793, "ilant": 37794, "\u0120PLEASE": 37795, "lap": 37796, "aceous": 37797, "Fear": 37798, "\u0120Mastery": 37799, "automatic": 37800, "\u0120TAG": 37801, "\u0120antim": 37802, "agles": 37803, "473": 37804, "frames": 37805, "\u0120whispers": 37806, "\u0120Whoever": 37807, "\u0120bravery": 37808, "\u0120UKIP": 37809, "ractions": 37810, "\"\"\"": 37811, "\u0120tame": 37812, "\u0120parted": 37813, "everything": 37814, "CONT": 37815, "\u0120indebted": 37816, "\u0120addr": 37817, "rek": 37818, "IRED": 37819, "\u0120eminent": 37820, "clinton": 37821, "\u0120ousted": 37822, "\u0120reviewer": 37823, "\u0120meltdown": 37824, "\u0120rearr": 37825, "\u0120Yao": 37826, "thereal": 37827, "abyte": 37828, "\u0120stumbling": 37829, "\u0120batches": 37830, "\u0120259": 37831, "\u0120contraceptive": 37832, "\u0120prostitute": 37833, "ensis": 37834, "Decl": 37835, "\u0120Strikes": 37836, "Military": 37837, "\u0120Oath": 37838, "vacc": 37839, "ppings": 37840, "052": 37841, "\u0120partName": 37842, "amping": 37843, "Reports": 37844, "KI": 37845, "CHR": 37846, "\u0120subtly": 37847, "swers": 37848, "Blake": 37849, "usual": 37850, "\u0120contestants": 37851, "\u0120cartridges": 37852, "\u0120GREAT": 37853, "\u0120blush": 37854, "\u0120\u00e2\u0122\u00ba": 37855, "472": 37856, "\u0120reasoned": 37857, "\u00e3\u0125\u00a4": 37858, "paralleled": 37859, "\u0120dyn": 37860, "agate": 37861, "\u0120nightly": 37862, "\u00e5\u0128": 37863, "556": 37864, "\u0120semantic": 37865, "\u0120Advoc": 37866, "\u0120!!": 37867, "\u0120disagrees": 37868, "\u0120BW": 37869, "Veh": 37870, "\u0120harming": 37871, "\u0120embraces": 37872, "\u0120strives": 37873, "\u0120inland": 37874, "\u0120Kard": 37875, "\u0120heats": 37876, "\u0120Ginny": 37877, "utan": 37878, "ernaut": 37879, "ylene": 37880, "\u0120Elev": 37881, "JD": 37882, "\u0120hars": 37883, "\u0120Starr": 37884, "\u0120skysc": 37885, "\u0120collaborators": 37886, "Usually": 37887, "\u0120revolutions": 37888, "\u0120STATS": 37889, "\u0120dismantle": 37890, "\u0120confidently": 37891, "\u0120kinetic": 37892, "Ali": 37893, "\u0120percentile": 37894, "\u0120extracting": 37895, "illian": 37896, "estead": 37897, "\u0120physicists": 37898, "\u0120Marshal": 37899, "\u0120fellowship": 37900, "\u0120dashed": 37901, "\u0120UR": 37902, "\u0120Sioux": 37903, "\u0120Compact": 37904, "amide": 37905, "Python": 37906, "\u0120Leigh": 37907, "\u0120Pharmac": 37908, "istrates": 37909, "herical": 37910, "\u0120fue": 37911, "\u0120Emin": 37912, "\u0120({": 37913, "\u0120Neighborhood": 37914, "\u0120disrupting": 37915, "\u0120Dup": 37916, "\u0120gland": 37917, "\u0120Sev": 37918, "\u0120Marian": 37919, "argon": 37920, "\u0120Dund": 37921, "\u0120": 46904, "\u0120Philips": 46905, "\u0120Kafka": 46906, "\u0120upheaval": 46907, "\u0120sentimental": 46908, "\u0120sax": 46909, "\u0120Akira": 46910, "serial": 46911, "Matrix": 46912, "\u0120electing": 46913, "\u0120commenter": 46914, "\u0120Nebula": 46915, "plets": 46916, "\u0120Nadu": 46917, "\u0120Adren": 46918, "\u0120enshr": 46919, "\u0120RAND": 46920, "financial": 46921, "\u0120Clyde": 46922, "utherford": 46923, "\u0120signage": 46924, "\u0120deline": 46925, "\u0120phosphate": 46926, "roversial": 46927, "fascist": 46928, "\u0120Vall": 46929, "\u0120Bethlehem": 46930, "\u0120fors": 46931, "\u0120english": 46932, "Solid": 46933, "Nature": 46934, "\u0120va": 46935, "\u0120Guests": 46936, "\u0120tantal": 46937, "\u0120autoimmune": 46938, ";;;;;;;;;;;;": 46939, "\u0120Totally": 46940, "\u0120Ov": 46941, "\u0120defences": 46942, "\u0120Coconut": 46943, "\u0120tranquil": 46944, "\u0120ploy": 46945, "\u0120flavours": 46946, "\u0120Flask": 46947, "\u00e3\u0124\u00a8\u00e3\u0125\u00ab": 46948, "\u0120Weston": 46949, "\u0120Volvo": 46950, "870": 46951, "\u0120microphones": 46952, "verbal": 46953, "RPG": 46954, "\u0120iii": 46955, ";}": 46956, "028": 46957, "\u0120headlined": 46958, "\u0120primed": 46959, "\u0120hoard": 46960, "\u0120Shad": 46961, "\u0120ENTER": 46962, "\u0120triangular": 46963, "\u0120capit": 46964, "lik": 46965, "\u0120Ancients": 46966, "\u0120lash": 46967, "\u0120convol": 46968, "\u0120colonel": 46969, "enemy": 46970, "Gra": 46971, "\u0120pubs": 46972, "utters": 46973, "\u0120assigns": 46974, "\u0120Penet": 46975, "\u0120Monstrous": 46976, "\u0120Bowen": 46977, "ilver": 46978, "Haunted": 46979, "\u0120Ding": 46980, "started": 46981, "plin": 46982, "\u0120contaminants": 46983, "\u0120DOE": 46984, "ffen": 46985, "\u0120Technician": 46986, "Ry": 46987, "\u0120robbers": 46988, "\u0120hotline": 46989, "\u0120Guardiola": 46990, "\u0120Kaufman": 46991, "rower": 46992, "\u0120Dresden": 46993, "\u0120Alpine": 46994, "Elf": 46995, "\u0120fmt": 46996, "\u0120Sard": 46997, "urses": 46998, "gpu": 46999, "Unix": 47000, "\u0120unequivocally": 47001, "\u0120Citizenship": 47002, "quad": 47003, "mire": 47004, "\u0120Sweeney": 47005, "Battery": 47006, "615": 47007, "\u0120pancakes": 47008, "\u0120oats": 47009, "Maps": 47010, "\u0120Contrast": 47011, "mbudsman": 47012, "\u0120EPS": 47013, "\u0120subcommittee": 47014, "\u0120sourcing": 47015, "\u0120sizing": 47016, "\u0120Buffer": 47017, "\u0120Mandatory": 47018, "\u0120moderates": 47019, "\u0120Patterns": 47020, "\u0120Chocobo": 47021, "\u0120Zan": 47022, "\u0120STATES": 47023, "\u0120Judging": 47024, "\u0120Inher": 47025, "*:": 47026, "\u0120bil": 47027, "\u0120Yen": 47028, "\u0120exhilar": 47029, "ollower": 47030, "zers": 47031, "\u0120snug": 47032, "maximum": 47033, "\u0120despicable": 47034, "\u0120PACK": 47035, "\u0120Annex": 47036, "\u0120sarcastic": 47037, "\u0120latex": 47038, "\u0120tamp": 47039, "\u0120Sao": 47040, "bah": 47041, "\u0120Reverend": 47042, "\u0120Chinatown": 47043, "\u0120AUT": 47044, "documented": 47045, "\u0120GABA": 47046, "\u0120Canaan": 47047, "\u0120\u00d9\u0127": 47048, "\u0120governs": 47049, "prev": 47050, "Esc": 47051, "\u0120Estimates": 47052, "OSP": 47053, "\u0120endeavour": 47054, "\u0120Closing": 47055, "ometime": 47056, "everyone": 47057, "\u0120worsen": 47058, "\u0120scanners": 47059, "\u0120deviations": 47060, "\u0120Robotics": 47061, "\u0120Compton": 47062, "\u0120sorcerer": 47063, "\u0120endogenous": 47064, "\u0120emulation": 47065, "\u0120Piercing": 47066, "\u0120Aph": 47067, "\u0120Socket": 47068, "\u0120bould": 47069, "\u0120OU": 47070, "\u0120Borderlands": 47071, "\u01201863": 47072, "Gordon": 47073, "\u0120WTO": 47074, "\u0120restricts": 47075, "\u0120mosaic": 47076, "\u0120melodies": 47077, "\u00e7\u0126": 47078, "Tar": 47079, "\u0120disson": 47080, "\u0120Provides": 47081, "\u0120......": 47082, "bek": 47083, "FIX": 47084, "\u0120broom": 47085, "anship": 47086, "Doctors": 47087, "\u0120nerds": 47088, "\u0120Regions": 47089, "naissance": 47090, "\u0120mete": 47091, "\u0120crept": 47092, "plings": 47093, "\u0120girlfriends": 47094, "knit": 47095, "igent": 47096, "owe": 47097, "\u0120ushered": 47098, "\u0120Baz": 47099, "Mobil": 47100, "434": 47101, "\u0120Presents": 47102, "origin": 47103, "\u0120insomnia": 47104, "\u0120Aux": 47105, "439": 47106, "\u0120Chili": 47107, "irsch": 47108, "GAME": 47109, "\u0120gestation": 47110, "algia": 47111, "romising": 47112, "$,": 47113, "crow": 47114, "\u0120Inspection": 47115, "atomic": 47116, "Relations": 47117, "JOHN": 47118, "roman": 47119, "\u0120Clockwork": 47120, "\u0120Bakr": 47121, "mone": 47122, "MET": 47123, "\u0120thirsty": 47124, "\u0120bc": 47125, "\u0120faculties": 47126, "Rum": 47127, "\u0120nuance": 47128, "\u0120Darius": 47129, "pleting": 47130, "fters": 47131, "etchup": 47132, "Registration": 47133, "\u0120KE": 47134, "Rah": 47135, "\u0120preferential": 47136, "\u0120Lash": 47137, "\u0120HH": 47138, "Valid": 47139, "\u0120NAV": 47140, "\u0120starve": 47141, "\u0120Gong": 47142, "zynski": 47143, "\u0120Actress": 47144, "\u0120wik": 47145, "\u0120unaccompanied": 47146, "lvl": 47147, "Bride": 47148, "ADS": 47149, "\u0120Commando": 47150, "\u0120Vaughn": 47151, "Wallet": 47152, "\u0120hopping": 47153, "\u0120Vie": 47154, "\u0120caveats": 47155, "\u0120alas": 47156, "ifled": 47157, "abuse": 47158, "661": 47159, "\u0120ibn": 47160, "\u0120gul": 47161, "\u0120robbing": 47162, "til": 47163, "ILA": 47164, "\u0120mitigating": 47165, "\u0120aptly": 47166, "\u0120tyrant": 47167, "\u0120midday": 47168, "\u0120Gilmore": 47169, "\u0120Decker": 47170, "\u0120\u00c2\u00a7\u00c2\u00a7": 47171, "partial": 47172, "Exactly": 47173, "\u0120phenotype": 47174, "\u0120[+]": 47175, "\u0120Plex": 47176, "\u0120Ips": 47177, "versions": 47178, "\u0120ebook": 47179, "\u0120chic": 47180, "gross": 47181, "\":\"\"},{\"": 47182, "\u0120Surprisingly": 47183, "Morgan": 47184, "\u0120residues": 47185, "\u0120Confederation": 47186, "infeld": 47187, "\u0120lyr": 47188, "moderate": 47189, "\u0120perpendicular": 47190, "VK": 47191, "\u0120synchronized": 47192, "\u0120refreshed": 47193, "\u0120adore": 47194, "\u0120Torment": 47195, "olina": 47196, "\u01202600": 47197, "ItemTracker": 47198, "\u0120pies": 47199, "\u0120FAT": 47200, "\u0120RHP": 47201, "048": 47202, "\u0120RESP": 47203, "\u0120BJ": 47204, "allows": 47205, "Pand": 47206, "\u0120unwelcome": 47207, "\u0120Voc": 47208, "\u0120Bastard": 47209, "\u0120OW": 47210, "\u0120LAR": 47211, "\u0120Healer": 47212, "Environmental": 47213, "\u0120Kenyan": 47214, "\u0120Trance": 47215, "\u0120Pats": 47216, "\u0120aliases": 47217, "\u0120Garfield": 47218, "\u0120campaigner": 47219, "\u0120advancements": 47220, "\u0120Okinawa": 47221, "\u0120Coh": 47222, "owsky": 47223, "\u0120starved": 47224, "\u0120sizeable": 47225, "\u0120:-)": 47226, "\u0120mRNA": 47227, "\u0120suspensions": 47228, "istar": 47229, "Scotland": 47230, "Prin": 47231, "------------------------------------------------": 47232, "\u0120502": 47233, "\u0120teaspoons": 47234, "\u01201050": 47235, "\u0120coercive": 47236, "\u0120Masonic": 47237, "edded": 47238, "\u0120Passenger": 47239, "\u0120latt": 47240, "\u0120braces": 47241, "\u0120Steal": 47242, "\u0120NYT": 47243, "\u0120Kats": 47244, "\u0120Celest": 47245, "aez": 47246, "Tu": 47247, "\u0120Coulter": 47248, "\u00f0\u0141\u013a": 47249, "Flickr": 47250, "\u0120Wilmington": 47251, "iths": 47252, "++;": 47253, "\u0120vending": 47254, "\u0120negro": 47255, "\u0120Phi": 47256, "\u0120Yellowstone": 47257, "Callback": 47258, "\u0120shampoo": 47259, "\u0120Shades": 47260, "wat": 47261, "\u0120superhuman": 47262, "\u0120ridiculed": 47263, "\u0120holiest": 47264, "ombo": 47265, "\u0120interns": 47266, "\u0120hone": 47267, "\u0120Paragu": 47268, "URI": 47269, "\u0120dangling": 47270, "\u00e3\u0124\u00bb": 47271, "sov": 47272, "ictional": 47273, "availability": 47274, "\u0120revocation": 47275, "\u0120dow": 47276, "inic": 47277, "\u0120THEIR": 47278, "\u0120iso": 47279, "\u0120outings": 47280, "\u0120Lethal": 47281, "\u0120)))": 47282, "\u0120inaccur": 47283, "\u0120outlandish": 47284, "\u0120anus": 47285, "letico": 47286, "idon": 47287, "lol": 47288, "\u0120unregulated": 47289, "\u0120succumbed": 47290, "\u0120cuff": 47291, "\u0120Wasteland": 47292, "letal": 47293, "\u0120substr": 47294, "\u0120coffers": 47295, "\u0120automakers": 47296, "ovi": 47297, "\u0120Xue": 47298, "\u0120Daytona": 47299, "\u0120jarring": 47300, "\u0120fumes": 47301, "\u0120disbanded": 47302, "zik": 47303, "itton": 47304, "\u0120strikingly": 47305, "\u0120spores": 47306, "Adapter": 47307, ".):": 47308, "\u0120Lyndon": 47309, "ivalry": 47310, "\u0120orally": 47311, "\u0120tumultuous": 47312, "\u0120displeasure": 47313, "\u0120cones": 47314, "orrect": 47315, "\u0120appease": 47316, "\u0120derby": 47317, "\u0120Tripoli": 47318, "\u0120Aless": 47319, "\u0120poked": 47320, "\u0120Guilty": 47321, "vP": 47322, "Enough": 47323, "\u0120originals": 47324, "699": 47325, "\u0120rabbi": 47326, "\u0120proverbial": 47327, "\u0120postpone": 47328, "elope": 47329, "\u0120Misty": 47330, "\u0120staffed": 47331, "\u0120Unemployment": 47332, "reditary": 47333, "\u0120diligent": 47334, "recomm": 47335, "measures": 47336, "asin": 47337, "825": 47338, "\u0120ponds": 47339, "\u0120mmol": 47340, "\u0120SAR": 47341, "\u0120CARE": 47342, "\u0120371": 47343, "\u0120clenched": 47344, "\u0120Corsair": 47345, "\u0120caricature": 47346, "zn": 47347, "attach": 47348, "\u0120Schro": 47349, "speak": 47350, "painted": 47351, "\u0120Suc": 47352, "\u0120ENT": 47353, "\u0120cellul": 47354, "\u0120Paid": 47355, "diagn": 47356, "WHERE": 47357, "\u0120texted": 47358, "Barn": 47359, "\u0120retracted": 47360, "\u0120Referred": 47361, "Sav": 47362, "\u0120upkeep": 47363, "\u0120workplaces": 47364, "\u0120Tokens": 47365, "\u0120amplify": 47366, "clinical": 47367, "\u0120multic": 47368, "mberg": 47369, "\u0120convoluted": 47370, "Region": 47371, "565": 47372, "\u0120Topic": 47373, "\u0120snail": 47374, "\u0120saline": 47375, "\u0120insurrection": 47376, "\u0120Petr": 47377, "forts": 47378, "BAT": 47379, "\u0120Navajo": 47380, "\u0120rudimentary": 47381, "\u0120Laksh": 47382, "ONDON": 47383, "Measure": 47384, "\u0120transformer": 47385, "\u0120Goddard": 47386, "\u0120coincides": 47387, "irin": 47388, "Rex": 47389, "\u0120Bok": 47390, "quit": 47391, "\u0120shotguns": 47392, "\u0120proletarian": 47393, "\u0120scorp": 47394, "\u0120Ada": 47395, "514": 47396, "\u0120slander": 47397, "recorded": 47398, "\u0120embell": 47399, "risome": 47400, "\u0120apologizing": 47401, "\u0120Mulcair": 47402, "\u0120Gibraltar": 47403, "Cla": 47404, "\u0120allot": 47405, "\u0120Attention": 47406, "\u0120433": 47407, "leave": 47408, "\u0120whine": 47409, "\u0120Issa": 47410, "\u0120Faust": 47411, "\u0120Barron": 47412, "heny": 47413, "\u0120victimized": 47414, "Jews": 47415, "\u0120nurturing": 47416, "ettel": 47417, "Winged": 47418, "\u0120Subtle": 47419, "\u0120flavorful": 47420, "\u0120Reps": 47421, "enged": 47422, "callback": 47423, "\u0120directional": 47424, "\u0120clasp": 47425, "\u0120Directions": 47426, "planet": 47427, "iculture": 47428, "Helper": 47429, "icion": 47430, "acia": 47431, "\u0120\u00e7\u00a5\u0140": 47432, "\u0120surges": 47433, "\u0120canoe": 47434, "\u0120Premiership": 47435, "been": 47436, "\u0120defied": 47437, "\u0120Trooper": 47438, "\u0120tripod": 47439, "\u0120gasp": 47440, "\u0120Euph": 47441, "\u0120Ads": 47442, "vernight": 47443, "highly": 47444, "Role": 47445, "\u0120entangled": 47446, "\u0120Zeit": 47447, "618": 47448, "\u0120Rusty": 47449, "\u0120havens": 47450, "\u0120Vaughan": 47451, "HAEL": 47452, "\u0120SERVICE": 47453, "/,": 47454, "\u0120stricken": 47455, "\u0120delusions": 47456, "\u0120bis": 47457, "\u0120Haf": 47458, "\u0120gratification": 47459, "\u0120enticing": 47460, "UNCH": 47461, "Adams": 47462, "\u0120OLED": 47463, "\u0120Beetle": 47464, "\u01201899": 47465, "\u0120SOFTWARE": 47466, "ategor": 47467, "VL": 47468, "\u0120Totem": 47469, "\u0120Gators": 47470, "ATURES": 47471, "\u0120impedance": 47472, "Registered": 47473, "\u0120Cary": 47474, "\u0120Aerial": 47475, "onne": 47476, "enium": 47477, "\u0120dred": 47478, "\u0120Beg": 47479, "\u0120concurrently": 47480, "\u0120superpower": 47481, "\u0120Xan": 47482, "jew": 47483, "imester": 47484, "\u0120Dickinson": 47485, "\u00e2\u0136\u0123": 47486, "Fla": 47487, "\u0120pree": 47488, "\u0120Rollins": 47489, "\u00a9\u00b6\u00e6": 47490, "\u0120denomination": 47491, "\u0120Lana": 47492, "516": 47493, "\u0120inciting": 47494, "scribed": 47495, "juries": 47496, "\u0120Wonders": 47497, "approximately": 47498, "\u0120suspending": 47499, "\u0120mountainous": 47500, "\u0120Laugh": 47501, "oidal": 47502, "Ns": 47503, "Detect": 47504, ")=": 47505, "\u0120Luthor": 47506, "\u0120Schwarzenegger": 47507, "\u0120Muller": 47508, "\u0120Devi": 47509, "ecycle": 47510, "Jar": 47511, "613": 47512, "\u0120Longh": 47513, "Bah": 47514, "\u0120SPORTS": 47515, "nw": 47516, "\u0120refinement": 47517, "\u0120waterways": 47518, "\u0120diner": 47519, "Blade": 47520, "683": 47521, "Fac": 47522, "\u0120initials": 47523, "\u0120rog": 47524, "\u0120paranormal": 47525, "BUT": 47526, "\u0120[(": 47527, "\u0120Swanson": 47528, "\u0120Mesh": 47529, "\u00e2\u0138\u00ac": 47530, "Improve": 47531, "\u0120Radiation": 47532, "\u0120Esther": 47533, "\u0120Esk": 47534, "\u0120Aly": 47535, "iky": 47536, "\u0120irrad": 47537, "\u0120Buckingham": 47538, "\u0120refill": 47539, "\u0120._": 47540, "Repe": 47541, "CONCLUS": 47542, "\u0120differentiated": 47543, "\u0120chirop": 47544, "\u0120Atkins": 47545, "Pattern": 47546, "\u0120excise": 47547, "\u0120cabal": 47548, "NSA": 47549, "\u0120STA": 47550, "\u0120SIL": 47551, "\u0120Paraly": 47552, "\u0120rye": 47553, "\u0120Howell": 47554, "\u0120Countdown": 47555, "nesses": 47556, "alysed": 47557, "\u0120resize": 47558, "\u00e3\u0124\u00bd": 47559, "\u0120budgetary": 47560, "\u0120Stras": 47561, "wang": 47562, "\u0120apiece": 47563, "\u0120precincts": 47564, "\u0120peach": 47565, "\u0120skyline": 47566, "\u0120353": 47567, "popular": 47568, "Appearances": 47569, "\u0120Mechanics": 47570, "\u0120DevOnline": 47571, "Sullivan": 47572, "Zen": 47573, "\u0120pu": 47574, "opolis": 47575, "544": 47576, "\u0120deform": 47577, "\u0120counteract": 47578, "\u0120Lange": 47579, "\u0120417": 47580, "Console": 47581, "774": 47582, "\u0120nodding": 47583, "\u0120populism": 47584, "\u0120hep": 47585, "\u0120counselling": 47586, "compliance": 47587, "UFF": 47588, "\u0120undeniably": 47589, "\u0120railing": 47590, "\u0120Horowitz": 47591, "\u0120Simone": 47592, "\u0120Bungie": 47593, "\u0120ak": 47594, "\u0120Talks": 47595, "xff": 47596, "flake": 47597, "Crash": 47598, "\u0120sweaty": 47599, "\u0120banquet": 47600, "\u0120OFFIC": 47601, "\u0120inventive": 47602, "\u0120astronomer": 47603, "\u0120Stamford": 47604, "\u0120Scare": 47605, "\u0120GREEN": 47606, "olicited": 47607, "\u0120rusher": 47608, "\u0120centrist": 47609, "ighting": 47610, "\u0120subclass": 47611, "\u0120disav": 47612, "\u0120defund": 47613, "\u0120Nanto": 47614, "ociate": 47615, "mast": 47616, "\u0120pacif": 47617, "\u0120mend": 47618, "eers": 47619, "immigration": 47620, "ESSION": 47621, "\u0120numbering": 47622, "\u0120laughable": 47623, "\u0120Ended": 47624, "viation": 47625, "emark": 47626, "Pitt": 47627, "\u0120meticulous": 47628, "\u0120LF": 47629, "\u0120congratulated": 47630, "\u0120Birch": 47631, "\u0120swayed": 47632, "\u0120semifinals": 47633, "\u0120humankind": 47634, "matter": 47635, "\u0120Equip": 47636, "opausal": 47637, "Said": 47638, "\u0120Layout": 47639, "\u0120voicing": 47640, "\u0120thug": 47641, "\u0120pornographic": 47642, "IPS": 47643, "\u0120moaning": 47644, "\u0120grievance": 47645, "\u0120confessions": 47646, "escal": 47647, "TEXTURE": 47648, "Authent": 47649, "osaurus": 47650, "Purchase": 47651, "\u0120relegation": 47652, "alter": 47653, "\u0120\u00c2\u0142\u00c2\u0142": 47654, "\u0120riddled": 47655, "\u0120ogre": 47656, "\u0120Lowell": 47657, "Occup": 47658, "Eat": 47659, "\u0120Hyder": 47660, "\u0120Adviser": 47661, "Commerce": 47662, "Hunt": 47663, "\u0120Orth": 47664, "\u0120Competitive": 47665, "\u0120CLA": 47666, "CDC": 47667, "\u0120salads": 47668, "Fle": 47669, "\u0120industrialized": 47670, "`,": 47671, "\u0120OWN": 47672, "\u0120beck": 47673, "\u0120Particularly": 47674, "oubt": 47675, "\u0120mM": 47676, "\u0120Hussain": 47677, "\u0120Chennai": 47678, "\u0120920": 47679, "\u0120appointing": 47680, "\u0120Cullen": 47681, ",,,,,,,,": 47682, "\u0120pores": 47683, "verified": 47684, "\u0120biochemical": 47685, "emate": 47686, "\u0120cowardly": 47687, "\u0120Helsinki": 47688, "\u0120Ethiopian": 47689, "SOURCE": 47690, "ERC": 47691, "estro": 47692, "\u0120biotech": 47693, "\u0120Sour": 47694, "\u0120brewer": 47695, "Bloomberg": 47696, "\u0120intensify": 47697, "Glass": 47698, "anco": 47699, "\u0120FDR": 47700, "greSQL": 47701, "\u0120Fires": 47702, "\u00a9\u00b6\u00e6\u00a5\u00b5": 47703, "eco": 47704, "1001": 47705, "\u0120Homeless": 47706, "\u0120instantaneous": 47707, "\u0120Haste": 47708, "igel": 47709, "Diamond": 47710, "\u0120paving": 47711, "\u0120landfill": 47712, "\u0120dads": 47713, "houn": 47714, ":]": 47715, "\u0120incendiary": 47716, "\u0120Livingston": 47717, "\u0120Hilbert": 47718, "\u0120Checks": 47719, "styles": 47720, "inators": 47721, "\u0120Clive": 47722, "phrine": 47723, "\u0120chimpanzees": 47724, "\u0120pall": 47725, "\u0120JM": 47726, "\u0120Aadhaar": 47727, "\u00f0\u013f": 47728, "\u0120achievable": 47729, "disabled": 47730, "PET": 47731, "OOOOOOOO": 47732, "Mot": 47733, "\u0120intangible": 47734, "\u0120ballet": 47735, "\u0120Webs": 47736, "\u0120Estimated": 47737, "Effects": 47738, "\u0120bailed": 47739, "Joshua": 47740, "\u0120turbulence": 47741, "\u0120occupant": 47742, "\u0120Daylight": 47743, "\u0120361": 47744, "meet": 47745, "\u0120statically": 47746, "\u0120onlook": 47747, "\u0120ki": 47748, "illegal": 47749, "\u0120velvet": 47750, "\u0120dehydration": 47751, "\u0120acquies": 47752, "\u0120Rez": 47753, "akura": 47754, "\u0120Upton": 47755, "atro": 47756, "\u0120incomprehensible": 47757, "\u0120backdoor": 47758, "\u0120Rhino": 47759, "727": 47760, "\u0120maths": 47761, ")+": 47762, "\u0120heresy": 47763, "\u0120df": 47764, "\u0120Roche": 47765, "\u0120Lydia": 47766, "\u0120pancreat": 47767, "reply": 47768, "arrell": 47769, "\u0120solicitation": 47770, "\u0120circadian": 47771, "BIP": 47772, "\u0120foray": 47773, "\u0120cryptic": 47774, "izu": 47775, "imeo": 47776, "\u0120Tomato": 47777, "\u0120Homs": 47778, "examination": 47779, "\u0120quarry": 47780, "\u0120Valiant": 47781, "\u0120Jericho": 47782, "\u0120INCLUD": 47783, "\u01201840": 47784, "519": 47785, "\u0120resists": 47786, "\u0120snapshots": 47787, "\u0120Spur": 47788, "\u0120Antiqu": 47789, "Login": 47790, "\u0120bestselling": 47791, "\u0120antic": 47792, "\u0120Sutherland": 47793, "\u00e3\u0124\u00a2\u00e3\u0125\u00ab": 47794, "\u0120~/": 47795, "\u0120Parm": 47796, "\u00e8\u0125": 47797, "Pages": 47798, "intensity": 47799, "\u0120immobil": 47800, "\u01201865": 47801, "zzo": 47802, "\u0120nifty": 47803, "\u0120fentanyl": 47804, "\u0120Preservation": 47805, "ophen": 47806, "\u0120darts": 47807, "\u0120Dinosaur": 47808, "pointers": 47809, "\u0120Rite": 47810, "suggest": 47811, "awareness": 47812, "\u0120Sheridan": 47813, "\u0120stances": 47814, "\u0120sorcery": 47815, "\u0120perjury": 47816, "\u0120Nikola": 47817, "iever": 47818, "\u0120fiance": 47819, "\u0120Jordanian": 47820, "\u0120Balloon": 47821, "\u0120nab": 47822, "\u0120kb": 47823, "\u0120humanities": 47824, "\u0120Tanaka": 47825, "hillary": 47826, "\u0120consultancy": 47827, "\u0120Zub": 47828, "\u0120remission": 47829, "\u0120confid": 47830, "CHQ": 47831, "\u0120Fug": 47832, "\u0120improvis": 47833, "Yep": 47834, "/_": 47835, "\u0120unwillingness": 47836, "\u0120portfolios": 47837, "055": 47838, "\u0120Instructor": 47839, "aiman": 47840, "\u0120claimants": 47841, "Mbps": 47842, "\u0120Bye": 47843, "received": 47844, "Tweet": 47845, "\u0120indemn": 47846, "riz": 47847, "amara": 47848, "Nat": 47849, "\u0120evaluates": 47850, "\u0120Lur": 47851, "epad": 47852, "FOX": 47853, "\u0120Thro": 47854, "\u0120rusty": 47855, "\u0120bedrock": 47856, "\u0120Oprah": 47857, "JB": 47858, "\u0120manipulative": 47859, "\u0120willful": 47860, "\u0120relapse": 47861, "\u0120extant": 47862, "Theme": 47863, "Sensor": 47864, "\u0120Stability": 47865, "govern": 47866, "\u0120poppy": 47867, "\u0120knack": 47868, "\u0120insulated": 47869, "\u0120Tile": 47870, "\u0120Extrem": 47871, "\u0120untold": 47872, "\u0120converge": 47873, "\u0120refuel": 47874, "igroup": 47875, "\u0120distortions": 47876, "\u0120ravaged": 47877, "\u0120mechanically": 47878, "\u0120Reilly": 47879, "\u0120Nose": 47880, "\u0120Incarnation": 47881, "\u0120Becky": 47882, "abbling": 47883, "\u0120taco": 47884, "\u0120rake": 47885, "\u0120melancholy": 47886, "\u0120illustrious": 47887, "\u0120Dartmouth": 47888, "Guide": 47889, "\u0120Razer": 47890, "\u0120Benz": 47891, "Ultimate": 47892, "\u0120Surprise": 47893, "\u0120pageant": 47894, "offer": 47895, "Whoever": 47896, "\u0120wiser": 47897, "\u0120chemist": 47898, "\u0120HELL": 47899, "\u0120Bulk": 47900, "\u0120plutonium": 47901, "\u0120COVER": 47902, "\u00d6\u00bc": 47903, "failed": 47904, "\u0120tirelessly": 47905, "\u0120infertility": 47906, "\u0120Trident": 47907, "\u0120Showtime": 47908, "\u0120Civ": 47909, "Vice": 47910, "requires": 47911, "ittance": 47912, "\u0120uncontrolled": 47913, "interesting": 47914, "561": 47915, "\u0120innovate": 47916, "ategic": 47917, "Lie": 47918, "\u0120Selling": 47919, "Ul": 47920, "\u0120savior": 47921, "\u0120Tosh": 47922, "\u0120swast": 47923, "PASS": 47924, "\u0120rink": 47925, "\u0120cardio": 47926, "\u0120Iro": 47927, "udi": 47928, "\u0120vantage": 47929, "\u0120vans": 47930, "\u0120Ni\u00c3\u00b1o": 47931, "+=": 47932, "\u0120propagate": 47933, "": 49029, "\u0120leukemia": 49030, "\u0120eluc": 49031, "\u0120announcer": 49032, "\u0120Lithuan": 49033, "\u0120Armageddon": 49034, "\u00e5\u0129": 49035, "Lenin": 49036, "\u0120Ruk": 49037, "\u0120pepp": 49038, "\u0120Romantic": 49039, "\u0120PIT": 49040, "\u0120Interstellar": 49041, "\u0120Atkinson": 49042, "Raid": 49043, "Js": 49044, "Goal": 49045, "Course": 49046, "\u0120vanishing": 49047, "esley": 49048, "\u0120Rounds": 49049, "Elsa": 49050, "593": 49051, "\u0120redundancy": 49052, "\u0120STAND": 49053, "\u0120prophetic": 49054, "\u0120habitable": 49055, "ryu": 49056, "\u0120faintly": 49057, "MODE": 49058, "\u0120flanked": 49059, "IRC": 49060, "Awesome": 49061, "\u0120spurious": 49062, "\u0120Zah": 49063, "\u0120MSG": 49064, "\u0120shading": 49065, "\u0120motivational": 49066, "\u0120Santana": 49067, "\u0120SPR": 49068, "\u0120excruciating": 49069, "omial": 49070, "\u0120Miko": 49071, "\u0120Leopard": 49072, "Abyss": 49073, "\u0120[|": 49074, "dirty": 49075, "\u0120baths": 49076, "\u0120demoral": 49077, "andre": 49078, "PB": 49079, "\u0120unification": 49080, "\u0120sacrament": 49081, "\u0120[&": 49082, "\u0120priceless": 49083, "\u0120gelatin": 49084, "\u0120emanating": 49085, "\u0120Allaah": 49086, "986": 49087, "\u0120outburst": 49088, "\u0120eras": 49089, "\u0120XVI": 49090, "\u0120SPI": 49091, "Ott": 49092, "\u0120Lazarus": 49093, "PLIED": 49094, "Flying": 49095, "blogs": 49096, "Wisconsin": 49097, "Raven": 49098, "\u0120rebate": 49099, "\u0120creeps": 49100, "\u0120Span": 49101, "\u0120Painter": 49102, "\u0120Kira": 49103, "\u0120Amos": 49104, "\u0120Corvette": 49105, "Consumer": 49106, "\u0120Recover": 49107, "cki": 49108, "\u0120pesky": 49109, "\u0120Invention": 49110, "Companies": 49111, "\u0120challengers": 49112, "ademic": 49113, "\u0120Ukrainians": 49114, "\u0120Neurolog": 49115, "\u0120Forsaken": 49116, "\u0120entrants": 49117, "\u0120embattled": 49118, "\u0120defunct": 49119, "\u0120Glacier": 49120, "\u0120poisons": 49121, "\u0120Horses": 49122, "makes": 49123, "\u0120Dirt": 49124, "\u0120423": 49125, "hhh": 49126, "\u0120Transformation": 49127, "QUIRE": 49128, "..................": 49129, "\u0120traveller": 49130, "\u0120Sexy": 49131, "\u0120Kern": 49132, "ipolar": 49133, "\u0120ransomware": 49134, "oooooooooooooooo": 49135, "Ec": 49136, "ruby": 49137, "Professional": 49138, "\u0120Outbreak": 49139, "argument": 49140, "Grey": 49141, "\u0120Fifa": 49142, "\u0120CHO": 49143, "\u0120FORM": 49144, "\u0120Amtrak": 49145, "-[": 49146, "\u0120cradle": 49147, "\u0120antioxidants": 49148, "\u00e3\u0123\u00ae\u00e5\u00ae": 49149, "736": 49150, "\u0120NASL": 49151, "\u0120Contributions": 49152, "Indiana": 49153, "\u0120STEP": 49154, "CSS": 49155, "\u0120salient": 49156, "\u0120allocations": 49157, "yrights": 49158, "\u0120mashed": 49159, "\u0120Cutter": 49160, "Sexual": 49161, "\u0120pounded": 49162, "\u0120fanbase": 49163, "\u0120casc": 49164, "\u0120Transparency": 49165, "\u0120analytic": 49166, "\u0120Summoner": 49167, "\u00d7\u0140": 49168, "\u0120ADC": 49169, "detail": 49170, "\u0120vanquished": 49171, "\u0120crabs": 49172, "arie": 49173, "Destroy": 49174, "\u0120Sack": 49175, "\u0120transistor": 49176, "Alabama": 49177, "\u0120Koen": 49178, "\u0120Fisheries": 49179, "cone": 49180, "\u0120annexed": 49181, "\u0120MGM": 49182, "esa": 49183, "\u0120faked": 49184, "\u0120Congratulations": 49185, "\u0120hindered": 49186, "\u0120correctional": 49187, "\u0120ITV": 49188, "leeve": 49189, "\u0120inappropriately": 49190, "licks": 49191, "\u0120trespass": 49192, "\u0120paws": 49193, "\u0120negotiator": 49194, "\u0120Christensen": 49195, "limits": 49196, "\u0120Dianne": 49197, "\u0120elegance": 49198, "\u0120Contracts": 49199, "anke": 49200, "Obj": 49201, "\u0120vigilance": 49202, "\u0120castles": 49203, "\u0120NAD": 49204, "\u0120Holo": 49205, "\u0120emphatically": 49206, "\u0120Titus": 49207, "\u0120Serving": 49208, "\u0120Richie": 49209, "\u0120Pigs": 49210, "568": 49211, "\u0120animosity": 49212, "\u0120Attributes": 49213, "\u0120Uriel": 49214, "MQ": 49215, "myra": 49216, "\u0120Applicant": 49217, "\u0120psychiatrists": 49218, "\u0120Vij": 49219, "\u0120Abby": 49220, "agree": 49221, "Push": 49222, "\u0120kWh": 49223, "hiba": 49224, "\u0120incite": 49225, "\u0120Weasley": 49226, "\u0120Taxi": 49227, "ministic": 49228, "hyper": 49229, "\u0120Farn": 49230, "\u0120601": 49231, "\u0120Nationwide": 49232, "Fake": 49233, "952": 49234, "\u0120maize": 49235, "\u0120interacted": 49236, "\u0120transitioned": 49237, "\u0120parasitic": 49238, "\u0120harmonic": 49239, "\u0120decaying": 49240, "\u0120baseless": 49241, "nsics": 49242, "\u0120transpired": 49243, "\u0120abundantly": 49244, "\u0120Forensic": 49245, "\u0120treadmill": 49246, "\u0120Jav": 49247, "aband": 49248, "\u0120sshd": 49249, "\u0120frontman": 49250, "\u0120Jakarta": 49251, "oller": 49252, "drops": 49253, "\u0120SERVICES": 49254, "romptu": 49255, "ophical": 49256, "hospital": 49257, "bledon": 49258, "645": 49259, "\u0120midrange": 49260, "\u0120EVENT": 49261, "culated": 49262, "rawled": 49263, "\u0120perched": 49264, "\u0120overboard": 49265, "\u0120Peel": 49266, "\u0120Pwr": 49267, "\u0120Carth": 49268, "\u0120COMPLE": 49269, "coe": 49270, "shall": 49271, "\u0120deterrence": 49272, "METHOD": 49273, "\u0120Absent": 49274, "MEN": 49275, "\u0120sill": 49276, "\u0120LEVEL": 49277, "York": 49278, "\u0120sinners": 49279, "\u0120OPEC": 49280, "\u0120Nur": 49281, "\u0120Designs": 49282, "selection": 49283, "\u0120unworthy": 49284, "CHA": 49285, "\u0120strengthens": 49286, "883": 49287, "edly": 49288, "\u0120slicing": 49289, "\u0120malnutrition": 49290, "\u0120filmmaking": 49291, "\u0120Polk": 49292, "urated": 49293, "\u0120421": 49294, "breakers": 49295, "!'\"": 49296, "\u0120wetlands": 49297, "\u0120Discrimination": 49298, "\u0120allowable": 49299, "\u0120steered": 49300, "\u0120Sicily": 49301, "SAM": 49302, "\u0120mustache": 49303, "\u0120mids": 49304, "\u0120clipped": 49305, "\u0120circulate": 49306, "\u0120brittle": 49307, "\u0120Buildings": 49308, "raised": 49309, "\u0120Roundup": 49310, "\u0120wealthier": 49311, "\u0120overwrite": 49312, "\u0120overpowered": 49313, "\u0120Gerrard": 49314, "sites": 49315, "PDATED": 49316, "\u0120acutely": 49317, "\u0120Gamble": 49318, "\u0120pim": 49319, "\u0120Kus": 49320, "Typically": 49321, "Deploy": 49322, "\u0120Moroccan": 49323, "potion": 49324, "combe": 49325, "\u0120vigilante": 49326, "\u0120363": 49327, "Stew": 49328, "\u0120Bagg": 49329, "\u0120resided": 49330, "\u0120Spo": 49331, "\u0120remnant": 49332, "\u0120emptiness": 49333, "brainer": 49334, "\u0120outpatient": 49335, "priority": 49336, "\u0120leptin": 49337, "\u0120Payton": 49338, "\u0120Gleaming": 49339, "\u0120Shed": 49340, "\u0120Polo": 49341, "\u0120Mormonism": 49342, "restricted": 49343, "arlane": 49344, "wx": 49345, "\u0120creatine": 49346, "\u0120Anon": 49347, "\u0120STUD": 49348, "\u0120JUL": 49349, "\u0120Tee": 49350, "528": 49351, "089": 49352, "\u0120hatched": 49353, "Dispatch": 49354, "\u0120Composite": 49355, "\u0120451": 49356, "puff": 49357, "\u0120XCOM": 49358, "\u0120Orn": 49359, "\u0120THANK": 49360, "ENDED": 49361, "\u0120Asheville": 49362, "\u0120\u00c3\u013e": 49363, "\u0120mango": 49364, "\u0120Slightly": 49365, "worldly": 49366, "\u0120Wander": 49367, "\u0120Expand": 49368, "\u0120Chr": 49369, "Mist": 49370, "\u0120orthodoxy": 49371, "\u0120UNESCO": 49372, "regate": 49373, "Elsewhere": 49374, "kie": 49375, "irled": 49376, "\u0120topple": 49377, "\u0120adoptive": 49378, "\u0120Legs": 49379, "dress": 49380, "\u0120Sagan": 49381, "bare": 49382, "\u0120Glou": 49383, "Crunch": 49384, "\u0120helpers": 49385, "\u0120chronically": 49386, "\u0120Huma": 49387, "10000": 49388, "\u0120accommodating": 49389, "\u00e4\u00ba\u0136": 49390, "\u0120wrinkles": 49391, "\u0120dodged": 49392, "fourth": 49393, "\u0120precon": 49394, "\u0120compressor": 49395, "\u0120Kare": 49396, "\u0120evict": 49397, "\u0120Warwick": 49398, "imar": 49399, "\u0120modernization": 49400, "\u0120bandwagon": 49401, "\u0120refuted": 49402, "\u0120netted": 49403, "\u0120Naples": 49404, "\u0120Genie": 49405, "perors": 49406, "\u0120fielded": 49407, "\u0120dere": 49408, "\u0120Parables": 49409, "lees": 49410, "\u0120trout": 49411, "aspers": 49412, "\u0120nihil": 49413, "\u0120happiest": 49414, "\u0120floppy": 49415, "\u0120Loft": 49416, "\u0120Heard": 49417, "\u0120unison": 49418, "\u0120lug": 49419, "\u0120Redmond": 49420, "classic": 49421, "Supporters": 49422, "SHIP": 49423, "GMT": 49424, "\u0120fuelled": 49425, "\u00e7\u0132": 49426, "\u0120dd": 49427, "\u0120Eminem": 49428, "\u01201897": 49429, "NYSE": 49430, "\u0120secretaries": 49431, "\u0120FIA": 49432, "\u0120Canaveral": 49433, "Favorite": 49434, "\u0120pomp": 49435, "\u0120detainee": 49436, "ership": 49437, "aimon": 49438, "iour": 49439, "\u0120Apex": 49440, "\u0120plantations": 49441, "amia": 49442, "acion": 49443, "Rust": 49444, "\u0120towed": 49445, "\u0120Truly": 49446, "577": 49447, "\u0120sheltered": 49448, "rider": 49449, "Wo": 49450, "\u0120lair": 49451, "\u0120Intelligent": 49452, "improve": 49453, "matically": 49454, "\u0120etiquette": 49455, "adra": 49456, "allo": 49457, "\u0120Juno": 49458, "anything": 49459, "\u0120Struggle": 49460, "\u0120Predict": 49461, "\u0120Grimes": 49462, "\u0120AMERICA": 49463, "ctx": 49464, "\u0120Situation": 49465, "WOOD": 49466, "\u0120soluble": 49467, "meier": 49468, "\u0120intolerable": 49469, "angering": 49470, "\u0120uninterrupted": 49471, "\u0120tooltip": 49472, "\u0120interrogated": 49473, "\u0120gunned": 49474, "\u0120Sneak": 49475, "\u00e6\u0143\u00a6": 49476, "\u0120tether": 49477, "\u0120crumble": 49478, "Lens": 49479, "\u0120clustered": 49480, "\u0120Syl": 49481, "\u0120Hasan": 49482, "\u0120dystopian": 49483, "wana": 49484, "\u0120joystick": 49485, "\u0120Thib": 49486, "ammu": 49487, "Tomorrow": 49488, "546": 49489, "\u0120overcame": 49490, "\u0120minimized": 49491, "ceptor": 49492, "Runner": 49493, "ENGTH": 49494, "\u0120Brenda": 49495, "\u0120Achievements": 49496, "\u0120torches": 49497, "\u0120rapport": 49498, "\u0120Investigator": 49499, "\u0120Handling": 49500, "relation": 49501, "grey": 49502, "815": 49503, "\u0120kcal": 49504, "\u0120Commands": 49505, "dq": 49506, "\u0120curls": 49507, "\u0120bearer": 49508, "\u0120cynicism": 49509, "itri": 49510, "\u0120Useful": 49511, "Bee": 49512, "DCS": 49513, "\u0120abras": 49514, "Pract": 49515, "BILITIES": 49516, "712": 49517, "\u0120debugger": 49518, "\u0120debtor": 49519, "\u0120Lia": 49520, "\u0120Kers": 49521, "\u0120exacerbate": 49522, "\u0120Stacy": 49523, "\u0120Bland": 49524, "\u0120Scenes": 49525, "\u0120branching": 49526, "\u00e2\u0138\u012a\u00e2\u0138\u012a\u00e2\u0138\u012a\u00e2\u0138\u012a\u00e2\u0138\u012a\u00e2\u0138\u012a\u00e2\u0138\u012a\u00e2\u0138\u012a": 49527, "apeake": 49528, "\u0120salsa": 49529, "\u0120mishand": 49530, "\u0120Konami": 49531, "\u0120Nib": 49532, "\u0120anecdote": 49533, "\u0120agreeable": 49534, "\u00cf\u012b": 49535, "\u0120Nathaniel": 49536, "\u0120Heisman": 49537, "\u0120Beware": 49538, "\u01201886": 49539, "spective": 49540, "691": 49541, "522": 49542, "\u0120inhibits": 49543, "\u0120hashing": 49544, "\u01201889": 49545, "\u00e5\u00b0\u0128": 49546, "vich": 49547, "Pure": 49548, "\u0120solidly": 49549, "\u0120aspirin": 49550, "imaru": 49551, "\u0120streetcar": 49552, "\u0120UCS": 49553, "\u0120Judd": 49554, "\u0120flashbacks": 49555, "pins": 49556, "\u01201440": 49557, "\u0120UNHCR": 49558, "\u0120Symptoms": 49559, "TIT": 49560, "538": 49561, "Fra": 49562, "%);": 49563, "\u0120ooz": 49564, "\u0120curfew": 49565, "\u0120calmed": 49566, "\u0120participates": 49567, "TeX": 49568, "\u0120nonsensical": 49569, "\u0120fullback": 49570, "\u0120DeL": 49571, "monkey": 49572, "hari": 49573, "\u0120metabolites": 49574, "\u0120looted": 49575, "\u0120ALWAYS": 49576, "\u0120BCC": 49577, "Lt": 49578, "ochet": 49579, "Bone": 49580, "\u0120vetoed": 49581, "\u0120gcc": 49582, "\u0120CLICK": 49583, "\u01201888": 49584, "saf": 49585, "\u0120stiffness": 49586, "\u0120lowly": 49587, "\u0120Geh": 49588, "verson": 49589, "orset": 49590, "\u0120unforeseen": 49591, "\u0120anesthesia": 49592, "\u0120Optical": 49593, "\u0120reconstructed": 49594, "\u0120Tup": 49595, "shows": 49596, "NEWS": 49597, "\u0120Newspaper": 49598, "\u0120ASA": 49599, "tera": 49600, "Numbers": 49601, "\u0120inexplicable": 49602, "\u00d7\u0133": 49603, "\u0120hardness": 49604, "untarily": 49605, "\u0120Acer": 49606, "gradient": 49607, "ARDIS": 49608, "\u0120woodland": 49609, "\u0120metaphors": 49610, "\u0120Wembley": 49611, "\u0120Pavel": 49612, "philis": 49613, "\u0120rewriting": 49614, "\u0120perceptual": 49615, "\u01201070": 49616, "worms": 49617, "\u0120Downs": 49618, "\u0120unsurprisingly": 49619, "\u0120tagging": 49620, "flame": 49621, "\u0120litres": 49622, "\u0120bounces": 49623, "\u0120Babe": 49624, "shut": 49625, "\u0120overdoses": 49626, "\u0120Sheila": 49627, "\u0120Chau": 49628, "\u0120Bless": 49629, "Capture": 49630, "\u0120Significant": 49631, "\u0120Scion": 49632, "\u0120389": 49633, "\u0120McH": 49634, "\u0120Titanium": 49635, "\u0120Meal": 49636, "ameda": 49637, "agents": 49638, "aggressive": 49639, "Billy": 49640, "763": 49641, "\u0120Saying": 49642, "DERR": 49643, "itone": 49644, "Collins": 49645, "Bound": 49646, "\u0120bolted": 49647, "\u0120DMCA": 49648, "953": 49649, "\u0120uniqueness": 49650, "\u0120epigen": 49651, "unci": 49652, "antam": 49653, "\u0120reckoning": 49654, "chairs": 49655, "OGR": 49656, "\u0120Senegal": 49657, "\u01201862": 49658, "relevant": 49659, "\u0120\u00c2\u00af": 49660, "\u0120pharmacies": 49661, "\u0120Geral": 49662, "vier": 49663, "Yan": 49664, "ORPG": 49665, "\u0120rabid": 49666, "bending": 49667, "\u0120UNITED": 49668, "\u0120465": 49669, "Assembly": 49670, "\u0120weep": 49671, "\u0120behest": 49672, "\u0120Mothers": 49673, "\u0120Jace": 49674, "hid": 49675, "\u0120whirlwind": 49676, "\u0120UNIVERS": 49677, "\u0120utopian": 49678, "\u0120kidnap": 49679, "Philipp": 49680, "Kin": 49681, "893": 49682, "\u0120livestream": 49683, "\u0120MISS": 49684, "\u0120subversive": 49685, "\u0120Techniques": 49686, "\u0120JUSTICE": 49687, "\u0120BASE": 49688, "\u0120387": 49689, "\u0120assailants": 49690, "\u0120Hardcore": 49691, "\u0120sprinkled": 49692, "\u0120Pse": 49693, "\u00e9\u013c": 49694, "printed": 49695, "\u0120Hau": 49696, "ORGE": 49697, "\u0120TOUR": 49698, "\u0120laced": 49699, "\u0120itch": 49700, "Giving": 49701, "\u0120ported": 49702, "781": 49703, "////////////////////////////////": 49704, "breeding": 49705, "\u0120logger": 49706, "\u0120HOL": 49707, "innie": 49708, "Firstly": 49709, "\u0120embryonic": 49710, "\u0120delegated": 49711, "pai": 49712, "OIL": 49713, "\u0120centrally": 49714, "\u0120Rx": 49715, "\u0120Scouting": 49716, "Dutch": 49717, "\u0120hereditary": 49718, "\u0120Cruiser": 49719, "sat": 49720, "529": 49721, "\u0120Marriott": 49722, "othermal": 49723, "\u0120prohibitions": 49724, "Earn": 49725, "\u0120Stab": 49726, "\u0120Colleges": 49727, "\u0120Belief": 49728, "stretched": 49729, "\u0120LH": 49730, "\u0120EntityItem": 49731, "CIA": 49732, "\u0120unrem": 49733, "\u0120laureate": 49734, "\u0120denominations": 49735, "summary": 49736, "hler": 49737, "Spect": 49738, "\u0120Klaus": 49739, "\u0120Beans": 49740, "\u0120insur": 49741, "\u0120PAX": 49742, "\u0120fielder": 49743, "\u0120Vet": 49744, "\u0120Sparrow": 49745, "zie": 49746, "\u0120SQ": 49747, "\u0120Mondays": 49748, "\u0120Offline": 49749, "\u0120Lerner": 49750, "\u0120Extensions": 49751, "Ireland": 49752, "\u0120patronage": 49753, "\u0120contrasted": 49754, "\u0120Mania": 49755, "hirt": 49756, "Moscow": 49757, "\u0120condemns": 49758, "\u0120Ange": 49759, "\u0120composing": 49760, "\u0120Pepe": 49761, "\u0120Paddock": 49762, "\u0120heterogeneity": 49763, "\u0120ideologically": 49764, "\u0120fishes": 49765, "\u0120cursing": 49766, "\u0120Rutherford": 49767, "\u0120Floating": 49768, "\u0120Amelia": 49769, "Tea": 49770, "Synopsis": 49771, "\u0120stunts": 49772, "\u0120bead": 49773, "\u0120stocking": 49774, "\u0120MILL": 49775, "obook": 49776, "massive": 49777, "\\<": 49778, "\u0120hump": 49779, "\u0120Preferences": 49780, "EngineDebug": 49781, "geist": 49782, "\u0120Nieto": 49783, "omever": 49784, "ishy": 49785, "evaluate": 49786, "colonial": 49787, "Alternative": 49788, "\u0120GoPro": 49789, "\u0120Vortex": 49790, "\u0120NETWORK": 49791, "ansky": 49792, "Secure": 49793, "\u0120Thrust": 49794, "Snake": 49795, "\u0120parcels": 49796, "\u0120samurai": 49797, "\u0120actresses": 49798, "Nap": 49799, "MF": 49800, "iferation": 49801, "Beer": 49802, "523": 49803, "\u0120Ily": 49804, "ointment": 49805, "Ping": 49806, "\u0120striped": 49807, "\u0120Mellon": 49808, "ossession": 49809, "\u0120neutron": 49810, "endium": 49811, "\u0120aph": 49812, "\u0120Flavoring": 49813, "\u0120383": 49814, "\u0120responsiveness": 49815, "\u0120Jindal": 49816, "\u0120Hitchcock": 49817, "Denver": 49818, "\u0120DRAGON": 49819, "smanship": 49820, "\u0120Dupl": 49821, "\u0120sly": 49822, "\u0120webcam": 49823, "\u0120Twain": 49824, "\u0120Darling": 49825, "iliate": 49826, "consumer": 49827, "DIT": 49828, "\u0120namesake": 49829, "\u0120unorthodox": 49830, "\u0120funer": 49831, "\u0120PLoS": 49832, "\u0120CONTROL": 49833, "ozyg": 49834, "oglobin": 49835, "FACE": 49836, "ERG": 49837, "\u0120Dia": 49838, "\u0120Fiesta": 49839, "cele": 49840, "034": 49841, "\u0120enclave": 49842, "\u00e2\u0138\u00ac\u00e2\u0138\u00ac": 49843, "onement": 49844, "alist": 49845, "Mand": 49846, "\u0120homegrown": 49847, "\u0120Fancy": 49848, "\u0120conceptions": 49849, "\u0120Contains": 49850, "ureen": 49851, "\u0120reiterate": 49852, "\u0120meager": 49853, "\u0120installments": 49854, "Spawn": 49855, "627": 49856, "\u0120photoc": 49857, "\u0120Cabrera": 49858, "\u0120Rosenthal": 49859, "\u0120Lansing": 49860, "isner": 49861, "\u0120invests": 49862, "\u0120UFOs": 49863, "EXP": 49864, "Hardware": 49865, "\u0120tragically": 49866, "\u0120concedes": 49867, "ieft": 49868, "cham": 49869, "borgh": 49870, "\u0120Schr": 49871, "\u0120Melanie": 49872, "\u0120Hoy": 49873, "\u0120visitation": 49874, "\u0120idiosyncr": 49875, "\u0120fractions": 49876, "\u0120foreskin": 49877, "obos": 49878, "\u0120poaching": 49879, "\u0120VIEW": 49880, "\u0120stimulates": 49881, "\u0120Gork": 49882, "canon": 49883, "MIC": 49884, "\u0120Nemesis": 49885, "\u0120Indra": 49886, "\u0120DMV": 49887, "\u0120529": 49888, "\u0120inspecting": 49889, "\u0120grandma": 49890, "\u0120Whedon": 49891, "\u0120Shant": 49892, "\u0120Purg": 49893, "ikan": 49894, "\u0120Teg": 49895, "\u0120CLR": 49896, "zac": 49897, "Victoria": 49898, "\u0120Verify": 49899, "ionics": 49900, "\u0120partying": 49901, "\u0120Mou": 49902, "colour": 49903, "\u0120testimonies": 49904, "lations": 49905, "\u0120pressuring": 49906, "hiro": 49907, "acers": 49908, "\u0120fid": 49909, "angler": 49910, "\u0120CSI": 49911, "\u0120hereafter": 49912, "\u0120dissidents": 49913, "reporting": 49914, "iphany": 49915, "chev": 49916, "\u0120solitude": 49917, "\u0120lobe": 49918, "\u0120indis": 49919, "\u0120credential": 49920, "recent": 49921, "adult": 49922, "\u0120Nirvana": 49923, "\u0120Franchise": 49924, "Layer": 49925, "Hyp": 49926, "\u0120Berkshire": 49927, "\u0120wills": 49928, "tif": 49929, "\u0120totem": 49930, "\u0120Judah": 49931, "repair": 49932, "Instant": 49933, "548": 49934, "\u0120embassies": 49935, "\u0120bottleneck": 49936, "\u0120bount": 49937, "\u0120typew": 49938, "\u0120Alvin": 49939, "jing": 49940, "imilar": 49941, "Rush": 49942, "\u0120brim": 49943, "\u0120HELP": 49944, "Aim": 49945, "]'": 49946, "\u0120passively": 49947, "\u0120bounded": 49948, "\u0120Rated": 49949, "\u0120criminality": 49950, "\u0120biomark": 49951, "\u0120dispatcher": 49952, "\u0120Towards": 49953, "\u0120+++": 49954, "righteous": 49955, "frog": 49956, "\u0120Panc": 49957, "Carter": 49958, "032": 49959, "\u00e6\u00a9\u0141": 49960, "\u0120ultraviolet": 49961, "\u0120Licensed": 49962, "\u0120Tata": 49963, "\u0120Blessing": 49964, "\u0120GAM": 49965, "\u0120chemically": 49966, "\u0120Seaf": 49967, "\u0120RELE": 49968, "\u0120Mercenary": 49969, "capitalist": 49970, "\u0120formulations": 49971, "\u0120annihilation": 49972, "\u0120Verb": 49973, "\u0120Argon": 49974, "\u0120unloaded": 49975, "\u0120morphed": 49976, "\u0120conquering": 49977, "backer": 49978, "IELD": 49979, "\u0120thefts": 49980, "\u0120frontrunner": 49981, "\u0120Royale": 49982, "\u0120Fundamental": 49983, "elight": 49984, "Chip": 49985, "necessary": 49986, "ayn": 49987, "\u0120Slip": 49988, "\u0120448": 49989, "cerned": 49990, "Pause": 49991, "\u0120shockingly": 49992, "\u0120ABV": 49993, "\u0120composure": 49994, "733": 49995, "\u0120Motorsport": 49996, "ahime": 49997, "Murray": 49998, "Mach": 49999, "\u0120grids": 50000, "\u0120debian": 50001, "\u0120furthermore": 50002, "\u0120dexterity": 50003, "\u0120Collections": 50004, "oslov": 50005, "ilage": 50006, "bj": 50007, "\u0120Monteneg": 50008, "\u0120strutConnector": 50009, "\u0120massacres": 50010, "\u0120briefs": 50011, "fetched": 50012, "uvian": 50013, "olition": 50014, "Failure": 50015, "emonic": 50016, "\u0120flared": 50017, "\u0120claimant": 50018, "\u0120cures": 50019, "\u0120giveaways": 50020, "\u0120Substance": 50021, "alions": 50022, "\u0120cringe": 50023, "\u0120Kul": 50024, "\u0120aristocracy": 50025, "\u0120Ulster": 50026, "olated": 50027, "housing": 50028, "\u0120MIS": 50029, "\u0120glared": 50030, "\u0120Wilhelm": 50031, "needs": 50032, "lambda": 50033, "builders": 50034, "\u0120VIS": 50035, "\u0120radiator": 50036, "\u0120Ghostbusters": 50037, "\u0120436": 50038, "actual": 50039, "\u0120herds": 50040, "\u00c3\u00a7a": 50041, "watching": 50042, "\u0120countering": 50043, "Charge": 50044, "\u0120charred": 50045, "\u0120warheads": 50046, "\u0120iodine": 50047, "\u0120Macy": 50048, "041": 50049, "\u0120departures": 50050, "\u0120Sins": 50051, "\u0120dyed": 50052, "\u0120Concepts": 50053, "gado": 50054, "713": 50055, "\u0120quotations": 50056, "\u0120gist": 50057, "\u0120Christy": 50058, "\u0120antigen": 50059, "\u0120Hemp": 50060, "\u0120Drawn": 50061, "\u0120Barg": 50062, "ezvous": 50063, "\u0120paternity": 50064, "\u0120ardu": 50065, 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"\u0120dysph": 50111, "crazy": 50112, ".''.": 50113, "\u0120mainline": 50114, "\u0120cs": 50115, "\u0120ptr": 50116, "\u0120Wally": 50117, "igun": 50118, "951": 50119, "\u0120Bigfoot": 50120, "fights": 50121, "\u0120retrieving": 50122, "Jr": 50123, "\u0120duplication": 50124, "\u0120Explan": 50125, "\u0120relational": 50126, "\u0120quaint": 50127, "\u0120biscuits": 50128, "\u0120ado": 50129, "\u0120shudder": 50130, "\u0120antidote": 50131, "blooded": 50132, "ksh": 50133, "\u0120sauces": 50134, "\u0120reinvest": 50135, "\u0120dispensary": 50136, "\u0120Diver": 50137, "\u01209000": 50138, "student": 50139, "\u0120insepar": 50140, "escap": 50141, "\u0120toddlers": 50142, "\u0120GPIO": 50143, "\u0120Assignment": 50144, "headers": 50145, "\u0120lackluster": 50146, "\u0120aback": 50147, "956": 50148, "\u0120toolbar": 50149, "745": 50150, "\u0120oust": 50151, "\u0120contemplation": 50152, "\u0120PRESIDENT": 50153, "\u0120458": 50154, "======": 50155, "\u0120guaranteeing": 50156, 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+Ġlog ger +ĠH OL +inn ie +First ly +Ġembry onic +Ġdeleg ated +p ai +O IL +Ġcentr ally +ĠR x +ĠSc outing +D utch +Ġhe reditary +ĠCru iser +s at +5 29 +ĠMar riott +other mal +Ġprohib itions +E arn +ĠSt ab +ĠColleg es +ĠBel ief +st retched +ĠL H +ĠEntity Item +C IA +Ġun rem +Ġlaure ate +Ġdenomin ations +sum mary +h ler +S pect +ĠK laus +ĠBe ans +Ġins ur +ĠPA X +Ġfield er +ĠV et +ĠSp arrow +z ie +ĠS Q +ĠMond ays +ĠOff line +ĠLer ner +ĠExt ensions +Ire land +Ġpatron age +Ġcontrast ed +ĠMan ia +h irt +Mos cow +Ġcondem ns +ĠAn ge +Ġcomp osing +ĠPe pe +ĠP addock +Ġheter ogeneity +Ġide ologically +Ġf ishes +Ġcur sing +ĠR utherford +ĠFlo ating +ĠAm elia +Te a +Syn opsis +Ġstun ts +Ġbe ad +Ġstock ing +ĠM ILL +ob ook +mass ive +\ < +Ġh ump +ĠPref erences +Engine Debug +ge ist +ĠNiet o +ome ver +ish y +eval uate +col onial +Altern ative +ĠGo Pro +ĠV ortex +ĠNET WORK +ans ky +Sec ure +ĠTh rust +Sn ake +Ġparcel s +Ġsam urai +Ġactress es +N ap +M F +ifer ation +Be er +5 23 +ĠI ly +oint ment +P ing +Ġstri ped +ĠMell on +oss ession +Ġneut ron +end ium +Ġa ph +ĠFlav oring +Ġ38 3 +Ġrespons iveness +ĠJ indal +ĠHitch cock +Den ver +ĠDRAG ON +sm anship +ĠDu pl +Ġs ly +Ġweb cam +ĠTw ain +ĠDar ling +ili ate +cons umer +D IT +Ġnames ake +Ġun orthodox +Ġfun er +ĠPL oS +ĠCONTR OL +ozy g +ogl obin +F ACE +ER G +ĠD ia +ĠF iesta +ce le +0 34 +Ġencl ave +âĸ¬ âĸ¬ +on ement +al ist +M and +Ġhome grown +ĠF ancy +Ġconcept ions +ĠCont ains +ure en +Ġreiter ate +Ġme ager +Ġinstall ments +Sp awn +6 27 +Ġphot oc +ĠCab rera +ĠRos enthal +ĠLans ing +is ner +Ġinvest s +ĠUFO s +EX P +Hard ware +Ġtr agically +Ġconced es +ie ft +ch am +bor gh +ĠSch r +ĠMel anie +ĠH oy +Ġvisit ation +Ġid iosyncr +Ġfract ions +Ġfore skin +ob os +Ġpo aching +ĠVI EW +Ġstimul ates +ĠG ork +can on +M IC +ĠNem esis +ĠInd ra +ĠDM V +Ġ5 29 +Ġinspect ing +Ġgrand ma +ĠW hedon +ĠSh ant +ĠP urg +ik an +ĠT eg +ĠCL R +z ac +Vict oria +ĠVer ify +ion ics +Ġpart ying +ĠM ou +col our +Ġtestim onies +l ations +Ġpress uring +hi ro +ac ers +Ġf id +ang ler +ĠCS I +Ġhere after +Ġdiss idents +report ing +iph any +che v +Ġsol itude +Ġl obe +Ġind is +Ġcred ential +re cent +ad ult +ĠNir vana +ĠFranch ise +L ayer +H yp +ĠBerks hire +Ġwill s +t if +Ġtot em +ĠJud ah +rep air +Inst ant +5 48 +Ġemb assies +Ġbott leneck +Ġb ount +Ġtyp ew +ĠAl vin +j ing +im ilar +R ush +Ġbr im +ĠHEL P +A im +] ' +Ġpass ively +Ġbound ed +ĠR ated +Ġcriminal ity +Ġbiom ark +Ġdisp atcher +ĠTow ards +Ġ+ ++ +right eous +f rog +ĠP anc +C arter +0 32 +æ© Ł +Ġult raviolet +ĠLic ensed +ĠT ata +ĠBl essing +ĠG AM +Ġchem ically +ĠSe af +ĠRE LE +ĠMerc enary +capital ist +Ġform ulations +Ġann ihilation +ĠVer b +ĠAr gon +Ġun loaded +Ġmorp hed +Ġconqu ering +back er +I ELD +Ġtheft s +Ġfront runner +ĠRoy ale +ĠFund amental +el ight +C hip +necess ary +ay n +ĠSl ip +Ġ4 48 +cern ed +P ause +Ġshock ingly +ĠAB V +Ġcomp osure +7 33 +ĠMotors port +ah ime +Mur ray +M ach +Ġgr ids +Ġdeb ian +Ġfurther more +Ġdexter ity +ĠCollect ions +os lov +il age +b j +ĠMont eneg +Ġstrut Connector +Ġmassac res +Ġbrief s +fet ched +uv ian +ol ition +Fail ure +emon ic +Ġfl ared +Ġclaim ant +Ġc ures +Ġgive aways +ĠSubst ance +al ions +Ġcr inge +ĠK ul +Ġarist ocracy +ĠUl ster +ol ated +h ousing +ĠM IS +Ġgl ared +ĠWil helm +ne eds +lam bda +build ers +ĠV IS +Ġradi ator +ĠGhost busters +Ġ4 36 +act ual +Ġher ds +ç a +watch ing +Ġcounter ing +Ch arge +Ġchar red +Ġwar heads +Ġiod ine +ĠM acy +04 1 +Ġdepart ures +ĠS ins +Ġdy ed +ĠConcept s +g ado +7 13 +Ġquot ations +Ġg ist +ĠChrist y +Ġant igen +ĠHem p +ĠD rawn +ĠB arg +ez vous +Ġp aternity +Ġar du +ĠAnch orage +ĠR ik +Ġover loaded +ĠUs ername +ĠTam my +ĠN au +ĠCell ular +Ġw aning +Ġrod ent +ĠWor cester +il ts +ĠT ad +Ġdwell ings +Ġbull ish +4 31 +Ġretali ate +Ġmig raine +ĠChev ron +CH ECK +Ġdon key +c rim +SP A +ĠAn alog +Ġmarqu ee +ĠHa as +B ir +ĠGD DR +ĠDownload s +Ġwill power +ĠFor th +ĠRecord ed +Ġimp ossibility +ĠLog ged +ĠFr anks +ĠR att +in itions +Ġclean ers +Ġsore ly +Ġflick ering +ĠEx amination +c atching +allow een +Ms g +Ġdun no +F a +Ġdys ph +c razy +.' '. +Ġmain line +Ġc s +Ġp tr +ĠW ally +ig un +95 1 +ĠBig foot +f ights +Ġretrie ving +J r +Ġdupl ication +ĠExpl an +Ġrel ational +Ġqu aint +Ġbisc uits +Ġad o +Ġsh udder +Ġantid ote +blood ed +ks h +Ġsa uces +Ġrein vest +Ġdispens ary +ĠD iver +Ġ9 000 +stud ent +Ġin separ +esc ap +Ġtodd lers +ĠGP IO +ĠAss ignment +head ers +Ġlack luster +Ġab ack +95 6 +Ġtool bar +7 45 +Ġo ust +Ġcontempl ation +ĠPRES IDENT +Ġ4 58 +==== == +Ġguarantee ing +ĠHe ist +ĠCann es +Ļ ½ +Ġcollabor ator +ĠAm p +Ġg ou +ĠSH ALL +st ories +78 3 +Ġmobil ized +Ġbro od +ĠL U +ĠðŁ ij +Ġref in +ĠAnthrop ology +v ind +ill i +Ġwarrant ies +ĠB abel +Ġsw ath +Ġc aches +Ġantagon ists +art ifacts +Ġhot ly +ĠSt arts +ĠG ö +z ag +!! !!! +Ġsc ourge +Ġcons piring +ru its +re verse +ĠShe en +ĠJes uit +ĠGiov anni +ad ies +Ġbutt ocks +ear cher +ac an +Ġvolley ball +Ġshroud ed +Ġscore board +b ats +ĠI PM +Ġass es +Ġde regulation +ĠTe legram +ĠReb oot +Ġ7 000 +ĠCan ary +Ġk ernels +ĠFranç ois +ĠD uff +ĠP on +ĠLe ica +ĠGar min +Ġor phans +ĠClaud ia +Ġcal endars +ĠLe ilan +ent o +R ocket +Ġbr unch +ĠHaw king +ain ers +Ġsens ibilities +Ġk W +ĠK and +Ġre claimed +Ġinteresting ly +× © +rom y +J M +ĠEnhance ment +b ush +Sk ip +Ġrapp ers +Ġg azing +p edia +ath lon +Rev olution +Ġsn ipers +Ġre verted +Ġconglomer ate +T erry +79 4 +Ġhars her +Ġdes olate +ĠHit man +Comm ission +Ġ( / +âĢ¦ ." +Com par +Ġampl ification +om inated +Ġreg ress +ĠColl ider +Ġinform ants +Ġg azed diff --git a/dotnet/src/SemanticKernel/SemanticKernel.csproj b/dotnet/src/SemanticKernel/SemanticKernel.csproj index 0ae7415b28a3..838625660201 100644 --- a/dotnet/src/SemanticKernel/SemanticKernel.csproj +++ b/dotnet/src/SemanticKernel/SemanticKernel.csproj @@ -43,4 +43,15 @@ <_Parameter1>DynamicProxyGenAssembly2 + + + + + Always + + + + Always + + \ No newline at end of file From 72ebfa244aabdca152bc6ae2da4ba4d0e900ec23 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 27 Mar 2023 18:48:10 -0700 Subject: [PATCH 02/20] Bump Microsoft.Azure.Functions.Worker from 1.10.1 to 1.13.0 in /dotnet (#178) Bumps [Microsoft.Azure.Functions.Worker](https://github.com/Azure/azure-functions-dotnet-worker) from 1.10.1 to 1.13.0. --- samples/dotnet/KernelHttpServer/KernelHttpServer.csproj | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/samples/dotnet/KernelHttpServer/KernelHttpServer.csproj b/samples/dotnet/KernelHttpServer/KernelHttpServer.csproj index 822270c0da1f..8bce105e9969 100644 --- a/samples/dotnet/KernelHttpServer/KernelHttpServer.csproj +++ b/samples/dotnet/KernelHttpServer/KernelHttpServer.csproj @@ -19,7 +19,7 @@ - + From ed447a6f4147e1ca245a65a62c15f16b92e8981a Mon Sep 17 00:00:00 2001 From: Roger Barreto <19890735+RogerBarreto@users.noreply.github.com> Date: Tue, 28 Mar 2023 15:17:38 +0100 Subject: [PATCH 03/20] Small fix to TimeSkill minutes and seconds (#184) ### Bugfix Minutes and Seconds returning wrong information --- dotnet/src/SemanticKernel/CoreSkills/TimeSkill.cs | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/dotnet/src/SemanticKernel/CoreSkills/TimeSkill.cs b/dotnet/src/SemanticKernel/CoreSkills/TimeSkill.cs index 35ce186d061d..1b5d83cf22df 100644 --- a/dotnet/src/SemanticKernel/CoreSkills/TimeSkill.cs +++ b/dotnet/src/SemanticKernel/CoreSkills/TimeSkill.cs @@ -203,7 +203,7 @@ public string HourNumber() public string Minute() { // Example: 15 - return DateTimeOffset.Now.ToString("m", CultureInfo.CurrentCulture); + return DateTimeOffset.Now.ToString("mm", CultureInfo.CurrentCulture); } /// @@ -217,7 +217,7 @@ public string Minute() public string Second() { // Example: 7 - return DateTimeOffset.Now.ToString("s", CultureInfo.CurrentCulture); + return DateTimeOffset.Now.ToString("ss", CultureInfo.CurrentCulture); } /// From 5cc47771b90d544695c67b05cdf11a2992f0cfac Mon Sep 17 00:00:00 2001 From: Devis Lucato Date: Tue, 28 Mar 2023 09:07:33 -0700 Subject: [PATCH 04/20] Extend AI support: add ChatGPT, add DallE, allow custom/any models (#161) ### Motivation and Context Remove hardcoded models, allow to use ChatGPT, Image generation like DallE, any/custom Text Generation, and Text Embedding Currently SK supports only "text completion" and "text embedding", and only OpenAI and Azure OpenAI. One cannot use custom LLMs. If one wants to put a proxy in front of OpenAI with a custom API, SK doesnt' support it. "Completion" and "Embedding" are not explicitly scoped to "text", while the implementation supports only text completion and text embeddings. Also SK has no helpers for DallE and ChatGPT. ### Description The PR contains the following features and improvements: * Introduce the concept of Service Collection (without using .NET ServiceCollection yet, because that would take more work). The service collection can cointain 4 service types: * Text Completion services * Text Embedding generators * Chat Completion services * Image Generation services * Add client for OpenAI ChatGPT, and example (example 17) * Add client for OpenAI DallE, and example (example 18) * Show how to use a custom LLM, e.g. in case of proxies or local HuggingFace models (example 16) * Add Secret Manager to syntax examples, to reduce the risk of leaking secrets used to run the examples * Add 3 new syntax examples: custom LLM, ChatGPT, DallE --- dotnet/nuget/nuget-package.props | 2 +- .../AI/OpenAICompletionTests.cs | 17 +- .../CoreSkills/PlannerSkillTests.cs | 11 +- .../Configuration/KernelConfigTests.cs | 319 ++++++------- .../CoreSkills/PlannerSkillTests.cs | 33 +- .../SemanticKernel.UnitTests/KernelTests.cs | 5 +- .../Orchestration/SKFunctionTests1.cs | 2 +- .../TemplateEngine/Blocks/CodeBlockTests.cs | 2 +- .../AI/ChatCompletion/ChatHistory.cs | 71 +++ .../AI/ChatCompletion/ChatRequestSettings.cs | 49 ++ .../AI/ChatCompletion/IChatCompletion.cs | 28 ++ .../AI/ChatCompletion/OpenAIChatHistory.cs | 53 +++ .../AI/ImageGeneration/IImageGeneration.cs | 23 + .../AI/OpenAI/Clients/OpenAIClientAbstract.cs | 121 ++++- .../HttpSchema/ChatCompletionRequest.cs | 120 +++++ .../HttpSchema/ChatCompletionResponse.cs | 102 ++++ .../OpenAI/HttpSchema/CompletionResponse.cs | 36 -- .../HttpSchema/ImageGenerationRequest.cs | 39 ++ .../HttpSchema/ImageGenerationResponse.cs | 44 ++ ...ionRequest.cs => TextCompletionRequest.cs} | 37 +- .../HttpSchema/TextCompletionResponse.cs | 84 ++++ ...dingRequest.cs => TextEmbeddingRequest.cs} | 6 +- ...ngResponse.cs => TextEmbeddingResponse.cs} | 2 +- .../AI/OpenAI/Services/AzureTextCompletion.cs | 7 +- .../AI/OpenAI/Services/AzureTextEmbeddings.cs | 4 +- .../OpenAI/Services/OpenAIChatCompletion.cs | 79 ++++ .../OpenAI/Services/OpenAIImageGeneration.cs | 83 ++++ .../OpenAI/Services/OpenAITextCompletion.cs | 28 +- .../OpenAI/Services/OpenAITextEmbeddings.cs | 4 +- .../CompleteRequestSettings.cs | 18 +- .../ITextCompletion.cs} | 11 +- .../Configuration/KernelConfig.cs | 445 ++++++++++-------- .../Configuration/KernelConfigExtensions.cs | 199 ++++++++ dotnet/src/SemanticKernel/IKernel.cs | 8 + dotnet/src/SemanticKernel/Kernel.cs | 100 ++-- dotnet/src/SemanticKernel/KernelException.cs | 4 +- .../KernelExtensions/MemoryConfiguration.cs | 38 +- .../Orchestration/ISKFunction.cs | 4 +- .../Orchestration/SKFunction.cs | 10 +- .../Orchestration/SKFunctionExtensions.cs | 2 +- .../Planning/SKContextExtensions.cs | 4 +- samples/dotnet/KernelBuilder/Program.cs | 18 +- .../KernelHttpServer/SemanticKernelFactory.cs | 11 +- samples/dotnet/graph-api-skills/Program.cs | 11 +- ...xample05_CombineLLMPromptsAndNativeCode.cs | 7 +- .../Example06_InlineFunctionDefinition.cs | 3 +- .../Example07_TemplateLanguage.cs | 3 +- .../Example08_RetryHandler.cs | 46 +- .../Example09_FunctionTypes.cs | 3 +- ...Example10_DescribeAllSkillsAndFunctions.cs | 3 +- .../Example12_Planning.cs | 7 +- .../Example13_ConversationSummarySkill.cs | 3 +- .../Example14_Memory.cs | 3 +- .../Example15_MemorySkill.cs | 5 +- .../Example16_CustomLLM.cs | 57 +++ .../Example17_ChatGPT.cs | 80 ++++ .../kernel-syntax-examples/Example18_DallE.cs | 86 ++++ .../KernelSyntaxExamples.csproj | 2 + .../dotnet/kernel-syntax-examples/Program.cs | 9 + .../Properties/launchSettings.json | 8 +- .../dotnet/kernel-syntax-examples/README.md | 34 ++ .../RepoUtils/ConsoleLogger.cs | 8 +- .../kernel-syntax-examples/RepoUtils/Env.cs | 24 +- 63 files changed, 2036 insertions(+), 649 deletions(-) create mode 100644 dotnet/src/SemanticKernel/AI/ChatCompletion/ChatHistory.cs create mode 100644 dotnet/src/SemanticKernel/AI/ChatCompletion/ChatRequestSettings.cs create mode 100644 dotnet/src/SemanticKernel/AI/ChatCompletion/IChatCompletion.cs create mode 100644 dotnet/src/SemanticKernel/AI/ChatCompletion/OpenAIChatHistory.cs create mode 100644 dotnet/src/SemanticKernel/AI/ImageGeneration/IImageGeneration.cs create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionRequest.cs create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionResponse.cs delete mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/CompletionResponse.cs create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationRequest.cs create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationResponse.cs rename dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/{CompletionRequest.cs => TextCompletionRequest.cs} (77%) create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionResponse.cs rename dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/{EmbeddingRequest.cs => TextEmbeddingRequest.cs} (80%) rename dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/{EmbeddingResponse.cs => TextEmbeddingResponse.cs} (95%) create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIChatCompletion.cs create mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIImageGeneration.cs rename dotnet/src/SemanticKernel/AI/{ => TextCompletion}/CompleteRequestSettings.cs (73%) rename dotnet/src/SemanticKernel/AI/{ITextCompletionClient.cs => TextCompletion/ITextCompletion.cs} (62%) create mode 100644 dotnet/src/SemanticKernel/Configuration/KernelConfigExtensions.cs create mode 100644 samples/dotnet/kernel-syntax-examples/Example16_CustomLLM.cs create mode 100644 samples/dotnet/kernel-syntax-examples/Example17_ChatGPT.cs create mode 100644 samples/dotnet/kernel-syntax-examples/Example18_DallE.cs create mode 100644 samples/dotnet/kernel-syntax-examples/README.md diff --git a/dotnet/nuget/nuget-package.props b/dotnet/nuget/nuget-package.props index 9f95907c4486..24e4f41f93fe 100644 --- a/dotnet/nuget/nuget-package.props +++ b/dotnet/nuget/nuget-package.props @@ -3,7 +3,7 @@ true true - 0.8 + 0.9 diff --git a/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAICompletionTests.cs b/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAICompletionTests.cs index a4908d6eb209..3b9c186c472a 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAICompletionTests.cs +++ b/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAICompletionTests.cs @@ -5,6 +5,7 @@ using System.Threading.Tasks; using Microsoft.Extensions.Configuration; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.Reliability; using SemanticKernel.IntegrationTests.TestSettings; @@ -42,12 +43,12 @@ public async Task OpenAITestAsync(string prompt, string expectedAnswerContains) OpenAIConfiguration? openAIConfiguration = this._configuration.GetSection("OpenAI").Get(); Assert.NotNull(openAIConfiguration); - target.Config.AddOpenAICompletionBackend( - label: openAIConfiguration.Label, + target.Config.AddOpenAITextCompletion( + serviceId: openAIConfiguration.Label, modelId: openAIConfiguration.ModelId, apiKey: openAIConfiguration.ApiKey); - target.Config.SetDefaultCompletionBackend(openAIConfiguration.Label); + target.Config.SetDefaultTextCompletionService(openAIConfiguration.Label); IDictionary skill = TestHelpers.GetSkill("ChatSkill", target); @@ -70,13 +71,13 @@ public async Task AzureOpenAITestAsync(string prompt, string expectedAnswerConta AzureOpenAIConfiguration? azureOpenAIConfiguration = this._configuration.GetSection("AzureOpenAI").Get(); Assert.NotNull(azureOpenAIConfiguration); - target.Config.AddAzureOpenAICompletionBackend( - label: azureOpenAIConfiguration.Label, + target.Config.AddAzureOpenAITextCompletion( + serviceId: azureOpenAIConfiguration.Label, deploymentName: azureOpenAIConfiguration.DeploymentName, endpoint: azureOpenAIConfiguration.Endpoint, apiKey: azureOpenAIConfiguration.ApiKey); - target.Config.SetDefaultCompletionBackend(azureOpenAIConfiguration.Label); + target.Config.SetDefaultTextCompletionService(azureOpenAIConfiguration.Label); IDictionary skill = TestHelpers.GetSkill("ChatSkill", target); @@ -103,8 +104,8 @@ public async Task OpenAIHttpRetryPolicyTestAsync(string prompt, string expectedO Assert.NotNull(openAIConfiguration); // Use an invalid API key to force a 401 Unauthorized response - target.Config.AddOpenAICompletionBackend( - label: openAIConfiguration.Label, + target.Config.AddOpenAITextCompletion( + serviceId: openAIConfiguration.Label, modelId: openAIConfiguration.ModelId, apiKey: "INVALID_KEY"); diff --git a/dotnet/src/SemanticKernel.IntegrationTests/CoreSkills/PlannerSkillTests.cs b/dotnet/src/SemanticKernel.IntegrationTests/CoreSkills/PlannerSkillTests.cs index 687c99d80c1e..f04ebdf7e059 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/CoreSkills/PlannerSkillTests.cs +++ b/dotnet/src/SemanticKernel.IntegrationTests/CoreSkills/PlannerSkillTests.cs @@ -5,6 +5,7 @@ using Microsoft.Extensions.Configuration; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Orchestration; @@ -47,19 +48,19 @@ public async Task CreatePlanWithEmbeddingsTestAsync(string prompt, string expect .WithLogger(this._logger) .Configure(config => { - config.AddAzureOpenAICompletionBackend( - label: azureOpenAIConfiguration.Label, + config.AddAzureOpenAITextCompletion( + serviceId: azureOpenAIConfiguration.Label, deploymentName: azureOpenAIConfiguration.DeploymentName, endpoint: azureOpenAIConfiguration.Endpoint, apiKey: azureOpenAIConfiguration.ApiKey); - config.AddAzureOpenAIEmbeddingsBackend( - label: azureOpenAIEmbeddingsConfiguration.Label, + config.AddAzureOpenAIEmbeddingGeneration( + serviceId: azureOpenAIEmbeddingsConfiguration.Label, deploymentName: azureOpenAIEmbeddingsConfiguration.DeploymentName, endpoint: azureOpenAIEmbeddingsConfiguration.Endpoint, apiKey: azureOpenAIEmbeddingsConfiguration.ApiKey); - config.SetDefaultCompletionBackend(azureOpenAIConfiguration.Label); + config.SetDefaultTextCompletionService(azureOpenAIConfiguration.Label); }) .WithMemoryStorage(new VolatileMemoryStore()) .Build(); diff --git a/dotnet/src/SemanticKernel.UnitTests/Configuration/KernelConfigTests.cs b/dotnet/src/SemanticKernel.UnitTests/Configuration/KernelConfigTests.cs index a8baf80b3675..9d557bc543d9 100644 --- a/dotnet/src/SemanticKernel.UnitTests/Configuration/KernelConfigTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/Configuration/KernelConfigTests.cs @@ -1,8 +1,8 @@ // Copyright (c) Microsoft. All rights reserved. using System.Linq; +using Microsoft.Extensions.Logging.Abstractions; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.AI.OpenAI.Services; using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Reliability; using Moq; @@ -15,6 +15,16 @@ namespace SemanticKernel.UnitTests.Configuration; /// public class KernelConfigTests { + private readonly Mock _kernel; + + public KernelConfigTests() + { + var kernelConfig = new KernelConfig(); + this._kernel = new Mock(); + this._kernel.SetupGet(x => x.Log).Returns(NullLogger.Instance); + this._kernel.SetupGet(x => x.Config).Returns(kernelConfig); + } + [Fact] public void HttpRetryHandlerFactoryIsSet() { @@ -68,329 +78,306 @@ public void HttpRetryHandlerFactoryIsSetToDefaultHttpRetryHandlerFactoryIfNotSet } [Fact] - public void ItFailsWhenAddingCompletionBackendsWithSameLabel() + public void ItFailsWhenAddingTextCompletionServicesWithSameLabel() { var target = new KernelConfig(); - target.AddAzureOpenAICompletionBackend("azure", "depl", "https://url", "key"); + target.AddAzureOpenAITextCompletion("azure", "depl", "https://url", "key"); var exception = Assert.Throws(() => { - target.AddAzureOpenAICompletionBackend("azure", "depl2", "https://url", "key"); + target.AddAzureOpenAITextCompletion("azure", "depl2", "https://url", "key"); }); - Assert.Equal(KernelException.ErrorCodes.InvalidBackendConfiguration, exception.ErrorCode); + Assert.Equal(KernelException.ErrorCodes.InvalidServiceConfiguration, exception.ErrorCode); } [Fact] - public void ItFailsWhenAddingEmbeddingsBackendsWithSameLabel() + public void ItFailsWhenAddingEmbeddingGenerationServicesWithSameLabel() { var target = new KernelConfig(); - target.AddAzureOpenAIEmbeddingsBackend("azure", "depl", "https://url", "key"); + target.AddAzureOpenAIEmbeddingGeneration("azure", "depl", "https://url", "key"); var exception = Assert.Throws(() => { - target.AddAzureOpenAIEmbeddingsBackend("azure", "depl2", "https://url", "key"); + target.AddAzureOpenAIEmbeddingGeneration("azure", "depl2", "https://url", "key"); }); - Assert.Equal(KernelException.ErrorCodes.InvalidBackendConfiguration, exception.ErrorCode); + Assert.Equal(KernelException.ErrorCodes.InvalidServiceConfiguration, exception.ErrorCode); } [Fact] - public void ItSucceedsWhenAddingDifferentBackendTypeWithSameLabel() + public void ItSucceedsWhenAddingDifferentServiceTypeWithSameLabel() { var target = new KernelConfig(); - target.AddAzureOpenAICompletionBackend("azure", "depl", "https://url", "key"); - target.AddAzureOpenAIEmbeddingsBackend("azure", "depl2", "https://url", "key"); + target.AddAzureOpenAITextCompletion("azure", "depl", "https://url", "key"); + target.AddAzureOpenAIEmbeddingGeneration("azure", "depl2", "https://url", "key"); - Assert.True(target.HasCompletionBackend("azure")); - Assert.True(target.HasEmbeddingsBackend("azure")); + Assert.True(target.TextCompletionServices.ContainsKey("azure")); + Assert.True(target.TextEmbeddingServices.ContainsKey("azure")); } [Fact] - public void ItFailsWhenSetNonExistentCompletionBackend() + public void ItFailsWhenSetNonExistentTextCompletionService() { var target = new KernelConfig(); var exception = Assert.Throws(() => { - target.SetDefaultCompletionBackend("azure"); + target.SetDefaultTextCompletionService("azure"); }); - Assert.Equal(KernelException.ErrorCodes.BackendNotFound, exception.ErrorCode); + Assert.Equal(KernelException.ErrorCodes.ServiceNotFound, exception.ErrorCode); } [Fact] - public void ItFailsWhenSetNonExistentEmbeddingBackend() + public void ItFailsWhenSetNonExistentEmbeddingService() { var target = new KernelConfig(); var exception = Assert.Throws(() => { - target.SetDefaultEmbeddingsBackend("azure"); + target.SetDefaultEmbeddingService("azure"); }); - Assert.Equal(KernelException.ErrorCodes.BackendNotFound, exception.ErrorCode); + Assert.Equal(KernelException.ErrorCodes.ServiceNotFound, exception.ErrorCode); } [Fact] - public void ItTellsIfABackendIsAvailable() + public void ItTellsIfAServiceIsAvailable() { // Arrange var target = new KernelConfig(); - target.AddAzureOpenAICompletionBackend("azure", "depl", "https://url", "key"); - target.AddOpenAICompletionBackend("oai", "model", "apikey"); - target.AddAzureOpenAIEmbeddingsBackend("azure", "depl2", "https://url2", "key"); - target.AddOpenAIEmbeddingsBackend("oai2", "model2", "apikey2"); + target.AddAzureOpenAITextCompletion("azure", "depl", "https://url", "key"); + target.AddOpenAITextCompletion("oai", "model", "apikey"); + target.AddAzureOpenAIEmbeddingGeneration("azure", "depl2", "https://url2", "key"); + target.AddOpenAIEmbeddingGeneration("oai2", "model2", "apikey2"); // Assert - Assert.True(target.HasCompletionBackend("azure")); - Assert.True(target.HasCompletionBackend("oai")); - Assert.True(target.HasEmbeddingsBackend("azure")); - Assert.True(target.HasEmbeddingsBackend("oai2")); - - Assert.False(target.HasCompletionBackend("azure2")); - Assert.False(target.HasCompletionBackend("oai2")); - Assert.False(target.HasEmbeddingsBackend("azure1")); - Assert.False(target.HasEmbeddingsBackend("oai")); - - Assert.True(target.HasCompletionBackend("azure", - x => x is AzureOpenAIConfig)); - Assert.False(target.HasCompletionBackend("azure", - x => x is OpenAIConfig)); - - Assert.False(target.HasEmbeddingsBackend("oai2", - x => x is AzureOpenAIConfig)); - Assert.True(target.HasEmbeddingsBackend("oai2", - x => x is OpenAIConfig)); - - Assert.True(target.HasCompletionBackend("azure", - x => x is AzureOpenAIConfig azureConfig && azureConfig.DeploymentName == "depl")); - Assert.False(target.HasCompletionBackend("azure", - x => x is AzureOpenAIConfig azureConfig && azureConfig.DeploymentName == "nope")); + Assert.True(target.TextCompletionServices.ContainsKey("azure")); + Assert.True(target.TextCompletionServices.ContainsKey("oai")); + Assert.True(target.TextEmbeddingServices.ContainsKey("azure")); + Assert.True(target.TextEmbeddingServices.ContainsKey("oai2")); + + Assert.False(target.TextCompletionServices.ContainsKey("azure2")); + Assert.False(target.TextCompletionServices.ContainsKey("oai2")); + Assert.False(target.TextEmbeddingServices.ContainsKey("azure1")); + Assert.False(target.TextEmbeddingServices.ContainsKey("oai")); } [Fact] - public void ItCanOverwriteBackends() + public void ItCanOverwriteServices() { // Arrange var target = new KernelConfig(); // Act - Assert no exception occurs - target.AddAzureOpenAICompletionBackend("one", "dep", "https://localhost", "key", overwrite: true); - target.AddAzureOpenAICompletionBackend("one", "dep", "https://localhost", "key", overwrite: true); - target.AddOpenAICompletionBackend("one", "model", "key", overwrite: true); - target.AddOpenAICompletionBackend("one", "model", "key", overwrite: true); - target.AddAzureOpenAIEmbeddingsBackend("one", "dep", "https://localhost", "key", overwrite: true); - target.AddAzureOpenAIEmbeddingsBackend("one", "dep", "https://localhost", "key", overwrite: true); - target.AddOpenAIEmbeddingsBackend("one", "model", "key", overwrite: true); - target.AddOpenAIEmbeddingsBackend("one", "model", "key", overwrite: true); + target.AddAzureOpenAITextCompletion("one", "dep", "https://localhost", "key", overwrite: true); + target.AddAzureOpenAITextCompletion("one", "dep", "https://localhost", "key", overwrite: true); + target.AddOpenAITextCompletion("one", "model", "key", overwrite: true); + target.AddOpenAITextCompletion("one", "model", "key", overwrite: true); + target.AddAzureOpenAIEmbeddingGeneration("one", "dep", "https://localhost", "key", overwrite: true); + target.AddAzureOpenAIEmbeddingGeneration("one", "dep", "https://localhost", "key", overwrite: true); + target.AddOpenAIEmbeddingGeneration("one", "model", "key", overwrite: true); + target.AddOpenAIEmbeddingGeneration("one", "model", "key", overwrite: true); } [Fact] - public void ItCanRemoveAllBackends() + public void ItCanRemoveAllServices() { // Arrange var target = new KernelConfig(); - target.AddAzureOpenAICompletionBackend("one", "dep", "https://localhost", "key"); - target.AddAzureOpenAICompletionBackend("2", "dep", "https://localhost", "key"); - target.AddOpenAICompletionBackend("3", "model", "key"); - target.AddOpenAICompletionBackend("4", "model", "key"); - target.AddAzureOpenAIEmbeddingsBackend("5", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingsBackend("6", "dep", "https://localhost", "key"); - target.AddOpenAIEmbeddingsBackend("7", "model", "key"); - target.AddOpenAIEmbeddingsBackend("8", "model", "key"); + target.AddAzureOpenAITextCompletion("one", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); + target.AddOpenAITextCompletion("3", "model", "key"); + target.AddOpenAITextCompletion("4", "model", "key"); + target.AddAzureOpenAIEmbeddingGeneration("5", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGeneration("6", "dep", "https://localhost", "key"); + target.AddOpenAIEmbeddingGeneration("7", "model", "key"); + target.AddOpenAIEmbeddingGeneration("8", "model", "key"); // Act - target.RemoveAllBackends(); + target.RemoveAllTextCompletionServices(); + target.RemoveAllTextEmbeddingServices(); // Assert - Assert.Empty(target.GetAllEmbeddingsBackends()); - Assert.Empty(target.GetAllCompletionBackends()); + Assert.Empty(target.AllTextEmbeddingServices); + Assert.Empty(target.AllTextCompletionServices); } [Fact] - public void ItCanRemoveAllCompletionBackends() + public void ItCanRemoveAllTextCompletionServices() { // Arrange var target = new KernelConfig(); - target.AddAzureOpenAICompletionBackend("one", "dep", "https://localhost", "key"); - target.AddAzureOpenAICompletionBackend("2", "dep", "https://localhost", "key"); - target.AddOpenAICompletionBackend("3", "model", "key"); - target.AddOpenAICompletionBackend("4", "model", "key"); - target.AddAzureOpenAIEmbeddingsBackend("5", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingsBackend("6", "dep", "https://localhost", "key"); - target.AddOpenAIEmbeddingsBackend("7", "model", "key"); - target.AddOpenAIEmbeddingsBackend("8", "model", "key"); + target.AddAzureOpenAITextCompletion("one", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); + target.AddOpenAITextCompletion("3", "model", "key"); + target.AddOpenAITextCompletion("4", "model", "key"); + target.AddAzureOpenAIEmbeddingGeneration("5", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGeneration("6", "dep", "https://localhost", "key"); + target.AddOpenAIEmbeddingGeneration("7", "model", "key"); + target.AddOpenAIEmbeddingGeneration("8", "model", "key"); // Act - target.RemoveAllCompletionBackends(); + target.RemoveAllTextCompletionServices(); // Assert - Assert.Equal(4, target.GetAllEmbeddingsBackends().Count()); - Assert.Empty(target.GetAllCompletionBackends()); + Assert.Equal(4, target.AllTextEmbeddingServices.Count()); + Assert.Empty(target.AllTextCompletionServices); } [Fact] - public void ItCanRemoveAllEmbeddingsBackends() + public void ItCanRemoveAllEmbeddingServices() { // Arrange var target = new KernelConfig(); - target.AddAzureOpenAICompletionBackend("one", "dep", "https://localhost", "key"); - target.AddAzureOpenAICompletionBackend("2", "dep", "https://localhost", "key"); - target.AddOpenAICompletionBackend("3", "model", "key"); - target.AddOpenAICompletionBackend("4", "model", "key"); - target.AddAzureOpenAIEmbeddingsBackend("5", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingsBackend("6", "dep", "https://localhost", "key"); - target.AddOpenAIEmbeddingsBackend("7", "model", "key"); - target.AddOpenAIEmbeddingsBackend("8", "model", "key"); + target.AddAzureOpenAITextCompletion("one", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); + target.AddOpenAITextCompletion("3", "model", "key"); + target.AddOpenAITextCompletion("4", "model", "key"); + target.AddAzureOpenAIEmbeddingGeneration("5", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGeneration("6", "dep", "https://localhost", "key"); + target.AddOpenAIEmbeddingGeneration("7", "model", "key"); + target.AddOpenAIEmbeddingGeneration("8", "model", "key"); // Act - target.RemoveAllEmbeddingBackends(); + target.RemoveAllTextEmbeddingServices(); // Assert - Assert.Equal(4, target.GetAllCompletionBackends().Count()); - Assert.Empty(target.GetAllEmbeddingsBackends()); + Assert.Equal(4, target.AllTextCompletionServices.Count()); + Assert.Empty(target.AllTextEmbeddingServices); } [Fact] - public void ItCanRemoveOneCompletionBackend() + public void ItCanRemoveOneCompletionService() { // Arrange var target = new KernelConfig(); - target.AddAzureOpenAICompletionBackend("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAICompletionBackend("2", "dep", "https://localhost", "key"); - target.AddOpenAICompletionBackend("3", "model", "key"); - Assert.Equal("1", target.DefaultCompletionBackend); + target.AddAzureOpenAITextCompletion("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); + target.AddOpenAITextCompletion("3", "model", "key"); + Assert.Equal("1", target.DefaultTextCompletionServiceId); // Act - Assert - target.RemoveCompletionBackend("1"); - Assert.Equal("2", target.DefaultCompletionBackend); - target.RemoveCompletionBackend("2"); - Assert.Equal("3", target.DefaultCompletionBackend); - target.RemoveCompletionBackend("3"); - Assert.Null(target.DefaultCompletionBackend); + target.RemoveTextCompletionService("1"); + Assert.Equal("2", target.DefaultTextCompletionServiceId); + target.RemoveTextCompletionService("2"); + Assert.Equal("3", target.DefaultTextCompletionServiceId); + target.RemoveTextCompletionService("3"); + Assert.Null(target.DefaultTextCompletionServiceId); } [Fact] - public void ItCanRemoveOneEmbeddingsBackend() + public void ItCanRemoveOneEmbeddingService() { // Arrange var target = new KernelConfig(); - target.AddAzureOpenAIEmbeddingsBackend("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingsBackend("2", "dep", "https://localhost", "key"); - target.AddOpenAIEmbeddingsBackend("3", "model", "key"); - Assert.Equal("1", target.DefaultEmbeddingsBackend); + target.AddAzureOpenAIEmbeddingGeneration("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGeneration("2", "dep", "https://localhost", "key"); + target.AddOpenAIEmbeddingGeneration("3", "model", "key"); + Assert.Equal("1", target.DefaultTextEmbeddingServiceId); // Act - Assert - target.RemoveEmbeddingsBackend("1"); - Assert.Equal("2", target.DefaultEmbeddingsBackend); - target.RemoveEmbeddingsBackend("2"); - Assert.Equal("3", target.DefaultEmbeddingsBackend); - target.RemoveEmbeddingsBackend("3"); - Assert.Null(target.DefaultEmbeddingsBackend); + target.RemoveTextEmbeddingService("1"); + Assert.Equal("2", target.DefaultTextEmbeddingServiceId); + target.RemoveTextEmbeddingService("2"); + Assert.Equal("3", target.DefaultTextEmbeddingServiceId); + target.RemoveTextEmbeddingService("3"); + Assert.Null(target.DefaultTextEmbeddingServiceId); } [Fact] - public void GetEmbeddingsBackendItReturnsDefaultWhenNonExistingLabelIsProvided() + public void GetEmbeddingServiceItReturnsDefaultWhenNonExistingLabelIsProvided() { // Arrange var target = new KernelConfig(); - var defaultBackendLabel = "2"; - target.AddAzureOpenAIEmbeddingsBackend("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingsBackend(defaultBackendLabel, "dep", "https://localhost", "key"); - target.SetDefaultEmbeddingsBackend(defaultBackendLabel); + target.AddOpenAIEmbeddingGeneration("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGeneration("2", "dep", "https://localhost", "key"); + target.SetDefaultEmbeddingService("2"); // Act - var result = target.GetEmbeddingsBackend("test"); + var result = target.GetTextEmbeddingServiceIdOrDefault("test"); // Assert - Assert.IsType(result); - Assert.Equal(defaultBackendLabel, result.Label); + Assert.Equal("2", result); } [Fact] - public void GetEmbeddingsBackendItReturnsSpecificWhenExistingLabelIsProvided() + public void GetEmbeddingServiceReturnsSpecificWhenExistingLabelIsProvided() { // Arrange + var kernel = new Mock(); var target = new KernelConfig(); - var specificBackendLabel = "1"; - var defaultBackendLabel = "2"; - target.AddOpenAIEmbeddingsBackend(specificBackendLabel, "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingsBackend(defaultBackendLabel, "dep", "https://localhost", "key"); - target.SetDefaultEmbeddingsBackend(defaultBackendLabel); + target.AddOpenAIEmbeddingGeneration("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGeneration("2", "dep", "https://localhost", "key"); + target.SetDefaultEmbeddingService("2"); // Act - var result = target.GetEmbeddingsBackend(specificBackendLabel); + var result = target.GetTextEmbeddingServiceIdOrDefault("1"); // Assert - Assert.IsType(result); - Assert.Equal(specificBackendLabel, result.Label); + Assert.Equal("1", result); } [Fact] - public void GetEmbeddingsBackendItReturnsDefaultWhenNoLabelIsProvided() + public void GetEmbeddingServiceReturnsDefaultWhenNoLabelIsProvided() { // Arrange + var kernel = new Mock(); var target = new KernelConfig(); - var defaultBackendLabel = "2"; - target.AddAzureOpenAIEmbeddingsBackend("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingsBackend(defaultBackendLabel, "dep", "https://localhost", "key"); - target.SetDefaultEmbeddingsBackend(defaultBackendLabel); + target.AddOpenAIEmbeddingGeneration("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGeneration("2", "dep", "https://localhost", "key"); + target.SetDefaultEmbeddingService("2"); // Act - var result = target.GetEmbeddingsBackend(); + var result = target.GetTextEmbeddingServiceIdOrDefault(); // Assert - Assert.IsType(result); - Assert.Equal(defaultBackendLabel, result.Label); + Assert.Equal("2", result); } [Fact] - public void GetCompletionBackendItReturnsDefaultWhenNonExistingLabelIsProvided() + public void GetTextCompletionServiceReturnsDefaultWhenNonExistingLabelIsProvided() { // Arrange + var kernel = new Mock(); var target = new KernelConfig(); - var defaultBackendLabel = "2"; - target.AddAzureOpenAICompletionBackend("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAICompletionBackend(defaultBackendLabel, "dep", "https://localhost", "key"); - target.SetDefaultCompletionBackend(defaultBackendLabel); + target.AddOpenAITextCompletion("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); + target.SetDefaultTextCompletionService("2"); // Act - var result = target.GetCompletionBackend("test"); + var result = target.GetTextCompletionServiceIdOrDefault("345"); // Assert - Assert.IsType(result); - Assert.Equal(defaultBackendLabel, result.Label); + Assert.Equal("2", result); } [Fact] - public void GetCompletionBackendItReturnsSpecificWhenExistingLabelIsProvided() + public void GetTextCompletionServiceReturnsSpecificWhenExistingLabelIsProvided() { // Arrange + var kernel = new Mock(); var target = new KernelConfig(); - var specificBackendLabel = "1"; - var defaultBackendLabel = "2"; - target.AddOpenAICompletionBackend(specificBackendLabel, "dep", "https://localhost", "key"); - target.AddAzureOpenAICompletionBackend(defaultBackendLabel, "dep", "https://localhost", "key"); - target.SetDefaultCompletionBackend(defaultBackendLabel); + target.AddOpenAITextCompletion("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); + target.SetDefaultTextCompletionService("2"); // Act - var result = target.GetCompletionBackend(specificBackendLabel); + var result = target.GetTextCompletionServiceIdOrDefault("1"); // Assert - Assert.IsType(result); - Assert.Equal(specificBackendLabel, result.Label); + Assert.Equal("1", result); } [Fact] - public void GetCompletionBackendItReturnsDefaultWhenNoLabelIsProvided() + public void GetTextCompletionServiceItReturnsDefaultWhenNoLabelIsProvided() { // Arrange + var kernel = new Mock(); var target = new KernelConfig(); - var defaultBackendLabel = "2"; - target.AddAzureOpenAICompletionBackend("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAICompletionBackend(defaultBackendLabel, "dep", "https://localhost", "key"); - target.SetDefaultCompletionBackend(defaultBackendLabel); + target.AddOpenAITextCompletion("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); + target.SetDefaultTextCompletionService("2"); // Act - var result = target.GetCompletionBackend(); + var result = target.GetTextCompletionServiceIdOrDefault(); // Assert - Assert.IsType(result); - Assert.Equal(defaultBackendLabel, result.Label); + Assert.Equal("2", result); } } diff --git a/dotnet/src/SemanticKernel.UnitTests/CoreSkills/PlannerSkillTests.cs b/dotnet/src/SemanticKernel.UnitTests/CoreSkills/PlannerSkillTests.cs index 36a9c476eef6..7e55e5e9cac4 100644 --- a/dotnet/src/SemanticKernel.UnitTests/CoreSkills/PlannerSkillTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/CoreSkills/PlannerSkillTests.cs @@ -3,6 +3,7 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.Orchestration.Extensions; @@ -39,7 +40,7 @@ public void ItCanBeInstantiated() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); // Act - Assert no exception occurs _ = new PlannerSkill(kernel); @@ -50,7 +51,7 @@ public void ItCanBeImported() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); // Act - Assert no exception occurs e.g. due to reflection _ = kernel.ImportSkill(new PlannerSkill(kernel), "planner"); @@ -61,7 +62,7 @@ public async Task ItCanCreatePlanAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = new PlannerSkill(kernel); var planner = kernel.ImportSkill(plannerSkill, "planner"); @@ -81,7 +82,7 @@ public async Task ItCanExecutePlanTextAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); // Act @@ -102,7 +103,7 @@ public async Task ItCanExecutePlanAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); Plan createdPlan = new() { @@ -127,7 +128,7 @@ public async Task ItCanCreateSkillPlanAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); // Act @@ -146,7 +147,7 @@ public async Task ItCanExecutePlanJsonAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); Plan createdPlan = new() { @@ -169,7 +170,7 @@ public async Task NoGoalExecutePlanReturnsInvalidResultAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); // Act @@ -191,7 +192,7 @@ public async Task InvalidPlanExecutePlanReturnsInvalidResultAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); // Act @@ -220,7 +221,7 @@ public async Task ExecutePlanCanCallFunctionAsync(string goalText, string planTe { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -253,7 +254,7 @@ public async Task ExecutePlanCanCallFunctionWithTextAsync(string goalText, strin { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -288,7 +289,7 @@ public async Task ExecutePlanCanCallFunctionWithVariablesAsync(string goalText, { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -327,7 +328,7 @@ public async Task ExecutePlanCanCallFunctionWithVariablesAndResultAsync(string g { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -369,7 +370,7 @@ public async Task ExecutePlanCanCallFunctionWithChainedVariablesAsync(string goa { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -407,7 +408,7 @@ public async Task ExecutePlanCanSkipTagsAsync(string goalText, string planText) { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -440,7 +441,7 @@ public async Task ExecutePlanCanSkipOutputAsync(string goalText, string planText { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAICompletionBackend("test", "test", "test"); + _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() diff --git a/dotnet/src/SemanticKernel.UnitTests/KernelTests.cs b/dotnet/src/SemanticKernel.UnitTests/KernelTests.cs index 0f638fc2efa2..2b1ecf0afe88 100644 --- a/dotnet/src/SemanticKernel.UnitTests/KernelTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/KernelTests.cs @@ -5,6 +5,7 @@ using System.Threading; using System.Threading.Tasks; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.Orchestration.Extensions; @@ -22,7 +23,7 @@ public void ItProvidesAccessToFunctionsViaSkillCollection() { // Arrange var kernel = KernelBuilder.Create(); - kernel.Config.AddOpenAICompletionBackend("x", "y", "z"); + kernel.Config.AddOpenAITextCompletion("x", "y", "z"); var nativeSkill = new MySkill(); kernel.CreateSemanticFunction(promptTemplate: "Tell me a joke", functionName: "joker", skillName: "jk", description: "Nice fun"); @@ -49,7 +50,7 @@ public async Task ItProvidesAccessToFunctionsViaSKContextAsync() { // Arrange var kernel = KernelBuilder.Create(); - kernel.Config.AddOpenAICompletionBackend("x", "y", "z"); + kernel.Config.AddOpenAITextCompletion("x", "y", "z"); var nativeSkill = new MySkill(); kernel.CreateSemanticFunction("Tell me a joke", functionName: "joker", skillName: "jk", description: "Nice fun"); diff --git a/dotnet/src/SemanticKernel.UnitTests/Orchestration/SKFunctionTests1.cs b/dotnet/src/SemanticKernel.UnitTests/Orchestration/SKFunctionTests1.cs index f7100dd63707..e2b86db9985a 100644 --- a/dotnet/src/SemanticKernel.UnitTests/Orchestration/SKFunctionTests1.cs +++ b/dotnet/src/SemanticKernel.UnitTests/Orchestration/SKFunctionTests1.cs @@ -1,7 +1,7 @@ // Copyright (c) Microsoft. All rights reserved. using System.Collections.Generic; -using Microsoft.SemanticKernel.AI; +using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.SemanticFunctions; using Microsoft.SemanticKernel.SkillDefinition; diff --git a/dotnet/src/SemanticKernel.UnitTests/TemplateEngine/Blocks/CodeBlockTests.cs b/dotnet/src/SemanticKernel.UnitTests/TemplateEngine/Blocks/CodeBlockTests.cs index 8b5bdcb41516..cd684910be79 100644 --- a/dotnet/src/SemanticKernel.UnitTests/TemplateEngine/Blocks/CodeBlockTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/TemplateEngine/Blocks/CodeBlockTests.cs @@ -6,7 +6,7 @@ using System.Threading.Tasks; using Microsoft.Extensions.Logging; using Microsoft.Extensions.Logging.Abstractions; -using Microsoft.SemanticKernel.AI; +using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.SkillDefinition; diff --git a/dotnet/src/SemanticKernel/AI/ChatCompletion/ChatHistory.cs b/dotnet/src/SemanticKernel/AI/ChatCompletion/ChatHistory.cs new file mode 100644 index 000000000000..a2ed98eb41ea --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/ChatCompletion/ChatHistory.cs @@ -0,0 +1,71 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Linq; +using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; + +namespace Microsoft.SemanticKernel.AI.ChatCompletion; + +public class ChatHistory +{ + /// + /// Chat message representation + /// + public class Message + { + /// + /// Role of the message author, e.g. user/assistant/system + /// + public string AuthorRole { get; set; } + + /// + /// Message content + /// + public string Content { get; set; } + + /// + /// Create a new instance + /// + /// Role of message author + /// Message content + public Message(string authorRole, string content) + { + this.AuthorRole = authorRole; + this.Content = content; + } + } + + /// + /// List of messages in the chat + /// + public List Messages { get; } + + /// + /// Create a new instance of the chat content class + /// + public ChatHistory() + { + this.Messages = new List(); + } + + /// + /// Add a message to the chat history + /// + /// Role of the message author + /// Message content + public void AddMessage(string authorRole, string content) + { + this.Messages.Add(new Message(authorRole, content)); + } + + /// + /// Map internal data to HTTP schema used with LLM + /// + /// Returns list of chat messages + public IList ToHttpSchema() + { + return this.Messages + .Select(msg => new ChatCompletionRequest.Message(msg.AuthorRole, msg.Content)) + .ToList(); + } +} diff --git a/dotnet/src/SemanticKernel/AI/ChatCompletion/ChatRequestSettings.cs b/dotnet/src/SemanticKernel/AI/ChatCompletion/ChatRequestSettings.cs new file mode 100644 index 000000000000..3feb357cb0c1 --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/ChatCompletion/ChatRequestSettings.cs @@ -0,0 +1,49 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; + +namespace Microsoft.SemanticKernel.AI.ChatCompletion; + +/// +/// Settings for a chat completion request. +/// For OpenAI see https://platform.openai.com/docs/api-reference/chat +/// +public class ChatRequestSettings +{ + /// + /// Temperature controls the randomness of the completion. + /// The higher the temperature, the more random the completion. + /// + public double Temperature { get; set; } = 0; + + /// + /// TopP controls the diversity of the completion. + /// The higher the TopP, the more diverse the completion. + /// + public double TopP { get; set; } = 0; + + /// + /// Number between -2.0 and 2.0. Positive values penalize new tokens + /// based on whether they appear in the text so far, increasing the + /// model's likelihood to talk about new topics. + /// + public double PresencePenalty { get; set; } = 0; + + /// + /// Number between -2.0 and 2.0. Positive values penalize new tokens + /// based on their existing frequency in the text so far, decreasing + /// the model's likelihood to repeat the same line verbatim. + /// + public double FrequencyPenalty { get; set; } = 0; + + /// + /// Sequences where the completion will stop generating further tokens. + /// + public IList StopSequences { get; set; } = Array.Empty(); + + /// + /// The maximum number of tokens to generate in the completion. + /// + public int MaxTokens { get; set; } = 256; +} diff --git a/dotnet/src/SemanticKernel/AI/ChatCompletion/IChatCompletion.cs b/dotnet/src/SemanticKernel/AI/ChatCompletion/IChatCompletion.cs new file mode 100644 index 000000000000..ba757c6d6c9c --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/ChatCompletion/IChatCompletion.cs @@ -0,0 +1,28 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Threading; +using System.Threading.Tasks; + +namespace Microsoft.SemanticKernel.AI.ChatCompletion; + +public interface IChatCompletion +{ + /// + /// Generate a new chat message + /// + /// Chat history + /// AI request settings + /// Async cancellation token + /// Generated chat message in string format + public Task GenerateMessageAsync( + ChatHistory chat, + ChatRequestSettings requestSettings, + CancellationToken cancellationToken = default); + + /// + /// Create a new empty chat instance + /// + /// Optional chat instructions for the backend + /// Chat object + public ChatHistory CreateNewChat(string instructions = ""); +} diff --git a/dotnet/src/SemanticKernel/AI/ChatCompletion/OpenAIChatHistory.cs b/dotnet/src/SemanticKernel/AI/ChatCompletion/OpenAIChatHistory.cs new file mode 100644 index 000000000000..b3db8b371374 --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/ChatCompletion/OpenAIChatHistory.cs @@ -0,0 +1,53 @@ +// Copyright (c) Microsoft. All rights reserved. + +namespace Microsoft.SemanticKernel.AI.ChatCompletion; + +/// +/// OpenAI Chat content +/// See https://platform.openai.com/docs/guides/chat for details +/// +public class OpenAIChatHistory : ChatHistory +{ + private const string SystemRole = "system"; + private const string AssistantRole = "assistant"; + private const string UserRole = "user"; + + /// + /// Create a new and empty chat history + /// + /// Optional instructions for the assistant + public OpenAIChatHistory(string? assistantInstructions = null) + { + if (!string.IsNullOrWhiteSpace(assistantInstructions)) + { + this.AddSystemMessage(assistantInstructions); + } + } + + /// + /// Add a system message to the chat history + /// + /// Message content + public void AddSystemMessage(string content) + { + this.AddMessage(SystemRole, content); + } + + /// + /// Add an assistant message to the chat history + /// + /// Message content + public void AddAssistantMessage(string content) + { + this.AddMessage(AssistantRole, content); + } + + /// + /// Add a user message to the chat history + /// + /// Message content + public void AddUserMessage(string content) + { + this.AddMessage(UserRole, content); + } +} diff --git a/dotnet/src/SemanticKernel/AI/ImageGeneration/IImageGeneration.cs b/dotnet/src/SemanticKernel/AI/ImageGeneration/IImageGeneration.cs new file mode 100644 index 000000000000..c674f0b14c3e --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/ImageGeneration/IImageGeneration.cs @@ -0,0 +1,23 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Threading; +using System.Threading.Tasks; + +namespace Microsoft.SemanticKernel.AI.ImageGeneration; + +public interface IImageGeneration +{ + /// + /// Generate an image matching the given description + /// + /// Image description + /// Image width in pixels + /// Image height in pixels + /// Cancellation token + /// Generated image in base64 format or image URL + public Task GenerateImageAsync( + string description, + int width, + int height, + CancellationToken cancellationToken = default); +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Clients/OpenAIClientAbstract.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Clients/OpenAIClientAbstract.cs index 5e9df2d923ea..944b8b2978e4 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Clients/OpenAIClientAbstract.cs +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Clients/OpenAIClientAbstract.cs @@ -2,6 +2,7 @@ using System; using System.Collections.Generic; +using System.Diagnostics.CodeAnalysis; using System.Linq; using System.Net; using System.Net.Http; @@ -21,7 +22,7 @@ namespace Microsoft.SemanticKernel.AI.OpenAI.Clients; /// /// An abstract OpenAI Client. /// -[System.Diagnostics.CodeAnalysis.SuppressMessage("Design", "CA1054:URI-like parameters should not be strings", Justification = "OpenAI users use strings")] +[SuppressMessage("Design", "CA1054:URI-like parameters should not be strings", Justification = "OpenAI users use strings")] public abstract class OpenAIClientAbstract : IDisposable { /// @@ -54,18 +55,21 @@ internal OpenAIClientAbstract(ILogger? log = null, IDelegatingHandlerFactory? ha /// /// Asynchronously sends a completion request for the prompt /// - /// URL for the completion request API + /// URL for the text completion request API /// Prompt to complete /// Cancellation token - /// The completed text + /// The text completion /// AIException thrown during the request. - protected async Task ExecuteCompleteRequestAsync(string url, string requestBody, CancellationToken cancellationToken = default) + protected async Task ExecuteTextCompletionRequestAsync( + string url, + string requestBody, + CancellationToken cancellationToken) { try { - this.Log.LogDebug("Sending completion request to {0}: {1}", url, requestBody); + this.Log.LogTrace("Sending text completion request to {0}: {1}", url, requestBody); - var result = await this.ExecutePostRequestAsync(url, requestBody, cancellationToken); + var result = await this.ExecutePostRequestAsync(url, requestBody, cancellationToken); if (result.Completions.Count < 1) { throw new AIException( @@ -84,17 +88,56 @@ protected async Task ExecuteCompleteRequestAsync(string url, string requ } /// - /// Asynchronously sends an embedding request for the text. + /// Asynchronously sends a chat completion request for the given history /// - /// - /// - /// - /// - protected async Task>> ExecuteEmbeddingRequestAsync(string url, string requestBody) + /// URL for the chat completion request API + /// Request payload + /// Cancellation token + /// The next chat message + /// AIException thrown during the request. + protected async Task ExecuteChatCompletionRequestAsync( + string url, + string requestBody, + CancellationToken cancellationToken = default) { try { - var result = await this.ExecutePostRequestAsync(url, requestBody); + this.Log.LogTrace("Sending chat completion request to {0}: {1}", url, requestBody); + + var result = await this.ExecutePostRequestAsync(url, requestBody, cancellationToken); + if (result.Completions.Count < 1) + { + throw new AIException( + AIException.ErrorCodes.InvalidResponseContent, + "Chat message not found"); + } + + return result.Completions.First().Message.Content; + } + catch (Exception e) when (e is not AIException) + { + throw new AIException( + AIException.ErrorCodes.UnknownError, + $"Something went wrong: {e.Message}", e); + } + } + + /// + /// Asynchronously sends a text embedding request for the text. + /// + /// URL for the text embedding request API + /// Request payload + /// Cancellation token + /// List of text embeddings + /// AIException thrown during the request. + protected async Task>> ExecuteTextEmbeddingRequestAsync( + string url, + string requestBody, + CancellationToken cancellationToken = default) + { + try + { + var result = await this.ExecutePostRequestAsync(url, requestBody, cancellationToken); if (result.Embeddings.Count < 1) { throw new AIException( @@ -112,6 +155,58 @@ protected async Task>> ExecuteEmbeddingRequestAsync(strin } } + /// + /// Run the HTTP request to generate a list of images + /// + /// URL for the image generation request API + /// Request payload + /// Cancellation token + /// List of image URLs + /// AIException thrown during the request. + protected async Task> ExecuteImageUrlGenerationRequestAsync( + string url, + string requestBody, + CancellationToken cancellationToken = default) + { + try + { + var result = await this.ExecutePostRequestAsync(url, requestBody, cancellationToken); + return result.Images.Select(x => x.Url).ToList(); + } + catch (Exception e) when (e is not AIException) + { + throw new AIException( + AIException.ErrorCodes.UnknownError, + $"Something went wrong: {e.Message}", e); + } + } + + /// + /// Run the HTTP request to generate a list of images + /// + /// URL for the image generation request API + /// Request payload + /// Cancellation token + /// List of images serialized in base64 + /// AIException thrown during the request. + protected async Task> ExecuteImageBase64GenerationRequestAsync( + string url, + string requestBody, + CancellationToken cancellationToken = default) + { + try + { + var result = await this.ExecutePostRequestAsync(url, requestBody, cancellationToken); + return result.Images.Select(x => x.AsBase64).ToList(); + } + catch (Exception e) when (e is not AIException) + { + throw new AIException( + AIException.ErrorCodes.UnknownError, + $"Something went wrong: {e.Message}", e); + } + } + /// /// Explicit finalizer called by IDisposable /// diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionRequest.cs b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionRequest.cs new file mode 100644 index 000000000000..1a9032d77da2 --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionRequest.cs @@ -0,0 +1,120 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; + +/// +/// OpenAI Chat Completion Request +/// For more details see: https://platform.openai.com/docs/api-reference/chat +/// +public sealed class ChatCompletionRequest +{ + /// + /// ID of the model to use. + /// + [JsonPropertyName("model")] + [JsonPropertyOrder(-1)] + public string? Model { get; set; } + + /// + /// List of messages in the chat + /// + [JsonPropertyName("messages")] + [JsonPropertyOrder(0)] + public IList Messages { get; set; } = new List(); + + /// + /// What sampling temperature to use. Higher values means the model will take + /// more risks. Try 0.9 for more creative applications, and 0 (argmax sampling) + /// for ones with a well-defined answer. It is generally recommend to use this + /// or "TopP" but not both. + /// + [JsonPropertyName("temperature")] + [JsonPropertyOrder(1)] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public double? Temperature { get; set; } + + /// + /// An alternative to sampling with temperature, called nucleus sampling, where + /// the model considers the results of the tokens with top_p probability mass. + /// So 0.1 means only the tokens comprising the top 10% probability mass are + /// considered. It is generally recommend to use this or "Temperature" but not both. + /// + [JsonPropertyName("top_p")] + [JsonPropertyOrder(2)] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public double? TopP { get; set; } + + /// + /// Number between -2.0 and 2.0. Positive values penalize new tokens based + /// on whether they appear in the text so far, increasing the model's likelihood + /// to talk about new topics. + /// + [JsonPropertyName("presence_penalty")] + [JsonPropertyOrder(3)] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public double? PresencePenalty { get; set; } + + /// + /// Number between -2.0 and 2.0. Positive values penalize new tokens based + /// on their existing frequency in the text so far, decreasing the model's + /// likelihood to repeat the same line verbatim. + /// + [JsonPropertyName("frequency_penalty")] + [JsonPropertyOrder(4)] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public double? FrequencyPenalty { get; set; } + + /// + /// Up to 4 sequences where the API will stop generating further tokens. + /// The returned text will not contain the stop sequence. + /// Type: string or array of strings + /// + [JsonPropertyName("stop")] + [JsonPropertyOrder(6)] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public object? Stop { get; set; } + + /// + /// How many tokens to complete to. Can return fewer if a stop sequence is hit. + /// The token count of your prompt plus max_tokens cannot exceed the model's context + /// length. Depending on the models this typically varies from 1k to 32k. + /// + [JsonPropertyName("max_tokens")] + [JsonPropertyOrder(5)] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public int? MaxTokens { get; set; } = 256; + + /// + /// Chat message representation + /// + public class Message + { + /// + /// Role of the message author, e.g. user/assistant/system + /// + [JsonPropertyName("role")] + [JsonPropertyOrder(1)] + public string AuthorRole { get; set; } + + /// + /// Message content + /// + [JsonPropertyName("content")] + [JsonPropertyOrder(2)] + public string Content { get; set; } + + /// + /// Create a new instance + /// + /// Role of message author + /// Message content + public Message(string authorRole, string content) + { + this.AuthorRole = authorRole; + this.Content = content; + } + } +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionResponse.cs b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionResponse.cs new file mode 100644 index 000000000000..fa8e38231014 --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionResponse.cs @@ -0,0 +1,102 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; + +/// +/// Chat completion response +/// +public sealed class ChatCompletionResponse +{ + /// + /// Chat message representation + /// + public sealed class Message + { + /// + /// Role of the message author, e.g. user/assistant/system + /// + [JsonPropertyName("role")] + public string AuthorRole { get; set; } = string.Empty; + + /// + /// Message content + /// + [JsonPropertyName("content")] + public string Content { get; set; } = string.Empty; + } + + /// + /// A choice of completion response + /// + public sealed class Choice + { + /// + /// The completed text from the completion request. + /// + [JsonPropertyName("message")] + public Message Message { get; set; } = new Message(); + + /// + /// Index of the choice + /// + [JsonPropertyName("index")] + public int Index { get; set; } = 0; + + /// + /// OpenAI finish reason + /// + [JsonPropertyName("finish_reason")] + public string FinishReason { get; set; } = string.Empty; + } + + /// + /// OpenAI usage report + /// + public sealed class UsageReport + { + /// + /// Tokens used in the request + /// + [JsonPropertyName("prompt_tokens")] + public int PromptTokens { get; set; } = -1; + + /// + /// Tokens used by the response + /// + [JsonPropertyName("completion_tokens")] + public int CompletionTokens { get; set; } = -1; + + /// + /// Total tokens used + /// + [JsonPropertyName("total_tokens")] + public int TotalTokens { get; set; } = -1; + } + + /// + /// List of possible chat completions. + /// + [JsonPropertyName("choices")] + public IList Completions { get; set; } = new List(); + + /// + /// OpenAI object type + /// + [JsonPropertyName("object")] + public string ObjectType { get; set; } = string.Empty; + + /// + /// Creation time + /// + [JsonPropertyName("created")] + public int CreatedTime { get; set; } + + /// + /// Tokens usage details + /// + [JsonPropertyName("usage")] + public UsageReport Usage { get; set; } = new UsageReport(); +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/CompletionResponse.cs b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/CompletionResponse.cs deleted file mode 100644 index 0c095baf0fae..000000000000 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/CompletionResponse.cs +++ /dev/null @@ -1,36 +0,0 @@ -// Copyright (c) Microsoft. All rights reserved. - -using System.Collections.Generic; -using System.Text.Json.Serialization; - -namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; - -/// -/// Completion Response -/// -public sealed class CompletionResponse -{ - /// - /// A choice of completion response - /// - public sealed class Choice - { - /// - /// The completed text from the completion request. - /// - [JsonPropertyName("text")] - public string Text { get; set; } = string.Empty; - - /// - /// Index of the choice - /// - [JsonPropertyName("index")] - public int Index { get; set; } = 0; - } - - /// - /// List of possible completions. - /// - [JsonPropertyName("choices")] - public IList Completions { get; set; } = new List(); -} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationRequest.cs b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationRequest.cs new file mode 100644 index 000000000000..bfb2bf9cf6b9 --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationRequest.cs @@ -0,0 +1,39 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; + +/// +/// Image generation request +/// +public sealed class ImageGenerationRequest +{ + /// + /// Image prompt + /// + [JsonPropertyName("prompt")] + [JsonPropertyOrder(1)] + public string Prompt { get; set; } = string.Empty; + + /// + /// Image size + /// + [JsonPropertyName("size")] + [JsonPropertyOrder(2)] + public string Size { get; set; } = "256x256"; + + /// + /// How many images to generate + /// + [JsonPropertyName("n")] + [JsonPropertyOrder(3)] + public int Count { get; set; } = 1; + + /// + /// Image format, "url" or "b64_json" + /// + [JsonPropertyName("response_format")] + [JsonPropertyOrder(4)] + public string Format { get; set; } = "url"; +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationResponse.cs b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationResponse.cs new file mode 100644 index 000000000000..a7c2caabb782 --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationResponse.cs @@ -0,0 +1,44 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Diagnostics.CodeAnalysis; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; + +/// +/// Image generation response +/// +public class ImageGenerationResponse +{ + /// + /// OpenAI Image response + /// + public sealed class Image + { + /// + /// URL to the image created + /// + [JsonPropertyName("url")] + [SuppressMessage("Design", "CA1056:URI return values should not be strings", Justification = "Using the original value")] + public string Url { get; set; } = string.Empty; + + /// + /// Image content in base64 format + /// + [JsonPropertyName("b64_json")] + public string AsBase64 { get; set; } = string.Empty; + } + + /// + /// List of possible image generations + /// + [JsonPropertyName("data")] + public IList Images { get; set; } = new List(); + + /// + /// Creation time + /// + [JsonPropertyName("created")] + public int CreatedTime { get; set; } +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/CompletionRequest.cs b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionRequest.cs similarity index 77% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/CompletionRequest.cs rename to dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionRequest.cs index d257d86b473b..c07a429dd80a 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/CompletionRequest.cs +++ b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionRequest.cs @@ -5,24 +5,25 @@ namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; /// -/// Completion Request +/// Text Completion Request /// -public abstract class CompletionRequest +public abstract class TextCompletionRequest { /// - /// What sampling temperature to use. Higher values means the model will take more risks. Try 0.9 for more creative - /// applications, and 0 (argmax sampling) for ones with a well-defined answer. It is generally recommend to use this + /// What sampling temperature to use. Higher values means the model will take + /// more risks. Try 0.9 for more creative applications, and 0 (argmax sampling) + /// for ones with a well-defined answer. It is generally recommend to use this /// or "TopP" but not both. /// - [JsonPropertyName("temperature")] [JsonPropertyOrder(1)] [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] public double? Temperature { get; set; } /// - /// An alternative to sampling with temperature, called nucleus sampling, where the model considers the results of - /// the tokens with top_p probability mass. So 0.1 means only the tokens comprising the top 10% probability mass are + /// An alternative to sampling with temperature, called nucleus sampling, where + /// the model considers the results of the tokens with top_p probability mass. + /// So 0.1 means only the tokens comprising the top 10% probability mass are /// considered. It is generally recommend to use this or "Temperature" but not both. /// [JsonPropertyName("top_p")] @@ -31,8 +32,9 @@ public abstract class CompletionRequest public double? TopP { get; set; } /// - /// Number between -2.0 and 2.0. Positive values penalize new tokens based on whether they appear in the text so - /// far, increasing the model's likelihood to talk about new topics. + /// Number between -2.0 and 2.0. Positive values penalize new tokens based + /// on whether they appear in the text so far, increasing the model's likelihood + /// to talk about new topics. /// [JsonPropertyName("presence_penalty")] [JsonPropertyOrder(3)] @@ -40,8 +42,9 @@ public abstract class CompletionRequest public double? PresencePenalty { get; set; } /// - /// Number between -2.0 and 2.0. Positive values penalize new tokens based on their existing frequency in the text - /// so far, decreasing the model's likelihood to repeat the same line verbatim. + /// Number between -2.0 and 2.0. Positive values penalize new tokens based + /// on their existing frequency in the text so far, decreasing the model's + /// likelihood to repeat the same line verbatim. /// [JsonPropertyName("frequency_penalty")] [JsonPropertyOrder(4)] @@ -50,13 +53,13 @@ public abstract class CompletionRequest /// /// How many tokens to complete to. Can return fewer if a stop sequence is hit. - /// The token count of your prompt plus max_tokens cannot exceed the model's context length. Most models have a - /// context length of 2048 tokens (except for the newest models, which support 4096). + /// The token count of your prompt plus max_tokens cannot exceed the model's context + /// length. Depending on the models this typically varies from 1k to 32k. /// [JsonPropertyName("max_tokens")] [JsonPropertyOrder(5)] [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] - public int? MaxTokens { get; set; } = 16; + public int? MaxTokens { get; set; } = 256; /// /// Up to 4 sequences where the API will stop generating further tokens. @@ -99,10 +102,10 @@ public abstract class CompletionRequest /// /// OpenAI Completion Request /// -public sealed class OpenAICompletionRequest : CompletionRequest +public sealed class OpenAITextCompletionRequest : TextCompletionRequest { /// - /// ID of the model to use. + /// ID of the model to use. /// [JsonPropertyName("model")] [JsonPropertyOrder(-1)] @@ -112,6 +115,6 @@ public sealed class OpenAICompletionRequest : CompletionRequest /// /// Azure OpenAI Completion Request /// -public sealed class AzureCompletionRequest : CompletionRequest +public sealed class AzureTextCompletionRequest : TextCompletionRequest { } diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionResponse.cs b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionResponse.cs new file mode 100644 index 000000000000..eb6408a05944 --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionResponse.cs @@ -0,0 +1,84 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; + +/// +/// Text completion response +/// +public sealed class TextCompletionResponse +{ + /// + /// A choice of completion response + /// + public sealed class Choice + { + /// + /// The completed text from the completion request. + /// + [JsonPropertyName("text")] + public string Text { get; set; } = string.Empty; + + /// + /// Index of the choice + /// + [JsonPropertyName("index")] + public int Index { get; set; } = 0; + + /// + /// OpenAI finish reason + /// + [JsonPropertyName("finish_reason")] + public string FinishReason { get; set; } = string.Empty; + } + + /// + /// OpenAI usage report + /// + public sealed class UsageReport + { + /// + /// Tokens used in the request + /// + [JsonPropertyName("prompt_tokens")] + public int PromptTokens { get; set; } = -1; + + /// + /// Tokens used by the response + /// + [JsonPropertyName("completion_tokens")] + public int CompletionTokens { get; set; } = -1; + + /// + /// Total tokens used + /// + [JsonPropertyName("total_tokens")] + public int TotalTokens { get; set; } = -1; + } + + /// + /// List of possible completions. + /// + [JsonPropertyName("choices")] + public IList Completions { get; set; } = new List(); + + /// + /// OpenAI object type + /// + [JsonPropertyName("object")] + public string ObjectType { get; set; } = string.Empty; + + /// + /// Creation time + /// + [JsonPropertyName("created")] + public int CreatedTime { get; set; } + + /// + /// Tokens usage details + /// + [JsonPropertyName("usage")] + public UsageReport Usage { get; set; } = new UsageReport(); +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/EmbeddingRequest.cs b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingRequest.cs similarity index 80% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/EmbeddingRequest.cs rename to dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingRequest.cs index c2d94eabf7a7..753ba14387ca 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/EmbeddingRequest.cs +++ b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingRequest.cs @@ -8,7 +8,7 @@ namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; /// /// A request to create embedding vector representing input text /// -public abstract class EmbeddingRequest +public abstract class TextEmbeddingRequest { /// /// Input to embed @@ -20,7 +20,7 @@ public abstract class EmbeddingRequest /// /// An OpenAI embedding request /// -public sealed class OpenAIEmbeddingRequest : EmbeddingRequest +public sealed class OpenAITextEmbeddingRequest : TextEmbeddingRequest { /// /// Embedding model ID @@ -32,6 +32,6 @@ public sealed class OpenAIEmbeddingRequest : EmbeddingRequest /// /// An Azure OpenAI embedding request /// -public sealed class AzureEmbeddingRequest : EmbeddingRequest +public sealed class AzureTextEmbeddingRequest : TextEmbeddingRequest { } diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/EmbeddingResponse.cs b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingResponse.cs similarity index 95% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/EmbeddingResponse.cs rename to dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingResponse.cs index 0169a4069957..e08ff4d3fdd2 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/EmbeddingResponse.cs +++ b/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingResponse.cs @@ -8,7 +8,7 @@ namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; /// /// A response from an embedding request /// -public sealed class EmbeddingResponse +public sealed class TextEmbeddingResponse { /// /// A single embedding vector diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextCompletion.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextCompletion.cs index 0eb7c96d0896..ab6431328e0a 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextCompletion.cs +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextCompletion.cs @@ -5,6 +5,7 @@ using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel.AI.OpenAI.Clients; using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Reliability; using Microsoft.SemanticKernel.Text; @@ -14,7 +15,7 @@ namespace Microsoft.SemanticKernel.AI.OpenAI.Services; /// /// Azure OpenAI text completion client. /// -public sealed class AzureTextCompletion : AzureOpenAIClientAbstract, ITextCompletionClient +public sealed class AzureTextCompletion : AzureOpenAIClientAbstract, ITextCompletion { /// /// Creates a new AzureTextCompletion client instance @@ -71,7 +72,7 @@ public async Task CompleteAsync(string text, CompleteRequestSettings req $"MaxTokens {requestSettings.MaxTokens} is not valid, the value must be greater than zero"); } - var requestBody = Json.Serialize(new AzureCompletionRequest + var requestBody = Json.Serialize(new AzureTextCompletionRequest { Prompt = text, Temperature = requestSettings.Temperature, @@ -82,7 +83,7 @@ public async Task CompleteAsync(string text, CompleteRequestSettings req Stop = requestSettings.StopSequences is { Count: > 0 } ? requestSettings.StopSequences : null, }); - return await this.ExecuteCompleteRequestAsync(url, requestBody, cancellationToken); + return await this.ExecuteTextCompletionRequestAsync(url, requestBody, cancellationToken); } #region private ================================================================================ diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextEmbeddings.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextEmbeddings.cs index 283d56d5b3db..7e4dffa189f5 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextEmbeddings.cs +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextEmbeddings.cs @@ -55,8 +55,8 @@ public async Task>> GenerateEmbeddingsAsync(IList for (int i = 0; i < data.Count; i++) { - var requestBody = Json.Serialize(new AzureEmbeddingRequest { Input = new List { data[i] } }); - embeddings.AddRange(await this.ExecuteEmbeddingRequestAsync(url, requestBody)); + var requestBody = Json.Serialize(new AzureTextEmbeddingRequest { Input = new List { data[i] } }); + embeddings.AddRange(await this.ExecuteTextEmbeddingRequestAsync(url, requestBody)); } return embeddings; diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIChatCompletion.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIChatCompletion.cs new file mode 100644 index 000000000000..3aae9de53868 --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIChatCompletion.cs @@ -0,0 +1,79 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Net.Http.Headers; +using System.Threading; +using System.Threading.Tasks; +using Microsoft.Extensions.Logging; +using Microsoft.SemanticKernel.AI.ChatCompletion; +using Microsoft.SemanticKernel.AI.OpenAI.Clients; +using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +using Microsoft.SemanticKernel.Diagnostics; +using Microsoft.SemanticKernel.Reliability; +using Microsoft.SemanticKernel.Text; + +namespace Microsoft.SemanticKernel.AI.OpenAI.Services; + +public class OpenAIChatCompletion : OpenAIClientAbstract, IChatCompletion +{ + // 3P OpenAI REST API endpoint + private const string OpenaiEndpoint = "https://api.openai.com/v1/chat/completions"; + + private readonly string _modelId; + + public OpenAIChatCompletion( + string modelId, + string apiKey, + string? organization = null, + ILogger? log = null, + IDelegatingHandlerFactory? handlerFactory = null + ) : base(log, handlerFactory) + { + Verify.NotEmpty(modelId, "The OpenAI model ID cannot be empty"); + this._modelId = modelId; + + Verify.NotEmpty(apiKey, "The OpenAI API key cannot be empty"); + this.HTTPClient.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("Bearer", apiKey); + + if (!string.IsNullOrEmpty(organization)) + { + this.HTTPClient.DefaultRequestHeaders.Add("OpenAI-Organization", organization); + } + } + + /// + public Task GenerateMessageAsync( + ChatHistory chat, + ChatRequestSettings requestSettings, + CancellationToken cancellationToken = default) + { + Verify.NotNull(requestSettings, "Completion settings cannot be empty"); + this.Log.LogDebug("Sending OpenAI completion request to {0}", OpenaiEndpoint); + + if (requestSettings.MaxTokens < 1) + { + throw new AIException( + AIException.ErrorCodes.InvalidRequest, + $"MaxTokens {requestSettings.MaxTokens} is not valid, the value must be greater than zero"); + } + + var requestBody = Json.Serialize(new ChatCompletionRequest + { + Model = this._modelId, + Messages = chat.ToHttpSchema(), + Temperature = requestSettings.Temperature, + TopP = requestSettings.TopP, + PresencePenalty = requestSettings.PresencePenalty, + FrequencyPenalty = requestSettings.FrequencyPenalty, + MaxTokens = requestSettings.MaxTokens, + Stop = requestSettings.StopSequences is { Count: > 0 } ? requestSettings.StopSequences : null, + }); + + return this.ExecuteChatCompletionRequestAsync(OpenaiEndpoint, requestBody, cancellationToken); + } + + /// + public ChatHistory CreateNewChat(string instructions = "") + { + return new OpenAIChatHistory(instructions); + } +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIImageGeneration.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIImageGeneration.cs new file mode 100644 index 000000000000..aa42f04e8da5 --- /dev/null +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIImageGeneration.cs @@ -0,0 +1,83 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Linq; +using System.Net.Http.Headers; +using System.Threading; +using System.Threading.Tasks; +using Microsoft.Extensions.Logging; +using Microsoft.SemanticKernel.AI.ImageGeneration; +using Microsoft.SemanticKernel.AI.OpenAI.Clients; +using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +using Microsoft.SemanticKernel.Diagnostics; +using Microsoft.SemanticKernel.Reliability; +using Microsoft.SemanticKernel.Text; + +namespace Microsoft.SemanticKernel.AI.OpenAI.Services; + +public class OpenAIImageGeneration : OpenAIClientAbstract, IImageGeneration +{ + // 3P OpenAI REST API endpoint + private const string OpenaiEndpoint = "https://api.openai.com/v1/images/generations"; + + /// + /// Create a new instance of OpenAI image generation service + /// + /// OpenAI API key, see https://platform.openai.com/account/api-keys + /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. + /// Logger + /// Retry handler + public OpenAIImageGeneration( + string apiKey, + string? organization = null, + ILogger? log = null, + IDelegatingHandlerFactory? handlerFactory = null + ) + { + Verify.NotEmpty(apiKey, "The OpenAI API key cannot be empty"); + this.HTTPClient.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("Bearer", apiKey); + + if (!string.IsNullOrEmpty(organization)) + { + this.HTTPClient.DefaultRequestHeaders.Add("OpenAI-Organization", organization); + } + } + + /// + public Task GenerateImageAsync(string description, int width, int height, CancellationToken cancellationToken = default) + { + if (width != height || (width != 256 && width != 512 && width != 1024)) + { + throw new AIException(AIException.ErrorCodes.InvalidRequest, "OpenAI can generate only square images 256x256, 512x512, 1024x1024"); + } + + return this.GenerateImageUrlAsync(description, width, height, cancellationToken); + } + + private async Task GenerateImageUrlAsync(string description, int width, int height, CancellationToken cancellationToken = default) + { + var requestBody = Json.Serialize(new ImageGenerationRequest + { + Prompt = description, + Size = $"{width}x{height}", + Count = 1, + Format = "url", + }); + + var list = await this.ExecuteImageUrlGenerationRequestAsync(OpenaiEndpoint, requestBody, cancellationToken); + return list.First(); + } + + private async Task GenerateImageBase64Async(string description, int width, int height, CancellationToken cancellationToken = default) + { + var requestBody = Json.Serialize(new ImageGenerationRequest + { + Prompt = description, + Size = $"{width}x{height}", + Count = 1, + Format = "b64_json", + }); + + var list = await this.ExecuteImageBase64GenerationRequestAsync(OpenaiEndpoint, requestBody, cancellationToken); + return list.First(); + } +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextCompletion.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextCompletion.cs index 95ec72da38da..5194f1d6227b 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextCompletion.cs +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextCompletion.cs @@ -6,6 +6,7 @@ using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel.AI.OpenAI.Clients; using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Reliability; using Microsoft.SemanticKernel.Text; @@ -15,24 +16,28 @@ namespace Microsoft.SemanticKernel.AI.OpenAI.Services; /// /// OpenAI text completion service. /// -public sealed class OpenAITextCompletion : OpenAIClientAbstract, ITextCompletionClient +public sealed class OpenAITextCompletion : OpenAIClientAbstract, ITextCompletion { // 3P OpenAI REST API endpoint - private const string OpenaiEndpoint = "https://api.openai.com/v1"; + private const string OpenaiEndpoint = "https://api.openai.com/v1/completions"; private readonly string _modelId; /// - /// Creates a new OpenAITextCompletion with supplied values. + /// Create a new instance of OpenAI text generation service /// /// OpenAI model name, see https://platform.openai.com/docs/models /// OpenAI API key, see https://platform.openai.com/account/api-keys /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. /// Logger /// Retry handler - public OpenAITextCompletion(string modelId, string apiKey, string? organization = null, ILogger? log = null, - IDelegatingHandlerFactory? handlerFactory = null) : - base(log, handlerFactory) + public OpenAITextCompletion( + string modelId, + string apiKey, + string? organization = null, + ILogger? log = null, + IDelegatingHandlerFactory? handlerFactory = null + ) : base(log, handlerFactory) { Verify.NotEmpty(modelId, "The OpenAI model ID cannot be empty"); this._modelId = modelId; @@ -54,12 +59,10 @@ public OpenAITextCompletion(string modelId, string apiKey, string? organization /// Cancellation token /// The completed text /// AIException thrown during the request - public async Task CompleteAsync(string text, CompleteRequestSettings requestSettings, CancellationToken cancellationToken = default) + public Task CompleteAsync(string text, CompleteRequestSettings requestSettings, CancellationToken cancellationToken = default) { Verify.NotNull(requestSettings, "Completion settings cannot be empty"); - - var url = $"{OpenaiEndpoint}/engines/{this._modelId}/completions"; - this.Log.LogDebug("Sending OpenAI completion request to {0}", url); + this.Log.LogDebug("Sending OpenAI completion request to {0}", OpenaiEndpoint); if (requestSettings.MaxTokens < 1) { @@ -68,8 +71,9 @@ public async Task CompleteAsync(string text, CompleteRequestSettings req $"MaxTokens {requestSettings.MaxTokens} is not valid, the value must be greater than zero"); } - var requestBody = Json.Serialize(new OpenAICompletionRequest + var requestBody = Json.Serialize(new OpenAITextCompletionRequest { + Model = this._modelId, Prompt = text, Temperature = requestSettings.Temperature, TopP = requestSettings.TopP, @@ -79,6 +83,6 @@ public async Task CompleteAsync(string text, CompleteRequestSettings req Stop = requestSettings.StopSequences is { Count: > 0 } ? requestSettings.StopSequences : null, }); - return await this.ExecuteCompleteRequestAsync(url, requestBody, cancellationToken); + return this.ExecuteTextCompletionRequestAsync(OpenaiEndpoint, requestBody, cancellationToken); } } diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextEmbeddings.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextEmbeddings.cs index 039f0d937c57..6254ff0d36e5 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextEmbeddings.cs +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextEmbeddings.cs @@ -51,8 +51,8 @@ public OpenAITextEmbeddings(string modelId, string apiKey, string? organization /// public async Task>> GenerateEmbeddingsAsync(IList data) { - var requestBody = Json.Serialize(new OpenAIEmbeddingRequest { Model = this._modelId, Input = data, }); + var requestBody = Json.Serialize(new OpenAITextEmbeddingRequest { Model = this._modelId, Input = data, }); - return await this.ExecuteEmbeddingRequestAsync(OpenaiEmbeddingEndpoint, requestBody); + return await this.ExecuteTextEmbeddingRequestAsync(OpenaiEmbeddingEndpoint, requestBody); } } diff --git a/dotnet/src/SemanticKernel/AI/CompleteRequestSettings.cs b/dotnet/src/SemanticKernel/AI/TextCompletion/CompleteRequestSettings.cs similarity index 73% rename from dotnet/src/SemanticKernel/AI/CompleteRequestSettings.cs rename to dotnet/src/SemanticKernel/AI/TextCompletion/CompleteRequestSettings.cs index b5ce84acc346..429be76002a4 100644 --- a/dotnet/src/SemanticKernel/AI/CompleteRequestSettings.cs +++ b/dotnet/src/SemanticKernel/AI/TextCompletion/CompleteRequestSettings.cs @@ -4,30 +4,36 @@ using System.Collections.Generic; using Microsoft.SemanticKernel.SemanticFunctions; -namespace Microsoft.SemanticKernel.AI; +namespace Microsoft.SemanticKernel.AI.TextCompletion; /// -/// Settings for a completion request. +/// Settings for a text completion request. /// public class CompleteRequestSettings { /// - /// Temperature controls the randomness of the completion. The higher the temperature, the more random the completion. + /// Temperature controls the randomness of the completion. + /// The higher the temperature, the more random the completion. /// public double Temperature { get; set; } = 0; /// - /// TopP controls the diversity of the completion. The higher the TopP, the more diverse the completion. + /// TopP controls the diversity of the completion. + /// The higher the TopP, the more diverse the completion. /// public double TopP { get; set; } = 0; /// - /// Number between -2.0 and 2.0. Positive values penalize new tokens based on whether they appear in the text so far, increasing the model's likelihood to talk about new topics. + /// Number between -2.0 and 2.0. Positive values penalize new tokens + /// based on whether they appear in the text so far, increasing the + /// model's likelihood to talk about new topics. /// public double PresencePenalty { get; set; } = 0; /// - /// Number between -2.0 and 2.0. Positive values penalize new tokens based on their existing frequency in the text so far, decreasing the model's likelihood to repeat the same line verbatim. + /// Number between -2.0 and 2.0. Positive values penalize new tokens + /// based on their existing frequency in the text so far, decreasing + /// the model's likelihood to repeat the same line verbatim. /// public double FrequencyPenalty { get; set; } = 0; diff --git a/dotnet/src/SemanticKernel/AI/ITextCompletionClient.cs b/dotnet/src/SemanticKernel/AI/TextCompletion/ITextCompletion.cs similarity index 62% rename from dotnet/src/SemanticKernel/AI/ITextCompletionClient.cs rename to dotnet/src/SemanticKernel/AI/TextCompletion/ITextCompletion.cs index 833c6b495c6f..6fdd6d2c1cc0 100644 --- a/dotnet/src/SemanticKernel/AI/ITextCompletionClient.cs +++ b/dotnet/src/SemanticKernel/AI/TextCompletion/ITextCompletion.cs @@ -3,12 +3,12 @@ using System.Threading; using System.Threading.Tasks; -namespace Microsoft.SemanticKernel.AI; +namespace Microsoft.SemanticKernel.AI.TextCompletion; /// -/// Interface for text completion clients. +/// Interface for text completion backends/services/clients /// -public interface ITextCompletionClient +public interface ITextCompletion { /// /// Creates a completion for the prompt and settings. @@ -17,5 +17,8 @@ public interface ITextCompletionClient /// Request settings for the completion API /// Cancellation token /// Text generated by the remote model - public Task CompleteAsync(string text, CompleteRequestSettings requestSettings, CancellationToken cancellationToken = default); + public Task CompleteAsync( + string text, + CompleteRequestSettings requestSettings, + CancellationToken cancellationToken = default); } diff --git a/dotnet/src/SemanticKernel/Configuration/KernelConfig.cs b/dotnet/src/SemanticKernel/Configuration/KernelConfig.cs index 1c73bf0821f2..2929e36f98c3 100644 --- a/dotnet/src/SemanticKernel/Configuration/KernelConfig.cs +++ b/dotnet/src/SemanticKernel/Configuration/KernelConfig.cs @@ -3,7 +3,10 @@ using System; using System.Collections.Generic; using System.Linq; -using Microsoft.SemanticKernel.AI.OpenAI.Services; +using Microsoft.SemanticKernel.AI.ChatCompletion; +using Microsoft.SemanticKernel.AI.Embeddings; +using Microsoft.SemanticKernel.AI.ImageGeneration; +using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Reliability; @@ -11,6 +14,7 @@ namespace Microsoft.SemanticKernel.Configuration; /// /// Semantic kernel configuration. +/// TODO: use .NET ServiceCollection (will require a lot of changes) /// public sealed class KernelConfig { @@ -25,164 +29,184 @@ public sealed class KernelConfig public HttpRetryConfig DefaultHttpRetryConfig { get; private set; } = new(); /// - /// Adds an Azure OpenAI backend to the list. - /// See https://learn.microsoft.com/azure/cognitive-services/openai for service details. + /// Text completion service factories /// - /// An identifier used to map semantic functions to backend, - /// decoupling prompts configurations from the actual model used - /// Azure OpenAI deployment name, see https://learn.microsoft.com/azure/cognitive-services/openai/how-to/create-resource - /// Azure OpenAI deployment URL, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart - /// Azure OpenAI API key, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart - /// Azure OpenAI API version, see https://learn.microsoft.com/azure/cognitive-services/openai/reference - /// Whether to overwrite an existing configuration if the same name exists - /// Self instance - public KernelConfig AddAzureOpenAICompletionBackend( - string label, string deploymentName, string endpoint, string apiKey, string apiVersion = "2022-12-01", bool overwrite = false) + public Dictionary> TextCompletionServices { get; } = new(); + + /// + /// Chat completion service factories + /// + public Dictionary> ChatCompletionServices { get; } = new(); + + /// + /// Text embedding generation service factories + /// + public Dictionary>> TextEmbeddingServices { get; } = new(); + + /// + /// Image generation service factories + /// + public Dictionary> ImageGenerationServices { get; } = new(); + + /// + /// Default text completion service. + /// + public string? DefaultTextCompletionServiceId { get; private set; } + + /// + /// Default chat completion service. + /// + public string? DefaultChatCompletionServiceId { get; private set; } + + /// + /// Default text embedding generation service. + /// + public string? DefaultTextEmbeddingServiceId { get; private set; } + + /// + /// Default image generation service. + /// + public string? DefaultImageGenerationServiceId { get; private set; } + + /// + /// Get all text completion services. + /// + /// IEnumerable of all completion service Ids in the kernel configuration. + public IEnumerable AllTextCompletionServices => this.TextCompletionServices.Keys; + + /// + /// Get all chat completion services. + /// + /// IEnumerable of all completion service Ids in the kernel configuration. + public IEnumerable AllChatCompletionServices => this.ChatCompletionServices.Keys; + + /// + /// Get all text embedding generation services. + /// + /// IEnumerable of all embedding service Ids in the kernel configuration. + public IEnumerable AllTextEmbeddingServices => this.TextEmbeddingServices.Keys; + + /// + /// Add to the list a service for text completion, e.g. Azure OpenAI Text Completion. + /// + /// Id used to identify the service + /// Function used to instantiate the service object + /// Whether to overwrite a service having the same id + /// Current object instance + /// Failure if a service with the same id already exists + public KernelConfig AddTextCompletion( + string serviceId, Func serviceFactory, bool overwrite = false) { - Verify.NotEmpty(label, "The backend label is empty"); + Verify.NotEmpty(serviceId, "The service id provided is empty"); - if (!overwrite && this.CompletionBackends.ContainsKey(label)) + if (!overwrite && this.TextCompletionServices.ContainsKey(serviceId)) { throw new KernelException( - KernelException.ErrorCodes.InvalidBackendConfiguration, - $"A completion backend already exists for the label: {label}"); + KernelException.ErrorCodes.InvalidServiceConfiguration, + $"A text completion with id '{serviceId}' already exists"); } - this.CompletionBackends[label] = new AzureOpenAIConfig(label, deploymentName, endpoint, apiKey, apiVersion); + this.TextCompletionServices[serviceId] = serviceFactory; - if (this.CompletionBackends.Count == 1) + if (this.TextCompletionServices.Count == 1) { - this._defaultCompletionBackend = label; + this.DefaultTextCompletionServiceId = serviceId; } return this; } /// - /// Adds the OpenAI completion backend to the list. - /// See https://platform.openai.com/docs for service details. + /// Add to the list a service for chat completion, e.g. OpenAI ChatGPT. /// - /// An identifier used to map semantic functions to backend, - /// decoupling prompts configurations from the actual model used - /// OpenAI model name, see https://platform.openai.com/docs/models - /// OpenAI API key, see https://platform.openai.com/account/api-keys - /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. - /// Whether to overwrite an existing configuration if the same name exists - /// Self instance - public KernelConfig AddOpenAICompletionBackend( - string label, string modelId, string apiKey, string? orgId = null, bool overwrite = false) + /// Id used to identify the service + /// Function used to instantiate the service object + /// Whether to overwrite a service having the same id + /// Current object instance + /// Failure if a service with the same id already exists + public KernelConfig AddChatCompletion( + string serviceId, Func serviceFactory, bool overwrite = false) { - Verify.NotEmpty(label, "The backend label is empty"); + Verify.NotEmpty(serviceId, "The service id provided is empty"); - if (!overwrite && this.CompletionBackends.ContainsKey(label)) + if (!overwrite && this.ChatCompletionServices.ContainsKey(serviceId)) { throw new KernelException( - KernelException.ErrorCodes.InvalidBackendConfiguration, - $"A completion backend already exists for the label: {label}"); + KernelException.ErrorCodes.InvalidServiceConfiguration, + $"An chat completion with id '{serviceId}' already exists"); } - this.CompletionBackends[label] = new OpenAIConfig(label, modelId, apiKey, orgId); + this.ChatCompletionServices[serviceId] = serviceFactory; - if (this.CompletionBackends.Count == 1) + if (this.ChatCompletionServices.Count == 1) { - this._defaultCompletionBackend = label; + this.DefaultChatCompletionServiceId = serviceId; } return this; } /// - /// Adds an Azure OpenAI embeddings backend to the list. - /// See https://learn.microsoft.com/azure/cognitive-services/openai for service details. + /// Add to the list a service for text embedding generation, e.g. Azure OpenAI Text Embedding. /// - /// An identifier used to map semantic functions to backend, - /// decoupling prompts configurations from the actual model used - /// Azure OpenAI deployment name, see https://learn.microsoft.com/azure/cognitive-services/openai/how-to/create-resource - /// Azure OpenAI deployment URL, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart - /// Azure OpenAI API key, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart - /// Azure OpenAI API version, see https://learn.microsoft.com/azure/cognitive-services/openai/reference - /// Whether to overwrite an existing configuration if the same name exists - /// Self instance - public KernelConfig AddAzureOpenAIEmbeddingsBackend( - string label, string deploymentName, string endpoint, string apiKey, string apiVersion = "2022-12-01", bool overwrite = false) + /// Id used to identify the service + /// Function used to instantiate the service object + /// Whether to overwrite a service having the same id + /// Current object instance + /// Failure if a service with the same id already exists + public KernelConfig AddTextEmbeddingGeneration( + string serviceId, Func> serviceFactory, bool overwrite = false) { - Verify.NotEmpty(label, "The backend label is empty"); + Verify.NotEmpty(serviceId, "The service id provided is empty"); - if (!overwrite && this.EmbeddingsBackends.ContainsKey(label)) + if (!overwrite && this.TextEmbeddingServices.ContainsKey(serviceId)) { throw new KernelException( - KernelException.ErrorCodes.InvalidBackendConfiguration, - $"An embeddings backend already exists for the label: {label}"); + KernelException.ErrorCodes.InvalidServiceConfiguration, + $"An embedding generator with id '{serviceId}' already exists"); } - this.EmbeddingsBackends[label] = new AzureOpenAIConfig(label, deploymentName, endpoint, apiKey, apiVersion); + this.TextEmbeddingServices[serviceId] = serviceFactory; - if (this.EmbeddingsBackends.Count == 1) + if (this.TextEmbeddingServices.Count == 1) { - this._defaultEmbeddingsBackend = label; + this.DefaultTextEmbeddingServiceId = serviceId; } return this; } /// - /// Adds the OpenAI embeddings backend to the list. - /// See https://platform.openai.com/docs for service details. + /// Add to the list a service for image generation, e.g. OpenAI DallE. /// - /// An identifier used to map semantic functions to backend, - /// decoupling prompts configurations from the actual model used - /// OpenAI model name, see https://platform.openai.com/docs/models - /// OpenAI API key, see https://platform.openai.com/account/api-keys - /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. - /// Whether to overwrite an existing configuration if the same name exists - /// Self instance - public KernelConfig AddOpenAIEmbeddingsBackend( - string label, string modelId, string apiKey, string? orgId = null, bool overwrite = false) + /// Id used to identify the service + /// Function used to instantiate the service object + /// Whether to overwrite a service having the same id + /// Current object instance + /// Failure if a service with the same id already exists + public KernelConfig AddImageGeneration( + string serviceId, Func serviceFactory, bool overwrite = false) { - Verify.NotEmpty(label, "The backend label is empty"); + Verify.NotEmpty(serviceId, "The service id provided is empty"); - if (!overwrite && this.EmbeddingsBackends.ContainsKey(label)) + if (!overwrite && this.ImageGenerationServices.ContainsKey(serviceId)) { throw new KernelException( - KernelException.ErrorCodes.InvalidBackendConfiguration, - $"An embeddings backend already exists for the label: {label}"); + KernelException.ErrorCodes.InvalidServiceConfiguration, + $"An image generation with id '{serviceId}' already exists"); } - this.EmbeddingsBackends[label] = new OpenAIConfig(label, modelId, apiKey, orgId); + this.ImageGenerationServices[serviceId] = serviceFactory; - if (this.EmbeddingsBackends.Count == 1) + if (this.ImageGenerationServices.Count == 1) { - this._defaultEmbeddingsBackend = label; + this.DefaultImageGenerationServiceId = serviceId; } return this; } - /// - /// Check whether a given completion backend is in the configuration. - /// - /// Name of completion backend to look for. - /// Optional condition that must be met for a backend to be deemed present. - /// true when a completion backend matching the giving label is present, false otherwise. - public bool HasCompletionBackend(string label, Func? condition = null) - { - return condition == null - ? this.CompletionBackends.ContainsKey(label) - : this.CompletionBackends.Any(x => x.Key == label && condition(x.Value)); - } - - /// - /// Check whether a given embeddings backend is in the configuration. - /// - /// Name of embeddings backend to look for. - /// Optional condition that must be met for a backend to be deemed present. - /// true when an embeddings backend matching the giving label is present, false otherwise. - public bool HasEmbeddingsBackend(string label, Func? condition = null) - { - return condition == null - ? this.EmbeddingsBackends.ContainsKey(label) - : this.EmbeddingsBackends.Any(x => x.Key == label && condition(x.Value)); - } + #region Set /// /// Set the http retry handler factory to use for the kernel. @@ -211,212 +235,215 @@ public KernelConfig SetDefaultHttpRetryConfig(HttpRetryConfig? httpRetryConfig) } /// - /// Set the default completion backend to use for the kernel. + /// Set the default completion service to use for the kernel. /// - /// Label of completion backend to use. + /// Identifier of completion service to use. /// The updated kernel configuration. - /// Thrown if the requested backend doesn't exist. - public KernelConfig SetDefaultCompletionBackend(string label) + /// Thrown if the requested service doesn't exist. + public KernelConfig SetDefaultTextCompletionService(string serviceId) { - if (!this.CompletionBackends.ContainsKey(label)) + if (!this.TextCompletionServices.ContainsKey(serviceId)) { throw new KernelException( - KernelException.ErrorCodes.BackendNotFound, - $"The completion backend doesn't exist with label: {label}"); + KernelException.ErrorCodes.ServiceNotFound, + $"A text completion service id '{serviceId}' doesn't exist"); } - this._defaultCompletionBackend = label; + this.DefaultTextCompletionServiceId = serviceId; return this; } /// - /// Default completion backend. - /// - public string? DefaultCompletionBackend => this._defaultCompletionBackend; - - /// - /// Set the default embeddings backend to use for the kernel. + /// Set the default embedding service to use for the kernel. /// - /// Label of embeddings backend to use. + /// Identifier of text embedding service to use. /// The updated kernel configuration. - /// Thrown if the requested backend doesn't exist. - public KernelConfig SetDefaultEmbeddingsBackend(string label) + /// Thrown if the requested service doesn't exist. + public KernelConfig SetDefaultEmbeddingService(string serviceId) { - if (!this.EmbeddingsBackends.ContainsKey(label)) + if (!this.TextEmbeddingServices.ContainsKey(serviceId)) { throw new KernelException( - KernelException.ErrorCodes.BackendNotFound, - $"The embeddings backend doesn't exist with label: {label}"); + KernelException.ErrorCodes.ServiceNotFound, + $"A text embedding generation service id '{serviceId}' doesn't exist"); } - this._defaultEmbeddingsBackend = label; + this.DefaultTextEmbeddingServiceId = serviceId; return this; } - /// - /// Default embeddings backend. - /// - public string? DefaultEmbeddingsBackend => this._defaultEmbeddingsBackend; + #endregion + + #region Get /// - /// Get the completion backend configuration matching the given label or the default if a label is not provided or not found. + /// Get the text completion service configuration matching the given id or the default if an id is not provided or not found. /// - /// Optional label of the desired backend. - /// The completion backend configuration matching the given label or the default. - /// Thrown when no suitable backend is found. - public IBackendConfig GetCompletionBackend(string? label = null) + /// Optional identifier of the desired service. + /// The text completion service id matching the given id or the default. + /// Thrown when no suitable service is found. + public string GetTextCompletionServiceIdOrDefault(string? serviceId = null) { - if (string.IsNullOrEmpty(label)) + if (string.IsNullOrEmpty(serviceId) || !this.TextCompletionServices.ContainsKey(serviceId)) { - if (this._defaultCompletionBackend == null) - { - throw new KernelException( - KernelException.ErrorCodes.BackendNotFound, - "A label was not provided and no default completion backend is available."); - } - - return this.CompletionBackends[this._defaultCompletionBackend]; + serviceId = this.DefaultTextCompletionServiceId; } - if (this.CompletionBackends.TryGetValue(label, out IBackendConfig value)) + if (string.IsNullOrEmpty(serviceId)) { - return value; + throw new KernelException(KernelException.ErrorCodes.ServiceNotFound, "Text completion service not available"); } - if (this._defaultCompletionBackend != null) - { - return this.CompletionBackends[this._defaultCompletionBackend]; - } - - throw new KernelException( - KernelException.ErrorCodes.BackendNotFound, - $"Completion backend not found with label: {label} and no default completion backend is available."); + return serviceId; } /// - /// Get the embeddings backend configuration matching the given label or the default if a label is not provided or not found. + /// Get the chat completion service configuration matching the given id or the default if an id is not provided or not found. /// - /// Optional label of the desired backend. - /// The embeddings backend configuration matching the given label or the default. - /// Thrown when no suitable backend is found. - public IBackendConfig GetEmbeddingsBackend(string? label = null) + /// Optional identifier of the desired service. + /// The completion service id matching the given id or the default. + /// Thrown when no suitable service is found. + public string GetChatCompletionServiceIdOrDefault(string? serviceId = null) { - if (string.IsNullOrEmpty(label)) + if (string.IsNullOrEmpty(serviceId) || !this.ChatCompletionServices.ContainsKey(serviceId)) { - if (this._defaultEmbeddingsBackend == null) - { - throw new KernelException( - KernelException.ErrorCodes.BackendNotFound, - "A label was not provided and no default embeddings backend is available."); - } - - return this.EmbeddingsBackends[this._defaultEmbeddingsBackend]; + serviceId = this.DefaultChatCompletionServiceId; } - if (this.EmbeddingsBackends.TryGetValue(label, out IBackendConfig value)) + if (string.IsNullOrEmpty(serviceId)) + { + throw new KernelException(KernelException.ErrorCodes.ServiceNotFound, "Chat completion service not available"); + } + + return serviceId; + } + + /// + /// Get the text embedding service configuration matching the given id or the default if an id is not provided or not found. + /// + /// Optional identifier of the desired service. + /// The embedding service id matching the given id or the default. + /// Thrown when no suitable service is found. + public string GetTextEmbeddingServiceIdOrDefault(string? serviceId = null) + { + if (string.IsNullOrEmpty(serviceId) || !this.TextEmbeddingServices.ContainsKey(serviceId)) { - return value; + serviceId = this.DefaultTextEmbeddingServiceId; } - if (this._defaultEmbeddingsBackend != null) + if (string.IsNullOrEmpty(serviceId)) { - return this.EmbeddingsBackends[this._defaultEmbeddingsBackend]; + throw new KernelException(KernelException.ErrorCodes.ServiceNotFound, "Text embedding generation service not available"); } - throw new KernelException( - KernelException.ErrorCodes.BackendNotFound, - $"Embeddings backend not found with label: {label} and no default embeddings backend is available."); + return serviceId; } /// - /// Get all completion backends. + /// Get the image generation service id matching the given id or the default if an id is not provided or not found. /// - /// IEnumerable of all completion backends in the kernel configuration. - public IEnumerable GetAllCompletionBackends() + /// Optional identifier of the desired service. + /// The image generation service id matching the given id or the default. + /// Thrown when no suitable service is found. + public string GetImageGenerationServiceIdOrDefault(string? serviceId = null) { - return this.CompletionBackends.Select(x => x.Value); + if (string.IsNullOrEmpty(serviceId) || !this.ImageGenerationServices.ContainsKey(serviceId)) + { + serviceId = this.DefaultImageGenerationServiceId; + } + + if (string.IsNullOrEmpty(serviceId)) + { + throw new KernelException(KernelException.ErrorCodes.ServiceNotFound, "Image generation service not available"); + } + + return serviceId; } + #endregion + + #region Remove + /// - /// Get all embeddings backends. + /// Remove the text completion service with the given id. /// - /// IEnumerable of all embeddings backends in the kernel configuration. - public IEnumerable GetAllEmbeddingsBackends() + /// Identifier of service to remove. + /// The updated kernel configuration. + public KernelConfig RemoveTextCompletionService(string serviceId) { - return this.EmbeddingsBackends.Select(x => x.Value); + this.TextCompletionServices.Remove(serviceId); + if (this.DefaultTextCompletionServiceId == serviceId) + { + this.DefaultTextCompletionServiceId = this.TextCompletionServices.Keys.FirstOrDefault(); + } + + return this; } /// - /// Remove the completion backend with the given label. + /// Remove the chat completion service with the given id. /// - /// Label of backend to remove. + /// Identifier of service to remove. /// The updated kernel configuration. - public KernelConfig RemoveCompletionBackend(string label) + public KernelConfig RemoveChatCompletionService(string serviceId) { - this.CompletionBackends.Remove(label); - if (this._defaultCompletionBackend == label) + this.ChatCompletionServices.Remove(serviceId); + if (this.DefaultChatCompletionServiceId == serviceId) { - this._defaultCompletionBackend = this.CompletionBackends.Keys.FirstOrDefault(); + this.DefaultChatCompletionServiceId = this.ChatCompletionServices.Keys.FirstOrDefault(); } return this; } /// - /// Remove the embeddings backend with the given label. + /// Remove the text embedding generation service with the given id. /// - /// Label of backend to remove. + /// Identifier of service to remove. /// The updated kernel configuration. - public KernelConfig RemoveEmbeddingsBackend(string label) + public KernelConfig RemoveTextEmbeddingService(string serviceId) { - this.EmbeddingsBackends.Remove(label); - if (this._defaultEmbeddingsBackend == label) + this.TextEmbeddingServices.Remove(serviceId); + if (this.DefaultTextEmbeddingServiceId == serviceId) { - this._defaultEmbeddingsBackend = this.EmbeddingsBackends.Keys.FirstOrDefault(); + this.DefaultTextEmbeddingServiceId = this.TextEmbeddingServices.Keys.FirstOrDefault(); } return this; } /// - /// Remove all completion backends. + /// Remove all text completion services. /// /// The updated kernel configuration. - public KernelConfig RemoveAllCompletionBackends() + public KernelConfig RemoveAllTextCompletionServices() { - this.CompletionBackends.Clear(); - this._defaultCompletionBackend = null; + this.TextCompletionServices.Clear(); + this.DefaultTextCompletionServiceId = null; return this; } /// - /// Remove all embeddings backends. + /// Remove all chat completion services. /// /// The updated kernel configuration. - public KernelConfig RemoveAllEmbeddingBackends() + public KernelConfig RemoveAllChatCompletionServices() { - this.EmbeddingsBackends.Clear(); - this._defaultEmbeddingsBackend = null; + this.ChatCompletionServices.Clear(); + this.DefaultChatCompletionServiceId = null; return this; } /// - /// Remove all backends. + /// Remove all text embedding generation services. /// /// The updated kernel configuration. - public KernelConfig RemoveAllBackends() + public KernelConfig RemoveAllTextEmbeddingServices() { - this.RemoveAllCompletionBackends(); - this.RemoveAllEmbeddingBackends(); + this.TextEmbeddingServices.Clear(); + this.DefaultTextEmbeddingServiceId = null; return this; } - #region private - - private Dictionary CompletionBackends { get; } = new(); - private Dictionary EmbeddingsBackends { get; } = new(); - private string? _defaultCompletionBackend; - private string? _defaultEmbeddingsBackend; - #endregion } diff --git a/dotnet/src/SemanticKernel/Configuration/KernelConfigExtensions.cs b/dotnet/src/SemanticKernel/Configuration/KernelConfigExtensions.cs new file mode 100644 index 000000000000..0e997a080085 --- /dev/null +++ b/dotnet/src/SemanticKernel/Configuration/KernelConfigExtensions.cs @@ -0,0 +1,199 @@ +// Copyright (c) Microsoft. All rights reserved. + +using Microsoft.SemanticKernel.AI.ChatCompletion; +using Microsoft.SemanticKernel.AI.Embeddings; +using Microsoft.SemanticKernel.AI.ImageGeneration; +using Microsoft.SemanticKernel.AI.OpenAI.Services; +using Microsoft.SemanticKernel.AI.TextCompletion; +using Microsoft.SemanticKernel.Diagnostics; + +namespace Microsoft.SemanticKernel.Configuration; + +public static class KernelConfigExtensions +{ + /// + /// Adds an Azure OpenAI text completion service to the list. + /// See https://learn.microsoft.com/azure/cognitive-services/openai for service details. + /// + /// The kernel config instance + /// A local identifier for the given AI service + /// Azure OpenAI deployment name, see https://learn.microsoft.com/azure/cognitive-services/openai/how-to/create-resource + /// Azure OpenAI deployment URL, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart + /// Azure OpenAI API key, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart + /// Azure OpenAI API version, see https://learn.microsoft.com/azure/cognitive-services/openai/reference + /// Whether to overwrite an existing configuration if the same id exists + /// Self instance + public static KernelConfig AddAzureOpenAITextCompletion(this KernelConfig config, + string serviceId, string deploymentName, string endpoint, string apiKey, string apiVersion = "2022-12-01", bool overwrite = false) + { + Verify.NotEmpty(serviceId, "The service Id provided is empty"); + + if (!overwrite && config.TextCompletionServices.ContainsKey(serviceId)) + { + throw new KernelException( + KernelException.ErrorCodes.InvalidServiceConfiguration, + $"A text completion service with id '{serviceId}' already exists"); + } + + ITextCompletion Factory(IKernel kernel) => new AzureTextCompletion( + deploymentName, endpoint, apiKey, apiVersion, kernel.Log, kernel.Config.HttpHandlerFactory); + + config.AddTextCompletion(serviceId, Factory, overwrite); + + return config; + } + + /// + /// Adds the OpenAI text completion service to the list. + /// See https://platform.openai.com/docs for service details. + /// + /// The kernel config instance + /// A local identifier for the given AI service + /// OpenAI model name, see https://platform.openai.com/docs/models + /// OpenAI API key, see https://platform.openai.com/account/api-keys + /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. + /// Whether to overwrite an existing configuration if the same name exists + /// Self instance + public static KernelConfig AddOpenAITextCompletion(this KernelConfig config, + string serviceId, string modelId, string apiKey, string? orgId = null, bool overwrite = false) + { + Verify.NotEmpty(serviceId, "The service Id provided is empty"); + + if (!overwrite && config.TextCompletionServices.ContainsKey(serviceId)) + { + throw new KernelException( + KernelException.ErrorCodes.InvalidServiceConfiguration, + $"A text completion service with the id '{serviceId}' already exists"); + } + + ITextCompletion Factory(IKernel kernel) => new OpenAITextCompletion( + modelId, apiKey, orgId, kernel.Log, kernel.Config.HttpHandlerFactory); + + config.AddTextCompletion(serviceId, Factory, overwrite); + + return config; + } + + /// + /// Adds an Azure OpenAI text embeddings service to the list. + /// See https://learn.microsoft.com/azure/cognitive-services/openai for service details. + /// + /// The kernel config instance + /// A local identifier for the given AI service + /// Azure OpenAI deployment name, see https://learn.microsoft.com/azure/cognitive-services/openai/how-to/create-resource + /// Azure OpenAI deployment URL, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart + /// Azure OpenAI API key, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart + /// Azure OpenAI API version, see https://learn.microsoft.com/azure/cognitive-services/openai/reference + /// Whether to overwrite an existing configuration if the same id exists + /// Self instance + public static KernelConfig AddAzureOpenAIEmbeddingGeneration(this KernelConfig config, + string serviceId, string deploymentName, string endpoint, string apiKey, string apiVersion = "2022-12-01", bool overwrite = false) + { + Verify.NotEmpty(serviceId, "The service Id provided is empty"); + + if (!overwrite && config.TextEmbeddingServices.ContainsKey(serviceId)) + { + throw new KernelException( + KernelException.ErrorCodes.InvalidServiceConfiguration, + $"A text embedding generator with the id '{serviceId}' already exists"); + } + + IEmbeddingGenerator Factory(IKernel kernel) => new AzureTextEmbeddings( + deploymentName, endpoint, apiKey, apiVersion, kernel.Log, kernel.Config.HttpHandlerFactory); + + config.AddTextEmbeddingGeneration(serviceId, Factory, overwrite); + + return config; + } + + /// + /// Adds the OpenAI text embeddings service to the list. + /// See https://platform.openai.com/docs for service details. + /// + /// The kernel config instance + /// A local identifier for the given AI service + /// OpenAI model name, see https://platform.openai.com/docs/models + /// OpenAI API key, see https://platform.openai.com/account/api-keys + /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. + /// Whether to overwrite an existing configuration if the same id exists + /// Self instance + public static KernelConfig AddOpenAIEmbeddingGeneration(this KernelConfig config, + string serviceId, string modelId, string apiKey, string? orgId = null, bool overwrite = false) + { + Verify.NotEmpty(serviceId, "The service Id provided is empty"); + + if (!overwrite && config.TextEmbeddingServices.ContainsKey(serviceId)) + { + throw new KernelException( + KernelException.ErrorCodes.InvalidServiceConfiguration, + $"A text embedding generator with the id '{serviceId}' already exists"); + } + + IEmbeddingGenerator Factory(IKernel kernel) => new OpenAITextEmbeddings( + modelId, apiKey, orgId, kernel.Log, kernel.Config.HttpHandlerFactory); + + config.AddTextEmbeddingGeneration(serviceId, Factory, overwrite); + + return config; + } + + /// + /// Adds the OpenAI ChatGPT completion service to the list. + /// See https://platform.openai.com/docs for service details. + /// + /// The kernel config instance + /// A local identifier for the given AI service + /// OpenAI model name, see https://platform.openai.com/docs/models + /// OpenAI API key, see https://platform.openai.com/account/api-keys + /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. + /// Whether to overwrite an existing configuration if the same name exists + /// Self instance + public static KernelConfig AddOpenAIChatCompletion(this KernelConfig config, + string serviceId, string modelId, string apiKey, string? orgId = null, bool overwrite = false) + { + Verify.NotEmpty(serviceId, "The service Id provided is empty"); + + if (!overwrite && config.ChatCompletionServices.ContainsKey(serviceId)) + { + throw new KernelException( + KernelException.ErrorCodes.InvalidServiceConfiguration, + $"A chat completion service with the id '{serviceId}' already exists"); + } + + IChatCompletion Factory(IKernel kernel) => new OpenAIChatCompletion( + modelId, apiKey, orgId, kernel.Log, kernel.Config.HttpHandlerFactory); + + config.AddChatCompletion(serviceId, Factory, overwrite); + + return config; + } + + /// + /// Add the OpenAI DallE image generation service to the list + /// + /// The kernel config instance + /// A local identifier for the given AI service + /// OpenAI API key, see https://platform.openai.com/account/api-keys + /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. + /// Whether to overwrite an existing configuration if the same name exists + /// Self instance + public static KernelConfig AddOpenAIImageGeneration(this KernelConfig config, + string serviceId, string apiKey, string? orgId = null, bool overwrite = false) + { + Verify.NotEmpty(serviceId, "The service Id provided is empty"); + + if (!overwrite && config.ImageGenerationServices.ContainsKey(serviceId)) + { + throw new KernelException( + KernelException.ErrorCodes.InvalidServiceConfiguration, + $"An image generation service with the id '{serviceId}' already exists"); + } + + IImageGeneration Factory(IKernel kernel) => new OpenAIImageGeneration( + apiKey, orgId, kernel.Log, kernel.Config.HttpHandlerFactory); + + config.AddImageGeneration(serviceId, Factory, overwrite); + + return config; + } +} diff --git a/dotnet/src/SemanticKernel/IKernel.cs b/dotnet/src/SemanticKernel/IKernel.cs index fefe1b83f634..c45f10dd0d82 100644 --- a/dotnet/src/SemanticKernel/IKernel.cs +++ b/dotnet/src/SemanticKernel/IKernel.cs @@ -156,4 +156,12 @@ Task RunAsync( /// /// SK context SKContext CreateNewContext(); + + /// + /// Get one of the configured services. Currently limited to AI backends. + /// + /// Optional name. If the name is not provided, returns the default T available + /// Service type + /// Instance of T + T GetService(string name = ""); } diff --git a/dotnet/src/SemanticKernel/Kernel.cs b/dotnet/src/SemanticKernel/Kernel.cs index 4cec17592ea7..f085c9c3b5e3 100644 --- a/dotnet/src/SemanticKernel/Kernel.cs +++ b/dotnet/src/SemanticKernel/Kernel.cs @@ -8,7 +8,10 @@ using System.Threading.Tasks; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel.AI; -using Microsoft.SemanticKernel.AI.OpenAI.Services; +using Microsoft.SemanticKernel.AI.ChatCompletion; +using Microsoft.SemanticKernel.AI.Embeddings; +using Microsoft.SemanticKernel.AI.ImageGeneration; +using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Memory; @@ -176,13 +179,15 @@ public async Task RunAsync(ContextVariables variables, CancellationTo if (context.ErrorOccurred) { - this._log.LogError("Function call fail during pipeline step {0}: {1}.{2}", pipelineStepCount, f.SkillName, f.Name); + this._log.LogError("Function call fail during pipeline step {0}: {1}.{2}. Error: {3}", + pipelineStepCount, f.SkillName, f.Name, context.LastErrorDescription); return context; } } catch (Exception e) when (!e.IsCriticalException()) { - this._log.LogError(e, "Something went wrong in pipeline step {0}: {1}.{2}. Error: {3}", pipelineStepCount, f.SkillName, f.Name, e.Message); + this._log.LogError(e, "Something went wrong in pipeline step {0}: {1}.{2}. Error: {3}", + pipelineStepCount, f.SkillName, f.Name, e.Message); context.Fail(e.Message, e); return context; } @@ -212,6 +217,63 @@ public SKContext CreateNewContext() this._log); } + /// + public T GetService(string? name = "") + { + // TODO: use .NET ServiceCollection (will require a lot of changes) + // TODO: support Connectors, IHttpFactory and IDelegatingHandlerFactory + + if (typeof(T) == typeof(ITextCompletion)) + { + name = this.Config.GetTextCompletionServiceIdOrDefault(name); + if (!this.Config.TextCompletionServices.TryGetValue(name, out Func factory)) + { + throw new KernelException(KernelException.ErrorCodes.ServiceNotFound, "No text completion service available"); + } + + var service = factory.Invoke(this); + return (T)service; + } + + if (typeof(T) == typeof(IEmbeddingGenerator)) + { + name = this.Config.GetTextEmbeddingServiceIdOrDefault(name); + if (!this.Config.TextEmbeddingServices.TryGetValue(name, out Func> factory)) + { + throw new KernelException(KernelException.ErrorCodes.ServiceNotFound, "No text embedding service available"); + } + + var service = factory.Invoke(this); + return (T)service; + } + + if (typeof(T) == typeof(IChatCompletion)) + { + name = this.Config.GetChatCompletionServiceIdOrDefault(name); + if (!this.Config.ChatCompletionServices.TryGetValue(name, out Func factory)) + { + throw new KernelException(KernelException.ErrorCodes.ServiceNotFound, "No chat completion service available"); + } + + var service = factory.Invoke(this); + return (T)service; + } + + if (typeof(T) == typeof(IImageGeneration)) + { + name = this.Config.GetImageGenerationServiceIdOrDefault(name); + if (!this.Config.ImageGenerationServices.TryGetValue(name, out Func factory)) + { + throw new KernelException(KernelException.ErrorCodes.ServiceNotFound, "No image generation service available"); + } + + var service = factory.Invoke(this); + return (T)service; + } + + throw new NotSupportedException("The kernel service collection doesn't support the type " + typeof(T).FullName); + } + /// /// Dispose of resources. /// @@ -252,36 +314,8 @@ private ISKFunction CreateSemanticFunction( func.SetAIConfiguration(CompleteRequestSettings.FromCompletionConfig(functionConfig.PromptTemplateConfig.Completion)); - // TODO: allow to postpone this (e.g. use lazy init), allow to create semantic functions without a default backend - var backend = this._config.GetCompletionBackend(functionConfig.PromptTemplateConfig.DefaultBackends.FirstOrDefault()); - - switch (backend) - { - case AzureOpenAIConfig azureBackendConfig: - func.SetAIBackend(() => new AzureTextCompletion( - azureBackendConfig.DeploymentName, - azureBackendConfig.Endpoint, - azureBackendConfig.APIKey, - azureBackendConfig.APIVersion, - this._log, - this._config.HttpHandlerFactory)); - break; - - case OpenAIConfig openAiConfig: - func.SetAIBackend(() => new OpenAITextCompletion( - openAiConfig.ModelId, - openAiConfig.APIKey, - openAiConfig.OrgId, - this._log, - this._config.HttpHandlerFactory)); - break; - - default: - throw new AIException( - AIException.ErrorCodes.InvalidConfiguration, - $"Unknown/unsupported backend configuration type {backend.GetType():G}, unable to prepare semantic function. " + - $"Function description: {functionConfig.PromptTemplateConfig.Description}"); - } + // Note: the backend is instantiated using the kernel configuration state when the function is invoked + func.SetAIBackend(() => this.GetService()); return func; } diff --git a/dotnet/src/SemanticKernel/KernelException.cs b/dotnet/src/SemanticKernel/KernelException.cs index 945953ddcb57..c722f9c1771b 100644 --- a/dotnet/src/SemanticKernel/KernelException.cs +++ b/dotnet/src/SemanticKernel/KernelException.cs @@ -48,12 +48,12 @@ public enum ErrorCodes /// /// Invalid backend configuration. /// - InvalidBackendConfiguration, + InvalidServiceConfiguration, /// /// Backend not found. /// - BackendNotFound, + ServiceNotFound, /// /// Skill collection not set. diff --git a/dotnet/src/SemanticKernel/KernelExtensions/MemoryConfiguration.cs b/dotnet/src/SemanticKernel/KernelExtensions/MemoryConfiguration.cs index 76430561e22c..577738c948d1 100644 --- a/dotnet/src/SemanticKernel/KernelExtensions/MemoryConfiguration.cs +++ b/dotnet/src/SemanticKernel/KernelExtensions/MemoryConfiguration.cs @@ -1,10 +1,7 @@ // Copyright (c) Microsoft. All rights reserved. using System.Diagnostics.CodeAnalysis; -using Microsoft.SemanticKernel.AI; using Microsoft.SemanticKernel.AI.Embeddings; -using Microsoft.SemanticKernel.AI.OpenAI.Services; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Memory; @@ -22,7 +19,7 @@ public static class MemoryConfiguration /// Memory storage public static void UseMemory(this IKernel kernel, IMemoryStore storage) { - UseMemory(kernel, kernel.Config.DefaultEmbeddingsBackend, storage); + UseMemory(kernel, kernel.Config.DefaultTextEmbeddingServiceId, storage); } /// @@ -37,38 +34,7 @@ public static void UseMemory(this IKernel kernel, string? embeddingsBackendLabel { Verify.NotEmpty(embeddingsBackendLabel, "The embedding backend label is empty"); - IBackendConfig embeddingsBackendCfg = kernel.Config.GetEmbeddingsBackend(embeddingsBackendLabel); - - Verify.NotNull(embeddingsBackendCfg, $"AI configuration is missing for label: {embeddingsBackendLabel}"); - - IEmbeddingGenerator? embeddingGenerator; - - switch (embeddingsBackendCfg) - { - case AzureOpenAIConfig azureAIConfig: - embeddingGenerator = new AzureTextEmbeddings( - azureAIConfig.DeploymentName, - azureAIConfig.Endpoint, - azureAIConfig.APIKey, - azureAIConfig.APIVersion, - kernel.Log, - kernel.Config.HttpHandlerFactory); - break; - - case OpenAIConfig openAIConfig: - embeddingGenerator = new OpenAITextEmbeddings( - openAIConfig.ModelId, - openAIConfig.APIKey, - openAIConfig.OrgId, - kernel.Log, - kernel.Config.HttpHandlerFactory); - break; - - default: - throw new AIException( - AIException.ErrorCodes.InvalidConfiguration, - $"Unknown/unsupported backend type {embeddingsBackendCfg.GetType():G}, unable to prepare semantic memory"); - } + var embeddingGenerator = kernel.GetService>(); UseMemory(kernel, embeddingGenerator, storage); } diff --git a/dotnet/src/SemanticKernel/Orchestration/ISKFunction.cs b/dotnet/src/SemanticKernel/Orchestration/ISKFunction.cs index c19f3c274a55..2cf051465be4 100644 --- a/dotnet/src/SemanticKernel/Orchestration/ISKFunction.cs +++ b/dotnet/src/SemanticKernel/Orchestration/ISKFunction.cs @@ -4,7 +4,7 @@ using System.Threading; using System.Threading.Tasks; using Microsoft.Extensions.Logging; -using Microsoft.SemanticKernel.AI; +using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.SkillDefinition; namespace Microsoft.SemanticKernel.Orchestration; @@ -91,7 +91,7 @@ Task InvokeAsync( /// /// AI backend factory /// Self instance - ISKFunction SetAIBackend(Func backendFactory); + ISKFunction SetAIBackend(Func backendFactory); /// /// Set the AI completion settings used with LLM requests diff --git a/dotnet/src/SemanticKernel/Orchestration/SKFunction.cs b/dotnet/src/SemanticKernel/Orchestration/SKFunction.cs index 466bbf9e4996..08516303608c 100644 --- a/dotnet/src/SemanticKernel/Orchestration/SKFunction.cs +++ b/dotnet/src/SemanticKernel/Orchestration/SKFunction.cs @@ -9,7 +9,7 @@ using System.Threading.Tasks; using Microsoft.Extensions.Logging; using Microsoft.Extensions.Logging.Abstractions; -using Microsoft.SemanticKernel.AI; +using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.SemanticFunctions; @@ -99,7 +99,7 @@ public static ISKFunction FromSemanticConfig( Verify.NotNull(functionConfig, "Function configuration is empty"); async Task LocalFunc( - ITextCompletionClient client, + ITextCompletion client, CompleteRequestSettings requestSettings, SKContext context) { @@ -197,7 +197,7 @@ public ISKFunction SetDefaultSkillCollection(IReadOnlySkillCollection skills) } /// - public ISKFunction SetAIBackend(Func backendFactory) + public ISKFunction SetAIBackend(Func backendFactory) { Verify.NotNull(backendFactory, "AI LLM backed factory is empty"); this.VerifyIsSemantic(); @@ -237,7 +237,7 @@ public void Dispose() private readonly Delegate _function; private readonly ILogger _log; private IReadOnlySkillCollection? _skillCollection; - private ITextCompletionClient? _aiBackend = null; + private ITextCompletion? _aiBackend = null; private CompleteRequestSettings _aiRequestSettings = new(); private struct MethodDetails @@ -331,7 +331,7 @@ private async Task InvokeSemanticAsync(SKContext context, CompleteReq settings ??= this._aiRequestSettings; - var callable = (Func>)this._function; + var callable = (Func>)this._function; context.Variables.Update((await callable(this._aiBackend, settings, context)).Variables); return context; } diff --git a/dotnet/src/SemanticKernel/Orchestration/SKFunctionExtensions.cs b/dotnet/src/SemanticKernel/Orchestration/SKFunctionExtensions.cs index 985c022439c1..336183dd0d0f 100644 --- a/dotnet/src/SemanticKernel/Orchestration/SKFunctionExtensions.cs +++ b/dotnet/src/SemanticKernel/Orchestration/SKFunctionExtensions.cs @@ -4,7 +4,7 @@ using System.Threading; using System.Threading.Tasks; using Microsoft.Extensions.Logging; -using Microsoft.SemanticKernel.AI; +using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.SkillDefinition; diff --git a/dotnet/src/SemanticKernel/Planning/SKContextExtensions.cs b/dotnet/src/SemanticKernel/Planning/SKContextExtensions.cs index db703e3d1254..7b07405600b5 100644 --- a/dotnet/src/SemanticKernel/Planning/SKContextExtensions.cs +++ b/dotnet/src/SemanticKernel/Planning/SKContextExtensions.cs @@ -160,8 +160,8 @@ internal static PlannerSkillConfig GetPlannerSkillConfig(this SKContext context) config.RelevancyThreshold = parsedValue; } - if (context.Variables.Get(Parameters.MaxRelevantFunctions, out var MaxRelevantFunctions) && - int.TryParse(MaxRelevantFunctions, out var parsedMaxRelevantFunctions)) + if (context.Variables.Get(Parameters.MaxRelevantFunctions, out var maxRelevantFunctions) && + int.TryParse(maxRelevantFunctions, out var parsedMaxRelevantFunctions)) { config.MaxRelevantFunctions = parsedMaxRelevantFunctions; } diff --git a/samples/dotnet/KernelBuilder/Program.cs b/samples/dotnet/KernelBuilder/Program.cs index 5f0e6c6d775a..74b8f0983432 100644 --- a/samples/dotnet/KernelBuilder/Program.cs +++ b/samples/dotnet/KernelBuilder/Program.cs @@ -42,7 +42,7 @@ var skills = new SkillCollection(); var templateEngine = new PromptTemplateEngine(logger); var config = new KernelConfig(); -config.AddAzureOpenAICompletionBackend("foo", "deploymentName", "https://...", "apiKey", "2022-12-01"); +config.AddAzureOpenAITextCompletion("foo", "deploymentName", "https://...", "apiKey", "2022-12-01"); // Create kernel manually injecting all the dependencies var kernel3 = new Kernel(skills, templateEngine, memory, config, logger); @@ -57,7 +57,7 @@ .WithMemory(memory) .Configure(c => { - c.AddAzureOpenAICompletionBackend("foo", "deploymentName", "https://...", "apiKey", "2022-12-01"); + c.AddAzureOpenAITextCompletion("foo", "deploymentName", "https://...", "apiKey", "2022-12-01"); }) .Build(); @@ -74,10 +74,10 @@ .Configure(c => { // This will be used when using AI completions - c.AddAzureOpenAICompletionBackend("myName1", "completionDeploymentName", "https://...", "apiKey", "2022-12-01"); + c.AddAzureOpenAITextCompletion("myName1", "completionDeploymentName", "https://...", "apiKey", "2022-12-01"); // This will be used when indexing memory records - c.AddAzureOpenAIEmbeddingsBackend("myName2", "embeddingsDeploymentName", "https://...", "apiKey", "2022-12-01"); + c.AddAzureOpenAIEmbeddingGeneration("myName2", "embeddingsDeploymentName", "https://...", "apiKey", "2022-12-01"); }) .Build(); @@ -88,15 +88,15 @@ var kernel7 = Kernel.Builder .Configure(c => { - c.AddAzureOpenAICompletionBackend("myName1", "completionDeploymentName", "https://...", "apiKey", "2022-12-01"); + c.AddAzureOpenAITextCompletion("myName1", "completionDeploymentName", "https://...", "apiKey", "2022-12-01"); }) .Build(); kernel7.Config - .AddAzureOpenAIEmbeddingsBackend("myName2", "embeddingsDeploymentName1", "https://...", "apiKey", "2022-12-01") - .AddAzureOpenAIEmbeddingsBackend("myName3", "embeddingsDeploymentName2", "https://...", "apiKey", "2022-12-01") - .AddOpenAICompletionBackend("myName4", "text-davinci-003", "sk-...") - .SetDefaultEmbeddingsBackend("myName3"); + .AddAzureOpenAIEmbeddingGeneration("myName2", "embeddingsDeploymentName1", "https://...", "apiKey", "2022-12-01") + .AddAzureOpenAIEmbeddingGeneration("myName3", "embeddingsDeploymentName2", "https://...", "apiKey", "2022-12-01") + .AddOpenAITextCompletion("myName4", "text-davinci-003", "sk-...") + .SetDefaultEmbeddingService("myName3"); // ========================================================================================================== // When invoking AI, by default the kernel will retry on transient errors, such as throttling and timeouts. diff --git a/samples/dotnet/KernelHttpServer/SemanticKernelFactory.cs b/samples/dotnet/KernelHttpServer/SemanticKernelFactory.cs index cc58e3205fe5..cb997267b4ea 100644 --- a/samples/dotnet/KernelHttpServer/SemanticKernelFactory.cs +++ b/samples/dotnet/KernelHttpServer/SemanticKernelFactory.cs @@ -7,6 +7,7 @@ using Microsoft.Azure.Functions.Worker.Http; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Memory; using static KernelHttpServer.Config.Constants; @@ -49,10 +50,10 @@ private static KernelBuilder _ConfigureKernelBuilder(ApiKeyConfig config, Kernel switch (config.CompletionConfig.AIService) { case AIService.OpenAI: - c.AddOpenAICompletionBackend(config.CompletionConfig.Label, config.CompletionConfig.DeploymentOrModelId, config.CompletionConfig.Key); + c.AddOpenAITextCompletion(config.CompletionConfig.Label, config.CompletionConfig.DeploymentOrModelId, config.CompletionConfig.Key); break; case AIService.AzureOpenAI: - c.AddAzureOpenAICompletionBackend(config.CompletionConfig.Label, config.CompletionConfig.DeploymentOrModelId, config.CompletionConfig.Endpoint, config.CompletionConfig.Key); + c.AddAzureOpenAITextCompletion(config.CompletionConfig.Label, config.CompletionConfig.DeploymentOrModelId, config.CompletionConfig.Endpoint, config.CompletionConfig.Key); break; } @@ -61,10 +62,10 @@ private static KernelBuilder _ConfigureKernelBuilder(ApiKeyConfig config, Kernel switch (config.EmbeddingConfig.AIService) { case AIService.OpenAI: - c.AddOpenAIEmbeddingsBackend(config.EmbeddingConfig.Label, config.EmbeddingConfig.DeploymentOrModelId, config.EmbeddingConfig.Key); + c.AddOpenAIEmbeddingGeneration(config.EmbeddingConfig.Label, config.EmbeddingConfig.DeploymentOrModelId, config.EmbeddingConfig.Key); break; case AIService.AzureOpenAI: - c.AddAzureOpenAIEmbeddingsBackend(config.EmbeddingConfig.Label, config.EmbeddingConfig.DeploymentOrModelId, config.EmbeddingConfig.Endpoint, config.EmbeddingConfig.Key); + c.AddAzureOpenAIEmbeddingGeneration(config.EmbeddingConfig.Label, config.EmbeddingConfig.DeploymentOrModelId, config.EmbeddingConfig.Endpoint, config.EmbeddingConfig.Key); break; } @@ -88,7 +89,7 @@ private static IKernel _CompleteKernelSetup(HttpRequestData req, KernelBuilder b kernel.RegisterNativeGraphSkills(graphToken.First()); } - if (kernel.Config.DefaultEmbeddingsBackend != null) + if (kernel.Config.DefaultTextEmbeddingServiceId != null) { kernel.RegisterTextMemory(); } diff --git a/samples/dotnet/graph-api-skills/Program.cs b/samples/dotnet/graph-api-skills/Program.cs index 8a6c3d893bd6..4d29072321d5 100644 --- a/samples/dotnet/graph-api-skills/Program.cs +++ b/samples/dotnet/graph-api-skills/Program.cs @@ -12,6 +12,7 @@ using Microsoft.Extensions.Logging; using Microsoft.Graph; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.Skills.MsGraph; @@ -104,8 +105,8 @@ public static async Task Main() AzureOpenAIConfiguration? azureOpenAIConfiguration = configuration.GetSection("AzureOpenAI").Get(); if (azureOpenAIConfiguration != null) { - sk.Config.AddAzureOpenAICompletionBackend( - label: azureOpenAIConfiguration.Label, + sk.Config.AddAzureOpenAITextCompletion( + serviceId: azureOpenAIConfiguration.Label, deploymentName: azureOpenAIConfiguration.DeploymentName, endpoint: azureOpenAIConfiguration.Endpoint, apiKey: azureOpenAIConfiguration.ApiKey); @@ -117,8 +118,8 @@ public static async Task Main() OpenAIConfiguration? openAIConfiguration = configuration.GetSection("OpenAI").Get(); if (openAIConfiguration != null) { - sk.Config.AddOpenAICompletionBackend( - label: openAIConfiguration.Label, + sk.Config.AddOpenAITextCompletion( + serviceId: openAIConfiguration.Label, modelId: openAIConfiguration.ModelId, apiKey: openAIConfiguration.ApiKey); } @@ -130,7 +131,7 @@ public static async Task Main() throw new InvalidOperationException("'DefaultCompletionBackendLabel' is not set in configuration."); } - sk.Config.SetDefaultCompletionBackend(defaultCompletionBackendLabel); + sk.Config.SetDefaultTextCompletionService(defaultCompletionBackendLabel); string? currentAssemblyDirectory = Path.GetDirectoryName(Assembly.GetExecutingAssembly().Location); if (string.IsNullOrWhiteSpace(currentAssemblyDirectory)) diff --git a/samples/dotnet/kernel-syntax-examples/Example05_CombineLLMPromptsAndNativeCode.cs b/samples/dotnet/kernel-syntax-examples/Example05_CombineLLMPromptsAndNativeCode.cs index e7af30be0028..c68f58f9949e 100644 --- a/samples/dotnet/kernel-syntax-examples/Example05_CombineLLMPromptsAndNativeCode.cs +++ b/samples/dotnet/kernel-syntax-examples/Example05_CombineLLMPromptsAndNativeCode.cs @@ -3,6 +3,7 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Skills.Web; using Microsoft.SemanticKernel.Skills.Web.Bing; @@ -18,9 +19,9 @@ public static async Task RunAsync() IKernel kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); // OpenAI settings - kernel.Config.AddOpenAICompletionBackend("text-davinci-002", "text-davinci-002", Env.Var("OPENAI_API_KEY")); - kernel.Config.AddOpenAICompletionBackend("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); - kernel.Config.SetDefaultCompletionBackend("text-davinci-003"); + kernel.Config.AddOpenAITextCompletion("text-davinci-002", "text-davinci-002", Env.Var("OPENAI_API_KEY")); + kernel.Config.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + kernel.Config.SetDefaultTextCompletionService("text-davinci-003"); // Load native skill using var bingConnector = new BingConnector(Env.Var("BING_API_KEY")); diff --git a/samples/dotnet/kernel-syntax-examples/Example06_InlineFunctionDefinition.cs b/samples/dotnet/kernel-syntax-examples/Example06_InlineFunctionDefinition.cs index fcc65db5025c..d4052a3128d4 100644 --- a/samples/dotnet/kernel-syntax-examples/Example06_InlineFunctionDefinition.cs +++ b/samples/dotnet/kernel-syntax-examples/Example06_InlineFunctionDefinition.cs @@ -3,6 +3,7 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.KernelExtensions; using RepoUtils; @@ -22,7 +23,7 @@ public static async Task RunAsync() IKernel kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); // OpenAI settings - kernel.Config.AddOpenAICompletionBackend("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + kernel.Config.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); // Function defined using few-shot design pattern const string FUNCTION_DEFINITION = @" diff --git a/samples/dotnet/kernel-syntax-examples/Example07_TemplateLanguage.cs b/samples/dotnet/kernel-syntax-examples/Example07_TemplateLanguage.cs index e76e8a9f9425..2e85db8697c3 100644 --- a/samples/dotnet/kernel-syntax-examples/Example07_TemplateLanguage.cs +++ b/samples/dotnet/kernel-syntax-examples/Example07_TemplateLanguage.cs @@ -3,6 +3,7 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.KernelExtensions; using RepoUtils; @@ -19,7 +20,7 @@ public static async Task RunAsync() Console.WriteLine("======== TemplateLanguage ========"); IKernel kernel = Kernel.Builder.WithLogger(ConsoleLogger.Log).Build(); - kernel.Config.AddOpenAICompletionBackend("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + kernel.Config.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); // Load native skill into the kernel skill collection, sharing its functions with prompt templates // Functions loaded here are available as "time.*" diff --git a/samples/dotnet/kernel-syntax-examples/Example08_RetryHandler.cs b/samples/dotnet/kernel-syntax-examples/Example08_RetryHandler.cs index acbbdc316372..3d59d2092233 100644 --- a/samples/dotnet/kernel-syntax-examples/Example08_RetryHandler.cs +++ b/samples/dotnet/kernel-syntax-examples/Example08_RetryHandler.cs @@ -4,6 +4,7 @@ using System.Threading.Tasks; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Reliability; @@ -17,25 +18,25 @@ public static async Task RunAsync() { var kernel = InitializeKernel(); var retryHandlerFactory = new RetryThreeTimesWithBackoffFactory(); - ConsoleLogger.Log.LogInformation("============================== RetryThreeTimesWithBackoff =============================="); + InfoLogger.Log.LogInformation("============================== RetryThreeTimesWithBackoff =============================="); await RunRetryPolicyAsync(kernel, retryHandlerFactory); - ConsoleLogger.Log.LogInformation("========================= RetryThreeTimesWithRetryAfterBackoff ========================="); + InfoLogger.Log.LogInformation("========================= RetryThreeTimesWithRetryAfterBackoff ========================="); await RunRetryPolicyBuilderAsync(typeof(RetryThreeTimesWithRetryAfterBackoffFactory)); - ConsoleLogger.Log.LogInformation("==================================== NoRetryPolicy ====================================="); + InfoLogger.Log.LogInformation("==================================== NoRetryPolicy ====================================="); await RunRetryPolicyBuilderAsync(typeof(NullHttpRetryHandlerFactory)); - ConsoleLogger.Log.LogInformation("=============================== DefaultHttpRetryHandler ================================"); + InfoLogger.Log.LogInformation("=============================== DefaultHttpRetryHandler ================================"); await RunRetryHandlerConfigAsync(new HttpRetryConfig() { MaxRetryCount = 3, UseExponentialBackoff = true }); - ConsoleLogger.Log.LogInformation("======= DefaultHttpRetryConfig [MaxRetryCount = 3, UseExponentialBackoff = true] ======="); + InfoLogger.Log.LogInformation("======= DefaultHttpRetryConfig [MaxRetryCount = 3, UseExponentialBackoff = true] ======="); await RunRetryHandlerConfigAsync(new HttpRetryConfig() { MaxRetryCount = 3, UseExponentialBackoff = true }); } private static async Task RunRetryHandlerConfigAsync(HttpRetryConfig? config = null) { - var kernelBuilder = Kernel.Builder.WithLogger(ConsoleLogger.Log); + var kernelBuilder = Kernel.Builder.WithLogger(InfoLogger.Log); if (config != null) { kernelBuilder = kernelBuilder.Configure(c => c.SetDefaultHttpRetryConfig(config)); @@ -47,7 +48,7 @@ private static async Task RunRetryHandlerConfigAsync(HttpRetryConfig? config = n kernelBuilder = kernelBuilder.Configure(c => c.DefaultHttpRetryConfig.RetryableStatusCodes.Add(System.Net.HttpStatusCode.Unauthorized)); // OpenAI settings - you can set the OPENAI_API_KEY to an invalid value to see the retry policy in play - kernelBuilder = kernelBuilder.Configure(c => c.AddOpenAICompletionBackend("text-davinci-003", "text-davinci-003", "BAD_KEY")); + kernelBuilder = kernelBuilder.Configure(c => c.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", "BAD_KEY")); var kernel = kernelBuilder.Build(); @@ -56,9 +57,9 @@ private static async Task RunRetryHandlerConfigAsync(HttpRetryConfig? config = n private static IKernel InitializeKernel() { - var kernel = Kernel.Builder.WithLogger(ConsoleLogger.Log).Build(); + var kernel = Kernel.Builder.WithLogger(InfoLogger.Log).Build(); // OpenAI settings - you can set the OPENAI_API_KEY to an invalid value to see the retry policy in play - kernel.Config.AddOpenAICompletionBackend("text-davinci-003", "text-davinci-003", "BAD_KEY"); + kernel.Config.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", "BAD_KEY"); return kernel; } @@ -71,11 +72,11 @@ private static async Task RunRetryPolicyAsync(IKernel kernel, IDelegatingHandler private static async Task RunRetryPolicyBuilderAsync(Type retryHandlerFactoryType) { - var kernelBuilder = Kernel.Builder.WithLogger(ConsoleLogger.Log) + var kernelBuilder = Kernel.Builder.WithLogger(InfoLogger.Log) .WithRetryHandlerFactory((Activator.CreateInstance(retryHandlerFactoryType) as IDelegatingHandlerFactory)!); // OpenAI settings - you can set the OPENAI_API_KEY to an invalid value to see the retry policy in play - kernelBuilder = kernelBuilder.Configure(c => c.AddOpenAICompletionBackend("text-davinci-003", "text-davinci-003", "BAD_KEY")); + kernelBuilder = kernelBuilder.Configure(c => c.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", "BAD_KEY")); var kernel = kernelBuilder.Build(); @@ -95,10 +96,29 @@ private static async Task ImportAndExecuteSkillAsync(IKernel kernel) var question = "How popular is Polly library?"; - ConsoleLogger.Log.LogInformation("Question: {0}", question); + InfoLogger.Log.LogInformation("Question: {0}", question); // To see the retry policy in play, you can set the OPENAI_API_KEY to an invalid value var answer = await kernel.RunAsync(question, qaSkill["Question"]); - ConsoleLogger.Log.LogInformation("Answer: {0}", answer); + InfoLogger.Log.LogInformation("Answer: {0}", answer); + } + + private static class InfoLogger + { + internal static ILogger Log => LogFactory.CreateLogger(); + private static ILoggerFactory LogFactory => s_loggerFactory.Value; + private static readonly Lazy s_loggerFactory = new(LogBuilder); + + private static ILoggerFactory LogBuilder() + { + return LoggerFactory.Create(builder => + { + builder.SetMinimumLevel(LogLevel.Information); + builder.AddFilter("Microsoft", LogLevel.Information); + builder.AddFilter("System", LogLevel.Information); + + builder.AddConsole(); + }); + } } } diff --git a/samples/dotnet/kernel-syntax-examples/Example09_FunctionTypes.cs b/samples/dotnet/kernel-syntax-examples/Example09_FunctionTypes.cs index 1d2e7876e4cc..01630ca1c5d5 100644 --- a/samples/dotnet/kernel-syntax-examples/Example09_FunctionTypes.cs +++ b/samples/dotnet/kernel-syntax-examples/Example09_FunctionTypes.cs @@ -5,6 +5,7 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Orchestration; @@ -21,7 +22,7 @@ public static async Task RunAsync() var fakeContext = new SKContext(new ContextVariables(), NullMemory.Instance, null, ConsoleLogger.Log); var kernel = Kernel.Builder.WithLogger(ConsoleLogger.Log).Build(); - kernel.Config.AddOpenAICompletionBackend("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + kernel.Config.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); // Load native skill into the kernel skill collection, sharing its functions with prompt templates var test = kernel.ImportSkill(new LocalExampleSkill(), "test"); diff --git a/samples/dotnet/kernel-syntax-examples/Example10_DescribeAllSkillsAndFunctions.cs b/samples/dotnet/kernel-syntax-examples/Example10_DescribeAllSkillsAndFunctions.cs index 5a3e7110b45a..02d960b95617 100644 --- a/samples/dotnet/kernel-syntax-examples/Example10_DescribeAllSkillsAndFunctions.cs +++ b/samples/dotnet/kernel-syntax-examples/Example10_DescribeAllSkillsAndFunctions.cs @@ -4,6 +4,7 @@ using System.Collections.Concurrent; using System.Collections.Generic; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.SkillDefinition; using RepoUtils; @@ -22,7 +23,7 @@ public static void Run() Console.WriteLine("======== Describe all skills and functions ========"); var kernel = KernelBuilder.Create(); - kernel.Config.AddOpenAICompletionBackend("davinci", "text-davinci-003", "none"); + kernel.Config.AddOpenAITextCompletion("davinci", "text-davinci-003", "none"); // Import a native skill var skill1 = new StaticTextSkill(); diff --git a/samples/dotnet/kernel-syntax-examples/Example12_Planning.cs b/samples/dotnet/kernel-syntax-examples/Example12_Planning.cs index f0369d82d653..b5bb0abf896a 100644 --- a/samples/dotnet/kernel-syntax-examples/Example12_Planning.cs +++ b/samples/dotnet/kernel-syntax-examples/Example12_Planning.cs @@ -5,6 +5,7 @@ using System.Diagnostics; using System.Threading.Tasks; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Memory; @@ -131,13 +132,13 @@ private static async Task MemorySampleAsync() .Configure( config => { - config.AddAzureOpenAICompletionBackend( + config.AddAzureOpenAITextCompletion( Env.Var("AZURE_OPENAI_DEPLOYMENT_LABEL"), Env.Var("AZURE_OPENAI_DEPLOYMENT_NAME"), Env.Var("AZURE_OPENAI_ENDPOINT"), Env.Var("AZURE_OPENAI_KEY")); - config.AddAzureOpenAIEmbeddingsBackend( + config.AddAzureOpenAIEmbeddingGeneration( Env.Var("AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_LABEL"), Env.Var("AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME"), Env.Var("AZURE_OPENAI_EMBEDDINGS_ENDPOINT"), @@ -179,7 +180,7 @@ private static async Task MemorySampleAsync() private static IKernel InitializeKernelAndPlanner(out IDictionary planner) { var kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); - kernel.Config.AddAzureOpenAICompletionBackend( + kernel.Config.AddAzureOpenAITextCompletion( Env.Var("AZURE_OPENAI_DEPLOYMENT_LABEL"), Env.Var("AZURE_OPENAI_DEPLOYMENT_NAME"), Env.Var("AZURE_OPENAI_ENDPOINT"), diff --git a/samples/dotnet/kernel-syntax-examples/Example13_ConversationSummarySkill.cs b/samples/dotnet/kernel-syntax-examples/Example13_ConversationSummarySkill.cs index ad4d0e36b057..413c9b86316f 100644 --- a/samples/dotnet/kernel-syntax-examples/Example13_ConversationSummarySkill.cs +++ b/samples/dotnet/kernel-syntax-examples/Example13_ConversationSummarySkill.cs @@ -4,6 +4,7 @@ using System.Collections.Generic; using System.Threading.Tasks; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.Orchestration; using RepoUtils; @@ -178,7 +179,7 @@ private static async Task GetConversationTopicsAsync() private static IKernel InitializeKernel() { IKernel kernel = Kernel.Builder.WithLogger(ConsoleLogger.Log).Build(); - kernel.Config.AddAzureOpenAICompletionBackend( + kernel.Config.AddAzureOpenAITextCompletion( Env.Var("AZURE_OPENAI_DEPLOYMENT_LABEL"), Env.Var("AZURE_OPENAI_DEPLOYMENT_NAME"), Env.Var("AZURE_OPENAI_ENDPOINT"), diff --git a/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs b/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs index e7202369887e..d0f0d561a916 100644 --- a/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs +++ b/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs @@ -4,6 +4,7 @@ using System.Collections.Generic; using System.Threading.Tasks; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Memory; using RepoUtils; @@ -34,7 +35,7 @@ public static async Task RunAsync() var kernel = Kernel.Builder .WithLogger(ConsoleLogger.Log) - .Configure(c => c.AddOpenAIEmbeddingsBackend("ada", "text-embedding-ada-002", Env.Var("OPENAI_API_KEY"))) + .Configure(c => c.AddOpenAIEmbeddingGeneration("ada", "text-embedding-ada-002", Env.Var("OPENAI_API_KEY"))) .WithMemoryStorage(new VolatileMemoryStore()) .Build(); diff --git a/samples/dotnet/kernel-syntax-examples/Example15_MemorySkill.cs b/samples/dotnet/kernel-syntax-examples/Example15_MemorySkill.cs index c96339f48df9..59f2687863b6 100644 --- a/samples/dotnet/kernel-syntax-examples/Example15_MemorySkill.cs +++ b/samples/dotnet/kernel-syntax-examples/Example15_MemorySkill.cs @@ -3,6 +3,7 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Memory; @@ -19,8 +20,8 @@ public static async Task RunAsync() .WithLogger(ConsoleLogger.Log) .Configure(c => { - c.AddOpenAICompletionBackend("davinci", "text-davinci-003", Env.Var("OPENAI_API_KEY")); - c.AddOpenAIEmbeddingsBackend("ada", "text-embedding-ada-002", Env.Var("OPENAI_API_KEY")); + c.AddOpenAITextCompletion("davinci", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + c.AddOpenAIEmbeddingGeneration("ada", "text-embedding-ada-002", Env.Var("OPENAI_API_KEY")); }) .WithMemoryStorage(new VolatileMemoryStore()) .Build(); diff --git a/samples/dotnet/kernel-syntax-examples/Example16_CustomLLM.cs b/samples/dotnet/kernel-syntax-examples/Example16_CustomLLM.cs new file mode 100644 index 000000000000..c542bddc584e --- /dev/null +++ b/samples/dotnet/kernel-syntax-examples/Example16_CustomLLM.cs @@ -0,0 +1,57 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Threading; +using System.Threading.Tasks; +using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.AI.TextCompletion; +using Microsoft.SemanticKernel.KernelExtensions; +using RepoUtils; + +/** + * The following example shows how to plug into SK a custom text completion model. + * + * This might be useful in a few scenarios, for example: + * - You are not using OpenAI or Azure OpenAI models + * - You are using OpenAI/Azure OpenAI models but the models are behind a web service with a different API schema + * - You want to use a local model + */ +public class MyBackend : ITextCompletion +{ + public async Task CompleteAsync( + string text, + CompleteRequestSettings requestSettings, + CancellationToken cancellationToken = default) + { + await Task.Delay(0, cancellationToken); + + // Your model logic here + var result = "...output from your custom model..."; + + return result; + } +} + +// ReSharper disable StringLiteralTypo +// ReSharper disable once InconsistentNaming +public static class Example16_CustomLLM +{ + public static async Task RunAsync() + { + Console.WriteLine("======== Custom LLM / Text Completion AI ========"); + + IKernel kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); + + ITextCompletion Factory(IKernel k) => new MyBackend(); + + // Add your text completion backend + kernel.Config.AddTextCompletion("myBackend", Factory); + + const string FUNCTION_DEFINITION = "Does the text contain grammar errors (Y/N)? Text: {{$input}}"; + + var textValidationFunction = kernel.CreateSemanticFunction(FUNCTION_DEFINITION); + + var result = await textValidationFunction.InvokeAsync("I mised the training sesion this morning"); + Console.WriteLine(result); + } +} diff --git a/samples/dotnet/kernel-syntax-examples/Example17_ChatGPT.cs b/samples/dotnet/kernel-syntax-examples/Example17_ChatGPT.cs new file mode 100644 index 000000000000..da352c27db81 --- /dev/null +++ b/samples/dotnet/kernel-syntax-examples/Example17_ChatGPT.cs @@ -0,0 +1,80 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Threading.Tasks; +using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.AI.ChatCompletion; +using Microsoft.SemanticKernel.Configuration; +using RepoUtils; + +/** + * The following example shows how to use Semantic Kernel with OpenAI ChatGPT API + */ + +// ReSharper disable once InconsistentNaming +// ReSharper disable CommentTypo +public static class Example17_ChatGPT +{ + public static async Task RunAsync() + { + Console.WriteLine("======== SK with ChatGPT ========"); + + IKernel kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); + + // Add your chat completion backend + kernel.Config.AddOpenAIChatCompletion("chat", "gpt-3.5-turbo", Env.Var("OPENAI_API_KEY")); + + IChatCompletion backend = kernel.GetService(); + var chat = (OpenAIChatHistory)backend.CreateNewChat("You are a librarian, expert about books"); + + // First user message + chat.AddUserMessage("Hi, I'm looking for book suggestions"); + + // First bot message + string reply = await backend.GenerateMessageAsync(chat, new ChatRequestSettings()); + chat.AddAssistantMessage(reply); + + // Second user message + chat.AddUserMessage("I love history and philosophy, I'd like to learn something new about Greece, any suggestion?"); + + // Second bot message + reply = await backend.GenerateMessageAsync(chat, new ChatRequestSettings()); + chat.AddAssistantMessage(reply); + + Console.WriteLine("Chat content:"); + Console.WriteLine("------------------------"); + foreach (var message in chat.Messages) + { + Console.WriteLine($"{message.AuthorRole}: {message.Content}"); + Console.WriteLine("------------------------"); + } + + /* Output: + + Chat content: + ------------------------ + system: You are a librarian, expert about books + ------------------------ + user: Hi, I'm looking for book suggestions + ------------------------ + assistant: Sure, I'd be happy to help! What kind of books are you interested in? Fiction or non-fiction? Any particular genre? + ------------------------ + user: I love history and philosophy, I'd like to learn something new about Greece, any suggestion? + ------------------------ + assistant: Great! For history and philosophy books about Greece, here are a few suggestions: + + 1. "The Greeks" by H.D.F. Kitto - This is a classic book that provides an overview of ancient Greek history and culture, including their philosophy, literature, and art. + + 2. "The Republic" by Plato - This is one of the most famous works of philosophy in the Western world, and it explores the nature of justice and the ideal society. + + 3. "The Peloponnesian War" by Thucydides - This is a detailed account of the war between Athens and Sparta in the 5th century BCE, and it provides insight into the political and military strategies of the time. + + 4. "The Iliad" by Homer - This epic poem tells the story of the Trojan War and is considered one of the greatest works of literature in the Western canon. + + 5. "The Histories" by Herodotus - This is a comprehensive account of the Persian Wars and provides a wealth of information about ancient Greek culture and society. + + I hope these suggestions are helpful! + ------------------------ + */ + } +} diff --git a/samples/dotnet/kernel-syntax-examples/Example18_DallE.cs b/samples/dotnet/kernel-syntax-examples/Example18_DallE.cs new file mode 100644 index 000000000000..e116e5a7df66 --- /dev/null +++ b/samples/dotnet/kernel-syntax-examples/Example18_DallE.cs @@ -0,0 +1,86 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Threading.Tasks; +using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.AI.ChatCompletion; +using Microsoft.SemanticKernel.AI.ImageGeneration; +using Microsoft.SemanticKernel.Configuration; +using RepoUtils; + +/** + * The following example shows how to use Semantic Kernel with OpenAI Dall-E 2 to create images + */ + +// ReSharper disable once InconsistentNaming +public static class Example18_DallE +{ + public static async Task RunAsync() + { + Console.WriteLine("======== Dall-E 2 Image Generation ========"); + + IKernel kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); + + // Add your image generation backend + kernel.Config.AddOpenAIImageGeneration("dallE", Env.Var("OPENAI_API_KEY")); + + IImageGeneration dallE = kernel.GetService(); + + var imageDescription = "A cute baby sea otter"; + var image = await dallE.GenerateImageAsync(imageDescription, 256, 256); + + Console.WriteLine(imageDescription); + Console.WriteLine("Image URL: " + image); + + /* Output: + + A cute baby sea otter + Image URL: https://oaidalleapiprodscus.blob.core.windows.net/private/.... + + */ + + Console.WriteLine("======== Chat with images ========"); + + // Add your chat completion backend + kernel.Config.AddOpenAIChatCompletion("chat", "gpt-3.5-turbo", Env.Var("OPENAI_API_KEY")); + + IChatCompletion chatGPT = kernel.GetService(); + var chat = (OpenAIChatHistory)chatGPT.CreateNewChat( + "You're chatting with a user. Instead of replying directly to the user" + + " provide the description of an image that expresses what you want to say." + + " The user won't see your message, they will see only the image. The system " + + " generates an image using your description, so it's important you describe the image with details."); + + var msg = "Hi, I'm from Tokyo, where are you from?"; + chat.AddUserMessage(msg); + Console.WriteLine("User: " + msg); + + string reply = await chatGPT.GenerateMessageAsync(chat, new ChatRequestSettings()); + chat.AddAssistantMessage(reply); + image = await dallE.GenerateImageAsync(reply, 256, 256); + Console.WriteLine("Bot: " + image); + Console.WriteLine("Img description: " + reply); + + msg = "Oh, wow. Not sure where that is, could you provide more details?"; + chat.AddUserMessage(msg); + Console.WriteLine("User: " + msg); + + reply = await chatGPT.GenerateMessageAsync(chat, new ChatRequestSettings()); + chat.AddAssistantMessage(reply); + image = await dallE.GenerateImageAsync(reply, 256, 256); + Console.WriteLine("Bot: " + image); + Console.WriteLine("Img description: " + reply); + + /* Output: + + User: Hi, I'm from Tokyo, where are you from? + Bot: https://oaidalleapiprodscus.blob.core.windows.net/private/... + Img description: [An image of a globe with a pin dropped on a location in the middle of the ocean] + + User: Oh, wow. Not sure where that is, could you provide more details? + Bot: https://oaidalleapiprodscus.blob.core.windows.net/private/... + Img description: [An image of a map zooming in on the pin location, revealing a small island with a palm tree on it] + + */ + } +} diff --git a/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj b/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj index 3d43aeb4e79e..36cacb722bee 100644 --- a/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj +++ b/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj @@ -2,6 +2,7 @@ $([System.IO.Path]::GetDirectoryName($([MSBuild]::GetPathOfFileAbove('.gitignore', '$(MSBuildThisFileDirectory)')))) + 5ee045b0-aea3-4f08-8d31-32d1a6f8fed0 @@ -20,6 +21,7 @@ + diff --git a/samples/dotnet/kernel-syntax-examples/Program.cs b/samples/dotnet/kernel-syntax-examples/Program.cs index ef946a5c4fb4..abf948ff78ac 100644 --- a/samples/dotnet/kernel-syntax-examples/Program.cs +++ b/samples/dotnet/kernel-syntax-examples/Program.cs @@ -53,6 +53,15 @@ public static async Task Main() await Example15_MemorySkill.RunAsync(); Console.WriteLine("== DONE =="); + + await Example16_CustomLLM.RunAsync(); + Console.WriteLine("== DONE =="); + + await Example17_ChatGPT.RunAsync(); + Console.WriteLine("== DONE =="); + + await Example18_DallE.RunAsync(); + Console.WriteLine("== DONE =="); } } #pragma warning restore CS1591 diff --git a/samples/dotnet/kernel-syntax-examples/Properties/launchSettings.json b/samples/dotnet/kernel-syntax-examples/Properties/launchSettings.json index a8e32bb67ba6..102b44ee12c4 100644 --- a/samples/dotnet/kernel-syntax-examples/Properties/launchSettings.json +++ b/samples/dotnet/kernel-syntax-examples/Properties/launchSettings.json @@ -3,12 +3,8 @@ "KernelSyntaxExamples": { "commandName": "Project", "environmentVariables": { - // "BING_API_KEY": "", - // "OPENAI_API_KEY": "", - // "AZURE_OPENAI_DEPLOYMENT_LABEL": "azure-text-davinci-002", - // "AZURE_OPENAI_DEPLOYMENT_NAME": "text-davinci-002", - // "AZURE_OPENAI_ENDPOINT": "", - // "AZURE_OPENAI_KEY": "" + // Do not set env vars here to avoid the risk of leaking secrets in the repository or pull requests. + // We recommend using Secret Manager instead, see README.md for more details } } } diff --git a/samples/dotnet/kernel-syntax-examples/README.md b/samples/dotnet/kernel-syntax-examples/README.md new file mode 100644 index 000000000000..2ff75f420ece --- /dev/null +++ b/samples/dotnet/kernel-syntax-examples/README.md @@ -0,0 +1,34 @@ +# Semantic Kernel syntax examples + +This project contains a collection of semi-random examples about various scenarios +using SK components. + +The examples are ordered by number, starting with very basic examples. + +Most of the examples will require secrets and credentials, to access OpenAI, Azure OpenAI, +Bing and other resources. We suggest using .NET +[Secret Manager](https://learn.microsoft.com/en-us/aspnet/core/security/app-secrets) +to avoid the risk of leaking secrets into the repository, branches and pull requests. +You can also use environment variables if you prefer. + +To set your secrets with Secret Manager: + +``` +cd samples/dotnet/kernel-syntax-examples + +dotnet user-secrets set "BING_API_KEY" "..." +dotnet user-secrets set "OPENAI_API_KEY" "..." +dotnet user-secrets set "AZURE_OPENAI_DEPLOYMENT_LABEL" "..." +dotnet user-secrets set "AZURE_OPENAI_DEPLOYMENT_NAME" "https://... .openai.azure.com/" +dotnet user-secrets set "AZURE_OPENAI_ENDPOINT" "..." +dotnet user-secrets set "AZURE_OPENAI_KEY" "..." +``` + +To set your secrets with environment variables, use these names: + +* BING_API_KEY +* OPENAI_API_KEY +* AZURE_OPENAI_DEPLOYMENT_LABEL +* AZURE_OPENAI_DEPLOYMENT_NAME +* AZURE_OPENAI_ENDPOINT +* AZURE_OPENAI_KEY \ No newline at end of file diff --git a/samples/dotnet/kernel-syntax-examples/RepoUtils/ConsoleLogger.cs b/samples/dotnet/kernel-syntax-examples/RepoUtils/ConsoleLogger.cs index a3d7ff63a8f9..dbe7efb14004 100644 --- a/samples/dotnet/kernel-syntax-examples/RepoUtils/ConsoleLogger.cs +++ b/samples/dotnet/kernel-syntax-examples/RepoUtils/ConsoleLogger.cs @@ -20,13 +20,17 @@ private static ILoggerFactory LogBuilder() { return LoggerFactory.Create(builder => { - // builder.SetMinimumLevel(LogLevel.Warning); + builder.SetMinimumLevel(LogLevel.Warning); + // builder.AddFilter("Microsoft", LogLevel.Trace); // builder.AddFilter("Microsoft", LogLevel.Debug); // builder.AddFilter("Microsoft", LogLevel.Information); - builder.AddFilter("Microsoft", LogLevel.Warning); + // builder.AddFilter("Microsoft", LogLevel.Warning); // builder.AddFilter("Microsoft", LogLevel.Error); + + builder.AddFilter("Microsoft", LogLevel.Warning); builder.AddFilter("System", LogLevel.Warning); + builder.AddConsole(); }); } diff --git a/samples/dotnet/kernel-syntax-examples/RepoUtils/Env.cs b/samples/dotnet/kernel-syntax-examples/RepoUtils/Env.cs index 90e289c3ccf5..e21c11c2030a 100644 --- a/samples/dotnet/kernel-syntax-examples/RepoUtils/Env.cs +++ b/samples/dotnet/kernel-syntax-examples/RepoUtils/Env.cs @@ -1,22 +1,34 @@ // Copyright (c) Microsoft. All rights reserved. using System; +using Microsoft.Extensions.Configuration; namespace RepoUtils; -internal static class Env +internal class Env { /// - /// Simple helper used to load env vars like credentials, to avoid hard coding them in the sample code + /// Simple helper used to load env vars and secrets like credentials, + /// to avoid hard coding them in the sample code /// - /// Env var name - /// Env var value + /// Secret name / Env var name + /// Value found in Secret Manager or Environment Variable internal static string Var(string name) { - var value = Environment.GetEnvironmentVariable(name); + var configuration = new ConfigurationBuilder() + .AddUserSecrets() + .Build(); + + var value = configuration[name]; + if (!string.IsNullOrEmpty(value)) + { + return value; + } + + value = Environment.GetEnvironmentVariable(name); if (string.IsNullOrEmpty(value)) { - throw new YourAppException($"Env var not set: {name}"); + throw new YourAppException($"Secret / Env var not set: {name}"); } return value; From 114d771b21d5d91505833f82b98843527eddca3b Mon Sep 17 00:00:00 2001 From: Sanjeev Jagtap Date: Tue, 28 Mar 2023 10:46:51 -0700 Subject: [PATCH 05/20] Cosmetic: More precise prompts for better chat demo. (#157) 1. Why is this change required? The current example prompts at the end of the sample don't flow well - the first prompt is asking for generic ideas while the second prompt assumes that just one idea was output. The third one, abruptly switches to asking about a book with no mention of a book in the previous two prompts and responses. 3. What problem does it solve? More intuitive and realistic chat experience for a new developer trying out the sample for the very first time. 5. What scenario does it contribute to? Better developer experience while conveying the power of related (follow up) prompts aligned with a more realistic flow. ### Description Cosmetic, non-code changes ensuring that this particular example also flows well just like the other examples. --- samples/notebooks/dotnet/4-context-variables-chat.ipynb | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/samples/notebooks/dotnet/4-context-variables-chat.ipynb b/samples/notebooks/dotnet/4-context-variables-chat.ipynb index 2b39edf2580f..9f398abe4623 100644 --- a/samples/notebooks/dotnet/4-context-variables-chat.ipynb +++ b/samples/notebooks/dotnet/4-context-variables-chat.ipynb @@ -339,7 +339,7 @@ } ], "source": [ - "await Chat(\"I love history and philosophy, I'd like to learn something new about Greece, any suggestion?\");" + "await Chat(\"I would like a non-fiction book suggestion about Greece history. Please only list one book.\");" ] }, { @@ -366,7 +366,7 @@ } ], "source": [ - "await Chat(\"that sounds interesting, what is it about?\");" + "await Chat(\"that sounds interesting, what are some of the topics I will learn about?\");" ] }, { @@ -393,7 +393,7 @@ } ], "source": [ - "await Chat(\"if I read that book, what exactly will I learn about Greece history?\");" + "await Chat(\"Which topic from the ones you listed do you think most people find interesting?\");" ] }, { @@ -427,7 +427,7 @@ } ], "source": [ - "await Chat(\"could you list some more books I could read about this topic?\");" + "await Chat(\"could you list some more books I could read about the topic(s) you mentioned?\");" ] } ], From 49c4884a0db47fa7008f41e523aa5138145866b3 Mon Sep 17 00:00:00 2001 From: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com> Date: Tue, 28 Mar 2023 20:27:37 +0100 Subject: [PATCH 06/20] Added prompt normalization for OpenAI requests (#185) ### Motivation and Context Most modern operating systems, including macOS, Linux, and Unix, use `\n` as the line-ending character. Windows, on the other hand, uses `\r\n` as the line-ending character. However, when sending data over the internet, `\n` is the standard line-ending character. Therefore, if you're working on a Windows machine and your text contains `\r\n`, you should convert it to `\n` before sending the prompt to OpenAI API. This will ensure that the API can correctly interpret the line endings in your prompt. Prompt example: ``` Given a json input and a request. Apply the request on the json input and return the result. Put the result in between tags Input: {\"name\": \"John\", \"age\": 30} Request: name ``` Expected completion: (this is what happens when using `\n` for line endings) ``` John ``` Actual completion: ``` " to upper case. \"name\": \"JOHN\", \"age\": 30} ``` ### Description 1. Implemented `NormalizePrompt` method in `OpenAIClientAbstract` class. 2. Added usage of new method in `AzureTextCompletion` and `OpenAITextCompletion` classes. 3. Added integration tests for verification. --- .../AI/AIServiceType.cs | 19 +++++ .../AI/OpenAICompletionTests.cs | 85 ++++++++++++++----- .../Text/StringExtensionsTests.cs | 27 ++++++ .../AI/OpenAI/Services/AzureTextCompletion.cs | 2 +- .../OpenAI/Services/OpenAITextCompletion.cs | 2 +- .../SemanticKernel/Text/StringExtensions.cs | 5 ++ 6 files changed, 117 insertions(+), 23 deletions(-) create mode 100644 dotnet/src/SemanticKernel.IntegrationTests/AI/AIServiceType.cs create mode 100644 dotnet/src/SemanticKernel.UnitTests/Text/StringExtensionsTests.cs diff --git a/dotnet/src/SemanticKernel.IntegrationTests/AI/AIServiceType.cs b/dotnet/src/SemanticKernel.IntegrationTests/AI/AIServiceType.cs new file mode 100644 index 000000000000..901903634e02 --- /dev/null +++ b/dotnet/src/SemanticKernel.IntegrationTests/AI/AIServiceType.cs @@ -0,0 +1,19 @@ +// Copyright (c) Microsoft. All rights reserved. + +namespace SemanticKernel.IntegrationTests.AI; + +/// +/// Enumeration to run integration tests for different AI services +/// +public enum AIServiceType +{ + /// + /// Open AI service + /// + OpenAI = 0, + + /// + /// Azure Open AI service + /// + AzureOpenAI = 1 +} diff --git a/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAICompletionTests.cs b/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAICompletionTests.cs index 3b9c186c472a..63351caec1f9 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAICompletionTests.cs +++ b/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAICompletionTests.cs @@ -31,6 +31,9 @@ public OpenAICompletionTests(ITestOutputHelper output) .AddEnvironmentVariables() .AddUserSecrets() .Build(); + + this._serviceConfiguration.Add(AIServiceType.OpenAI, this.ConfigureOpenAI); + this._serviceConfiguration.Add(AIServiceType.AzureOpenAI, this.ConfigureAzureOpenAI); } [Theory(Skip = "OpenAI will often throttle requests. This test is for manual verification.")] @@ -40,15 +43,7 @@ public async Task OpenAITestAsync(string prompt, string expectedAnswerContains) // Arrange IKernel target = Kernel.Builder.WithLogger(this._logger).Build(); - OpenAIConfiguration? openAIConfiguration = this._configuration.GetSection("OpenAI").Get(); - Assert.NotNull(openAIConfiguration); - - target.Config.AddOpenAITextCompletion( - serviceId: openAIConfiguration.Label, - modelId: openAIConfiguration.ModelId, - apiKey: openAIConfiguration.ApiKey); - - target.Config.SetDefaultTextCompletionService(openAIConfiguration.Label); + this.ConfigureOpenAI(target); IDictionary skill = TestHelpers.GetSkill("ChatSkill", target); @@ -66,18 +61,7 @@ public async Task AzureOpenAITestAsync(string prompt, string expectedAnswerConta // Arrange IKernel target = Kernel.Builder.WithLogger(this._logger).Build(); - // OpenAIConfiguration? openAIConfiguration = this._configuration.GetSection("OpenAI").Get(); - // Assert.NotNull(openAIConfiguration); - AzureOpenAIConfiguration? azureOpenAIConfiguration = this._configuration.GetSection("AzureOpenAI").Get(); - Assert.NotNull(azureOpenAIConfiguration); - - target.Config.AddAzureOpenAITextCompletion( - serviceId: azureOpenAIConfiguration.Label, - deploymentName: azureOpenAIConfiguration.DeploymentName, - endpoint: azureOpenAIConfiguration.Endpoint, - apiKey: azureOpenAIConfiguration.ApiKey); - - target.Config.SetDefaultTextCompletionService(azureOpenAIConfiguration.Label); + this.ConfigureAzureOpenAI(target); IDictionary skill = TestHelpers.GetSkill("ChatSkill", target); @@ -118,11 +102,41 @@ public async Task OpenAIHttpRetryPolicyTestAsync(string prompt, string expectedO Assert.Contains(expectedOutput, this._testOutputHelper.GetLogs(), StringComparison.InvariantCultureIgnoreCase); } + [Theory(Skip = "This test is for manual verification.")] + [InlineData("\n", AIServiceType.OpenAI)] + [InlineData("\r\n", AIServiceType.OpenAI)] + [InlineData("\n", AIServiceType.AzureOpenAI)] + [InlineData("\r\n", AIServiceType.AzureOpenAI)] + public async Task CompletionWithDifferentLineEndingsAsync(string lineEnding, AIServiceType service) + { + // Arrange + var prompt = + $"Given a json input and a request. Apply the request on the json input and return the result. " + + $"Put the result in between tags{lineEnding}" + + $"Input:{lineEnding}{{\"name\": \"John\", \"age\": 30}}{lineEnding}{lineEnding}Request:{lineEnding}name"; + + const string expectedAnswerContains = "John"; + + IKernel target = Kernel.Builder.WithLogger(this._logger).Build(); + + this._serviceConfiguration[service](target); + + IDictionary skill = TestHelpers.GetSkill("ChatSkill", target); + + // Act + SKContext actual = await target.RunAsync(prompt, skill["Chat"]); + + // Assert + Assert.Contains(expectedAnswerContains, actual.Result, StringComparison.InvariantCultureIgnoreCase); + } + #region internals private readonly XunitLogger _logger; private readonly RedirectOutput _testOutputHelper; + private readonly Dictionary> _serviceConfiguration = new(); + public void Dispose() { this.Dispose(true); @@ -143,5 +157,34 @@ private void Dispose(bool disposing) } } + private void ConfigureOpenAI(IKernel kernel) + { + var openAIConfiguration = this._configuration.GetSection("OpenAI").Get(); + + Assert.NotNull(openAIConfiguration); + + kernel.Config.AddOpenAITextCompletion( + serviceId: openAIConfiguration.Label, + modelId: openAIConfiguration.ModelId, + apiKey: openAIConfiguration.ApiKey); + + kernel.Config.SetDefaultTextCompletionService(openAIConfiguration.Label); + } + + private void ConfigureAzureOpenAI(IKernel kernel) + { + var azureOpenAIConfiguration = this._configuration.GetSection("AzureOpenAI").Get(); + + Assert.NotNull(azureOpenAIConfiguration); + + kernel.Config.AddAzureOpenAITextCompletion( + serviceId: azureOpenAIConfiguration.Label, + deploymentName: azureOpenAIConfiguration.DeploymentName, + endpoint: azureOpenAIConfiguration.Endpoint, + apiKey: azureOpenAIConfiguration.ApiKey); + + kernel.Config.SetDefaultTextCompletionService(azureOpenAIConfiguration.Label); + } + #endregion } diff --git a/dotnet/src/SemanticKernel.UnitTests/Text/StringExtensionsTests.cs b/dotnet/src/SemanticKernel.UnitTests/Text/StringExtensionsTests.cs new file mode 100644 index 000000000000..c5b7a1cd5889 --- /dev/null +++ b/dotnet/src/SemanticKernel.UnitTests/Text/StringExtensionsTests.cs @@ -0,0 +1,27 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using Microsoft.SemanticKernel.Text; +using Xunit; + +namespace SemanticKernel.UnitTests.Text; + +/// +/// Unit tests for +/// +public class StringExtensionsTests +{ + [Theory] + [InlineData("\r\n", "\n")] + [InlineData("Test string\r\n", "Test string\n")] + [InlineData("\r\nTest string", "\nTest string")] + [InlineData("\r\nTest string\r\n", "\nTest string\n")] + public void ItNormalizesLineEndingsCorrectly(string input, string expectedString) + { + // Act + input = input.NormalizeLineEndings(); + + // Assert + Assert.Equal(expectedString, input); + } +} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextCompletion.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextCompletion.cs index ab6431328e0a..ad3d31614649 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextCompletion.cs +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextCompletion.cs @@ -74,7 +74,7 @@ public async Task CompleteAsync(string text, CompleteRequestSettings req var requestBody = Json.Serialize(new AzureTextCompletionRequest { - Prompt = text, + Prompt = text.NormalizeLineEndings(), Temperature = requestSettings.Temperature, TopP = requestSettings.TopP, PresencePenalty = requestSettings.PresencePenalty, diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextCompletion.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextCompletion.cs index 5194f1d6227b..96b7ac1f8052 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextCompletion.cs +++ b/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextCompletion.cs @@ -74,7 +74,7 @@ public Task CompleteAsync(string text, CompleteRequestSettings requestSe var requestBody = Json.Serialize(new OpenAITextCompletionRequest { Model = this._modelId, - Prompt = text, + Prompt = text.NormalizeLineEndings(), Temperature = requestSettings.Temperature, TopP = requestSettings.TopP, PresencePenalty = requestSettings.PresencePenalty, diff --git a/dotnet/src/SemanticKernel/Text/StringExtensions.cs b/dotnet/src/SemanticKernel/Text/StringExtensions.cs index fcf60d771127..f94636ff8d27 100644 --- a/dotnet/src/SemanticKernel/Text/StringExtensions.cs +++ b/dotnet/src/SemanticKernel/Text/StringExtensions.cs @@ -12,4 +12,9 @@ internal static bool EqualsIgnoreCase(this string src, string value) { return src.Equals(value, StringComparison.InvariantCultureIgnoreCase); } + + internal static string NormalizeLineEndings(this string src) + { + return src.Replace("\r\n", "\n", StringComparison.InvariantCultureIgnoreCase); + } } From 8bbd4327995ece7c3689c16d1da33f3c8a1c448f Mon Sep 17 00:00:00 2001 From: Devis Lucato Date: Tue, 28 Mar 2023 16:09:15 -0700 Subject: [PATCH 07/20] Upgrade notebooks to new nuget version (#194) ### Motivation and Context Latest version 0.9 has some new configuration APIs and breaking changes that require the notebooks to be updated ### Description Use new SK API in the notebooks --- samples/notebooks/dotnet/0-AI-settings.ipynb | 51 +--- .../dotnet/1-basic-loading-the-kernel.ipynb | 72 ++---- .../dotnet/2-running-prompts-from-file.ipynb | 107 +++------ .../dotnet/3-semantic-function-inline.ipynb | 173 ++++---------- .../dotnet/4-context-variables-chat.ipynb | 138 ++++------- .../dotnet/5-using-the-planner.ipynb | 203 ++-------------- .../dotnet/6-memory-and-embeddings.ipynb | 225 ++++-------------- 7 files changed, 205 insertions(+), 764 deletions(-) diff --git a/samples/notebooks/dotnet/0-AI-settings.ipynb b/samples/notebooks/dotnet/0-AI-settings.ipynb index 7d13404b039e..f36e7072206b 100644 --- a/samples/notebooks/dotnet/0-AI-settings.ipynb +++ b/samples/notebooks/dotnet/0-AI-settings.ipynb @@ -2,14 +2,7 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Before starting we need to setup some configuration, like which AI backend to use.\n", "\n", @@ -22,14 +15,7 @@ }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "The following code will ask a few questions and save the settings to a local configuration file.\n", "\n", @@ -49,7 +35,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -59,14 +45,7 @@ }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Run the following code. If you need to find the value and copy and paste, you can re-run the code and continue from where you left off." ] @@ -82,7 +61,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -99,14 +78,7 @@ }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "If the code above doesn't show any error, you're good to go and run the other notebooks.\n", "\n", @@ -124,7 +96,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -138,14 +110,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Now that your environment is all set up, let's dive into\n", "[how to do basic loading of the Semantic Kernel](1-basic-loading-the-kernel.ipynb)." diff --git a/samples/notebooks/dotnet/1-basic-loading-the-kernel.ipynb b/samples/notebooks/dotnet/1-basic-loading-the-kernel.ipynb index 0d40b9c8b0f6..f3e3451d1ba0 100644 --- a/samples/notebooks/dotnet/1-basic-loading-the-kernel.ipynb +++ b/samples/notebooks/dotnet/1-basic-loading-the-kernel.ipynb @@ -3,14 +3,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "# Basic Loading of the Kernel" ] @@ -18,14 +11,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "The Semantic Kernel SDK can be imported from the following nuget feed:" ] @@ -41,7 +27,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -52,14 +38,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "After adding the nuget package, you can instantiate the kernel in a few ways, depending on your use case.\n" ] @@ -75,7 +54,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -97,7 +76,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -122,7 +101,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -137,14 +116,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "When using the kernel for AI requests, the kernel needs some settings like URL and credentials to the AI models.\n", "\n", @@ -164,21 +136,21 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], "source": [ "IKernel kernel = Kernel.Builder.Build();\n", "\n", - "kernel.Config.AddAzureOpenAICompletionBackend(\n", + "kernel.Config.AddAzureOpenAITextCompletion(\n", " \"Azure_curie\", // alias used in the prompt templates' config.json\n", " \"my-finetuned-Curie\", // Azure OpenAI *Deployment ID*\n", " \"https://contoso.openai.azure.com/\", // Azure OpenAI *Endpoint*\n", " \"...your Azure OpenAI Key...\" // Azure OpenAI *Key*\n", ");\n", "\n", - "kernel.Config.AddOpenAICompletionBackend(\n", + "kernel.Config.AddOpenAITextCompletion(\n", " \"OpenAI_davinci\", // alias used in the prompt templates' config.json\n", " \"text-davinci-003\", // OpenAI Model Name\n", " \"...your OpenAI API Key...\", // OpenAI API key\n", @@ -189,14 +161,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "When working with multiple backends and multiple models, the **first backend** defined\n", "is also the \"**default**\" used in these scenarios:\n", @@ -218,25 +183,18 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], "source": [ - "kernel.Config.SetDefaultCompletionBackend(\"Azure_curie\");" + "kernel.Config.SetDefaultTextCompletionService(\"Azure_curie\");" ] }, { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Great, now that you're familiar with setting up the Semantic Kernel, let's see [how we can use it to run prompts](2-running-prompts-from-file.ipynb)." ] diff --git a/samples/notebooks/dotnet/2-running-prompts-from-file.ipynb b/samples/notebooks/dotnet/2-running-prompts-from-file.ipynb index 9ee7a4c4ce3e..3c5ccd107c4e 100644 --- a/samples/notebooks/dotnet/2-running-prompts-from-file.ipynb +++ b/samples/notebooks/dotnet/2-running-prompts-from-file.ipynb @@ -3,14 +3,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "# How to run a semantic skills from file\n", "Now that you're familiar with Kernel basics, let's see how the kernel allows you to run Semantic Skills and Semantic Functions stored on disk. \n", @@ -27,14 +20,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "```\n", "WRITE EXACTLY ONE JOKE or HUMOROUS STORY ABOUT THE TOPIC BELOW.\n", @@ -52,14 +38,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Note the special **`{{$input}}`** token, which is a variable that is automatically passed when invoking the function, commonly referred to as a \"function parameter\". \n", "\n", @@ -69,14 +48,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "\n", "In the same folder you'll notice a second [config.json](../../skills/FunSkill/Joke/config.json) file. The file is optional, and is used to set some parameters for large language models like Temperature, TopP, Stop Sequences, etc.\n", @@ -98,14 +70,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Given a semantic function defined by these files, this is how to load and use a file based semantic function.\n", "\n", @@ -114,24 +79,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Installed Packages
  • Microsoft.SemanticKernel, 0.9.61.1-preview
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#r \"nuget: Microsoft.SemanticKernel, *-*\"\n", "#!import config/Settings.cs\n", "\n", "using Microsoft.SemanticKernel;\n", + "using Microsoft.SemanticKernel.Configuration;\n", "using Microsoft.SemanticKernel.KernelExtensions;\n", "using System.IO;\n", "\n", @@ -140,38 +113,28 @@ "// Configure AI backend used by the kernel\n", "var (useAzureOpenAI, model, azureEndpoint, apiKey, orgId) = Settings.LoadFromFile();\n", "if (useAzureOpenAI)\n", - " kernel.Config.AddAzureOpenAICompletionBackend(\"davinci\", model, azureEndpoint, apiKey);\n", + " kernel.Config.AddAzureOpenAITextCompletion(\"davinci\", model, azureEndpoint, apiKey);\n", "else\n", - " kernel.Config.AddOpenAICompletionBackend(\"davinci\", model, apiKey, orgId);" + " kernel.Config.AddOpenAITextCompletion(\"davinci\", model, apiKey, orgId);" ] }, { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Import the skill and all its functions:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -185,30 +148,20 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "How to use the skill functions, e.g. generate a joke about \"*time travel to dinosaur age*\":" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [ @@ -232,14 +185,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Great, now that you know how to load a skill from disk, let's show how you can [create and run a semantic function inline.](./3-semantic-function-inline.ipynb)" ] @@ -251,6 +197,9 @@ "language": "C#", "name": ".net-csharp" }, + "language_info": { + "name": "polyglot-notebook" + }, "polyglot_notebook": { "kernelInfo": { "defaultKernelName": "csharp", diff --git a/samples/notebooks/dotnet/3-semantic-function-inline.ipynb b/samples/notebooks/dotnet/3-semantic-function-inline.ipynb index a0a57986ff72..eeaaf7d4be8b 100644 --- a/samples/notebooks/dotnet/3-semantic-function-inline.ipynb +++ b/samples/notebooks/dotnet/3-semantic-function-inline.ipynb @@ -2,28 +2,14 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "# Running Semantic Functions Inline" ] }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "The [previous notebook](./2-running-prompts-from-file.ipynb)\n", "showed how to define a semantic function using a prompt template stored on a file.\n", @@ -44,33 +30,33 @@ }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Prepare a semantic kernel instance first, loading also the AI backend settings defined in the [Setup notebook](0-AI-settings.ipynb):" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Installed Packages
  • Microsoft.SemanticKernel, 0.9.61.1-preview
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#r \"nuget: Microsoft.SemanticKernel, *-*\"\n", "#!import config/Settings.cs\n", @@ -86,37 +72,27 @@ "// Configure AI backend used by the kernel\n", "var (useAzureOpenAI, model, azureEndpoint, apiKey, orgId) = Settings.LoadFromFile();\n", "if (useAzureOpenAI)\n", - " kernel.Config.AddAzureOpenAICompletionBackend(\"davinci\", model, azureEndpoint, apiKey);\n", + " kernel.Config.AddAzureOpenAITextCompletion(\"davinci\", model, azureEndpoint, apiKey);\n", "else\n", - " kernel.Config.AddOpenAICompletionBackend(\"davinci\", model, apiKey, orgId);" + " kernel.Config.AddOpenAITextCompletion(\"davinci\", model, apiKey, orgId);" ] }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Let's create a semantic function used to summarize content:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -130,30 +106,20 @@ }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Let's configure the prompt, e.g. allowing for some creativity and a sufficient number of tokens." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -171,14 +137,7 @@ }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "The following code prepares an instance of the template, passing in the TXT and configuration above, \n", "and a couple of other parameters (how to render the TXT and how the template can access other functions)." @@ -186,16 +145,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -209,30 +165,20 @@ }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Let's transform the prompt template into a function that the kernel can execute:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -244,30 +190,20 @@ }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Set up some content to summarize, here's an extract about Demo, an ancient Greek poet, taken from Wikipedia (https://en.wikipedia.org/wiki/Demo_(ancient_Greek_poet)." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -287,30 +223,20 @@ }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "...and run the summary function:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [ @@ -320,7 +246,7 @@ "text": [ "\n", "\n", - "Demo was a Greek woman of the Roman period who is known for a single epigram engraved upon the Colossus of Memnon. Her name suggests she was dedicated to the Muses, though nothing else is known about her life. The epigram is a dedication to the Muses, in which Demo expresses her gratitude to Memnon for showing her special respect and offers the gift of poetry in return. The poem is written in the artificial and poetic Aeolic dialect, indicating her knowledge of Homeric poetry.\n" + "Demo was a Greek woman of the Roman period, known for a single epigram inscribed upon the Colossus of Memnon. Her identity is unknown, but her poem was likely inscribed there in or after AD 196. The poem is a dedication to the Muses, in which Demo expresses her gratitude to Memnon for showing her special respect. She uses the artificial and poetic Aeolic dialect, indicating her knowledge of Homeric poetry.\n" ] } ], @@ -332,14 +258,7 @@ }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "The code above shows all the steps, to understand how the function is composed step by step. However, the kernel\n", "includes also some helpers to achieve the same more concisely.\n", @@ -349,16 +268,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [ @@ -368,7 +284,7 @@ "text": [ "\n", "\n", - "Demo was a Greek woman of the Roman period who is known for a single epigram inscribed upon the Colossus of Memnon. Her name suggests she was dedicated to the Muses and was knowledgeable in Homeric poetry. The epigram is a dedication to the Muses, in which she expresses her gratitude to Memnon for showing her special respect.\n" + "Demo was a Greek woman of the Roman period, known for a single epigram engraved upon the Colossus of Memnon. Her identity is unknown, but her poem was likely inscribed there in or after AD 196. The poem is a dedication to the Muses, in which Demo offers the gift of poetry to the hero Memnon. She writes in the artificial and poetic Aeolic dialect, indicating knowledge of Homeric poetry.\n" ] } ], @@ -386,14 +302,7 @@ }, { "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Here's one more example of how to write an inline Semantic Function that gives a TLDR for a piece of text.\n", "\n", @@ -402,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -410,10 +319,7 @@ "polyglot_notebook": { "kernelName": "csharp" }, - "tags": [], - "vscode": { - "languageId": "polyglot-notebook" - } + "tags": [] }, "outputs": [ { @@ -431,9 +337,9 @@ "var (useAzureOpenAI, model, azureEndpoint, apiKey, orgId) = Settings.LoadFromFile();\n", "\n", "if (useAzureOpenAI)\n", - " kernel.Config.AddAzureOpenAICompletionBackend(\"davinci\", model, azureEndpoint, apiKey);\n", + " kernel.Config.AddAzureOpenAITextCompletion(\"davinci\", model, azureEndpoint, apiKey);\n", "else\n", - " kernel.Config.AddOpenAICompletionBackend(\"davinci\", model, apiKey, orgId);\n", + " kernel.Config.AddOpenAITextCompletion(\"davinci\", model, apiKey, orgId);\n", "\n", "\n", "string skPrompt = @\"\n", @@ -472,6 +378,9 @@ "language": "C#", "name": ".net-csharp" }, + "language_info": { + "name": "polyglot-notebook" + }, "polyglot_notebook": { "kernelInfo": { "defaultKernelName": "csharp", diff --git a/samples/notebooks/dotnet/4-context-variables-chat.ipynb b/samples/notebooks/dotnet/4-context-variables-chat.ipynb index 9f398abe4623..1bcc313871ce 100644 --- a/samples/notebooks/dotnet/4-context-variables-chat.ipynb +++ b/samples/notebooks/dotnet/4-context-variables-chat.ipynb @@ -3,14 +3,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "# Creating a basic chat experience with context variables\n", "\n", @@ -27,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -36,10 +29,20 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Installed Packages
  • Microsoft.SemanticKernel, 0.9.61.1-preview
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#r \"nuget: Microsoft.SemanticKernel, *-*\"\n", "#!import config/Settings.cs\n", @@ -56,29 +59,22 @@ "// Configure AI backend used by the kernel\n", "var (useAzureOpenAI, model, azureEndpoint, apiKey, orgId) = Settings.LoadFromFile();\n", "if (useAzureOpenAI)\n", - " kernel.Config.AddAzureOpenAICompletionBackend(\"davinci\", model, azureEndpoint, apiKey);\n", + " kernel.Config.AddAzureOpenAITextCompletion(\"davinci\", model, azureEndpoint, apiKey);\n", "else\n", - " kernel.Config.AddOpenAICompletionBackend(\"davinci\", model, apiKey, orgId);" + " kernel.Config.AddOpenAITextCompletion(\"davinci\", model, apiKey, orgId);" ] }, { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Let's define a prompt outlining a dialogue chat bot." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -87,7 +83,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -114,21 +110,14 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Register your semantic function" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -137,7 +126,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -150,21 +139,14 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Initialize your context" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -173,7 +155,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -187,21 +169,14 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Chat with the Bot" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -210,7 +185,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -224,21 +199,14 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Update the history with the output" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -247,7 +215,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [ @@ -272,21 +240,14 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Keep Chatting!" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -295,7 +256,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [], @@ -317,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -326,7 +287,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [ @@ -334,7 +295,7 @@ "name": "stdout", "output_type": "stream", "text": [ - " You could learn about the ancient Greek gods and goddesses, or the Greek myths and legends. You could also learn about the history of Ancient Greece, including the rise and fall of the great city-states like Athens and Sparta.\n" + " A great non-fiction book about Greek history is \"The Greek and Persian Wars 499-386 BC\" by Peter Krentz.\n" ] } ], @@ -344,7 +305,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -353,7 +314,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [ @@ -361,7 +322,7 @@ "name": "stdout", "output_type": "stream", "text": [ - " The Ancient Greeks believed in a pantheon of gods and goddesses, who were thought to have control over the natural world and human affairs. They also believed in a variety of myths and legends, which were stories about the gods and goddesses and their adventures. Ancient Greek history covers the period from the Bronze Age to the death of Alexander the Great in 323 BC. It includes the rise and fall of the great city-states like Athens and Sparta, the development of democracy, and the growth of the arts and sciences.\n" + " In \"The Greek and Persian Wars 499-386 BC\", you will learn about the origins of the wars, the strategies and tactics used by both sides, the major battles and their outcomes, and the long-term consequences of the wars.\n" ] } ], @@ -371,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -380,7 +341,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [ @@ -388,7 +349,7 @@ "name": "stdout", "output_type": "stream", "text": [ - " If you read a book about Ancient Greek history, you will learn about the political, social, and cultural development of Ancient Greece, including the rise and fall of the great city-states, the development of democracy, and the growth of the arts and sciences. You will also learn about the major figures of Ancient Greece, such as Alexander the Great, Socrates, and Plato.\n" + " I think the most interesting topic from the ones I listed would be the strategies and tactics used by both sides during the wars.\n" ] } ], @@ -398,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "dotnet_interactive": { "language": "csharp" @@ -407,7 +368,7 @@ "kernelName": "csharp" }, "vscode": { - "languageId": "csharp" + "languageId": "polyglot-notebook" } }, "outputs": [ @@ -415,14 +376,7 @@ "name": "stdout", "output_type": "stream", "text": [ - " Sure! Here are some other books about Ancient Greek history that you might be interested in:\n", - "\n", - "- The History of the Ancient World: From the Earliest Accounts to the Fall of Rome by Susan Wise Bauer\n", - "- The Landmark Thucydides: A Comprehensive Guide to the Peloponnesian War by Thucydides\n", - "- The Greek Way by Edith Hamilton\n", - "- The History of the Peloponnesian War by Thucydides\n", - "- The Oxford History of Greece and the Hellenistic World by John Boardman\n", - "- The Rise and Fall of Athens: Nine Greek Lives by Plutarch\n" + " Sure! Other books about the Greek and Persian Wars include \"The Greco-Persian Wars\" by Richard A. Billows, \"The Persian Wars\" by Herodotus, and \"The Greek and Persian Wars\" by J.F.C. Fuller.\n" ] } ], diff --git a/samples/notebooks/dotnet/5-using-the-planner.ipynb b/samples/notebooks/dotnet/5-using-the-planner.ipynb index c3926e1dd5da..c9f7b0e2f580 100644 --- a/samples/notebooks/dotnet/5-using-the-planner.ipynb +++ b/samples/notebooks/dotnet/5-using-the-planner.ipynb @@ -3,14 +3,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "# Introduction to the Planner\n", "\n", @@ -28,9 +21,6 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -51,22 +41,15 @@ "// Configure AI backend used by the kernel\n", "var (useAzureOpenAI, model, azureEndpoint, apiKey, orgId) = Settings.LoadFromFile();\n", "if (useAzureOpenAI)\n", - " kernel.Config.AddAzureOpenAICompletionBackend(\"davinci\", model, azureEndpoint, apiKey);\n", + " kernel.Config.AddAzureOpenAITextCompletion(\"davinci\", model, azureEndpoint, apiKey);\n", "else\n", - " kernel.Config.AddOpenAICompletionBackend(\"davinci\", model, apiKey, orgId);" + " kernel.Config.AddOpenAITextCompletion(\"davinci\", model, apiKey, orgId);" ] }, { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "### Setting Up the Planner\n", "The planner is located in the Semantic Kernel's CoreSkills and requires Orchestration" @@ -81,9 +64,6 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -99,14 +79,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "### Providing skills to the planner\n", "The planner needs to know what skills are available to it. Here we'll give it access to the `SummarizeSkill` and `WriterSkill` we have defined on disk." @@ -121,9 +94,6 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -136,14 +106,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Define your ASK. What do you want the Kernel to do?" ] @@ -157,28 +120,9 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Original plan:\n", - "\n", - "\n", - "Tomorrow is Valentine's day. I need to come up with a few date ideas and e-mail them to my significant other.\n", - "\n", - "\n", - " \n", - " \n", - "\n" - ] - } - ], + "outputs": [], "source": [ "var ask = \"Tomorrow is Valentine's day. I need to come up with a few date ideas and e-mail them to my significant other.\";\n", "var originalPlan = await kernel.RunAsync(ask, planner[\"CreatePlan\"]);\n", @@ -190,14 +134,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "As you can see in the above plan, the Planner has taken the user's ask and converted it into an XML-based plan detailing how the AI would go about solving this task.\n", "\n", @@ -209,14 +146,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Let's also define an inline skill and have it be available to the Planner.\n", "Be sure to give it a function name and skill name." @@ -231,9 +161,6 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -249,14 +176,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Let's update our ask using this new skill." ] @@ -270,9 +190,6 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -290,9 +207,6 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -309,30 +223,9 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Updated plan:\n", - "\n", - "\n", - "Tomorrow is Valentine's day. I need to come up with a few date ideas.\n", - " She likes Shakespeare so write using his style. E-mail these ideas to my significant other\n", - "\n", - "\n", - " \n", - " \n", - " \n", - "\n" - ] - } - ], + "outputs": [], "source": [ "Console.WriteLine(\"Updated plan:\\n\");\n", "Console.WriteLine(newPlan.Variables.ToPlan().PlanString);" @@ -341,14 +234,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "### Executing the plan\n", "\n", @@ -364,9 +250,6 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -383,66 +266,9 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Step 1 - Execution results:\n", - "\n", - "\n", - "Tomorrow is Valentine's day. I need to come up with a few date ideas.\n", - " She likes Shakespeare so write using his style. E-mail these ideas to my significant other\n", - "\n", - " \n", - " \n", - "\n", - "\n", - "Step 2 - Execution results:\n", - "\n", - "\n", - "Tomorrow is Valentine's day. I need to come up with a few date ideas.\n", - " She likes Shakespeare so write using his style. E-mail these ideas to my significant other\n", - "\n", - " \n", - "\n", - "\n", - "Step 3 - Execution results:\n", - "\n", - "\n", - "Tomorrow is Valentine's day. I need to come up with a few date ideas.\n", - " She likes Shakespeare so write using his style. E-mail these ideas to my significant other\n", - "\n", - "\n", - "Step 3 - COMPLETE!\n", - "\n", - "Dear my_significant_other@example.com,\n", - "\n", - "I hope you're doing well. I wanted to suggest some romantic activities for us to do together. Here are some ideas:\n", - "\n", - "1. Why don't we take a romantic amble through the park's pleasant bowers?\n", - "2. We could also concoct a romantic feast of delectable dishes.\n", - "3. We could go to a romantic movie and be entranced by its sweet story.\n", - "4. We could have a picnic in the backyard and share a romantic repast.\n", - "5. We could visit a local winery and sample its delicious wines.\n", - "6. We could take a dance lesson and learn the steps of a romantic dance.\n", - "7. We could have a spa day and be pampered with luxurious treatments.\n", - "8. We could take a hot air balloon ride and view the world from a romantic height.\n", - "9. We could gaze upon the stars and be awed by their romantic beauty.\n", - "10. We could visit a local museum and explore its romantic artifacts.\n", - "\n", - "I look forward to hearing your thoughts.\n", - "\n", - "Thanks,\n", - "me@example.com\n" - ] - } - ], + "outputs": [], "source": [ "int step = 1;\n", "int maxSteps = 10;\n", @@ -481,6 +307,9 @@ "language": "C#", "name": ".net-csharp" }, + "language_info": { + "name": "polyglot-notebook" + }, "polyglot_notebook": { "kernelInfo": { "defaultKernelName": "csharp", diff --git a/samples/notebooks/dotnet/6-memory-and-embeddings.ipynb b/samples/notebooks/dotnet/6-memory-and-embeddings.ipynb index 06b4610dde70..715f8ef2393a 100644 --- a/samples/notebooks/dotnet/6-memory-and-embeddings.ipynb +++ b/samples/notebooks/dotnet/6-memory-and-embeddings.ipynb @@ -3,14 +3,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "# Building Semantic Memory with Embeddings\n", "\n", @@ -29,19 +22,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Installed Packages
  • Microsoft.SemanticKernel, 0.9.61.1-preview
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#r \"nuget: Microsoft.SemanticKernel, *-*\"\n", "#!import config/Settings.cs\n", @@ -57,14 +57,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "In order to use memory, we need to instantiate the Kernel with a Memory Storage\n", "and an Embedding backend. In this example, we make use of the `VolatileMemoryStore` \"which can be thought of as a temporary in-memory storage (not to be confused with Semantic Memory). This memory is not written to disk and is only available during the app session. When developing your app you will have the option to plug in persistent storage like Azure Cosmos Db, PostgreSQL, SQLite, etc. Semantic Memory allows also to index external data sources, without duplicating all the information, more on that later." @@ -72,16 +65,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -95,13 +85,13 @@ " {\n", " if (useAzureOpenAI)\n", " {\n", - " c.AddAzureOpenAIEmbeddingsBackend(\"ada\", \"text-embedding-ada-002\", azureEndpoint, apiKey);\n", - " c.AddAzureOpenAICompletionBackend(\"davinci\", model, azureEndpoint, apiKey);\n", + " c.AddAzureOpenAIEmbeddingGeneration(\"ada\", \"text-embedding-ada-002\", azureEndpoint, apiKey);\n", + " c.AddAzureOpenAITextCompletion(\"davinci\", model, azureEndpoint, apiKey);\n", " }\n", " else\n", " {\n", - " c.AddOpenAIEmbeddingsBackend(\"ada\", \"text-embedding-ada-002\", apiKey);\n", - " c.AddOpenAICompletionBackend(\"davinci\", model, apiKey, orgId);\n", + " c.AddOpenAIEmbeddingGeneration(\"ada\", \"text-embedding-ada-002\", apiKey);\n", + " c.AddOpenAITextCompletion(\"davinci\", model, apiKey, orgId);\n", " }\n", " })\n", " .WithMemoryStorage(new VolatileMemoryStore())\n", @@ -111,14 +101,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "At its core, Semantic Memory is a set of data structures that allow you to store the meaning of text that come from different data sources, and optionally to store the source text too. These texts can be from the web, e-mail providers, chats, a database, or from your local directory, and are hooked up to the Semantic Kernel through data source connectors.\n", "\n", @@ -128,14 +111,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "### Manually adding memories\n", "Let's create some initial memories \"About Me\". We can add memories to our `VolatileMemoryStore` by using `SaveInformationAsync`" @@ -143,16 +119,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -169,30 +142,20 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Let's try searching the memory:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [ @@ -228,14 +191,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Let's now revisit the our chat sample from the [previous notebook](4-context-variables-chat.ipynb).\n", "If you remember, we used context variables to fill the prompt with a `history` that continuously got populated as we chatted with the bot. Let's add also memory to it!" @@ -244,14 +200,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "This is done by using the `TextMemorySkill` which exposes the `recall` native function.\n", "\n", @@ -261,16 +210,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -283,16 +229,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -319,30 +262,20 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "The `RelevanceParam` is used in memory search and is a measure of the relevance score from 0.0 to 1.0, where 1.0 means a perfect match. We encourage users to experiment with different values." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -362,30 +295,20 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Now that we've included our memories, let's chat!" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -409,16 +332,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [ @@ -436,16 +356,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [ @@ -463,16 +380,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [ @@ -480,7 +394,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "ChatBot: There are plenty of fun things to do in New York! You could visit the Empire State Building, take a stroll through Central Park, or explore the many museums and galleries. There are also lots of great restaurants and bars to check out.\n" + "ChatBot: There are lots of fun things to do in New York! You could visit the Statue of Liberty, take a tour of Central Park, explore the Metropolitan Museum of Art, or take a stroll through Times Square.\n" ] } ], @@ -491,14 +405,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "### Adding documents to your memory\n", "\n", @@ -509,16 +416,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -547,30 +451,20 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Let's build a new Kernel." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -580,13 +474,13 @@ " {\n", " if (useAzureOpenAI)\n", " {\n", - " c.AddAzureOpenAIEmbeddingsBackend(\"ada\", \"text-embedding-ada-002\", azureEndpoint, apiKey);\n", - " c.AddAzureOpenAICompletionBackend(\"davinci\", model, azureEndpoint, apiKey);\n", + " c.AddAzureOpenAIEmbeddingGeneration(\"ada\", \"text-embedding-ada-002\", azureEndpoint, apiKey);\n", + " c.AddAzureOpenAITextCompletion(\"davinci\", model, azureEndpoint, apiKey);\n", " }\n", " else\n", " {\n", - " c.AddOpenAIEmbeddingsBackend(\"ada\", \"text-embedding-ada-002\", apiKey);\n", - " c.AddOpenAICompletionBackend(\"davinci\", model, apiKey, orgId);\n", + " c.AddOpenAIEmbeddingGeneration(\"ada\", \"text-embedding-ada-002\", apiKey);\n", + " c.AddOpenAITextCompletion(\"davinci\", model, apiKey, orgId);\n", " }\n", " })\n", " .WithMemoryStorage(new VolatileMemoryStore())\n", @@ -596,30 +490,20 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Now let's add these files to our VolatileMemoryStore using `SaveReferenceAsync`." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [ @@ -656,16 +540,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": { "dotnet_interactive": { "language": "csharp" }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [ @@ -715,14 +596,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "Now you might be wondering what happens if you have so much data that it doesn't fit into your RAM? That's where you want to make use of an external Vector Database made specifically for storing and retrieving embeddings.\n", "\n", @@ -736,6 +610,9 @@ "language": "C#", "name": ".net-csharp" }, + "language_info": { + "name": "polyglot-notebook" + }, "polyglot_notebook": { "kernelInfo": { "defaultKernelName": "csharp", From ab80c7c92dfd88c8325c1cc36e5c7b1af6e0b145 Mon Sep 17 00:00:00 2001 From: Devis Lucato Date: Wed, 29 Mar 2023 10:13:42 -0700 Subject: [PATCH 08/20] Update README and lock notebooks to 0.9 (#206) ### Motivation and Context Update README with new API. Lock notebooks to 0.9 so we can release new APIs breaking notebooks. --- README.md | 3 ++- samples/notebooks/dotnet/1-basic-loading-the-kernel.ipynb | 2 +- samples/notebooks/dotnet/2-running-prompts-from-file.ipynb | 2 +- samples/notebooks/dotnet/3-semantic-function-inline.ipynb | 2 +- samples/notebooks/dotnet/4-context-variables-chat.ipynb | 2 +- samples/notebooks/dotnet/5-using-the-planner.ipynb | 2 +- samples/notebooks/dotnet/6-memory-and-embeddings.ipynb | 2 +- 7 files changed, 8 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index 2a71f99f2d1d..59d396eef3a0 100644 --- a/README.md +++ b/README.md @@ -97,13 +97,14 @@ Here is a quick example of how to use Semantic Kernel from a C# console app. ```csharp using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.KernelExtensions; var kernel = Kernel.Builder.Build(); // For Azure Open AI service endpoint and keys please see // https://learn.microsoft.com/azure/cognitive-services/openai/quickstart?pivots=rest-api -kernel.Config.AddAzureOpenAICompletionBackend( +kernel.Config.AddAzureOpenAITextCompletion( "davinci-backend", // Alias used by the kernel "text-davinci-003", // Azure OpenAI *Deployment ID* "https://contoso.openai.azure.com/", // Azure OpenAI *Endpoint* diff --git a/samples/notebooks/dotnet/1-basic-loading-the-kernel.ipynb b/samples/notebooks/dotnet/1-basic-loading-the-kernel.ipynb index f3e3451d1ba0..ff4c722a4e0f 100644 --- a/samples/notebooks/dotnet/1-basic-loading-the-kernel.ipynb +++ b/samples/notebooks/dotnet/1-basic-loading-the-kernel.ipynb @@ -32,7 +32,7 @@ }, "outputs": [], "source": [ - "#r \"nuget: Microsoft.SemanticKernel, *-*\"" + "#r \"nuget: Microsoft.SemanticKernel, 0.9.61.1-preview\"" ] }, { diff --git a/samples/notebooks/dotnet/2-running-prompts-from-file.ipynb b/samples/notebooks/dotnet/2-running-prompts-from-file.ipynb index 3c5ccd107c4e..fc06fa1f8c0e 100644 --- a/samples/notebooks/dotnet/2-running-prompts-from-file.ipynb +++ b/samples/notebooks/dotnet/2-running-prompts-from-file.ipynb @@ -100,7 +100,7 @@ } ], "source": [ - "#r \"nuget: Microsoft.SemanticKernel, *-*\"\n", + "#r \"nuget: Microsoft.SemanticKernel, 0.9.61.1-preview\"\n", "#!import config/Settings.cs\n", "\n", "using Microsoft.SemanticKernel;\n", diff --git a/samples/notebooks/dotnet/3-semantic-function-inline.ipynb b/samples/notebooks/dotnet/3-semantic-function-inline.ipynb index eeaaf7d4be8b..a2bf1453b036 100644 --- a/samples/notebooks/dotnet/3-semantic-function-inline.ipynb +++ b/samples/notebooks/dotnet/3-semantic-function-inline.ipynb @@ -58,7 +58,7 @@ } ], "source": [ - "#r \"nuget: Microsoft.SemanticKernel, *-*\"\n", + "#r \"nuget: Microsoft.SemanticKernel, 0.9.61.1-preview\"\n", "#!import config/Settings.cs\n", "\n", "\n", diff --git a/samples/notebooks/dotnet/4-context-variables-chat.ipynb b/samples/notebooks/dotnet/4-context-variables-chat.ipynb index 1bcc313871ce..831345496c42 100644 --- a/samples/notebooks/dotnet/4-context-variables-chat.ipynb +++ b/samples/notebooks/dotnet/4-context-variables-chat.ipynb @@ -44,7 +44,7 @@ } ], "source": [ - "#r \"nuget: Microsoft.SemanticKernel, *-*\"\n", + "#r \"nuget: Microsoft.SemanticKernel, 0.9.61.1-preview\"\n", "#!import config/Settings.cs\n", "\n", "\n", diff --git a/samples/notebooks/dotnet/5-using-the-planner.ipynb b/samples/notebooks/dotnet/5-using-the-planner.ipynb index c9f7b0e2f580..f29ed1f4f184 100644 --- a/samples/notebooks/dotnet/5-using-the-planner.ipynb +++ b/samples/notebooks/dotnet/5-using-the-planner.ipynb @@ -25,7 +25,7 @@ }, "outputs": [], "source": [ - "#r \"nuget: Microsoft.SemanticKernel, *-*\"\n", + "#r \"nuget: Microsoft.SemanticKernel, 0.9.61.1-preview\"\n", "#!import config/Settings.cs\n", "\n", "using Microsoft.Extensions;\n", diff --git a/samples/notebooks/dotnet/6-memory-and-embeddings.ipynb b/samples/notebooks/dotnet/6-memory-and-embeddings.ipynb index 715f8ef2393a..5c9080f92962 100644 --- a/samples/notebooks/dotnet/6-memory-and-embeddings.ipynb +++ b/samples/notebooks/dotnet/6-memory-and-embeddings.ipynb @@ -43,7 +43,7 @@ } ], "source": [ - "#r \"nuget: Microsoft.SemanticKernel, *-*\"\n", + "#r \"nuget: Microsoft.SemanticKernel, 0.9.61.1-preview\"\n", "#!import config/Settings.cs\n", "\n", "\n", From e3e3fc3c555059564b374e3633919ceb52543f4a Mon Sep 17 00:00:00 2001 From: Dan Marshall Date: Wed, 29 Mar 2023 18:09:45 -0700 Subject: [PATCH 09/20] add nuget sources troubleshooting (#223) I was trying to run the Getting Started Notebook from step 3 on the [Setting up Semantic Kernel](https://learn.microsoft.com/en-us/semantic-kernel/get-started) documentation page. In the first cell, I got a nuget error: `error NU1101: Unable to find package ...` Incorporated a fix from https://stackoverflow.com/a/73961223/620501 into the troubleshooting section of the readme. --- samples/notebooks/dotnet/README.md | 14 +++++++++++++- 1 file changed, 13 insertions(+), 1 deletion(-) diff --git a/samples/notebooks/dotnet/README.md b/samples/notebooks/dotnet/README.md index 57e8c070e279..5552687b7cf0 100644 --- a/samples/notebooks/dotnet/README.md +++ b/samples/notebooks/dotnet/README.md @@ -85,7 +85,19 @@ Enter the notebooks folder, and run this to launch the browser interface: # Troubleshooting -If you are unable to get the Nuget package, run one of the `force-nuget-download` scripts for your machine. +## Nuget + +If you are unable to get the Nuget package, first list your Nuget sources: +```sh +dotnet nuget list source +``` +If you see `No sources found.`, add the NuGet official package source: +```sh +dotnet nuget add source "https://api.nuget.org/v3/index.json" --name "nuget.org" +``` +Run `dotnet nuget list source` again to verify the source was added. + +## Polyglot Notebooks If somehow the notebooks don't work, run these commands: From 0963e22a58ac7ca27e01ee4d157d705837d396c4 Mon Sep 17 00:00:00 2001 From: Tara W Date: Thu, 30 Mar 2023 14:07:56 -0400 Subject: [PATCH 10/20] Memory - Qdrant Vector Database Connector (#210) ### Motivation and Context This pull request/PR review is to add the ability for the Semantic Kernel to persist embeddings/memory to external vector databases like Qdrant. This submission has modifications and additions to allow for integration into the current SK Memory architecture and the subsequent SDK/API of various Vector Databases. **Why is this change required?** This change is required in order to allow SK developers/users to persist and search for embeddings/memory from a Vector Database like Qdrant. **What problem does it solve?** Adds capabilities of Long Term Memory/Embedding storage to a vector databases from the Semantic Kernel. **What scenario does it contribute to?** Scenario: Long term, scalability memory storage, retrieval, search, and filtering of Embeddings. **If it fixes an open issue, please link to the issue here.** N/A ### Description This PR currently includes connection for the Qdrant VectorDB only, removing the initial Milvus VectorDB addition and VectorDB client interfaces for consistency across various external vector databases, which will be provided in forthcoming PR. - Addition and Modification of Qdrant.Dotnet SDK - Addition of new namespace Skills.Memory.QdrantDB - Creating/Adding Qdrant Memory Client class and QdrantMemoryStore.cs. Adding methods for connecting, retrieving collections and embeddings from Qdrant vector database in cloud. --- dotnet/SK-dotnet.sln | 7 + .../Diagnostics/IValidatable.cs | 86 +++ .../Diagnostics/VectorDBException.cs | 39 ++ .../Diagnostics/Verify.cs | 206 +++++++ .../Http/ApiSchema/CreateCollectionRequest.cs | 87 +++ .../Http/ApiSchema/DeleteCollectionRequest.cs | 36 ++ .../Http/ApiSchema/DeleteVectorsRequest.cs | 52 ++ .../Http/ApiSchema/GetCollectionRequest.cs | 34 ++ .../Http/ApiSchema/GetVectorsRequest.cs | 90 +++ .../Http/ApiSchema/GetVectorsResponse.cs | 33 ++ .../Http/ApiSchema/ListCollectionsRequest.cs | 18 + .../Http/ApiSchema/ListCollectionsResponse.cs | 35 ++ .../Http/ApiSchema/QdrantResponse.cs | 25 + .../Http/ApiSchema/SearchVectorsRequest.cs | 207 +++++++ .../Http/ApiSchema/SearchVectorsResponse.cs | 58 ++ .../Http/ApiSchema/UpsertVectorRequest.cs | 67 +++ .../Http/ApiSchema/UpsertVectorResponse.cs | 43 ++ .../Skills.Memory.Qdrant/Http/HttpRequest.cs | 59 ++ .../Http/SecureHttpHandler.cs | 13 + .../QdrantDistanceType.cs | 42 ++ .../Skills.Memory.Qdrant/QdrantMemoryStore.cs | 141 +++++ .../QdrantVectorDbClient.cs | 517 ++++++++++++++++++ .../QdrantVectorRecord.cs | 80 +++ .../Skills.Memory.Qdrant.csproj | 26 + .../Memory/VolatileMemoryStoreTests.cs | 6 + .../Planning/SKContextExtensionsTests.cs | 8 +- .../AI/Embeddings/IEmbeddingWithMetadata.cs | 5 + .../CoreSkills/TextMemorySkill.cs | 6 +- .../SemanticKernel/Memory/MemoryException.cs | 73 +++ .../Memory/MemoryQueryResult.cs | 77 ++- .../src/SemanticKernel/Memory/MemoryRecord.cs | 90 +-- .../Memory/MemoryRecordMetadata.cs | 70 +++ .../Memory/SemanticTextMemory.cs | 6 +- .../Memory/Storage/IDataStore.cs | 8 - .../Planning/SKContextExtensions.cs | 2 +- .../Example14_Memory.cs | 8 +- .../Example19_Qdrant.cs | 72 +++ .../KernelSyntaxExamples.csproj | 1 + .../dotnet/kernel-syntax-examples/Program.cs | 3 + .../dotnet/kernel-syntax-examples/README.md | 6 +- 40 files changed, 2331 insertions(+), 111 deletions(-) create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/IValidatable.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/VectorDBException.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/Verify.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/CreateCollectionRequest.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/DeleteCollectionRequest.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/DeleteVectorsRequest.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetCollectionRequest.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetVectorsRequest.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetVectorsResponse.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/ListCollectionsRequest.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/ListCollectionsResponse.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/QdrantResponse.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/SearchVectorsRequest.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/SearchVectorsResponse.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/UpsertVectorRequest.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/UpsertVectorResponse.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/HttpRequest.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/SecureHttpHandler.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantDistanceType.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantMemoryStore.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantVectorDbClient.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantVectorRecord.cs create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Skills.Memory.Qdrant.csproj create mode 100644 dotnet/src/SemanticKernel/Memory/MemoryException.cs create mode 100644 dotnet/src/SemanticKernel/Memory/MemoryRecordMetadata.cs create mode 100644 samples/dotnet/kernel-syntax-examples/Example19_Qdrant.cs diff --git a/dotnet/SK-dotnet.sln b/dotnet/SK-dotnet.sln index 0d005432877f..eeb188849940 100644 --- a/dotnet/SK-dotnet.sln +++ b/dotnet/SK-dotnet.sln @@ -52,6 +52,8 @@ Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "nuget", "nuget", "{F4243136 EndProject Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "KernelBuilder", "..\samples\dotnet\KernelBuilder\KernelBuilder.csproj", "{A52818AC-57FB-495F-818F-9E1E7BC5618C}" EndProject +Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Skills.Memory.Qdrant", "src\SemanticKernel.Skills\Skills.Memory.Qdrant\Skills.Memory.Qdrant.csproj", "{3E0FEA85-5B6F-431B-AD62-D2D0114F65CC}" +EndProject Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "GitHubSkills", "..\samples\dotnet\github-skills\GitHubSkills.csproj", "{39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}" EndProject Global @@ -112,6 +114,10 @@ Global {A52818AC-57FB-495F-818F-9E1E7BC5618C}.Debug|Any CPU.Build.0 = Debug|Any CPU {A52818AC-57FB-495F-818F-9E1E7BC5618C}.Release|Any CPU.ActiveCfg = Release|Any CPU {A52818AC-57FB-495F-818F-9E1E7BC5618C}.Release|Any CPU.Build.0 = Release|Any CPU + {3E0FEA85-5B6F-431B-AD62-D2D0114F65CC}.Debug|Any CPU.ActiveCfg = Debug|Any CPU + {3E0FEA85-5B6F-431B-AD62-D2D0114F65CC}.Debug|Any CPU.Build.0 = Debug|Any CPU + {3E0FEA85-5B6F-431B-AD62-D2D0114F65CC}.Release|Any CPU.ActiveCfg = Release|Any CPU + {3E0FEA85-5B6F-431B-AD62-D2D0114F65CC}.Release|Any CPU.Build.0 = Release|Any CPU {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}.Debug|Any CPU.ActiveCfg = Debug|Any CPU {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}.Debug|Any CPU.Build.0 = Debug|Any CPU {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}.Release|Any CPU.ActiveCfg = Release|Any CPU @@ -136,6 +142,7 @@ Global {107156B4-5A8B-45C7-97A2-4544D7FA19DE} = {9ECD1AA0-75B3-4E25-B0B5-9F0945B64974} {F4243136-252A-4459-A7C4-EE8C056D6B0B} = {158A4E5E-AEE0-4D60-83C7-8E089B2D881D} {A52818AC-57FB-495F-818F-9E1E7BC5618C} = {FA3720F1-C99A-49B2-9577-A940257098BF} + {3E0FEA85-5B6F-431B-AD62-D2D0114F65CC} = {9ECD1AA0-75B3-4E25-B0B5-9F0945B64974} {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF} = {FA3720F1-C99A-49B2-9577-A940257098BF} EndGlobalSection GlobalSection(ExtensibilityGlobals) = postSolution diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/IValidatable.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/IValidatable.cs new file mode 100644 index 000000000000..0ed85bc86fc7 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/IValidatable.cs @@ -0,0 +1,86 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Diagnostics.CodeAnalysis; +using System.Linq; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; + +public interface IValidatable +{ + void Validate(); +} + +internal static class ValidateExtensions +{ + public static void Validate(IValidatable target) + { + target?.Validate(); + } + + public static void Validate(params IValidatable[] targets) + { + foreach (var t in targets ?? Enumerable.Empty()) + { + Validate(t); + } + } + + public static void ValidateRequired(this IValidatable item, string arg) + { + Verify.NotNull(item, arg); + item.Validate(); + } + + public static void ValidateRequired(this object item, string arg) + { + if (item is IValidatable v) + { + v.ValidateRequired(arg); + } + else + { + Verify.NotNull(item, arg); + } + } + + public static void ValidateRequired(this string item, string arg) + { + Verify.NotNullOrEmpty(item, arg); + } + + public static void ValidateOptional(this IValidatable item, string arg) + { + if (item == null) + { + return; + } + + item.ValidateRequired(arg); + } + + [SuppressMessage("Design", "CA1031:Modify to catch a more specific allowed exception type, or rethrow exception", + Justification = "Does not throw an exception by design.")] + public static bool IsValid(this IValidatable target) + { + try + { + target.ValidateRequired("target"); + return true; + } + catch + { + } + + return false; + } + + public static void ValidateRequired(this IEnumerable list, string arg) + { + Verify.NotNull(list, nameof(list)); + foreach (T item in list) + { + item?.ValidateRequired(arg); + } + } +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/VectorDBException.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/VectorDBException.cs new file mode 100644 index 000000000000..4a0fb212e82f --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/VectorDBException.cs @@ -0,0 +1,39 @@ +// Copyright (c) Microsoft. All rights reserved. + +using Microsoft.SemanticKernel.Diagnostics; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; + +public class VectorDbException : Exception +{ + public enum ErrorCodes + { + UnknownError, + CollectionDoesNotExist, + InvalidCollectionState, + UnableToDeserializeRecordPayload, + CollectionCreationFailed, + CollectionRetrievalFailed, + VectorRetrievalFailed, + SimilaritySearchFailed, + InvalidHttpResponseContent + } + + public VectorDbException(string message) + : this(ErrorCodes.UnknownError, message) + { + } + + public VectorDbException(ErrorCodes error, string message) + : base(error, message) + { + } + + private VectorDbException() + { + } + + private VectorDbException(string message, System.Exception innerException) : base(message, innerException) + { + } +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/Verify.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/Verify.cs new file mode 100644 index 000000000000..61064dc35165 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/Verify.cs @@ -0,0 +1,206 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.Diagnostics.CodeAnalysis; +using System.Globalization; +using System.IO; +using System.Linq; +using System.Runtime.CompilerServices; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; + +internal static class Verify +{ + [MethodImpl(MethodImplOptions.AggressiveInlining)] + public static void True(bool value, string message) + { + if (!value) + { + throw new ArgumentException(message); + } + } + + [MethodImpl(MethodImplOptions.AggressiveInlining)] + public static void False(bool value, string message) + { + if (value) + { + throw new ArgumentException(message); + } + } + + [MethodImpl(MethodImplOptions.AggressiveInlining)] + internal static void NotNull([NotNull] object? obj, string message) + { + if (obj != null) { return; } + + throw new ArgumentNullException(null, message); + } + + [MethodImpl(MethodImplOptions.AggressiveInlining)] + internal static void ArgNotNull([NotNull] object? obj, string paramName, [CallerMemberName] string? caller = default) + { + if (obj != null) { return; } + + throw new ArgumentNullException(paramName, $"Parameter {paramName} cannot be null." + (!string.IsNullOrEmpty(caller) ? $"({caller})" : string.Empty)); + } + + [MethodImpl(MethodImplOptions.AggressiveInlining)] + internal static void NotNullOrEmpty([NotNull] string? str, string message) + { + NotNull(str, message); + if (!string.IsNullOrWhiteSpace(str)) { return; } + + throw new ArgumentOutOfRangeException(message); + } + + [MethodImpl(MethodImplOptions.AggressiveInlining)] + internal static void ArgNotNullOrEmpty([NotNull] string? str, string paramName, [CallerMemberName] string? caller = default) + { + NotNull(str, paramName); + if (!string.IsNullOrWhiteSpace(str)) { return; } + + throw new ArgumentException(paramName, $"Parameter {paramName} cannot be empty." + (!string.IsNullOrEmpty(caller) ? $"({caller})" : string.Empty)); + } + + [MethodImpl(MethodImplOptions.AggressiveInlining)] + internal static void ArgNotNullOrEmpty([NotNull] IEnumerable? array, string paramName, [CallerMemberName] string? caller = default) + { + NotNull(array, paramName); + if (array.Any()) { return; } + + throw new ArgumentException(paramName, $"Parameter {paramName} cannot be empty." + (!string.IsNullOrEmpty(caller) ? $"({caller})" : string.Empty)); + } + + internal static void StartsWith(string text, string prefix, string message) + { + NotNullOrEmpty(text, "The text to verify cannot be empty"); + NotNullOrEmpty(prefix, "The prefix to verify is empty"); + if (text.StartsWith(prefix, StringComparison.InvariantCultureIgnoreCase)) { return; } + + throw new ArgumentException(message); + } + + internal static void DirectoryExists(string path) + { + if (Directory.Exists(path)) { return; } + + throw new ArgumentException($"Directory not found: {path}"); + } + + internal static void NotNullOrEmpty(IList list, string message) + { + if (list == null || list.Count == 0) + { + throw new ArgumentOutOfRangeException(message); + } + } + + public static void Equals(T value, T test, string message) + where T : IComparable + { + int cmp = value.CompareTo(test); + if (cmp != 0) + { + throw new ArgumentException(message); + } + } + + // internal static void Contains(IDictionary dictionary, string key, string message) + // { + // if (dictionary.ContainsKey(key)) return; + // throw new Exception(message); + // } + + [MethodImpl(MethodImplOptions.AggressiveInlining)] + internal static void LessThan(T value, T max, string message) + where T : IComparable + { + if (value.CompareTo(max) >= 0) { throw new ArgumentOutOfRangeException(message); } + } + + // internal static void LessThanEquals(T value, T max, string message) + // where T : IComparable + // { + // if (value.CompareTo(max) > 0) throw new ArgumentOutOfRangeException(message); + // } + + [MethodImpl(MethodImplOptions.AggressiveInlining)] + internal static void GreaterThan(T value, T min, string message) + where T : IComparable + { + if (value.CompareTo(min) <= 0) { throw new ArgumentOutOfRangeException(message); } + } + + // internal static void GreaterThanEquals(T value, T min, string message) + // where T : IComparable + // { + // if (value.CompareTo(min) < 0) throw new ArgumentOutOfRangeException(message); + // } + // + // internal static void InRange(T value, T min, T max, string arg) + // where T : IComparable + // { + // if (value.CompareTo(min) < 0 || value.CompareTo(max) > 0) + // { + // throw new ArgumentOutOfRangeException(arg); + // } + // } + + public static void IsValidUrl(string name, string url, bool requireHttps, bool allowReservedIp, bool allowQuery) + { + static bool IsReservedIpAddress(string host) + { + return host.StartsWith("0.", true, CultureInfo.InvariantCulture) || + host.StartsWith("10.", true, CultureInfo.InvariantCulture) || + host.StartsWith("127.", true, CultureInfo.InvariantCulture) || + host.StartsWith("169.254.", true, CultureInfo.InvariantCulture) || + host.StartsWith("192.0.0.", true, CultureInfo.InvariantCulture) || + host.StartsWith("192.88.99.", true, CultureInfo.InvariantCulture) || + host.StartsWith("192.168.", true, CultureInfo.InvariantCulture) || + host.StartsWith("255.255.255.255", true, CultureInfo.InvariantCulture); + } + + if (string.IsNullOrEmpty(url)) + { + throw new ArgumentException($"The {name} is empty", name); + } + + if (requireHttps && url.ToUpperInvariant().StartsWith("HTTP://", true, CultureInfo.InvariantCulture)) + { + throw new ArgumentException($"The {name} `{url}` is not safe, it must start with https://", name); + } + + if (requireHttps && !url.ToUpperInvariant().StartsWith("HTTPS://", true, CultureInfo.InvariantCulture)) + { + throw new ArgumentException($"The {name} `{url}` is incomplete, enter a valid URL starting with 'https://", name); + } + + bool result = Uri.TryCreate(url, UriKind.Absolute, out var uri); + if (!result || string.IsNullOrEmpty(uri.Host)) + { + throw new ArgumentException($"The {name} `{url}` is not valid", name); + } + + if (requireHttps && uri.Scheme != Uri.UriSchemeHttps) + { + throw new ArgumentException($"The {name} `{url}` is not safe, it must start with https://", name); + } + + if (!allowReservedIp && (uri.IsLoopback || IsReservedIpAddress(uri.Host))) + { + throw new ArgumentException($"The {name} `{url}` is not safe, it cannot point to a reserved network address", name); + } + + if (!allowQuery && !string.IsNullOrEmpty(uri.Query)) + { + throw new ArgumentException($"The {name} `{url}` is not valid, it cannot contain query parameters", name); + } + + if (!string.IsNullOrEmpty(uri.Fragment)) + { + throw new ArgumentException($"The {name} `{url}` is not valid, it cannot contain URL fragments", name); + } + } +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/CreateCollectionRequest.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/CreateCollectionRequest.cs new file mode 100644 index 000000000000..9bc483e70ca3 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/CreateCollectionRequest.cs @@ -0,0 +1,87 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Net.Http; +using System.Text.Json.Serialization; +using Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +internal sealed class CreateCollectionRequest +{ + /// + /// The name of the collection to create + /// + [JsonIgnore] + public string CollectionName { get; set; } + + /// + /// Collection settings consisting of a common vector length and vector distance calculation standard + /// + [JsonPropertyName("vectors")] + public VectorSettings Settings { get; set; } + + public static CreateCollectionRequest Create(string collectionName, int vectorSize, QdrantDistanceType distanceType) + { + return new CreateCollectionRequest(collectionName, vectorSize, distanceType); + } + + public HttpRequestMessage Build() + { + return HttpRequest.CreatePutRequest( + $"collections/{this.CollectionName}?wait=true", + payload: this); + } + + internal class VectorSettings : IValidatable + { + [JsonPropertyName("size")] + public int? Size { get; set; } + + [JsonPropertyName("distance")] + public string? DistanceAsString + { + get { return DistanceTypeToString(this.DistanceType); } + } + + [JsonIgnore] + private QdrantDistanceType DistanceType { get; set; } + + public void Validate() + { + Verify.True(this.Size > 0, "The vector size must be greater than zero"); + Verify.NotNull(this.DistanceType, "The distance type has not been defined"); + Verify.True( + this.DistanceType is QdrantDistanceType.Cosine or QdrantDistanceType.DotProduct or QdrantDistanceType.Euclidean or QdrantDistanceType.Manhattan, + $"Distance type {this.DistanceType:G} not supported."); + } + + public VectorSettings(int vectorSize, QdrantDistanceType distanceType) + { + this.Size = vectorSize; + this.DistanceType = distanceType; + } + + private static string DistanceTypeToString(QdrantDistanceType x) + { + return x switch + { + QdrantDistanceType.Cosine => "Cosine", + QdrantDistanceType.DotProduct => "DotProduct", + QdrantDistanceType.Euclidean => "Euclidean", + QdrantDistanceType.Manhattan => "Manhattan", + _ => throw new NotSupportedException($"Distance type {Enum.GetName(typeof(QdrantDistanceType), x)} not supported") + }; + } + } + + #region private ================================================================================ + + private CreateCollectionRequest(string collectionName, int vectorSize, QdrantDistanceType distanceType) + { + this.CollectionName = collectionName; + this.Settings = new VectorSettings(vectorSize, distanceType); + } + + #endregion +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/DeleteCollectionRequest.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/DeleteCollectionRequest.cs new file mode 100644 index 000000000000..5ec45bd80368 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/DeleteCollectionRequest.cs @@ -0,0 +1,36 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Net.Http; +using Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +internal class DeleteCollectionRequest : IValidatable +{ + public static DeleteCollectionRequest Create(string collectionName) + { + return new DeleteCollectionRequest(collectionName); + } + + public void Validate() + { + Verify.NotNullOrEmpty(this._collectionName, "The collection name is empty"); + } + + public HttpRequestMessage Build() + { + this.Validate(); + return HttpRequest.CreateDeleteRequest($"collections/{this._collectionName}?timeout=30"); + } + + #region private ================================================================================ + + private readonly string _collectionName; + + private DeleteCollectionRequest(string collectionName) + { + this._collectionName = collectionName; + } + + #endregion +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/DeleteVectorsRequest.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/DeleteVectorsRequest.cs new file mode 100644 index 000000000000..f06d63322a54 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/DeleteVectorsRequest.cs @@ -0,0 +1,52 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Net.Http; +using System.Text.Json.Serialization; +using Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +internal class DeleteVectorsRequest : IValidatable +{ + [JsonPropertyName("points")] + public List Ids { get; set; } + + public static DeleteVectorsRequest DeleteFrom(string collectionName) + { + return new DeleteVectorsRequest(collectionName); + } + + public void Validate() + { + Verify.NotNullOrEmpty(this._collectionName, "The collection name is empty"); + Verify.NotNullOrEmpty(this.Ids, "The list of vectors to delete is NULL or empty"); + } + + public DeleteVectorsRequest DeleteVector(string qdrantPointId) + { + Verify.NotNull(qdrantPointId, "The point ID is NULL"); + this.Ids.Add(qdrantPointId); + return this; + } + + public HttpRequestMessage Build() + { + this.Validate(); + return HttpRequest.CreatePostRequest( + $"collections/{this._collectionName}/points/delete", + payload: this); + } + + #region private ================================================================================ + + private readonly string _collectionName; + + private DeleteVectorsRequest(string collectionName) + { + this.Ids = new List(); + this._collectionName = collectionName; + } + + #endregion +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetCollectionRequest.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetCollectionRequest.cs new file mode 100644 index 000000000000..ff8f9fcf8597 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetCollectionRequest.cs @@ -0,0 +1,34 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Net.Http; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +internal class GetCollectionsRequest +{ + /// + /// Name of the collection to request vectors from + /// + [JsonIgnore] + public string Collection { get; set; } + + public static GetCollectionsRequest Create(string collectionName) + { + return new GetCollectionsRequest(collectionName); + } + + public HttpRequestMessage Build() + { + return HttpRequest.CreateGetRequest($"collections/{this.Collection}"); + } + + #region private ================================================================================ + + private GetCollectionsRequest(string collectionName) + { + this.Collection = collectionName; + } + + #endregion +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetVectorsRequest.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetVectorsRequest.cs new file mode 100644 index 000000000000..d9bad7033bfc --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetVectorsRequest.cs @@ -0,0 +1,90 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Linq; +using System.Net.Http; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +internal class GetVectorsRequest +{ + /// + /// Name of the collection to request vectors from + /// + [JsonIgnore] + public string Collection { get; set; } + + /// + /// Read consistency guarantees for the operation + /// + [JsonPropertyName("consistency")] + public int Consistency { get; set; } = 1; + + /// + /// Array of vector IDs to retrieve + /// + [JsonPropertyName("ids")] + public IEnumerable PointIds { get; set; } = new List(); + + /// + /// Select which payload to return with the response. Default: All + /// + [JsonPropertyName("with_payload")] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public bool? WithPayload { get; set; } + + /// + /// Options for specifying which vector to include + /// true - return all vector + /// false - do not return vector + /// + [JsonPropertyName("with_vector")] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public bool? WithVector { get; set; } + + public static GetVectorsRequest Create(string collectionName) + { + return new GetVectorsRequest(collectionName); + } + + public GetVectorsRequest WithPointId(string pointId) + { + this.PointIds = this.PointIds.Append(pointId); + return this; + } + + public GetVectorsRequest WithPointIDs(IEnumerable pointIds) + { + this.PointIds = pointIds; + return this; + } + + public GetVectorsRequest WithPayloads(bool withPayloads) + { + this.WithPayload = withPayloads; + return this; + } + + public GetVectorsRequest WithVectors(bool withVectors) + { + this.WithVector = withVectors; + return this; + } + + public HttpRequestMessage Build() + { + return HttpRequest.CreateGetRequest( + $"/collections/{this.Collection}/points", + payload: this); + } + + #region private ================================================================================ + + private GetVectorsRequest(string collectionName) + { + this.Collection = collectionName; + } + + #endregion +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetVectorsResponse.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetVectorsResponse.cs new file mode 100644 index 000000000000..e5bfac53b22b --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/GetVectorsResponse.cs @@ -0,0 +1,33 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +#pragma warning disable CA1812 // Avoid uninstantiated internal classes: Used for Json Deserialization +internal class GetVectorsResponse : QdrantResponse + where TEmbedding : unmanaged +{ + internal class Record + { + [JsonPropertyName("id")] + public Guid Id { get; set; } + + [JsonPropertyName("payload")] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public Dictionary? Payload { get; set; } + + [JsonPropertyName("vector")] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public TEmbedding[]? Vector { get; set; } + } + + /// + /// Array of vectors and their associated metadata + /// + [JsonPropertyName("result")] + public IEnumerable Result { get; set; } = new List(); +} +#pragma warning restore CA1812 // Avoid uninstantiated internal classes diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/ListCollectionsRequest.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/ListCollectionsRequest.cs new file mode 100644 index 000000000000..a114cb7f49c8 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/ListCollectionsRequest.cs @@ -0,0 +1,18 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Net.Http; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +internal class ListCollectionsRequest +{ + public static ListCollectionsRequest Create() + { + return new ListCollectionsRequest(); + } + + public HttpRequestMessage Build() + { + return HttpRequest.CreateGetRequest($"collections"); + } +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/ListCollectionsResponse.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/ListCollectionsResponse.cs new file mode 100644 index 000000000000..cc85cf020c41 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/ListCollectionsResponse.cs @@ -0,0 +1,35 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +#pragma warning disable CA1812 // Avoid uninstantiated internal classes: Used for Json Deserialization +internal sealed class ListCollectionsResponse : QdrantResponse +{ + internal class CollectionResult + { + internal sealed class CollectionDescription + { + /// + /// The name of a collection + /// + [JsonPropertyName("name")] + public string Name { get; set; } = string.Empty; + } + + /// + /// List of the collection names that the qdrant database contains. + /// + [JsonPropertyName("collections")] + public IList Collections { get; set; } = new List(); + } + + /// + /// Result containing a list of collection names + /// + [JsonPropertyName("result")] + public CollectionResult? Result { get; set; } +} +#pragma warning restore CA1812 // Avoid uninstantiated internal classes diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/QdrantResponse.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/QdrantResponse.cs new file mode 100644 index 000000000000..108e95f33bf8 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/QdrantResponse.cs @@ -0,0 +1,25 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +/// +/// Base class for Qdrant response schema. +/// +internal abstract class QdrantResponse +{ + /// + /// Response status + /// + [JsonPropertyName("status")] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public string? Status { get; set; } + + /// + /// Response time + /// + [JsonPropertyName("time")] + [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] + public double? Time { get; set; } +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/SearchVectorsRequest.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/SearchVectorsRequest.cs new file mode 100644 index 000000000000..948c987b1701 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/SearchVectorsRequest.cs @@ -0,0 +1,207 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Net.Http; +using System.Text.Json.Serialization; +using Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +internal class SearchVectorsRequest : IValidatable + where TEmbedding : unmanaged +{ + [JsonPropertyName("vector")] + public TEmbedding[] StartingVector { get; set; } = System.Array.Empty(); + + [JsonPropertyName("filter")] + public Filter Filters { get; set; } + + [JsonPropertyName("limit")] + public int Limit { get; set; } + + [JsonPropertyName("offset")] + public int Offset { get; set; } + + [JsonPropertyName("with_payload")] + public bool WithPayload { get; set; } + + [JsonPropertyName("with_vector")] + public bool WithVector { get; set; } + + [JsonPropertyName("score_threshold")] + public double ScoreThreshold { get; set; } = -1; + + public static SearchVectorsRequest Create(string collectionName) + { + return new SearchVectorsRequest(collectionName); + } + + public static SearchVectorsRequest Create(string collectionName, int vectorSize) + { + return new SearchVectorsRequest(collectionName).SimilarTo(new TEmbedding[vectorSize]); + } + + public SearchVectorsRequest SimilarTo(TEmbedding[] vector) + { + this.StartingVector = vector; + return this; + } + + public SearchVectorsRequest HavingExternalId(string id) + { + Verify.NotNull(id, "External ID is NULL"); + this.Filters.ValueMustMatch("id", id); + return this; + } + + public SearchVectorsRequest HavingTags(IEnumerable? tags) + { + if (tags == null) { return this; } + + foreach (var tag in tags) + { + if (!string.IsNullOrEmpty(tag)) + { + this.Filters.ValueMustMatch("external_tags", tag); + } + } + + return this; + } + + public SearchVectorsRequest WithScoreThreshold(double threshold) + { + this.ScoreThreshold = threshold; + return this; + } + + public SearchVectorsRequest IncludePayLoad() + { + this.WithPayload = true; + return this; + } + + public SearchVectorsRequest IncludeVectorData() + { + this.WithVector = true; + return this; + } + + public SearchVectorsRequest FromPosition(int offset) + { + this.Offset = offset; + return this; + } + + public SearchVectorsRequest Take(int count) + { + this.Limit = count; + return this; + } + + public SearchVectorsRequest TakeFirst() + { + return this.FromPosition(0).Take(1); + } + + public void Validate() + { + Verify.NotNull(this.StartingVector, "Missing target, either provide a vector or a vector size"); + Verify.NotNullOrEmpty(this._collectionName, "The collection name is empty"); + Verify.True(this.Limit > 0, "The number of vectors must be greater than zero"); + this.Filters.Validate(); + } + + public HttpRequestMessage Build() + { + this.Validate(); + return HttpRequest.CreatePostRequest( + $"collections/{this._collectionName}/points/search", + payload: this); + } + + internal class Filter : IValidatable + { + internal class Match : IValidatable + { + [JsonPropertyName("value")] + public object Value { get; set; } + + public Match() + { + this.Value = string.Empty; + } + + public void Validate() + { + } + } + + internal class Must : IValidatable + { + [JsonPropertyName("key")] + public string Key { get; set; } + + [JsonPropertyName("match")] + public Match Match { get; set; } + + public Must() + { + this.Match = new(); + this.Key = string.Empty; + } + + public Must(string key, object value) : this() + { + this.Key = key; + this.Match.Value = value; + } + + public void Validate() + { + Verify.NotNull(this.Key, "The filter key is NULL"); + Verify.NotNull(this.Match, "The filter match is NULL"); + } + } + + [JsonPropertyName("must")] + public List Conditions { get; set; } + + internal Filter() + { + this.Conditions = new(); + } + + internal Filter ValueMustMatch(string key, object value) + { + this.Conditions.Add(new Must(key, value)); + return this; + } + + public void Validate() + { + Verify.NotNull(this.Conditions, "Filter conditions are NULL"); + foreach (var x in this.Conditions) + { + x.Validate(); + } + } + } + + #region private ================================================================================ + + private readonly string _collectionName; + + private SearchVectorsRequest(string collectionName) + { + this._collectionName = collectionName; + this.Filters = new Filter(); + this.WithPayload = false; + this.WithVector = false; + + // By default take the closest vector only + this.FromPosition(0).Take(1); + } + + #endregion +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/SearchVectorsResponse.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/SearchVectorsResponse.cs new file mode 100644 index 000000000000..4d5b15154a56 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/SearchVectorsResponse.cs @@ -0,0 +1,58 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +#pragma warning disable CA1812 // Avoid uninstantiated internal classes: Used for Json Deserialization +internal class SearchVectorsResponse : QdrantResponse + where TEmbedding : unmanaged +{ + internal class ScoredPoint + { + [JsonPropertyName("id")] + public string Id { get; set; } + + [JsonPropertyName("version")] + public int Version { get; set; } + + [JsonPropertyName("score")] + public double? Score { get; set; } + + [JsonPropertyName("payload")] + public Dictionary Payload { get; set; } + + [JsonPropertyName("vector")] + public TEmbedding[] Vector { get; set; } = Array.Empty(); + + [JsonConstructor] + public ScoredPoint(string id, double? score, Dictionary payload, TEmbedding[] vector) + { + this.Id = id; + this.Score = score; + this.Payload = payload; + this.Vector = vector; + } + } + + [JsonPropertyName("result")] + public IEnumerable Results { get; set; } + + [JsonConstructor] + public SearchVectorsResponse(IEnumerable results) + { + this.Results = results; + } + + #region private ================================================================================ + + private SearchVectorsResponse() + { + this.Results = new List(); + } + + #endregion +} +#pragma warning restore CA1812 // Avoid uninstantiated internal classes diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/UpsertVectorRequest.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/UpsertVectorRequest.cs new file mode 100644 index 000000000000..01b961c8bf97 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/UpsertVectorRequest.cs @@ -0,0 +1,67 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Linq; +using System.Net.Http; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +internal class UpsertVectorRequest + where TEmbedding : unmanaged +{ + public static UpsertVectorRequest Create(string collectionName) + { + return new UpsertVectorRequest(collectionName); + } + + public UpsertVectorRequest UpsertVector(string pointId, QdrantVectorRecord vectorRecord) + { + this.Batch.Ids.Add(pointId); + this.Batch.Vectors.Add(vectorRecord.Embedding.Vector.ToArray()); + this.Batch.Payloads.Add(vectorRecord.Payload); + return this; + } + + public HttpRequestMessage Build() + { + return HttpRequest.CreatePutRequest( + $"collections/{this.Collection}/points?wait=true", + payload: this); + } + + [JsonIgnore] + public string Collection { get; set; } + + [JsonPropertyName("batch")] + public BatchRequest Batch { get; set; } + + internal class BatchRequest + { + [JsonPropertyName("ids")] + public IList Ids { get; set; } + + [JsonPropertyName("vectors")] + public IList Vectors { get; set; } + + [JsonPropertyName("payloads")] + public IList> Payloads { get; set; } + + internal BatchRequest() + { + this.Ids = new List(); + this.Vectors = new List(); + this.Payloads = new List>(); + } + } + + #region private ================================================================================ + + private UpsertVectorRequest(string collectionName) + { + this.Collection = collectionName; + this.Batch = new BatchRequest(); + } + + #endregion +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/UpsertVectorResponse.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/UpsertVectorResponse.cs new file mode 100644 index 000000000000..6d82c2bb96ac --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/ApiSchema/UpsertVectorResponse.cs @@ -0,0 +1,43 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +#pragma warning disable CA1812 // Avoid uninstantiated internal classes: Used for Json Deserialization +internal class UpsertVectorResponse : QdrantResponse +{ + /// + /// Upsert result information object + /// + [JsonPropertyName("result")] + public UpdateResult Result { get; set; } + + /// + /// Constructor + /// + /// + [JsonConstructor] + public UpsertVectorResponse(UpdateResult result) + { + this.Result = result; + } + + internal class UpdateResult + { + /// + /// Sequential Number of the Operation + /// + + [JsonPropertyName("operation_id")] + public int OperationId { get; set; } + + /// + /// acknowledged - Request is saved to WAL and will be process in a queue. + /// completed - Request is completed, changes are actual. + /// + [JsonPropertyName("status")] + public string Status { get; set; } = string.Empty; + } +} +#pragma warning restore CA1812 // Avoid uninstantiated internal classes diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/HttpRequest.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/HttpRequest.cs new file mode 100644 index 000000000000..12662a72dd29 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/HttpRequest.cs @@ -0,0 +1,59 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Net.Http; +using System.Net.Mime; +using System.Text; +using System.Text.Json; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http; + +internal static class HttpRequest +{ + public static HttpRequestMessage CreateGetRequest(string url, object? payload = null) + { + return new HttpRequestMessage(HttpMethod.Get, url) + { + Content = GetJsonContent(payload) + }; + } + + public static HttpRequestMessage CreatePostRequest(string url, object? payload = null) + { + return new HttpRequestMessage(HttpMethod.Post, url) + { + Content = GetJsonContent(payload) + }; + } + + public static HttpRequestMessage CreatePutRequest(string url, object? payload = null) + { + return new HttpRequestMessage(HttpMethod.Put, url) + { + Content = GetJsonContent(payload) + }; + } + + public static HttpRequestMessage CreatePatchRequest(string url, object? payload = null) + { + return new HttpRequestMessage(HttpMethod.Patch, url) + { + Content = GetJsonContent(payload) + }; + } + + public static HttpRequestMessage CreateDeleteRequest(string url) + { + return new HttpRequestMessage(HttpMethod.Delete, url); + } + + private static StringContent? GetJsonContent(object? payload) + { + if (payload == null) + { + return null; + } + + string strPayload = payload is string s ? s : JsonSerializer.Serialize(payload); + return new StringContent(strPayload, Encoding.UTF8, MediaTypeNames.Application.Json); + } +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/SecureHttpHandler.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/SecureHttpHandler.cs new file mode 100644 index 000000000000..8e5cf77db39a --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Http/SecureHttpHandler.cs @@ -0,0 +1,13 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Net.Http; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http; + +internal static class HttpHandlers +{ + public static HttpClientHandler CheckCertificateRevocation { get; } = new HttpClientHandler + { + CheckCertificateRevocationList = false + }; +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantDistanceType.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantDistanceType.cs new file mode 100644 index 000000000000..566f7b4bacdd --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantDistanceType.cs @@ -0,0 +1,42 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant; + +/// +/// The vector distance type used by Qdrant. +/// +[JsonConverter(typeof(JsonStringEnumConverter))] +public enum QdrantDistanceType +{ + /// + /// Cosine of the angle between vectors, aka dot product scaled by magnitude. Cares only about angle difference. + /// + Cosine, + + /// + /// Consider angle and distance (magnitude) of vectors. + /// + DotProduct, + + /// + /// Pythagorean(theorem) distance of 2 multidimensional points. + /// + Euclidean, + + /// + /// Sum of absolute differences between points across all the dimensions. + /// + Manhattan, + + /// + /// Assuming only the most significant dimension is relevant. + /// + Chebyshev, + + /// + /// Generalization of Euclidean and Manhattan. + /// + Minkowski, +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantMemoryStore.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantMemoryStore.cs new file mode 100644 index 000000000000..616345b8d83b --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantMemoryStore.cs @@ -0,0 +1,141 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.Threading; +using System.Threading.Tasks; +using Microsoft.Extensions.Logging; +using Microsoft.SemanticKernel.AI.Embeddings; +using Microsoft.SemanticKernel.Memory; +using Microsoft.SemanticKernel.Memory.Storage; +using Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant; + +/// +/// An implementation of for Qdrant Vector database. +/// +/// The Embedding data is saved to a Qdrant Vector database instance specified in the constructor by url and port. +/// The embedding data persists between subsequent instances and has similarity search capability. +/// +public class QdrantMemoryStore : IMemoryStore + where TEmbedding : unmanaged +{ + /// + /// Constructor for a memory store backed by a Qdrant Vector database instance. + /// + /// + /// + /// + /// + public QdrantMemoryStore(string host, int port, int vectorSize, ILogger? logger = null) + { + this._qdrantClient = new QdrantVectorDbClient(endpoint: host, port: port, vectorSize: vectorSize, log: logger); + } + + /// + public async Task>?> GetAsync(string collection, string key, CancellationToken cancel = default) + { + try + { + var vectorData = await this._qdrantClient.GetVectorByPayloadIdAsync(collection, key); + if (vectorData != null && vectorData.Value.HasValue) + { + return new DataEntry>( + key: key, + value: vectorData.Value.Value); + } + else + { + return null; + } + } + catch (Exception ex) + { + throw new VectorDbException($"Failed to get vector data from Qdrant {ex.Message}"); + } + } + + /// + public async Task>> PutAsync( + string collection, + DataEntry> data, + CancellationToken cancel = default) + { + if (!await this._qdrantClient.DoesCollectionExistAsync(collection)) + { + await this._qdrantClient.CreateCollectionAsync(collection); + } + + var vectorData = new DataEntry>( + key: data.Key, + value: QdrantVectorRecord.FromJson(data.Value!.Embedding, data.Value.GetSerializedMetadata())); + await this._qdrantClient.UpsertVectorAsync(collection, vectorData); + + return data; + } + + /// + public async Task RemoveAsync(string collection, string key, CancellationToken cancel = default) + { + try + { + await this._qdrantClient.DeleteVectorByIdAsync(collection, key); + } + catch (Exception ex) + { + throw new VectorDbException($"Failed to remove vector data from Qdrant {ex.Message}"); + } + } + + /// + public async IAsyncEnumerable<(IEmbeddingWithMetadata, double)> GetNearestMatchesAsync( + string collection, + Embedding embedding, + int limit = 1, + double minRelevanceScore = 0) + { + var results = this._qdrantClient.FindNearestInCollectionAsync(collection, embedding, minRelevanceScore, limit); + await foreach ((IEmbeddingWithMetadata, double) result in results) + { + yield return result; + } + } + + /// + public IAsyncEnumerable GetCollectionsAsync(CancellationToken cancel = default) + { + return this._qdrantClient.ListCollectionsAsync(); + } + + /// + /// Deletes a collection from the Qdrant Vector database. + /// + /// + /// + public async Task DeleteCollectionAsync(string collection) + { + await this._qdrantClient.DeleteCollectionAsync(collection); + } + + #region private ================================================================================ + + /// + /// Concurrent dictionary consisting of Qdrant Collection names mapped to + /// a concurrent dictionary of cached Qdrant vector entries mapped by plaintext key + /// + private readonly QdrantVectorDbClient _qdrantClient; + + #endregion +} + +/// +/// Default constructor for a Qdrant memory embeddings store for embeddings - defaults to floating point vectors. +/// The default embedding type is . +/// +public class QdrantMemoryStore : QdrantMemoryStore +{ + public QdrantMemoryStore(string host, int port, int vectorSize, ILogger? logger = null) : base(host, port, vectorSize, logger) + { + } +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantVectorDbClient.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantVectorDbClient.cs new file mode 100644 index 000000000000..d7866018ffc7 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantVectorDbClient.cs @@ -0,0 +1,517 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.Linq; +using System.Net; +using System.Net.Http; +using System.Text.Json; +using System.Threading.Tasks; +using Microsoft.Extensions.Logging; +using Microsoft.Extensions.Logging.Abstractions; +using Microsoft.SemanticKernel.AI.Embeddings; +using Microsoft.SemanticKernel.Memory.Storage; +using Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; +using Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http; +using Microsoft.SemanticKernel.Skills.Memory.Qdrant.Http.ApiSchema; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant; + +/// +/// An implementation of a client for the Qdrant VectorDB. This class is used to +/// connect, create, delete, and get embeddings data from a Qdrant VectorDB instance. +/// +public class QdrantVectorDbClient + where TEmbedding : unmanaged +{ + /// + /// The endpoint for the Qdrant service. + /// + public string BaseAddress + { + get { return this._httpClient.BaseAddress.ToString(); } + } + + /// + /// The port for the Qdrant service. + /// + public int Port + { + get { return this._httpClient.BaseAddress.Port; } + } + + /// + /// The constructor for the QdrantVectorDbClient. + /// + /// + /// + /// + /// + /// + public QdrantVectorDbClient( + string endpoint, + int vectorSize, + int? port = null, + HttpClient? httpClient = null, + ILogger? log = null) + { + Verify.ArgNotNullOrEmpty(endpoint, "Qdrant endpoint cannot be null or empty"); + + this._vectorSize = vectorSize; + this._log = log ?? NullLogger>.Instance; + this._httpClient = httpClient ?? new HttpClient(HttpHandlers.CheckCertificateRevocation); + this._httpClient.BaseAddress = SanitizeEndpoint(endpoint, port); + } + + /// + /// Get a specific vector by its unique Qdrant ID. + /// + /// + /// + /// + public async Task>?> GetVectorByIdAsync(string collectionName, string pointId) + { + this._log.LogDebug("Searching vector by point ID"); + + using HttpRequestMessage request = GetVectorsRequest.Create(collectionName) + .WithPointId(pointId) + .WithPayloads(true) + .WithVectors(true) + .Build(); + + (HttpResponseMessage response, string responseContent) = await this.ExecuteHttpRequestAsync(request); + try + { + response.EnsureSuccessStatusCode(); + } + catch (HttpRequestException e) + { + this._log.LogDebug("Vector not found {0}", e.Message); + return null; + } + + var data = JsonSerializer.Deserialize>(responseContent); + + if (data == null) + { + this._log.LogWarning("Unable to deserialize Get response"); + return null; + } + + if (!data.Result.Any()) + { + this._log.LogWarning("Vector not found"); + return null; + } + + var recordData = data.Result.First(); + +#pragma warning disable CS8604 // The request specifically asked for a payload to be in the response + var record = new QdrantVectorRecord( + new Embedding( + recordData.Vector!.ToArray()), // The request specifically asked for a vector to be in the response + recordData.Payload, + null); +#pragma warning restore CS8604 + + this._log.LogDebug("Vector found"); + + return new DataEntry>(pointId.ToString(), record); + } + + /// + /// Get a specific vector by a unique identifier in the metadata (Qdrant payload). + /// + /// + /// + /// + public async Task>?> GetVectorByPayloadIdAsync(string collectionName, string metadataId) + { + using HttpRequestMessage request = SearchVectorsRequest.Create(collectionName) + .SimilarTo(new TEmbedding[this._vectorSize]) + .HavingExternalId(metadataId) + .IncludePayLoad() + .TakeFirst() + .IncludeVectorData() + .Build(); + + (HttpResponseMessage response, string responseContent) = await this.ExecuteHttpRequestAsync(request); + try + { + response.EnsureSuccessStatusCode(); + } + catch (HttpRequestException e) + { + this._log.LogDebug("Request for vector with payload ID failed {0}", e.Message); + return null; + } + + var data = JsonSerializer.Deserialize>(responseContent); + + if (data == null) + { + this._log.LogWarning("Unable to deserialize Search response"); + return null; + } + + if (!data.Results.Any()) + { + this._log.LogDebug("Vector not found"); + return null; + } + + var point = data.Results.First(); + + var record = new QdrantVectorRecord( + new Embedding( + point.Vector.ToArray()), + point.Payload, + null); + this._log.LogDebug("Vector found}"); + + return new DataEntry>(point.Id, record); + } + + /// + /// Delete a vector by its unique Qdrant ID. + /// + /// + /// + /// + public async Task DeleteVectorByIdAsync(string collectionName, string pointId) + { + this._log.LogDebug("Deleting vector by point ID"); + + Verify.NotNullOrEmpty(collectionName, "Collection name is empty"); + Verify.NotNull(pointId, "Qdrant point ID is NULL"); + + using var request = DeleteVectorsRequest + .DeleteFrom(collectionName) + .DeleteVector(pointId) + .Build(); + + (HttpResponseMessage response, string responseContent) = await this.ExecuteHttpRequestAsync(request); + + try + { + response.EnsureSuccessStatusCode(); + var result = JsonSerializer.Deserialize(responseContent); + if (result?.Status == "ok") + { + this._log.LogDebug("Vector being deleted"); + } + else + { + this._log.LogWarning("Vector delete failed"); + } + } + catch (HttpRequestException e) + { + this._log.LogError(e, "Vector delete request failed: {0}", e.Message); + } + } + + /// + /// Delete a vector by its unique identifier in the metadata (Qdrant payload). + /// + /// + /// + /// + public async Task DeleteVectorByPayloadIdAsync(string collectionName, string metadataId) + { + DataEntry>? existingRecord = await this.GetVectorByPayloadIdAsync(collectionName, metadataId); + + if (existingRecord == null) + { + this._log.LogDebug("Vector not found"); + return; + } + + this._log.LogDebug("Vector found, deleting"); + + using var request = DeleteVectorsRequest + .DeleteFrom(collectionName) + .DeleteVector(existingRecord.Value.Key) + .Build(); + + (HttpResponseMessage response, string responseContent) = await this.ExecuteHttpRequestAsync(request); + + try + { + response.EnsureSuccessStatusCode(); + var result = JsonSerializer.Deserialize(responseContent); + if (result?.Status == "ok") + { + this._log.LogDebug("Vector being deleted"); + } + else + { + this._log.LogWarning("Vector delete failed"); + } + } + catch (HttpRequestException e) + { + this._log.LogError(e, "Vector delete request failed: {0}", e.Message); + } + } + + /// + /// Upsert a vector. + /// + /// + /// + /// + public async Task UpsertVectorAsync(string collectionName, DataEntry> vectorData) + { + this._log.LogDebug("Upserting vector"); + Verify.NotNull(vectorData, "The vector data entry is NULL"); + Verify.NotNull(vectorData.Value, "The vector data entry contains NULL value"); + + DataEntry>? existingRecord = await this.GetVectorByPayloadIdAsync(collectionName, vectorData.Key); + + if (existingRecord != null) + { + return; + } + + // Generate a new ID for the new vector + using var request = UpsertVectorRequest + .Create(collectionName) + .UpsertVector(Guid.NewGuid().ToString(), vectorData.Value).Build(); + (HttpResponseMessage response, string responseContent) = await this.ExecuteHttpRequestAsync(request); + + try + { + response.EnsureSuccessStatusCode(); + var result = JsonSerializer.Deserialize(responseContent); + if (result?.Status == "ok") + { + this._log.LogDebug("Vector upserted"); + } + else + { + this._log.LogWarning("Vector upsert failed"); + } + } + catch (HttpRequestException e) + { + this._log.LogError(e, "Vector upsert request failed: {0}", e.Message); + } + } + + /// + /// Find the nearest vectors in a collection using vector similarity search. + /// + /// + /// + /// + /// + /// + /// + public async IAsyncEnumerable<(QdrantVectorRecord, double)> FindNearestInCollectionAsync( + string collectionName, + Embedding target, + double threshold, + int top = 1, + IEnumerable? requiredTags = null) + { + this._log.LogDebug("Searching top {0} closest vectors in {1}", top); + + Verify.NotNull(target, "The given vector is NULL"); + + using HttpRequestMessage request = SearchVectorsRequest + .Create(collectionName) + .SimilarTo(target.Vector.ToArray()) + .HavingTags(requiredTags) + .WithScoreThreshold(threshold) + .IncludePayLoad() + .IncludeVectorData() + .Take(top) + .Build(); + + (HttpResponseMessage response, string responseContent) = await this.ExecuteHttpRequestAsync(request); + response.EnsureSuccessStatusCode(); + + var data = JsonSerializer.Deserialize>(responseContent); + + if (data == null) + { + this._log.LogWarning("Unable to deserialize Search response"); + yield break; + } + + if (!data.Results.Any()) + { + this._log.LogWarning("Nothing found"); + yield break; + } + + var result = new List<(QdrantVectorRecord, double)>(); + + foreach (var v in data.Results) + { + var record = new QdrantVectorRecord( + new Embedding(v.Vector), + v.Payload); + + result.Add((record, v.Score ?? 0)); + } + + // Qdrant search results are currently sorted by id, alphabetically + result = SortSearchResultByScore(result); + foreach (var kv in result) + { + yield return kv; + } + } + + /// + /// Create a Qdrant vector collection. + /// + /// + /// + public async Task CreateCollectionAsync(string collectionName) + { + this._log.LogDebug("Creating collection {0}", collectionName); + + using var request = CreateCollectionRequest + .Create(collectionName, this._vectorSize, QdrantDistanceType.Cosine) + .Build(); + + (HttpResponseMessage response, string responseContent) = await this.ExecuteHttpRequestAsync(request); + + // Creation is idempotent, ignore error (and for now ignore vector size) + if (response.StatusCode == HttpStatusCode.BadRequest) + { + if (responseContent.Contains("already exists", StringComparison.InvariantCultureIgnoreCase)) { return; } + } + + try + { + response.EnsureSuccessStatusCode(); + } + catch (HttpRequestException e) + { + this._log.LogError(e, "Collection upsert failed: {0}, {1}", e.Message, responseContent); + throw; + } + } + + /// + /// Delete a Qdrant vector collection. + /// + /// + /// + public async Task DeleteCollectionAsync(string collectionName) + { + this._log.LogDebug("Deleting collection {0}", collectionName); + + using var request = DeleteCollectionRequest.Create(collectionName).Build(); + (HttpResponseMessage response, string responseContent) = await this.ExecuteHttpRequestAsync(request); + + // Deletion is idempotent, ignore error + if (response.StatusCode == HttpStatusCode.NotFound) + { + return; + } + + try + { + response.EnsureSuccessStatusCode(); + } + catch (HttpRequestException e) + { + this._log.LogError(e, "Collection deletion failed: {0}, {1}", e.Message, responseContent); + throw; + } + } + + /// + /// Check if a vector collection exists. + /// + /// + /// + /// + public async Task DoesCollectionExistAsync(string collectionName) + { + this._log.LogDebug("Fetching collection {0}", collectionName); + + using var request = GetCollectionsRequest.Create(collectionName).Build(); + (HttpResponseMessage response, string responseContent) = await this.ExecuteHttpRequestAsync(request); + + if (response.StatusCode == HttpStatusCode.NotFound) + { + return false; + } + + if (response.IsSuccessStatusCode) + { + return true; + } + + this._log.LogError("Collection fetch failed: {0}, {1}", response.StatusCode, responseContent); + throw new VectorDbException($"Unexpected response: {response.StatusCode}"); + } + + /// + /// List all vector collections. + /// + /// + public async IAsyncEnumerable ListCollectionsAsync() + { + this._log.LogDebug("Listing collections"); + + using var request = ListCollectionsRequest.Create().Build(); + (HttpResponseMessage response, string responseContent) = await this.ExecuteHttpRequestAsync(request); + + var collections = JsonSerializer.Deserialize(responseContent); + + foreach (var collection in collections?.Result?.Collections ?? Enumerable.Empty()) + { + yield return collection.Name; + } + } + + #region private ================================================================================ + + private readonly ILogger _log; + private readonly HttpClient _httpClient; + private readonly int _vectorSize; + + private static List<(QdrantVectorRecord, double)> SortSearchResultByScore( + List<(QdrantVectorRecord, double)> tuplesList) + { + // Sort list in place + tuplesList.Sort((a, b) => b.Item2.CompareTo(a.Item2)); + return tuplesList; + } + + private static Uri SanitizeEndpoint(string endpoint, int? port) + { + Verify.IsValidUrl(nameof(endpoint), endpoint, false, true, false); + + UriBuilder builder = new(endpoint); + if (port.HasValue) { builder.Port = port.Value; } + + return builder.Uri; + } + + private async Task<(HttpResponseMessage response, string responseContent)> ExecuteHttpRequestAsync(HttpRequestMessage request) + { + HttpResponseMessage response = await this._httpClient.SendAsync(request); + + string responseContent = await response.Content.ReadAsStringAsync(); + if (response.IsSuccessStatusCode) + { + this._log.LogTrace("Qdrant responded successfully"); + } + else + { + this._log.LogTrace("Qdrant responded with error"); + } + + return (response, responseContent); + } + + #endregion +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantVectorRecord.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantVectorRecord.cs new file mode 100644 index 000000000000..96c7f7e0ee24 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/QdrantVectorRecord.cs @@ -0,0 +1,80 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Diagnostics.CodeAnalysis; +using System.Text.Json; +using System.Text.Json.Serialization; +using Microsoft.SemanticKernel.AI.Embeddings; +using Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant; + +/// +/// A record structure used by Qdrant that contains an embedding and metadata. +/// +/// +public class QdrantVectorRecord : IEmbeddingWithMetadata + where TEmbedding : unmanaged +{ + /// + /// The embedding data. + /// + [JsonPropertyName("embedding")] + public Embedding Embedding { get; private set; } + + /// + /// The metadata. + /// + [JsonPropertyName("payload")] + public Dictionary Payload { get; private set; } + + /// + /// The tags used for search. + /// + [JsonPropertyName("tags")] + public List? Tags { get; private set; } + + /// + /// Constructor. + /// + /// + /// + /// + public QdrantVectorRecord(Embedding embedding, Dictionary payload, List? tags = null) + { + this.Embedding = embedding; + this.Payload = payload; + this.Tags = tags; + } + + /// + /// Serializes the metadata to JSON. + /// + /// + public string GetSerializedMetadata() + { + return JsonSerializer.Serialize(this.Payload); + } + + /// + /// Deserializes the metadata from JSON. + /// + /// + /// + /// + /// + /// + [SuppressMessage("Design", "CA1000:Do not declare static members on generic types", Justification = "Following 'IsSupported' pattern of System.Numerics.")] + public static QdrantVectorRecord FromJson(Embedding embedding, string json, List? tags = null) + { + var payload = JsonSerializer.Deserialize>(json); + if (payload != null) + { + return new QdrantVectorRecord(embedding, payload, tags); + } + else + { + throw new VectorDbException(VectorDbException.ErrorCodes.UnableToDeserializeRecordPayload, "Failed to deserialize payload"); + } + } +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Skills.Memory.Qdrant.csproj b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Skills.Memory.Qdrant.csproj new file mode 100644 index 000000000000..fbc869c52f97 --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Skills.Memory.Qdrant.csproj @@ -0,0 +1,26 @@ + + + $([System.IO.Path]::GetDirectoryName($([MSBuild]::GetPathOfFileAbove('.gitignore', '$(MSBuildThisFileDirectory)')))) + + + + + Microsoft.SemanticKernel.Skills.Memory.Qdrant + Microsoft.SemanticKernel.Skills.Memory.Qdrant + netstandard2.1 + + + + + Microsoft.SemanticKernel.Skills.Memory.Qdrant + Semantic Kernel - Qdrant Connector + + + + + + + + + + \ No newline at end of file diff --git a/dotnet/src/SemanticKernel.UnitTests/Memory/VolatileMemoryStoreTests.cs b/dotnet/src/SemanticKernel.UnitTests/Memory/VolatileMemoryStoreTests.cs index 5a3cbdb528a0..98201f817387 100644 --- a/dotnet/src/SemanticKernel.UnitTests/Memory/VolatileMemoryStoreTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/Memory/VolatileMemoryStoreTests.cs @@ -2,6 +2,7 @@ using System; using System.Linq; +using System.Text.Json; using System.Threading.Tasks; using Microsoft.SemanticKernel.AI.Embeddings; using Microsoft.SemanticKernel.Memory; @@ -280,5 +281,10 @@ public DoubleEmbeddingWithBasicMetadata(Embedding embedding, string meta this.Embedding = embedding; this.Metadata = metadata; } + + public string GetSerializedMetadata() + { + return JsonSerializer.Serialize(this.Metadata); + } } } diff --git a/dotnet/src/SemanticKernel.UnitTests/Planning/SKContextExtensionsTests.cs b/dotnet/src/SemanticKernel.UnitTests/Planning/SKContextExtensionsTests.cs index 4a9c7a86e25c..32c108385531 100644 --- a/dotnet/src/SemanticKernel.UnitTests/Planning/SKContextExtensionsTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/Planning/SKContextExtensionsTests.cs @@ -28,7 +28,7 @@ public async Task CanCallGetAvailableFunctionsWithNoFunctionsAsync() // Arrange Mock Memory and Result var memory = new Mock(); - var memoryQueryResult = new MemoryQueryResult(false, "sourceName", "id", "description", "text", 0.8); + var memoryQueryResult = new MemoryQueryResult(new MemoryRecordMetadata(false, "sourceName", "id", "description", "text"), 0.8); var asyncEnumerable = new[] { memoryQueryResult }.ToAsyncEnumerable(); memory.Setup(x => x.SearchAsync(It.IsAny(), It.IsAny(), It.IsAny(), It.IsAny(), It.IsAny())) .Returns(asyncEnumerable); @@ -66,7 +66,7 @@ public async Task CanCallGetAvailableFunctionsWithFunctionsAsync() // Arrange Mock Memory and Result var skills = new Mock(); - var memoryQueryResult = new MemoryQueryResult(false, "sourceName", functionView.ToFullyQualifiedName(), "description", "text", 0.8); + var memoryQueryResult = new MemoryQueryResult(new MemoryRecordMetadata(false, "sourceName", functionView.ToFullyQualifiedName(), "description", "text"), 0.8); var asyncEnumerable = new[] { memoryQueryResult }.ToAsyncEnumerable(); var memory = new Mock(); memory.Setup(x => x.SearchAsync(It.IsAny(), It.IsAny(), It.IsAny(), It.IsAny(), It.IsAny())) @@ -125,7 +125,7 @@ public async Task CanCallGetAvailableFunctionsWithFunctionsWithRelevancyAsync() // Arrange Mock Memory and Result var skills = new Mock(); - var memoryQueryResult = new MemoryQueryResult(false, "sourceName", functionView.ToFullyQualifiedName(), "description", "text", 0.8); + var memoryQueryResult = new MemoryQueryResult(new MemoryRecordMetadata(isReference: false, id: functionView.ToFullyQualifiedName(), text: "text", description: "description", externalSourceName: "sourceName"), relevance: 0.8); var asyncEnumerable = new[] { memoryQueryResult }.ToAsyncEnumerable(); var memory = new Mock(); memory.Setup(x => x.SearchAsync(It.IsAny(), It.IsAny(), It.IsAny(), It.IsAny(), It.IsAny())) @@ -329,7 +329,7 @@ public async Task CanCallGetAvailableFunctionsAsyncWithDefaultRelevancyAsync() // Arrange Mock Memory and Result var memory = new Mock(); - var memoryQueryResult = new MemoryQueryResult(false, "sourceName", "id", "description", "text", 0.8); + var memoryQueryResult = new MemoryQueryResult(new MemoryRecordMetadata(false, "sourceName", "id", "description", "text"), 0.8); var asyncEnumerable = new[] { memoryQueryResult }.ToAsyncEnumerable(); memory.Setup(x => x.SearchAsync(It.IsAny(), It.IsAny(), It.IsAny(), It.IsAny(), It.IsAny())) .Returns(asyncEnumerable); diff --git a/dotnet/src/SemanticKernel/AI/Embeddings/IEmbeddingWithMetadata.cs b/dotnet/src/SemanticKernel/AI/Embeddings/IEmbeddingWithMetadata.cs index 8a498438d71a..2d0b6e704263 100644 --- a/dotnet/src/SemanticKernel/AI/Embeddings/IEmbeddingWithMetadata.cs +++ b/dotnet/src/SemanticKernel/AI/Embeddings/IEmbeddingWithMetadata.cs @@ -13,4 +13,9 @@ public interface IEmbeddingWithMetadata /// Gets the . /// Embedding Embedding { get; } + + /// + /// Returns a string representing the metadata. + /// + string GetSerializedMetadata(); } diff --git a/dotnet/src/SemanticKernel/CoreSkills/TextMemorySkill.cs b/dotnet/src/SemanticKernel/CoreSkills/TextMemorySkill.cs index c09359615d62..38d6ff03ec97 100644 --- a/dotnet/src/SemanticKernel/CoreSkills/TextMemorySkill.cs +++ b/dotnet/src/SemanticKernel/CoreSkills/TextMemorySkill.cs @@ -71,7 +71,7 @@ public async Task RetrieveAsync(SKContext context) var memory = await context.Memory.GetAsync(collection, key); - return memory?.Text ?? string.Empty; + return memory?.Metadata.Text ?? string.Empty; } /// @@ -116,11 +116,11 @@ public string Recall(string text, SKContext context) if (limitInt == 1) { var memory = memories.FirstOrDefault(); - resultString = (memory != null) ? memory.Text : string.Empty; + resultString = (memory != null) ? memory.Metadata.Text : string.Empty; } else { - resultString = JsonSerializer.Serialize(memories.Select(x => x.Text)); + resultString = JsonSerializer.Serialize(memories.Select(x => x.Metadata.Text)); } if (resultString.Length == 0) diff --git a/dotnet/src/SemanticKernel/Memory/MemoryException.cs b/dotnet/src/SemanticKernel/Memory/MemoryException.cs new file mode 100644 index 000000000000..ea8655693cab --- /dev/null +++ b/dotnet/src/SemanticKernel/Memory/MemoryException.cs @@ -0,0 +1,73 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using Microsoft.SemanticKernel.Diagnostics; + +namespace Microsoft.SemanticKernel.Memory; + +/// +/// Kernel logic exception +/// +public class MemoryException : Exception +{ + /// + /// Semantic kernel error codes. + /// + public enum ErrorCodes + { + /// + /// Unknown error. + /// + UnknownError = -1, + + /// + /// Unable to construct memory from serialized metadata. + /// + UnableToDeserializeMetadata, + } + + /// + /// Error code. + /// + public ErrorCodes ErrorCode { get; set; } + + /// + /// Constructor for KernelException. + /// + /// Error code to put in KernelException. + /// Message to put in KernelException. + public MemoryException(ErrorCodes errCode, string? message = null) : base(errCode, message) + { + this.ErrorCode = errCode; + } + + /// + /// Constructor for KernelException. + /// + /// Error code to put in KernelException. + /// Message to put in KernelException. + /// Exception to embed in KernelException. + public MemoryException(ErrorCodes errCode, string message, Exception? e) : base(errCode, message, e) + { + this.ErrorCode = errCode; + } + + #region private ================================================================================ + + private MemoryException() + { + // Not allowed, error code is required + } + + private MemoryException(string message) : base(message) + { + // Not allowed, error code is required + } + + private MemoryException(string message, Exception innerException) : base(message, innerException) + { + // Not allowed, error code is required + } + + #endregion +} diff --git a/dotnet/src/SemanticKernel/Memory/MemoryQueryResult.cs b/dotnet/src/SemanticKernel/Memory/MemoryQueryResult.cs index a35f3eb593cd..7375105bb3f8 100644 --- a/dotnet/src/SemanticKernel/Memory/MemoryQueryResult.cs +++ b/dotnet/src/SemanticKernel/Memory/MemoryQueryResult.cs @@ -1,5 +1,8 @@ // Copyright (c) Microsoft. All rights reserved. +using System.Text.Json; +using System.Text.Json.Serialization; + namespace Microsoft.SemanticKernel.Memory; /// @@ -9,30 +12,9 @@ public class MemoryQueryResult { /// /// Whether the source data used to calculate embeddings are stored in the local - /// storage provider or is available through and external service, such as web site, MS Graph, etc. + /// storage provider or is available through an external service, such as web site, MS Graph, etc. /// - public bool IsReference { get; } - - /// - /// A value used to understand which external service owns the data, to avoid storing the information - /// inside the URI. E.g. this could be "MSTeams", "WebSite", "GitHub", etc. - /// - public string ExternalSourceName { get; } - - /// - /// Unique identifier. The format of the value is domain specific, so it can be a URL, a GUID, etc. - /// - public string Id { get; } - - /// - /// Optional entry description, useful for external references when Text is empty. - /// - public string Description { get; } - - /// - /// Source text, available only when the memory is not an external source. - /// - public string Text { get; } + public MemoryRecordMetadata Metadata { get; } /// /// Search relevance, from 0 to 1, where 1 means perfect match. @@ -40,42 +22,45 @@ public class MemoryQueryResult public double Relevance { get; } /// - /// Create new instance + /// Create a new instance of MemoryQueryResult /// - /// Whether the source data used to calculate embeddings are stored in the local - /// storage provider or is available through and external service, such as web site, MS Graph, etc. - /// A value used to understand which external service owns the data, to avoid storing the information - /// inside the Id. E.g. this could be "MSTeams", "WebSite", "GitHub", etc. - /// Unique identifier. The format of the value is domain specific, so it can be a URL, a GUID, etc. - /// Optional title describing the entry, useful for external references when Text is empty. - /// Source text, available only when the memory is not an external source. + /// + /// Whether the source data used to calculate embeddings are stored in the local + /// storage provider or is available through an external service, such as web site, MS Graph, etc. + /// /// Search relevance, from 0 to 1, where 1 means perfect match. + [JsonConstructor] public MemoryQueryResult( - bool isReference, - string sourceName, - string id, - string description, - string text, + MemoryRecordMetadata metadata, double relevance) { - this.IsReference = isReference; - this.ExternalSourceName = sourceName; - this.Id = id; - this.Description = description; - this.Text = text; + this.Metadata = metadata; this.Relevance = relevance; } + public static MemoryQueryResult FromJson( + string json, + double relevance) + { + var metadata = JsonSerializer.Deserialize(json); + if (metadata != null) + { + return new MemoryQueryResult(metadata, relevance); + } + else + { + throw new MemoryException( + MemoryException.ErrorCodes.UnableToDeserializeMetadata, + "Unable to create memory query result from serialized metadata"); + } + } + internal static MemoryQueryResult FromMemoryRecord( MemoryRecord rec, double relevance) { return new MemoryQueryResult( - isReference: rec.IsReference, - sourceName: rec.ExternalSourceName, - id: rec.Id, - description: rec.Description, - text: rec.Text, + (MemoryRecordMetadata)rec.Metadata.Clone(), relevance); } } diff --git a/dotnet/src/SemanticKernel/Memory/MemoryRecord.cs b/dotnet/src/SemanticKernel/Memory/MemoryRecord.cs index 49c2d0d41387..fb25ad45c21c 100644 --- a/dotnet/src/SemanticKernel/Memory/MemoryRecord.cs +++ b/dotnet/src/SemanticKernel/Memory/MemoryRecord.cs @@ -1,5 +1,6 @@ // Copyright (c) Microsoft. All rights reserved. +using System.Text.Json; using Microsoft.SemanticKernel.AI.Embeddings; namespace Microsoft.SemanticKernel.Memory; @@ -10,36 +11,14 @@ namespace Microsoft.SemanticKernel.Memory; internal class MemoryRecord : IEmbeddingWithMetadata { /// - /// Whether the source data used to calculate embeddings are stored in the local - /// storage provider or is available through and external service, such as web site, MS Graph, etc. - /// - public bool IsReference { get; private set; } - - /// - /// A value used to understand which external service owns the data, to avoid storing the information - /// inside the URI. E.g. this could be "MSTeams", "WebSite", "GitHub", etc. - /// - public string ExternalSourceName { get; private set; } = string.Empty; - - /// - /// Unique identifier. The format of the value is domain specific, so it can be a URL, a GUID, etc. - /// - public string Id { get; private set; } = string.Empty; - - /// - /// Optional title describing the content. Note: the title is not indexed. - /// - public string Description { get; private set; } = string.Empty; - - /// - /// Source text, available only when the memory is not an external source. + /// Source content embeddings. /// - public string Text { get; private set; } = string.Empty; + public Embedding Embedding { get; } /// - /// Source content embeddings. + /// Metadata associated with a Semantic Kernel memory. /// - public Embedding Embedding { get; private set; } + public MemoryRecordMetadata Metadata { get; } /// /// Prepare an instance about a memory which source is stored externally. @@ -56,14 +35,17 @@ public static MemoryRecord ReferenceRecord( string? description, Embedding embedding) { - return new MemoryRecord - { - IsReference = true, - ExternalSourceName = sourceName, - Id = externalId, - Description = description ?? string.Empty, - Embedding = embedding - }; + return new MemoryRecord( + new MemoryRecordMetadata + ( + isReference: true, + externalSourceName: sourceName, + id: externalId, + description: description ?? string.Empty, + text: string.Empty + ), + embedding + ); } /// @@ -81,19 +63,45 @@ public static MemoryRecord LocalRecord( Embedding embedding) { return new MemoryRecord + ( + new MemoryRecordMetadata + ( + isReference: false, + id: id, + text: text, + description: description ?? string.Empty, + externalSourceName: string.Empty + ), + embedding + ); + } + + public static MemoryRecord FromJson( + string json, + Embedding embedding) + { + var metadata = JsonSerializer.Deserialize(json); + if (metadata != null) { - IsReference = false, - Id = id, - Text = text, - Description = description ?? string.Empty, - Embedding = embedding - }; + return new MemoryRecord(metadata, embedding); + } + + throw new MemoryException( + MemoryException.ErrorCodes.UnableToDeserializeMetadata, + "Unable to create memory record from serialized metadata"); + } + + public string GetSerializedMetadata() + { + return JsonSerializer.Serialize(this.Metadata); } /// /// Block constructor, use or /// - private MemoryRecord() + private MemoryRecord(MemoryRecordMetadata metadata, Embedding embedding) { + this.Metadata = metadata; + this.Embedding = embedding; } } diff --git a/dotnet/src/SemanticKernel/Memory/MemoryRecordMetadata.cs b/dotnet/src/SemanticKernel/Memory/MemoryRecordMetadata.cs new file mode 100644 index 000000000000..5dc6cf476332 --- /dev/null +++ b/dotnet/src/SemanticKernel/Memory/MemoryRecordMetadata.cs @@ -0,0 +1,70 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Memory; + +/// +/// Class representing the metadata associated with a Semantic Kernel memory. +/// +public class MemoryRecordMetadata : ICloneable +{ + /// + /// Whether the source data used to calculate embeddings are stored in the local + /// storage provider or is available through and external service, such as web site, MS Graph, etc. + /// + [JsonInclude] + [JsonPropertyName("is_reference")] + public bool IsReference { get; } + + /// + /// A value used to understand which external service owns the data, to avoid storing the information + /// inside the URI. E.g. this could be "MSTeams", "WebSite", "GitHub", etc. + /// + [JsonInclude] + [JsonPropertyName("external_source_name")] + public string ExternalSourceName { get; } + + /// + /// Unique identifier. The format of the value is domain specific, so it can be a URL, a GUID, etc. + /// + [JsonInclude] + [JsonPropertyName("id")] + public string Id { get; } + + /// + /// Optional title describing the content. Note: the title is not indexed. + /// + [JsonInclude] + [JsonPropertyName("description")] + public string Description { get; } + + /// + /// Source text, available only when the memory is not an external source. + /// + [JsonInclude] + [JsonPropertyName("text")] + public string Text { get; } + + [JsonConstructor] + public MemoryRecordMetadata( + bool isReference, + string id, + string text, + string description, + string externalSourceName + ) + { + this.IsReference = isReference; + this.ExternalSourceName = externalSourceName; + this.Id = id; + this.Text = text; + this.Description = description; + } + + public object Clone() + { + return this.MemberwiseClone(); + } +} diff --git a/dotnet/src/SemanticKernel/Memory/SemanticTextMemory.cs b/dotnet/src/SemanticKernel/Memory/SemanticTextMemory.cs index de37eab0612d..dffcb8a61f36 100644 --- a/dotnet/src/SemanticKernel/Memory/SemanticTextMemory.cs +++ b/dotnet/src/SemanticKernel/Memory/SemanticTextMemory.cs @@ -66,9 +66,9 @@ public async Task SaveReferenceAsync( if (record == null || record.Value == null || record.Value.Value == null) { return null; } - MemoryRecord result = (MemoryRecord)(record.Value.Value); + string metadataString = record.Value.Value.GetSerializedMetadata(); - return MemoryQueryResult.FromMemoryRecord(result, 1); + return MemoryQueryResult.FromJson(metadataString, 1); } /// @@ -95,7 +95,7 @@ public async IAsyncEnumerable SearchAsync( await foreach ((IEmbeddingWithMetadata, double) result in results.WithCancellation(cancel)) { - yield return MemoryQueryResult.FromMemoryRecord((MemoryRecord)result.Item1, result.Item2); + yield return MemoryQueryResult.FromJson(result.Item1.GetSerializedMetadata(), result.Item2); } } diff --git a/dotnet/src/SemanticKernel/Memory/Storage/IDataStore.cs b/dotnet/src/SemanticKernel/Memory/Storage/IDataStore.cs index a3cdcdd1b2d5..a1d529255604 100644 --- a/dotnet/src/SemanticKernel/Memory/Storage/IDataStore.cs +++ b/dotnet/src/SemanticKernel/Memory/Storage/IDataStore.cs @@ -21,14 +21,6 @@ public interface IDataStore /// A group of collection names. IAsyncEnumerable GetCollectionsAsync(CancellationToken cancel = default); - /// - /// Gets all entries within a collection. - /// - /// Collection name. - /// Cancellation token. - /// A collection of data; empty if collection doesn't exist. - IAsyncEnumerable> GetAllAsync(string collection, CancellationToken cancel = default); - /// /// Gets a object from a collection and key. /// diff --git a/dotnet/src/SemanticKernel/Planning/SKContextExtensions.cs b/dotnet/src/SemanticKernel/Planning/SKContextExtensions.cs index 7b07405600b5..f0c5718ee183 100644 --- a/dotnet/src/SemanticKernel/Planning/SKContextExtensions.cs +++ b/dotnet/src/SemanticKernel/Planning/SKContextExtensions.cs @@ -101,7 +101,7 @@ internal static async Task> GetRelevantFunctionsAsync( var relevantFunctions = new ConcurrentBag(); await foreach (var memoryEntry in memories.WithCancellation(context.CancellationToken)) { - var function = availableFunctions.FirstOrDefault(x => x.ToFullyQualifiedName() == memoryEntry.Id); + var function = availableFunctions.FirstOrDefault(x => x.ToFullyQualifiedName() == memoryEntry.Metadata.Id); if (function != null) { context.Log.LogDebug("Found relevant function. Relevance Score: {0}, Function: {1}", memoryEntry.Relevance, diff --git a/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs b/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs index d0f0d561a916..16f77783fdaf 100644 --- a/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs +++ b/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs @@ -83,8 +83,8 @@ Files added. await foreach (MemoryQueryResult memory in memories) { Console.WriteLine($"Result {++i}:"); - Console.WriteLine(" URL: : " + memory.Id); - Console.WriteLine(" Title : " + memory.Description); + Console.WriteLine(" URL: : " + memory.Metadata.Id); + Console.WriteLine(" Title : " + memory.Metadata.Description); Console.WriteLine(" Relevance: " + memory.Relevance); Console.WriteLine(); } @@ -118,8 +118,8 @@ Files added. await foreach (MemoryQueryResult memory in memories) { Console.WriteLine($"Result {++i}:"); - Console.WriteLine(" URL: : " + memory.Id); - Console.WriteLine(" Title : " + memory.Description); + Console.WriteLine(" URL: : " + memory.Metadata.Id); + Console.WriteLine(" Title : " + memory.Metadata.Description); Console.WriteLine(" Relevance: " + memory.Relevance); Console.WriteLine(); } diff --git a/samples/dotnet/kernel-syntax-examples/Example19_Qdrant.cs b/samples/dotnet/kernel-syntax-examples/Example19_Qdrant.cs new file mode 100644 index 000000000000..816878d630e0 --- /dev/null +++ b/samples/dotnet/kernel-syntax-examples/Example19_Qdrant.cs @@ -0,0 +1,72 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Globalization; +using System.Threading.Tasks; +using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Configuration; +using Microsoft.SemanticKernel.Memory; +using Microsoft.SemanticKernel.Skills.Memory.Qdrant; +using RepoUtils; + +// ReSharper disable once InconsistentNaming +public static class Example19_Qdrant +{ + private const string MemoryCollectionName = "qdrant-test"; + + public static async Task RunAsync() + { + int qdrantPort = int.Parse(Env.Var("QDRANT_PORT"), CultureInfo.InvariantCulture); + QdrantMemoryStore memoryStore = new QdrantMemoryStore(Env.Var("QDRANT_ENDPOINT"), qdrantPort, vectorSize: 1536, ConsoleLogger.Log); + IKernel kernel = Kernel.Builder + .WithLogger(ConsoleLogger.Log) + .Configure(c => + { + c.AddOpenAITextCompletion("davinci", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + c.AddOpenAIEmbeddingGeneration("ada", "text-embedding-ada-002", Env.Var("OPENAI_API_KEY")); + }) + .WithMemoryStorage(memoryStore) + .Build(); + + Console.WriteLine("== Printing Collections in DB =="); + var collections = memoryStore.GetCollectionsAsync(); + await foreach (var collection in collections) + { + Console.WriteLine(collection); + } + + Console.WriteLine("== Adding Memories =="); + + await kernel.Memory.SaveInformationAsync(MemoryCollectionName, id: "cat1", text: "british short hair"); + await kernel.Memory.SaveInformationAsync(MemoryCollectionName, id: "cat2", text: "orange tabby"); + await kernel.Memory.SaveInformationAsync(MemoryCollectionName, id: "cat3", text: "norwegian forest cat"); + + Console.WriteLine("== Printing Collections in DB =="); + collections = memoryStore.GetCollectionsAsync(); + await foreach (var collection in collections) + { + Console.WriteLine(collection); + } + + Console.WriteLine("== Retrieving Memories =="); + MemoryQueryResult? lookup = await kernel.Memory.GetAsync(MemoryCollectionName, "cat1"); + Console.WriteLine(lookup != null ? lookup.Metadata.Text : "ERROR: memory not found"); + + Console.WriteLine("== Similarity Searching Memories: My favorite color is orange =="); + var searchResults = kernel.Memory.SearchAsync(MemoryCollectionName, "My favorite color is orange", limit: 3, minRelevanceScore: 0.8); + + await foreach (var item in searchResults) + { + Console.WriteLine(item.Metadata.Text + " : " + item.Relevance); + } + + Console.WriteLine("== Removing Collection {0} ==", MemoryCollectionName); + await memoryStore.DeleteCollectionAsync(MemoryCollectionName); + + Console.WriteLine("== Printing Collections in DB =="); + await foreach (var collection in collections) + { + Console.WriteLine(collection); + } + } +} diff --git a/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj b/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj index 36cacb722bee..25153d3eb308 100644 --- a/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj +++ b/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj @@ -28,6 +28,7 @@ + diff --git a/samples/dotnet/kernel-syntax-examples/Program.cs b/samples/dotnet/kernel-syntax-examples/Program.cs index abf948ff78ac..8799c3c1507e 100644 --- a/samples/dotnet/kernel-syntax-examples/Program.cs +++ b/samples/dotnet/kernel-syntax-examples/Program.cs @@ -62,6 +62,9 @@ public static async Task Main() await Example18_DallE.RunAsync(); Console.WriteLine("== DONE =="); + + await Example19_Qdrant.RunAsync(); + Console.WriteLine("== DONE =="); } } #pragma warning restore CS1591 diff --git a/samples/dotnet/kernel-syntax-examples/README.md b/samples/dotnet/kernel-syntax-examples/README.md index 2ff75f420ece..804852f3e610 100644 --- a/samples/dotnet/kernel-syntax-examples/README.md +++ b/samples/dotnet/kernel-syntax-examples/README.md @@ -22,6 +22,8 @@ dotnet user-secrets set "AZURE_OPENAI_DEPLOYMENT_LABEL" "..." dotnet user-secrets set "AZURE_OPENAI_DEPLOYMENT_NAME" "https://... .openai.azure.com/" dotnet user-secrets set "AZURE_OPENAI_ENDPOINT" "..." dotnet user-secrets set "AZURE_OPENAI_KEY" "..." +dotnet user-secrets set "QDRANT_ENDPOINT" "..." +dotnet user-secrets set "QDRANT_PORT" "..." ``` To set your secrets with environment variables, use these names: @@ -31,4 +33,6 @@ To set your secrets with environment variables, use these names: * AZURE_OPENAI_DEPLOYMENT_LABEL * AZURE_OPENAI_DEPLOYMENT_NAME * AZURE_OPENAI_ENDPOINT -* AZURE_OPENAI_KEY \ No newline at end of file +* AZURE_OPENAI_KEY +* QDRANT_ENDPOINT +* QDRANT_PORT From 215933efaa4fe422c1fd34cc3382afae627cb772 Mon Sep 17 00:00:00 2001 From: Devis Lucato Date: Thu, 30 Mar 2023 11:29:56 -0700 Subject: [PATCH 11/20] Name refactoring + move OpenAI code to Connectors namespace (#204) ### Motivation and Context Cleaning up tech debt as per plan, last couple of months * Moved OpenAI code to Connectors namespace * Label => Service Id * Backend => Service / Connector * EmbeddingGenerator => EmbeddingGeneration / TextEmbeddingGeneration --- README.md | 36 +- dotnet/SK-dotnet.sln | 10 + dotnet/SK-dotnet.sln.DotSettings | 2 + dotnet/nuget/nuget-package.props | 2 +- .../Connectors.UnitTests.csproj | 27 ++ .../KernelConfigOpenAIExtensionsTests.cs | 296 ++++++++++++++ .../OpenAI/Tokenizers/GPT3TokenizerTests.cs | 4 +- .../OpenAI}/AIServiceType.cs | 2 +- .../OpenAI}/OpenAICompletionTests.cs | 22 +- .../OpenAI/OpenAITextEmbeddingTests.cs} | 16 +- .../CoreSkills/PlannerSkillTests.cs | 13 +- .../SemanticKernel.IntegrationTests/README.md | 8 +- .../TestSettings/AzureOpenAIConfiguration.cs | 6 +- .../TestSettings/OpenAIConfiguration.cs | 6 +- .../testsettings.json | 8 +- .../Diagnostics/IValidatable.cs | 80 +--- .../Diagnostics/ValidateExtensions.cs | 81 ++++ .../Skills.Memory.Qdrant.csproj | 13 +- .../OpenAI/Services/AzureOpenAIConfigTests.cs | 73 ---- .../AI/OpenAI/Services/OpenAIConfigTests.cs | 60 --- .../Configuration/KernelConfigTests.cs | 383 ------------------ .../CoreSkills/PlannerSkillTests.cs | 126 +++--- .../KernelConfigTests.cs | 99 +++++ .../SemanticKernel.UnitTests/KernelTests.cs | 16 +- .../Planning/SKContextExtensionsTests.cs | 1 - .../Reliability/HttpRetryConfigTests.cs | 2 +- .../ServiceConfigTests.cs} | 18 +- .../Text/StringExtensionsTests.cs | 1 - .../AI/ChatCompletion/ChatHistory.cs | 13 - .../AI/ChatCompletion/IChatCompletion.cs | 2 +- ...ngGenerator.cs => IEmbeddingGeneration.cs} | 8 +- .../AI/OpenAI/Services/AzureOpenAIConfig.cs | 54 --- .../AI/OpenAI/Services/BackendConfig.cs | 25 -- .../AI/OpenAI/Services/OpenAIConfig.cs | 45 -- .../AI/TextCompletion/ITextCompletion.cs | 2 +- .../Configuration/IBackendConfig.cs | 13 - .../OpenAI}/AzureDeployments.cs | 2 +- .../OpenAI}/AzureOpenAIClientAbstract.cs | 4 +- .../ChatCompletion}/ChatCompletionRequest.cs | 2 +- .../ChatCompletion}/ChatCompletionResponse.cs | 2 +- .../ChatCompletion}/OpenAIChatCompletion.cs | 20 +- .../ChatCompletion/OpenAIChatHistory.cs | 4 +- .../ImageGenerationRequest.cs | 2 +- .../ImageGenerationResponse.cs | 2 +- .../ImageGeneration}/OpenAIImageGeneration.cs | 5 +- .../OpenAI/KernelConfigOpenAIExtensions.cs} | 46 ++- .../OpenAI}/OpenAIClientAbstract.cs | 8 +- .../TextCompletion}/AzureTextCompletion.cs | 5 +- .../TextCompletion}/OpenAITextCompletion.cs | 5 +- .../TextCompletion}/TextCompletionRequest.cs | 2 +- .../TextCompletion}/TextCompletionResponse.cs | 2 +- .../AzureTextEmbeddingGeneration.cs} | 8 +- .../OpenAITextEmbeddingGeneration.cs} | 8 +- .../TextEmbedding}/TextEmbeddingRequest.cs | 2 +- .../TextEmbedding}/TextEmbeddingResponse.cs | 2 +- .../OpenAI/Tokenizers/GPT3Tokenizer.cs | 4 +- .../Tokenizers/Settings/EmbeddedResource.cs | 2 +- .../Tokenizers/Settings/GPT3Settings.cs | 3 +- .../OpenAI/Tokenizers/Settings/encoder.json | 0 .../OpenAI/Tokenizers/Settings/vocab.bpe | 0 .../CoreSkills/ConversationSummarySkill.cs | 14 +- .../SemanticKernel/CoreSkills/PlannerSkill.cs | 3 - .../Diagnostics/ExceptionExtensions.cs | 8 +- dotnet/src/SemanticKernel/IKernel.cs | 3 +- dotnet/src/SemanticKernel/Kernel.cs | 11 +- dotnet/src/SemanticKernel/KernelBuilder.cs | 8 +- .../{Configuration => }/KernelConfig.cs | 58 +-- dotnet/src/SemanticKernel/KernelException.cs | 4 +- .../InlineFunctionsDefinitionExtension.cs | 3 +- .../KernelExtensions/MemoryConfiguration.cs | 19 +- .../Memory/SemanticTextMemory.cs | 4 +- .../Extensions/ContextVariablesExtensions.cs | 3 +- .../Extensions/SKContextExtensions.cs | 4 +- .../Orchestration/ISKFunction.cs | 8 +- .../Orchestration/SKFunction.cs | 12 +- .../Orchestration/SKFunctionExtensions.cs | 1 - .../Planning/FunctionFlowRunner.cs | 1 - .../Planning/FunctionViewExtensions.cs | 4 +- .../src/SemanticKernel/Planning/PlanRunner.cs | 1 - ...ions.cs => SKContextPlanningExtensions.cs} | 7 +- .../SemanticFunctions/PromptTemplateConfig.cs | 12 +- .../src/SemanticKernel/SemanticKernel.csproj | 15 +- .../SemanticKernel/Services/IServiceConfig.cs | 13 + .../SemanticKernel/Services/ServiceConfig.cs | 24 ++ .../TemplateEngine/Blocks/CodeBlock.cs | 1 - samples/dotnet/KernelBuilder/GlobalUsings.cs | 4 +- samples/dotnet/KernelBuilder/Program.cs | 32 +- .../{BackendConfig.cs => AIServiceConfig.cs} | 8 +- .../KernelHttpServer/Config/ApiKeyConfig.cs | 4 +- .../KernelHttpServer/Config/Constants.cs | 4 +- samples/dotnet/KernelHttpServer/Extensions.cs | 8 +- .../SemanticKernelEndpoint.cs | 1 - .../KernelHttpServer/SemanticKernelFactory.cs | 54 ++- samples/dotnet/github-skills/GitHubSkill.cs | 1 - .../AzureOpenAIConfiguration.cs | 6 +- .../graph-api-skills/OpenAIConfiguration.cs | 6 +- samples/dotnet/graph-api-skills/Program.cs | 21 +- samples/dotnet/graph-api-skills/README.md | 8 +- .../dotnet/graph-api-skills/appsettings.json | 6 +- .../SampleExtension.cs | 4 +- ...xample05_CombineLLMPromptsAndNativeCode.cs | 5 +- .../Example06_InlineFunctionDefinition.cs | 4 +- .../Example07_TemplateLanguage.cs | 4 +- .../Example08_RetryHandler.cs | 10 +- .../Example09_FunctionTypes.cs | 3 +- ...Example10_DescribeAllSkillsAndFunctions.cs | 3 +- .../Example12_Planning.cs | 17 +- .../Example13_ConversationSummarySkill.cs | 5 +- .../Example14_Memory.cs | 3 +- .../Example15_MemorySkill.cs | 6 +- .../Example16_CustomLLM.cs | 9 +- .../Example17_ChatGPT.cs | 14 +- .../kernel-syntax-examples/Example18_DallE.cs | 10 +- .../Example19_Qdrant.cs | 5 +- .../KernelSyntaxExamples.csproj | 6 - .../dotnet/kernel-syntax-examples/README.md | 4 +- .../AssistantShowCalendarEvents/config.json | 5 +- .../skills/ChatSkill/ChatFilter/config.json | 5 +- samples/skills/ChatSkill/ChatUser/config.json | 5 +- samples/skills/ChatSkill/ChatV2/config.json | 5 +- .../Importance/config.json | 5 +- .../ClassificationSkill/Question/config.json | 5 +- samples/skills/CodingSkill/Code/config.json | 5 +- .../CodingSkill/CommandLinePython/config.json | 5 +- .../skills/CodingSkill/DOSScript/config.json | 5 +- .../CodingSkill/EmailSearch/config.json | 5 +- samples/skills/CodingSkill/Entity/config.json | 5 +- samples/skills/FunSkill/Limerick/config.json | 5 +- .../AssistantIntent/config.json | 5 +- samples/skills/MiscSkill/Continue/config.json | 5 +- .../QASkill/AssistantResults/config.json | 5 +- .../skills/QASkill/ContextQuery/config.json | 5 +- samples/skills/QASkill/Form/config.json | 5 +- samples/skills/QASkill/QNA/config.json | 5 +- .../MakeAbstractReadable/config.json | 5 +- .../skills/SummarizeSkill/Notegen/config.json | 5 +- .../skills/WriterSkill/Acronym/config.json | 5 +- .../WriterSkill/AcronymGenerator/config.json | 5 +- .../WriterSkill/AcronymReverse/config.json | 5 +- .../skills/WriterSkill/Brainstorm/config.json | 3 +- .../skills/WriterSkill/EmailGen/config.json | 5 +- .../skills/WriterSkill/EmailTo/config.json | 5 +- .../WriterSkill/NovelChapter/config.json | 3 +- .../NovelChapterWithNotes/config.json | 3 +- .../WriterSkill/NovelOutline/config.json | 3 +- .../skills/WriterSkill/ShortPoem/config.json | 5 +- .../skills/WriterSkill/Translate/config.json | 5 +- .../WriterSkill/TranslateV2/config.json | 5 +- 148 files changed, 1061 insertions(+), 1320 deletions(-) create mode 100644 dotnet/src/Connectors/Connectors.UnitTests/Connectors.UnitTests.csproj create mode 100644 dotnet/src/Connectors/Connectors.UnitTests/OpenAI/KernelConfigOpenAIExtensionsTests.cs rename dotnet/src/{SemanticKernel.UnitTests/AI => Connectors/Connectors.UnitTests}/OpenAI/Tokenizers/GPT3TokenizerTests.cs (98%) rename dotnet/src/SemanticKernel.IntegrationTests/{AI => Connectors/OpenAI}/AIServiceType.cs (84%) rename dotnet/src/SemanticKernel.IntegrationTests/{AI => Connectors/OpenAI}/OpenAICompletionTests.cs (92%) rename dotnet/src/SemanticKernel.IntegrationTests/{AI/OpenAIEmbeddingTests.cs => Connectors/OpenAI/OpenAITextEmbeddingTests.cs} (83%) create mode 100644 dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/ValidateExtensions.cs delete mode 100644 dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Services/AzureOpenAIConfigTests.cs delete mode 100644 dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Services/OpenAIConfigTests.cs delete mode 100644 dotnet/src/SemanticKernel.UnitTests/Configuration/KernelConfigTests.cs create mode 100644 dotnet/src/SemanticKernel.UnitTests/KernelConfigTests.cs rename dotnet/src/SemanticKernel.UnitTests/{AI/OpenAI/Services/BackendConfigTests.cs => Services/ServiceConfigTests.cs} (56%) rename dotnet/src/SemanticKernel/AI/Embeddings/{IEmbeddingGenerator.cs => IEmbeddingGeneration.cs} (88%) delete mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureOpenAIConfig.cs delete mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/Services/BackendConfig.cs delete mode 100644 dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIConfig.cs delete mode 100644 dotnet/src/SemanticKernel/Configuration/IBackendConfig.cs rename dotnet/src/SemanticKernel/{AI/OpenAI/HttpSchema => Connectors/OpenAI}/AzureDeployments.cs (97%) rename dotnet/src/SemanticKernel/{AI/OpenAI/Clients => Connectors/OpenAI}/AzureOpenAIClientAbstract.cs (98%) rename dotnet/src/SemanticKernel/{AI/OpenAI/HttpSchema => Connectors/OpenAI/ChatCompletion}/ChatCompletionRequest.cs (98%) rename dotnet/src/SemanticKernel/{AI/OpenAI/HttpSchema => Connectors/OpenAI/ChatCompletion}/ChatCompletionResponse.cs (97%) rename dotnet/src/SemanticKernel/{AI/OpenAI/Services => Connectors/OpenAI/ChatCompletion}/OpenAIChatCompletion.cs (82%) rename dotnet/src/SemanticKernel/{AI => Connectors/OpenAI}/ChatCompletion/OpenAIChatHistory.cs (92%) rename dotnet/src/SemanticKernel/{AI/OpenAI/HttpSchema => Connectors/OpenAI/ImageGeneration}/ImageGenerationRequest.cs (92%) rename dotnet/src/SemanticKernel/{AI/OpenAI/HttpSchema => Connectors/OpenAI/ImageGeneration}/ImageGenerationResponse.cs (94%) rename dotnet/src/SemanticKernel/{AI/OpenAI/Services => Connectors/OpenAI/ImageGeneration}/OpenAIImageGeneration.cs (95%) rename dotnet/src/SemanticKernel/{Configuration/KernelConfigExtensions.cs => Connectors/OpenAI/KernelConfigOpenAIExtensions.cs} (82%) rename dotnet/src/SemanticKernel/{AI/OpenAI/Clients => Connectors/OpenAI}/OpenAIClientAbstract.cs (97%) rename dotnet/src/SemanticKernel/{AI/OpenAI/Services => Connectors/OpenAI/TextCompletion}/AzureTextCompletion.cs (96%) rename dotnet/src/SemanticKernel/{AI/OpenAI/Services => Connectors/OpenAI/TextCompletion}/OpenAITextCompletion.cs (95%) rename dotnet/src/SemanticKernel/{AI/OpenAI/HttpSchema => Connectors/OpenAI/TextCompletion}/TextCompletionRequest.cs (98%) rename dotnet/src/SemanticKernel/{AI/OpenAI/HttpSchema => Connectors/OpenAI/TextCompletion}/TextCompletionResponse.cs (96%) rename dotnet/src/SemanticKernel/{AI/OpenAI/Services/AzureTextEmbeddings.cs => Connectors/OpenAI/TextEmbedding/AzureTextEmbeddingGeneration.cs} (87%) rename dotnet/src/SemanticKernel/{AI/OpenAI/Services/OpenAITextEmbeddings.cs => Connectors/OpenAI/TextEmbedding/OpenAITextEmbeddingGeneration.cs} (84%) rename dotnet/src/SemanticKernel/{AI/OpenAI/HttpSchema => Connectors/OpenAI/TextEmbedding}/TextEmbeddingRequest.cs (92%) rename dotnet/src/SemanticKernel/{AI/OpenAI/HttpSchema => Connectors/OpenAI/TextEmbedding}/TextEmbeddingResponse.cs (93%) rename dotnet/src/SemanticKernel/{AI => Connectors}/OpenAI/Tokenizers/GPT3Tokenizer.cs (97%) rename dotnet/src/SemanticKernel/{AI => Connectors}/OpenAI/Tokenizers/Settings/EmbeddedResource.cs (95%) rename dotnet/src/SemanticKernel/{AI => Connectors}/OpenAI/Tokenizers/Settings/GPT3Settings.cs (95%) rename dotnet/src/SemanticKernel/{AI => Connectors}/OpenAI/Tokenizers/Settings/encoder.json (100%) rename dotnet/src/SemanticKernel/{AI => Connectors}/OpenAI/Tokenizers/Settings/vocab.bpe (100%) rename dotnet/src/SemanticKernel/{Configuration => }/KernelConfig.cs (87%) rename dotnet/src/SemanticKernel/Planning/{SKContextExtensions.cs => SKContextPlanningExtensions.cs} (97%) create mode 100644 dotnet/src/SemanticKernel/Services/IServiceConfig.cs create mode 100644 dotnet/src/SemanticKernel/Services/ServiceConfig.cs rename samples/dotnet/KernelHttpServer/Config/{BackendConfig.cs => AIServiceConfig.cs} (80%) diff --git a/README.md b/README.md index 59d396eef3a0..070e3a14a4bb 100644 --- a/README.md +++ b/README.md @@ -97,27 +97,32 @@ Here is a quick example of how to use Semantic Kernel from a C# console app. ```csharp using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; -using Microsoft.SemanticKernel.KernelExtensions; var kernel = Kernel.Builder.Build(); -// For Azure Open AI service endpoint and keys please see +// For Azure Open AI details please see // https://learn.microsoft.com/azure/cognitive-services/openai/quickstart?pivots=rest-api -kernel.Config.AddAzureOpenAITextCompletion( - "davinci-backend", // Alias used by the kernel +kernel.Config.AddAzureOpenAITextCompletionService( + "davinci-azure", // Alias used by the kernel "text-davinci-003", // Azure OpenAI *Deployment ID* "https://contoso.openai.azure.com/", // Azure OpenAI *Endpoint* "...your Azure OpenAI Key..." // Azure OpenAI *Key* ); -string skPrompt = @" +string summarizePrompt = @" {{$input}} -Give me the TLDR in 5 words. -"; +Give me the a TLDR in 5 words."; -string textToSummarize = @" +string haikuPrompt = @" +{{$input}} + +Write a futuristic haiku about it."; + +var summarize = kernel.CreateSemanticFunction(summarizePrompt); +var haikuWriter = kernel.CreateSemanticFunction(haikuPrompt); + +string inputText = @" 1) A robot may not injure a human being or, through inaction, allow a human being to come to harm. @@ -125,16 +130,15 @@ allow a human being to come to harm. such orders would conflict with the First Law. 3) A robot must protect its own existence as long as such protection -does not conflict with the First or Second Law. -"; - -var tldrFunction = kernel.CreateSemanticFunction(skPrompt); +does not conflict with the First or Second Law."; -var summary = await kernel.RunAsync(textToSummarize, tldrFunction); +var output = await kernel.RunAsync(inputText, summarize, haikuWriter); -Console.WriteLine(summary); +Console.WriteLine(output); -// Output => Protect humans, follow orders, survive. +// Output => Robots protect us all +// No harm to humans they bring +// Peaceful coexistence ``` ## Contributing and Community diff --git a/dotnet/SK-dotnet.sln b/dotnet/SK-dotnet.sln index eeb188849940..f81251b11f17 100644 --- a/dotnet/SK-dotnet.sln +++ b/dotnet/SK-dotnet.sln @@ -56,6 +56,10 @@ Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Skills.Memory.Qdrant", "src EndProject Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "GitHubSkills", "..\samples\dotnet\github-skills\GitHubSkills.csproj", "{39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}" EndProject +Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "connectors", "connectors", "{0247C2C9-86C3-45BA-8873-28B0948EDC0C}" +EndProject +Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Connectors.UnitTests", "src\Connectors\Connectors.UnitTests\Connectors.UnitTests.csproj", "{EB3FC57F-E591-4C88-BCD5-B6A1BC635168}" +EndProject Global GlobalSection(SolutionConfigurationPlatforms) = preSolution Debug|Any CPU = Debug|Any CPU @@ -122,6 +126,10 @@ Global {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}.Debug|Any CPU.Build.0 = Debug|Any CPU {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}.Release|Any CPU.ActiveCfg = Release|Any CPU {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}.Release|Any CPU.Build.0 = Release|Any CPU + {EB3FC57F-E591-4C88-BCD5-B6A1BC635168}.Debug|Any CPU.ActiveCfg = Debug|Any CPU + {EB3FC57F-E591-4C88-BCD5-B6A1BC635168}.Debug|Any CPU.Build.0 = Debug|Any CPU + {EB3FC57F-E591-4C88-BCD5-B6A1BC635168}.Release|Any CPU.ActiveCfg = Release|Any CPU + {EB3FC57F-E591-4C88-BCD5-B6A1BC635168}.Release|Any CPU.Build.0 = Release|Any CPU EndGlobalSection GlobalSection(SolutionProperties) = preSolution HideSolutionNode = FALSE @@ -144,6 +152,8 @@ Global {A52818AC-57FB-495F-818F-9E1E7BC5618C} = {FA3720F1-C99A-49B2-9577-A940257098BF} {3E0FEA85-5B6F-431B-AD62-D2D0114F65CC} = {9ECD1AA0-75B3-4E25-B0B5-9F0945B64974} {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF} = {FA3720F1-C99A-49B2-9577-A940257098BF} + {0247C2C9-86C3-45BA-8873-28B0948EDC0C} = {831DDCA2-7D2C-4C31-80DB-6BDB3E1F7AE0} + {EB3FC57F-E591-4C88-BCD5-B6A1BC635168} = {0247C2C9-86C3-45BA-8873-28B0948EDC0C} EndGlobalSection GlobalSection(ExtensibilityGlobals) = postSolution SolutionGuid = {FBDC56A3-86AD-4323-AA0F-201E59123B83} diff --git a/dotnet/SK-dotnet.sln.DotSettings b/dotnet/SK-dotnet.sln.DotSettings index 5c8b6b02ecb7..272314ff727b 100644 --- a/dotnet/SK-dotnet.sln.DotSettings +++ b/dotnet/SK-dotnet.sln.DotSettings @@ -174,11 +174,13 @@ public void It$SOMENAME$() True True + True True True True True True + True True True True diff --git a/dotnet/nuget/nuget-package.props b/dotnet/nuget/nuget-package.props index 24e4f41f93fe..b5905fdf928d 100644 --- a/dotnet/nuget/nuget-package.props +++ b/dotnet/nuget/nuget-package.props @@ -3,7 +3,7 @@ true true - 0.9 + 0.10 diff --git a/dotnet/src/Connectors/Connectors.UnitTests/Connectors.UnitTests.csproj b/dotnet/src/Connectors/Connectors.UnitTests/Connectors.UnitTests.csproj new file mode 100644 index 000000000000..408c2da4a266 --- /dev/null +++ b/dotnet/src/Connectors/Connectors.UnitTests/Connectors.UnitTests.csproj @@ -0,0 +1,27 @@ + + + + SemanticKernel.Connectors.UnitTests + SemanticKernel.Connectors.UnitTests + net6.0 + 10 + enable + disable + false + + + + + + + + runtime; build; native; contentfiles; analyzers; buildtransitive + all + + + + + + + + diff --git a/dotnet/src/Connectors/Connectors.UnitTests/OpenAI/KernelConfigOpenAIExtensionsTests.cs b/dotnet/src/Connectors/Connectors.UnitTests/OpenAI/KernelConfigOpenAIExtensionsTests.cs new file mode 100644 index 000000000000..d81e0fe6c3f5 --- /dev/null +++ b/dotnet/src/Connectors/Connectors.UnitTests/OpenAI/KernelConfigOpenAIExtensionsTests.cs @@ -0,0 +1,296 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Linq; +using Microsoft.SemanticKernel; +using Moq; +using Xunit; + +namespace SemanticKernel.Connectors.UnitTests.OpenAI; + +/// +/// Unit tests of . +/// +public class KernelConfigOpenAIExtensionsTests +{ + [Fact] + public void ItFailsWhenAddingTextCompletionServicesWithSameId() + { + var target = new KernelConfig(); + target.AddAzureOpenAITextCompletionService("azure", "depl", "https://url", "key"); + + var exception = Assert.Throws(() => + { + target.AddAzureOpenAITextCompletionService("azure", "depl2", "https://url", "key"); + }); + Assert.Equal(KernelException.ErrorCodes.InvalidServiceConfiguration, exception.ErrorCode); + } + + [Fact] + public void ItFailsWhenAddingEmbeddingGenerationServicesWithSameId() + { + var target = new KernelConfig(); + target.AddAzureOpenAIEmbeddingGenerationService("azure", "depl", "https://url", "key"); + + var exception = Assert.Throws(() => + { + target.AddAzureOpenAIEmbeddingGenerationService("azure", "depl2", "https://url", "key"); + }); + Assert.Equal(KernelException.ErrorCodes.InvalidServiceConfiguration, exception.ErrorCode); + } + + [Fact] + public void ItSucceedsWhenAddingDifferentServiceTypeWithSameId() + { + var target = new KernelConfig(); + target.AddAzureOpenAITextCompletionService("azure", "depl", "https://url", "key"); + target.AddAzureOpenAIEmbeddingGenerationService("azure", "depl2", "https://url", "key"); + + Assert.True(target.TextCompletionServices.ContainsKey("azure")); + Assert.True(target.TextEmbeddingGenerationServices.ContainsKey("azure")); + } + + [Fact] + public void ItTellsIfAServiceIsAvailable() + { + // Arrange + var target = new KernelConfig(); + target.AddAzureOpenAITextCompletionService("azure", "depl", "https://url", "key"); + target.AddOpenAITextCompletionService("oai", "model", "apikey"); + target.AddAzureOpenAIEmbeddingGenerationService("azure", "depl2", "https://url2", "key"); + target.AddOpenAIEmbeddingGenerationService("oai2", "model2", "apikey2"); + + // Assert + Assert.True(target.TextCompletionServices.ContainsKey("azure")); + Assert.True(target.TextCompletionServices.ContainsKey("oai")); + Assert.True(target.TextEmbeddingGenerationServices.ContainsKey("azure")); + Assert.True(target.TextEmbeddingGenerationServices.ContainsKey("oai2")); + + Assert.False(target.TextCompletionServices.ContainsKey("azure2")); + Assert.False(target.TextCompletionServices.ContainsKey("oai2")); + Assert.False(target.TextEmbeddingGenerationServices.ContainsKey("azure1")); + Assert.False(target.TextEmbeddingGenerationServices.ContainsKey("oai")); + } + + [Fact] + public void ItCanOverwriteServices() + { + // Arrange + var target = new KernelConfig(); + + // Act - Assert no exception occurs + target.AddAzureOpenAITextCompletionService("one", "dep", "https://localhost", "key", overwrite: true); + target.AddAzureOpenAITextCompletionService("one", "dep", "https://localhost", "key", overwrite: true); + target.AddOpenAITextCompletionService("one", "model", "key", overwrite: true); + target.AddOpenAITextCompletionService("one", "model", "key", overwrite: true); + target.AddAzureOpenAIEmbeddingGenerationService("one", "dep", "https://localhost", "key", overwrite: true); + target.AddAzureOpenAIEmbeddingGenerationService("one", "dep", "https://localhost", "key", overwrite: true); + target.AddOpenAIEmbeddingGenerationService("one", "model", "key", overwrite: true); + target.AddOpenAIEmbeddingGenerationService("one", "model", "key", overwrite: true); + } + + [Fact] + public void ItCanRemoveAllServices() + { + // Arrange + var target = new KernelConfig(); + target.AddAzureOpenAITextCompletionService("one", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletionService("2", "dep", "https://localhost", "key"); + target.AddOpenAITextCompletionService("3", "model", "key"); + target.AddOpenAITextCompletionService("4", "model", "key"); + target.AddAzureOpenAIEmbeddingGenerationService("5", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGenerationService("6", "dep", "https://localhost", "key"); + target.AddOpenAIEmbeddingGenerationService("7", "model", "key"); + target.AddOpenAIEmbeddingGenerationService("8", "model", "key"); + + // Act + target.RemoveAllTextCompletionServices(); + target.RemoveAllTextEmbeddingGenerationServices(); + + // Assert + Assert.Empty(target.AllTextEmbeddingGenerationServiceIds); + Assert.Empty(target.AllTextCompletionServiceIds); + } + + [Fact] + public void ItCanRemoveAllTextCompletionServices() + { + // Arrange + var target = new KernelConfig(); + target.AddAzureOpenAITextCompletionService("one", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletionService("2", "dep", "https://localhost", "key"); + target.AddOpenAITextCompletionService("3", "model", "key"); + target.AddOpenAITextCompletionService("4", "model", "key"); + target.AddAzureOpenAIEmbeddingGenerationService("5", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGenerationService("6", "dep", "https://localhost", "key"); + target.AddOpenAIEmbeddingGenerationService("7", "model", "key"); + target.AddOpenAIEmbeddingGenerationService("8", "model", "key"); + + // Act + target.RemoveAllTextCompletionServices(); + + // Assert + Assert.Equal(4, target.AllTextEmbeddingGenerationServiceIds.Count()); + Assert.Empty(target.AllTextCompletionServiceIds); + } + + [Fact] + public void ItCanRemoveAllTextEmbeddingGenerationServices() + { + // Arrange + var target = new KernelConfig(); + target.AddAzureOpenAITextCompletionService("one", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletionService("2", "dep", "https://localhost", "key"); + target.AddOpenAITextCompletionService("3", "model", "key"); + target.AddOpenAITextCompletionService("4", "model", "key"); + target.AddAzureOpenAIEmbeddingGenerationService("5", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGenerationService("6", "dep", "https://localhost", "key"); + target.AddOpenAIEmbeddingGenerationService("7", "model", "key"); + target.AddOpenAIEmbeddingGenerationService("8", "model", "key"); + + // Act + target.RemoveAllTextEmbeddingGenerationServices(); + + // Assert + Assert.Equal(4, target.AllTextCompletionServiceIds.Count()); + Assert.Empty(target.AllTextEmbeddingGenerationServiceIds); + } + + [Fact] + public void ItCanRemoveOneCompletionService() + { + // Arrange + var target = new KernelConfig(); + target.AddAzureOpenAITextCompletionService("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletionService("2", "dep", "https://localhost", "key"); + target.AddOpenAITextCompletionService("3", "model", "key"); + Assert.Equal("1", target.DefaultTextCompletionServiceId); + + // Act - Assert + target.RemoveTextCompletionService("1"); + Assert.Equal("2", target.DefaultTextCompletionServiceId); + target.RemoveTextCompletionService("2"); + Assert.Equal("3", target.DefaultTextCompletionServiceId); + target.RemoveTextCompletionService("3"); + Assert.Null(target.DefaultTextCompletionServiceId); + } + + [Fact] + public void ItCanRemoveOneTextEmbeddingGenerationService() + { + // Arrange + var target = new KernelConfig(); + target.AddAzureOpenAIEmbeddingGenerationService("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGenerationService("2", "dep", "https://localhost", "key"); + target.AddOpenAIEmbeddingGenerationService("3", "model", "key"); + Assert.Equal("1", target.DefaultTextEmbeddingGenerationServiceId); + + // Act - Assert + target.RemoveTextEmbeddingGenerationService("1"); + Assert.Equal("2", target.DefaultTextEmbeddingGenerationServiceId); + target.RemoveTextEmbeddingGenerationService("2"); + Assert.Equal("3", target.DefaultTextEmbeddingGenerationServiceId); + target.RemoveTextEmbeddingGenerationService("3"); + Assert.Null(target.DefaultTextEmbeddingGenerationServiceId); + } + + [Fact] + public void GetTextEmbeddingGenerationServiceItReturnsDefaultWhenNonExistingIdIsProvided() + { + // Arrange + var target = new KernelConfig(); + target.AddOpenAIEmbeddingGenerationService("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGenerationService("2", "dep", "https://localhost", "key"); + target.SetDefaultTextEmbeddingGenerationService("2"); + + // Act + var result = target.GetTextEmbeddingGenerationServiceIdOrDefault("test"); + + // Assert + Assert.Equal("2", result); + } + + [Fact] + public void GetEmbeddingServiceReturnsSpecificWhenExistingIdIsProvided() + { + // Arrange + var kernel = new Mock(); + var target = new KernelConfig(); + target.AddOpenAIEmbeddingGenerationService("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGenerationService("2", "dep", "https://localhost", "key"); + target.SetDefaultTextEmbeddingGenerationService("2"); + + // Act + var result = target.GetTextEmbeddingGenerationServiceIdOrDefault("1"); + + // Assert + Assert.Equal("1", result); + } + + [Fact] + public void GetEmbeddingServiceReturnsDefaultWhenNoIdIsProvided() + { + // Arrange + var kernel = new Mock(); + var target = new KernelConfig(); + target.AddOpenAIEmbeddingGenerationService("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAIEmbeddingGenerationService("2", "dep", "https://localhost", "key"); + target.SetDefaultTextEmbeddingGenerationService("2"); + + // Act + var result = target.GetTextEmbeddingGenerationServiceIdOrDefault(); + + // Assert + Assert.Equal("2", result); + } + + [Fact] + public void GetTextCompletionServiceReturnsDefaultWhenNonExistingIdIsProvided() + { + // Arrange + var kernel = new Mock(); + var target = new KernelConfig(); + target.AddOpenAITextCompletionService("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletionService("2", "dep", "https://localhost", "key"); + target.SetDefaultTextCompletionService("2"); + + // Act + var result = target.GetTextCompletionServiceIdOrDefault("345"); + + // Assert + Assert.Equal("2", result); + } + + [Fact] + public void GetTextCompletionServiceReturnsSpecificWhenExistingIdIsProvided() + { + // Arrange + var kernel = new Mock(); + var target = new KernelConfig(); + target.AddOpenAITextCompletionService("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletionService("2", "dep", "https://localhost", "key"); + target.SetDefaultTextCompletionService("2"); + + // Act + var result = target.GetTextCompletionServiceIdOrDefault("1"); + + // Assert + Assert.Equal("1", result); + } + + [Fact] + public void GetTextCompletionServiceItReturnsDefaultWhenNoIdIsProvided() + { + // Arrange + var kernel = new Mock(); + var target = new KernelConfig(); + target.AddOpenAITextCompletionService("1", "dep", "https://localhost", "key"); + target.AddAzureOpenAITextCompletionService("2", "dep", "https://localhost", "key"); + target.SetDefaultTextCompletionService("2"); + + // Act + var result = target.GetTextCompletionServiceIdOrDefault(); + + // Assert + Assert.Equal("2", result); + } +} diff --git a/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Tokenizers/GPT3TokenizerTests.cs b/dotnet/src/Connectors/Connectors.UnitTests/OpenAI/Tokenizers/GPT3TokenizerTests.cs similarity index 98% rename from dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Tokenizers/GPT3TokenizerTests.cs rename to dotnet/src/Connectors/Connectors.UnitTests/OpenAI/Tokenizers/GPT3TokenizerTests.cs index 32b633290910..2124a832649d 100644 --- a/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Tokenizers/GPT3TokenizerTests.cs +++ b/dotnet/src/Connectors/Connectors.UnitTests/OpenAI/Tokenizers/GPT3TokenizerTests.cs @@ -6,11 +6,11 @@ using System.Linq; using System.Text; using System.Text.Json; -using Microsoft.SemanticKernel.AI.OpenAI.Tokenizers; +using Microsoft.SemanticKernel.Connectors.OpenAI.Tokenizers; using Xunit; using Xunit.Abstractions; -namespace SemanticKernel.UnitTests.AI.OpenAI.Tokenizers; +namespace SemanticKernel.Connectors.UnitTests.OpenAI.Tokenizers; #pragma warning disable CA5394 public class GPT3TokenizerTests diff --git a/dotnet/src/SemanticKernel.IntegrationTests/AI/AIServiceType.cs b/dotnet/src/SemanticKernel.IntegrationTests/Connectors/OpenAI/AIServiceType.cs similarity index 84% rename from dotnet/src/SemanticKernel.IntegrationTests/AI/AIServiceType.cs rename to dotnet/src/SemanticKernel.IntegrationTests/Connectors/OpenAI/AIServiceType.cs index 901903634e02..b09a7a5ef635 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/AI/AIServiceType.cs +++ b/dotnet/src/SemanticKernel.IntegrationTests/Connectors/OpenAI/AIServiceType.cs @@ -1,6 +1,6 @@ // Copyright (c) Microsoft. All rights reserved. -namespace SemanticKernel.IntegrationTests.AI; +namespace SemanticKernel.IntegrationTests.Connectors.OpenAI; /// /// Enumeration to run integration tests for different AI services diff --git a/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAICompletionTests.cs b/dotnet/src/SemanticKernel.IntegrationTests/Connectors/OpenAI/OpenAICompletionTests.cs similarity index 92% rename from dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAICompletionTests.cs rename to dotnet/src/SemanticKernel.IntegrationTests/Connectors/OpenAI/OpenAICompletionTests.cs index 63351caec1f9..5e7da573f27d 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAICompletionTests.cs +++ b/dotnet/src/SemanticKernel.IntegrationTests/Connectors/OpenAI/OpenAICompletionTests.cs @@ -2,17 +2,17 @@ using System; using System.Collections.Generic; +using System.Net; using System.Threading.Tasks; using Microsoft.Extensions.Configuration; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.Reliability; using SemanticKernel.IntegrationTests.TestSettings; using Xunit; using Xunit.Abstractions; -namespace SemanticKernel.IntegrationTests.AI; +namespace SemanticKernel.IntegrationTests.Connectors.OpenAI; public sealed class OpenAICompletionTests : IDisposable { @@ -81,15 +81,15 @@ public async Task OpenAIHttpRetryPolicyTestAsync(string prompt, string expectedO { // Arrange var retryConfig = new HttpRetryConfig(); - retryConfig.RetryableStatusCodes.Add(System.Net.HttpStatusCode.Unauthorized); + retryConfig.RetryableStatusCodes.Add(HttpStatusCode.Unauthorized); IKernel target = Kernel.Builder.WithLogger(this._testOutputHelper).Configure(c => c.SetDefaultHttpRetryConfig(retryConfig)).Build(); OpenAIConfiguration? openAIConfiguration = this._configuration.GetSection("OpenAI").Get(); Assert.NotNull(openAIConfiguration); // Use an invalid API key to force a 401 Unauthorized response - target.Config.AddOpenAITextCompletion( - serviceId: openAIConfiguration.Label, + target.Config.AddOpenAITextCompletionService( + serviceId: openAIConfiguration.ServiceId, modelId: openAIConfiguration.ModelId, apiKey: "INVALID_KEY"); @@ -163,12 +163,12 @@ private void ConfigureOpenAI(IKernel kernel) Assert.NotNull(openAIConfiguration); - kernel.Config.AddOpenAITextCompletion( - serviceId: openAIConfiguration.Label, + kernel.Config.AddOpenAITextCompletionService( + serviceId: openAIConfiguration.ServiceId, modelId: openAIConfiguration.ModelId, apiKey: openAIConfiguration.ApiKey); - kernel.Config.SetDefaultTextCompletionService(openAIConfiguration.Label); + kernel.Config.SetDefaultTextCompletionService(openAIConfiguration.ServiceId); } private void ConfigureAzureOpenAI(IKernel kernel) @@ -177,13 +177,13 @@ private void ConfigureAzureOpenAI(IKernel kernel) Assert.NotNull(azureOpenAIConfiguration); - kernel.Config.AddAzureOpenAITextCompletion( - serviceId: azureOpenAIConfiguration.Label, + kernel.Config.AddAzureOpenAITextCompletionService( + serviceId: azureOpenAIConfiguration.ServiceId, deploymentName: azureOpenAIConfiguration.DeploymentName, endpoint: azureOpenAIConfiguration.Endpoint, apiKey: azureOpenAIConfiguration.ApiKey); - kernel.Config.SetDefaultTextCompletionService(azureOpenAIConfiguration.Label); + kernel.Config.SetDefaultTextCompletionService(azureOpenAIConfiguration.ServiceId); } #endregion diff --git a/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAIEmbeddingTests.cs b/dotnet/src/SemanticKernel.IntegrationTests/Connectors/OpenAI/OpenAITextEmbeddingTests.cs similarity index 83% rename from dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAIEmbeddingTests.cs rename to dotnet/src/SemanticKernel.IntegrationTests/Connectors/OpenAI/OpenAITextEmbeddingTests.cs index fb1bf66d5264..b6fa92882cec 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/AI/OpenAIEmbeddingTests.cs +++ b/dotnet/src/SemanticKernel.IntegrationTests/Connectors/OpenAI/OpenAITextEmbeddingTests.cs @@ -5,19 +5,19 @@ using System.Threading.Tasks; using Microsoft.Extensions.Configuration; using Microsoft.SemanticKernel.AI.Embeddings; -using Microsoft.SemanticKernel.AI.OpenAI.Services; +using Microsoft.SemanticKernel.Connectors.OpenAI.TextEmbedding; using SemanticKernel.IntegrationTests.TestSettings; using Xunit; using Xunit.Abstractions; -namespace SemanticKernel.IntegrationTests.AI; +namespace SemanticKernel.IntegrationTests.Connectors.OpenAI; -public sealed class OpenAIEmbeddingTests : IDisposable +public sealed class OpenAITextEmbeddingTests : IDisposable { private const int AdaVectorLength = 1536; private readonly IConfigurationRoot _configuration; - public OpenAIEmbeddingTests(ITestOutputHelper output) + public OpenAITextEmbeddingTests(ITestOutputHelper output) { this._testOutputHelper = new RedirectOutput(output); Console.SetOut(this._testOutputHelper); @@ -27,7 +27,7 @@ public OpenAIEmbeddingTests(ITestOutputHelper output) .AddJsonFile(path: "testsettings.json", optional: false, reloadOnChange: true) .AddJsonFile(path: "testsettings.development.json", optional: true, reloadOnChange: true) .AddEnvironmentVariables() - .AddUserSecrets() + .AddUserSecrets() .Build(); } @@ -39,7 +39,7 @@ public async Task OpenAITestAsync(string testInputString) OpenAIConfiguration? openAIConfiguration = this._configuration.GetSection("OpenAIEmbeddings").Get(); Assert.NotNull(openAIConfiguration); - OpenAITextEmbeddings embeddingGenerator = new OpenAITextEmbeddings(openAIConfiguration.ModelId, openAIConfiguration.ApiKey); + var embeddingGenerator = new OpenAITextEmbeddingGeneration(openAIConfiguration.ModelId, openAIConfiguration.ApiKey); // Act var singleResult = await embeddingGenerator.GenerateEmbeddingAsync(testInputString); @@ -60,7 +60,7 @@ public async Task AzureOpenAITestAsync(string testInputString) AzureOpenAIConfiguration? azureOpenAIConfiguration = this._configuration.GetSection("AzureOpenAIEmbeddings").Get(); Assert.NotNull(azureOpenAIConfiguration); - AzureTextEmbeddings embeddingGenerator = new AzureTextEmbeddings(azureOpenAIConfiguration.DeploymentName, + var embeddingGenerator = new AzureTextEmbeddingGeneration(azureOpenAIConfiguration.DeploymentName, azureOpenAIConfiguration.Endpoint, azureOpenAIConfiguration.ApiKey, "2022-12-01"); @@ -86,7 +86,7 @@ public void Dispose() GC.SuppressFinalize(this); } - ~OpenAIEmbeddingTests() + ~OpenAITextEmbeddingTests() { this.Dispose(false); } diff --git a/dotnet/src/SemanticKernel.IntegrationTests/CoreSkills/PlannerSkillTests.cs b/dotnet/src/SemanticKernel.IntegrationTests/CoreSkills/PlannerSkillTests.cs index f04ebdf7e059..7403f620d10b 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/CoreSkills/PlannerSkillTests.cs +++ b/dotnet/src/SemanticKernel.IntegrationTests/CoreSkills/PlannerSkillTests.cs @@ -5,12 +5,11 @@ using Microsoft.Extensions.Configuration; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.SkillDefinition; -using SemanticKernel.IntegrationTests.AI; +using SemanticKernel.IntegrationTests.Connectors.OpenAI; using SemanticKernel.IntegrationTests.TestSettings; using Xunit; using Xunit.Abstractions; @@ -48,19 +47,19 @@ public async Task CreatePlanWithEmbeddingsTestAsync(string prompt, string expect .WithLogger(this._logger) .Configure(config => { - config.AddAzureOpenAITextCompletion( - serviceId: azureOpenAIConfiguration.Label, + config.AddAzureOpenAITextCompletionService( + serviceId: azureOpenAIConfiguration.ServiceId, deploymentName: azureOpenAIConfiguration.DeploymentName, endpoint: azureOpenAIConfiguration.Endpoint, apiKey: azureOpenAIConfiguration.ApiKey); - config.AddAzureOpenAIEmbeddingGeneration( - serviceId: azureOpenAIEmbeddingsConfiguration.Label, + config.AddAzureOpenAIEmbeddingGenerationService( + serviceId: azureOpenAIEmbeddingsConfiguration.ServiceId, deploymentName: azureOpenAIEmbeddingsConfiguration.DeploymentName, endpoint: azureOpenAIEmbeddingsConfiguration.Endpoint, apiKey: azureOpenAIEmbeddingsConfiguration.ApiKey); - config.SetDefaultTextCompletionService(azureOpenAIConfiguration.Label); + config.SetDefaultTextCompletionService(azureOpenAIConfiguration.ServiceId); }) .WithMemoryStorage(new VolatileMemoryStore()) .Build(); diff --git a/dotnet/src/SemanticKernel.IntegrationTests/README.md b/dotnet/src/SemanticKernel.IntegrationTests/README.md index c45d5879d1bc..ba4b0ed94ef3 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/README.md +++ b/dotnet/src/SemanticKernel.IntegrationTests/README.md @@ -21,23 +21,23 @@ For example: ```json { "OpenAI": { - "Label": "text-davinci-003", + "ServiceId": "text-davinci-003", "ModelId": "text-davinci-003", "ApiKey": "sk-...." }, "AzureOpenAI": { - "Label": "azure-text-davinci-003", + "ServiceId": "azure-text-davinci-003", "DeploymentName": "text-davinci-003", "Endpoint": "https://contoso.openai.azure.com/", "ApiKey": "...." }, "OpenAIEmbeddings": { - "Label": "text-embedding-ada-002", + "ServiceId": "text-embedding-ada-002", "ModelId": "text-embedding-ada-002", "ApiKey": "sk-...." }, "AzureOpenAIEmbeddings": { - "Label": "azure-text-embedding-ada-002", + "ServiceId": "azure-text-embedding-ada-002", "DeploymentName": "text-embedding-ada-002", "Endpoint": "https://contoso.openai.azure.com/", "ApiKey": "...." diff --git a/dotnet/src/SemanticKernel.IntegrationTests/TestSettings/AzureOpenAIConfiguration.cs b/dotnet/src/SemanticKernel.IntegrationTests/TestSettings/AzureOpenAIConfiguration.cs index fab4dbd4ad77..e8678489f3b5 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/TestSettings/AzureOpenAIConfiguration.cs +++ b/dotnet/src/SemanticKernel.IntegrationTests/TestSettings/AzureOpenAIConfiguration.cs @@ -8,7 +8,7 @@ namespace SemanticKernel.IntegrationTests.TestSettings; Justification = "Configuration classes are instantiated through IConfiguration.")] internal sealed class AzureOpenAIConfiguration { - public string Label { get; set; } + public string ServiceId { get; set; } public string DeploymentName { get; set; } @@ -16,9 +16,9 @@ internal sealed class AzureOpenAIConfiguration public string ApiKey { get; set; } - public AzureOpenAIConfiguration(string label, string deploymentName, string endpoint, string apiKey) + public AzureOpenAIConfiguration(string serviceId, string deploymentName, string endpoint, string apiKey) { - this.Label = label; + this.ServiceId = serviceId; this.DeploymentName = deploymentName; this.Endpoint = endpoint; this.ApiKey = apiKey; diff --git a/dotnet/src/SemanticKernel.IntegrationTests/TestSettings/OpenAIConfiguration.cs b/dotnet/src/SemanticKernel.IntegrationTests/TestSettings/OpenAIConfiguration.cs index c4353bab49da..ee4283d808f6 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/TestSettings/OpenAIConfiguration.cs +++ b/dotnet/src/SemanticKernel.IntegrationTests/TestSettings/OpenAIConfiguration.cs @@ -8,13 +8,13 @@ namespace SemanticKernel.IntegrationTests.TestSettings; Justification = "Configuration classes are instantiated through IConfiguration.")] internal sealed class OpenAIConfiguration { - public string Label { get; set; } + public string ServiceId { get; set; } public string ModelId { get; set; } public string ApiKey { get; set; } - public OpenAIConfiguration(string label, string modelId, string apiKey) + public OpenAIConfiguration(string serviceId, string modelId, string apiKey) { - this.Label = label; + this.ServiceId = serviceId; this.ModelId = modelId; this.ApiKey = apiKey; } diff --git a/dotnet/src/SemanticKernel.IntegrationTests/testsettings.json b/dotnet/src/SemanticKernel.IntegrationTests/testsettings.json index dd4fbd59d186..2954fa8de7d1 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/testsettings.json +++ b/dotnet/src/SemanticKernel.IntegrationTests/testsettings.json @@ -1,22 +1,22 @@ { "OpenAI": { - "Label": "text-davinci-002", + "ServiceId": "text-davinci-002", "ModelId": "text-davinci-002", "ApiKey": "" }, "AzureOpenAI": { - "Label": "azure-text-davinci-002", + "ServiceId": "azure-text-davinci-002", "DeploymentName": "text-davinci-002", "Endpoint": "", "ApiKey": "" }, "OpenAIEmbeddings": { - "Label": "text-embedding-ada-002", + "ServiceId": "text-embedding-ada-002", "ModelId": "text-embedding-ada-002", "ApiKey": "" }, "AzureOpenAIEmbeddings": { - "Label": "azure-text-embedding-ada-002", + "ServiceId": "azure-text-embedding-ada-002", "DeploymentName": "text-embedding-ada-002", "Endpoint": "", "ApiKey": "" diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/IValidatable.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/IValidatable.cs index 0ed85bc86fc7..168708e8e6f3 100644 --- a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/IValidatable.cs +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/IValidatable.cs @@ -1,86 +1,8 @@ // Copyright (c) Microsoft. All rights reserved. -using System.Collections.Generic; -using System.Diagnostics.CodeAnalysis; -using System.Linq; - namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; -public interface IValidatable +internal interface IValidatable { void Validate(); } - -internal static class ValidateExtensions -{ - public static void Validate(IValidatable target) - { - target?.Validate(); - } - - public static void Validate(params IValidatable[] targets) - { - foreach (var t in targets ?? Enumerable.Empty()) - { - Validate(t); - } - } - - public static void ValidateRequired(this IValidatable item, string arg) - { - Verify.NotNull(item, arg); - item.Validate(); - } - - public static void ValidateRequired(this object item, string arg) - { - if (item is IValidatable v) - { - v.ValidateRequired(arg); - } - else - { - Verify.NotNull(item, arg); - } - } - - public static void ValidateRequired(this string item, string arg) - { - Verify.NotNullOrEmpty(item, arg); - } - - public static void ValidateOptional(this IValidatable item, string arg) - { - if (item == null) - { - return; - } - - item.ValidateRequired(arg); - } - - [SuppressMessage("Design", "CA1031:Modify to catch a more specific allowed exception type, or rethrow exception", - Justification = "Does not throw an exception by design.")] - public static bool IsValid(this IValidatable target) - { - try - { - target.ValidateRequired("target"); - return true; - } - catch - { - } - - return false; - } - - public static void ValidateRequired(this IEnumerable list, string arg) - { - Verify.NotNull(list, nameof(list)); - foreach (T item in list) - { - item?.ValidateRequired(arg); - } - } -} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/ValidateExtensions.cs b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/ValidateExtensions.cs new file mode 100644 index 000000000000..3df0519f86ec --- /dev/null +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Diagnostics/ValidateExtensions.cs @@ -0,0 +1,81 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Diagnostics.CodeAnalysis; +using System.Linq; + +namespace Microsoft.SemanticKernel.Skills.Memory.Qdrant.Diagnostics; + +internal static class ValidateExtensions +{ + public static void Validate(IValidatable target) + { + target?.Validate(); + } + + public static void Validate(params IValidatable[] targets) + { + foreach (var t in targets ?? Enumerable.Empty()) + { + Validate(t); + } + } + + public static void ValidateRequired(this IValidatable item, string arg) + { + Verify.NotNull(item, arg); + item.Validate(); + } + + public static void ValidateRequired(this object item, string arg) + { + if (item is IValidatable v) + { + v.ValidateRequired(arg); + } + else + { + Verify.NotNull(item, arg); + } + } + + public static void ValidateRequired(this string item, string arg) + { + Verify.NotNullOrEmpty(item, arg); + } + + public static void ValidateOptional(this IValidatable item, string arg) + { + if (item == null) + { + return; + } + + item.ValidateRequired(arg); + } + + [SuppressMessage("Design", "CA1031:Modify to catch a more specific allowed exception type, or rethrow exception", + Justification = "Does not throw an exception by design.")] + public static bool IsValid(this IValidatable target) + { + try + { + target.ValidateRequired("target"); + return true; + } + catch + { + } + + return false; + } + + public static void ValidateRequired(this IEnumerable list, string arg) + { + Verify.NotNull(list, nameof(list)); + foreach (T item in list) + { + item?.ValidateRequired(arg); + } + } +} diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Skills.Memory.Qdrant.csproj b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Skills.Memory.Qdrant.csproj index fbc869c52f97..a8600afb0538 100644 --- a/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Skills.Memory.Qdrant.csproj +++ b/dotnet/src/SemanticKernel.Skills/Skills.Memory.Qdrant/Skills.Memory.Qdrant.csproj @@ -2,7 +2,7 @@ $([System.IO.Path]::GetDirectoryName($([MSBuild]::GetPathOfFileAbove('.gitignore', '$(MSBuildThisFileDirectory)')))) - + Microsoft.SemanticKernel.Skills.Memory.Qdrant @@ -10,11 +10,12 @@ netstandard2.1 - - - Microsoft.SemanticKernel.Skills.Memory.Qdrant - Semantic Kernel - Qdrant Connector - + + + + + + diff --git a/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Services/AzureOpenAIConfigTests.cs b/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Services/AzureOpenAIConfigTests.cs deleted file mode 100644 index 7f0c33820c05..000000000000 --- a/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Services/AzureOpenAIConfigTests.cs +++ /dev/null @@ -1,73 +0,0 @@ -// Copyright (c) Microsoft. All rights reserved. - -using Microsoft.SemanticKernel.AI.OpenAI.Services; -using Microsoft.SemanticKernel.Diagnostics; -using Xunit; - -namespace SemanticKernel.UnitTests.AI.OpenAI.Services; - -public class AzureOpenAIConfigTests -{ - [Fact] - public void ConstructorWithValidParametersSetsProperties() - { - // Arrange - string label = "testLabel"; - string deploymentName = "testDeploymentName"; - string endpoint = "https://testEndpoint.com"; - string apiKey = "testApiKey"; - string apiVersion = "testApiVersion"; - - // Act - var config = new AzureOpenAIConfig(label, deploymentName, endpoint, apiKey, apiVersion); - - // Assert - Assert.Equal(label, config.Label); - Assert.Equal(deploymentName, config.DeploymentName); - Assert.Equal(endpoint, config.Endpoint); - Assert.Equal(apiKey, config.APIKey); - Assert.Equal(apiVersion, config.APIVersion); - } - - [Theory] - [InlineData("", "testDeploymentName", "https://testEndpoint.com", "testApiKey", "testApiVersion")] - [InlineData("testLabel", "", "https://testEndpoint.com", "testApiKey", "testApiVersion")] - [InlineData("testLabel", "testDeploymentName", "", "testApiKey", "testApiVersion")] - [InlineData("testLabel", "testDeploymentName", "https://testEndpoint.com", "", "testApiVersion")] - public void ConstructorWithEmptyParametersThrowsValidationException( - string label, string deploymentName, string endpoint, string apiKey, string apiVersion) - { - // Act + Assert - var exception = Assert.Throws(() => new AzureOpenAIConfig(label, deploymentName, endpoint, apiKey, apiVersion)); - Assert.Equal(ValidationException.ErrorCodes.EmptyValue, exception?.ErrorCode); - } - - [Theory] - [InlineData("testLabel", "testDeploymentName", "http://testEndpoint.com", "testApiKey", "testApiVersion")] - [InlineData("testLabel", "testDeploymentName", "testEndpoint.com", "testApiKey", "testApiVersion")] - [InlineData("testLabel", "testDeploymentName", "testEndpoint", "testApiKey", "testApiVersion")] - public void ConstructorWithMissingPrefixParametersThrowsValidationException( - string label, string deploymentName, string endpoint, string apiKey, string apiVersion) - { - // Act + Assert - var exception = Assert.Throws(() => new AzureOpenAIConfig(label, deploymentName, endpoint, apiKey, apiVersion)); - Assert.Equal(ValidationException.ErrorCodes.MissingPrefix, exception?.ErrorCode); - } - - [Fact] - public void EndpointWithValidValueDoesNotThrow() - { - // Arrange - string label = "testLabel"; - string deploymentName = "testDeploymentName"; - string endpoint = "https://testEndpoint.com"; - string apiKey = "testApiKey"; - string apiVersion = "testApiVersion"; - - // Act - var config = new AzureOpenAIConfig(label, deploymentName, endpoint, apiKey, apiVersion); - - // Assert - Assert.Equal(endpoint, config.Endpoint); - } -} diff --git a/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Services/OpenAIConfigTests.cs b/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Services/OpenAIConfigTests.cs deleted file mode 100644 index c7bdb1b6a045..000000000000 --- a/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Services/OpenAIConfigTests.cs +++ /dev/null @@ -1,60 +0,0 @@ -// Copyright (c) Microsoft. All rights reserved. - -using Microsoft.SemanticKernel.AI.OpenAI.Services; -using Microsoft.SemanticKernel.Diagnostics; -using Xunit; - -namespace SemanticKernel.UnitTests.AI.OpenAI.Services; - -/// -/// Unit tests of -/// -public class OpenAIConfigTests -{ - [Fact] - public void ConstructorWithValidParametersSetsProperties() - { - // Arrange - string label = "testLabel"; - string modelId = "testModelId"; - string apiKey = "testApiKey"; - string orgId = "testOrgId"; - - // Act - var config = new OpenAIConfig(label, modelId, apiKey, orgId); - - // Assert - Assert.Equal(label, config.Label); - Assert.Equal(modelId, config.ModelId); - Assert.Equal(apiKey, config.APIKey); - Assert.Equal(orgId, config.OrgId); - } - - [Theory] - [InlineData("", "testModelId", "testApiKey", "testOrgId")] - [InlineData("testLabel", "", "testApiKey", "testOrgId")] - [InlineData("testLabel", "testModelId", "", "testOrgId")] - public void ConstructorWithEmptyRequiredParameterThrowsArgumentException( - string label, string modelId, string apiKey, string orgId) - { - // Act + Assert - var exception = Assert.Throws(() => new OpenAIConfig(label, modelId, apiKey, orgId)); - - Assert.Equal(ValidationException.ErrorCodes.EmptyValue, exception?.ErrorCode); - } - - [Fact] - public void OrgIdWithNullValueDoesNotThrow() - { - // Arrange - string label = "testLabel"; - string modelId = "testModelId"; - string apiKey = "testApiKey"; - - // Act - var config = new OpenAIConfig(label, modelId, apiKey, null); - - // Assert - Assert.Null(config.OrgId); - } -} diff --git a/dotnet/src/SemanticKernel.UnitTests/Configuration/KernelConfigTests.cs b/dotnet/src/SemanticKernel.UnitTests/Configuration/KernelConfigTests.cs deleted file mode 100644 index 9d557bc543d9..000000000000 --- a/dotnet/src/SemanticKernel.UnitTests/Configuration/KernelConfigTests.cs +++ /dev/null @@ -1,383 +0,0 @@ -// Copyright (c) Microsoft. All rights reserved. - -using System.Linq; -using Microsoft.Extensions.Logging.Abstractions; -using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; -using Microsoft.SemanticKernel.Reliability; -using Moq; -using Xunit; - -namespace SemanticKernel.UnitTests.Configuration; - -/// -/// Unit tests of . -/// -public class KernelConfigTests -{ - private readonly Mock _kernel; - - public KernelConfigTests() - { - var kernelConfig = new KernelConfig(); - this._kernel = new Mock(); - this._kernel.SetupGet(x => x.Log).Returns(NullLogger.Instance); - this._kernel.SetupGet(x => x.Config).Returns(kernelConfig); - } - - [Fact] - public void HttpRetryHandlerFactoryIsSet() - { - // Arrange - var retry = new NullHttpRetryHandlerFactory(); - var config = new KernelConfig(); - - // Act - config.SetHttpRetryHandlerFactory(retry); - - // Assert - Assert.Equal(retry, config.HttpHandlerFactory); - } - - [Fact] - public void HttpRetryHandlerFactoryIsSetWithCustomImplementation() - { - // Arrange - var retry = new Mock(); - var config = new KernelConfig(); - - // Act - config.SetHttpRetryHandlerFactory(retry.Object); - - // Assert - Assert.Equal(retry.Object, config.HttpHandlerFactory); - } - - [Fact] - public void HttpRetryHandlerFactoryIsSetToDefaultHttpRetryHandlerFactoryIfNull() - { - // Arrange - var config = new KernelConfig(); - - // Act - config.SetHttpRetryHandlerFactory(null); - - // Assert - Assert.IsType(config.HttpHandlerFactory); - } - - [Fact] - public void HttpRetryHandlerFactoryIsSetToDefaultHttpRetryHandlerFactoryIfNotSet() - { - // Arrange - var config = new KernelConfig(); - - // Act - // Assert - Assert.IsType(config.HttpHandlerFactory); - } - - [Fact] - public void ItFailsWhenAddingTextCompletionServicesWithSameLabel() - { - var target = new KernelConfig(); - target.AddAzureOpenAITextCompletion("azure", "depl", "https://url", "key"); - - var exception = Assert.Throws(() => - { - target.AddAzureOpenAITextCompletion("azure", "depl2", "https://url", "key"); - }); - Assert.Equal(KernelException.ErrorCodes.InvalidServiceConfiguration, exception.ErrorCode); - } - - [Fact] - public void ItFailsWhenAddingEmbeddingGenerationServicesWithSameLabel() - { - var target = new KernelConfig(); - target.AddAzureOpenAIEmbeddingGeneration("azure", "depl", "https://url", "key"); - - var exception = Assert.Throws(() => - { - target.AddAzureOpenAIEmbeddingGeneration("azure", "depl2", "https://url", "key"); - }); - Assert.Equal(KernelException.ErrorCodes.InvalidServiceConfiguration, exception.ErrorCode); - } - - [Fact] - public void ItSucceedsWhenAddingDifferentServiceTypeWithSameLabel() - { - var target = new KernelConfig(); - target.AddAzureOpenAITextCompletion("azure", "depl", "https://url", "key"); - target.AddAzureOpenAIEmbeddingGeneration("azure", "depl2", "https://url", "key"); - - Assert.True(target.TextCompletionServices.ContainsKey("azure")); - Assert.True(target.TextEmbeddingServices.ContainsKey("azure")); - } - - [Fact] - public void ItFailsWhenSetNonExistentTextCompletionService() - { - var target = new KernelConfig(); - var exception = Assert.Throws(() => - { - target.SetDefaultTextCompletionService("azure"); - }); - Assert.Equal(KernelException.ErrorCodes.ServiceNotFound, exception.ErrorCode); - } - - [Fact] - public void ItFailsWhenSetNonExistentEmbeddingService() - { - var target = new KernelConfig(); - var exception = Assert.Throws(() => - { - target.SetDefaultEmbeddingService("azure"); - }); - Assert.Equal(KernelException.ErrorCodes.ServiceNotFound, exception.ErrorCode); - } - - [Fact] - public void ItTellsIfAServiceIsAvailable() - { - // Arrange - var target = new KernelConfig(); - target.AddAzureOpenAITextCompletion("azure", "depl", "https://url", "key"); - target.AddOpenAITextCompletion("oai", "model", "apikey"); - target.AddAzureOpenAIEmbeddingGeneration("azure", "depl2", "https://url2", "key"); - target.AddOpenAIEmbeddingGeneration("oai2", "model2", "apikey2"); - - // Assert - Assert.True(target.TextCompletionServices.ContainsKey("azure")); - Assert.True(target.TextCompletionServices.ContainsKey("oai")); - Assert.True(target.TextEmbeddingServices.ContainsKey("azure")); - Assert.True(target.TextEmbeddingServices.ContainsKey("oai2")); - - Assert.False(target.TextCompletionServices.ContainsKey("azure2")); - Assert.False(target.TextCompletionServices.ContainsKey("oai2")); - Assert.False(target.TextEmbeddingServices.ContainsKey("azure1")); - Assert.False(target.TextEmbeddingServices.ContainsKey("oai")); - } - - [Fact] - public void ItCanOverwriteServices() - { - // Arrange - var target = new KernelConfig(); - - // Act - Assert no exception occurs - target.AddAzureOpenAITextCompletion("one", "dep", "https://localhost", "key", overwrite: true); - target.AddAzureOpenAITextCompletion("one", "dep", "https://localhost", "key", overwrite: true); - target.AddOpenAITextCompletion("one", "model", "key", overwrite: true); - target.AddOpenAITextCompletion("one", "model", "key", overwrite: true); - target.AddAzureOpenAIEmbeddingGeneration("one", "dep", "https://localhost", "key", overwrite: true); - target.AddAzureOpenAIEmbeddingGeneration("one", "dep", "https://localhost", "key", overwrite: true); - target.AddOpenAIEmbeddingGeneration("one", "model", "key", overwrite: true); - target.AddOpenAIEmbeddingGeneration("one", "model", "key", overwrite: true); - } - - [Fact] - public void ItCanRemoveAllServices() - { - // Arrange - var target = new KernelConfig(); - target.AddAzureOpenAITextCompletion("one", "dep", "https://localhost", "key"); - target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); - target.AddOpenAITextCompletion("3", "model", "key"); - target.AddOpenAITextCompletion("4", "model", "key"); - target.AddAzureOpenAIEmbeddingGeneration("5", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingGeneration("6", "dep", "https://localhost", "key"); - target.AddOpenAIEmbeddingGeneration("7", "model", "key"); - target.AddOpenAIEmbeddingGeneration("8", "model", "key"); - - // Act - target.RemoveAllTextCompletionServices(); - target.RemoveAllTextEmbeddingServices(); - - // Assert - Assert.Empty(target.AllTextEmbeddingServices); - Assert.Empty(target.AllTextCompletionServices); - } - - [Fact] - public void ItCanRemoveAllTextCompletionServices() - { - // Arrange - var target = new KernelConfig(); - target.AddAzureOpenAITextCompletion("one", "dep", "https://localhost", "key"); - target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); - target.AddOpenAITextCompletion("3", "model", "key"); - target.AddOpenAITextCompletion("4", "model", "key"); - target.AddAzureOpenAIEmbeddingGeneration("5", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingGeneration("6", "dep", "https://localhost", "key"); - target.AddOpenAIEmbeddingGeneration("7", "model", "key"); - target.AddOpenAIEmbeddingGeneration("8", "model", "key"); - - // Act - target.RemoveAllTextCompletionServices(); - - // Assert - Assert.Equal(4, target.AllTextEmbeddingServices.Count()); - Assert.Empty(target.AllTextCompletionServices); - } - - [Fact] - public void ItCanRemoveAllEmbeddingServices() - { - // Arrange - var target = new KernelConfig(); - target.AddAzureOpenAITextCompletion("one", "dep", "https://localhost", "key"); - target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); - target.AddOpenAITextCompletion("3", "model", "key"); - target.AddOpenAITextCompletion("4", "model", "key"); - target.AddAzureOpenAIEmbeddingGeneration("5", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingGeneration("6", "dep", "https://localhost", "key"); - target.AddOpenAIEmbeddingGeneration("7", "model", "key"); - target.AddOpenAIEmbeddingGeneration("8", "model", "key"); - - // Act - target.RemoveAllTextEmbeddingServices(); - - // Assert - Assert.Equal(4, target.AllTextCompletionServices.Count()); - Assert.Empty(target.AllTextEmbeddingServices); - } - - [Fact] - public void ItCanRemoveOneCompletionService() - { - // Arrange - var target = new KernelConfig(); - target.AddAzureOpenAITextCompletion("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); - target.AddOpenAITextCompletion("3", "model", "key"); - Assert.Equal("1", target.DefaultTextCompletionServiceId); - - // Act - Assert - target.RemoveTextCompletionService("1"); - Assert.Equal("2", target.DefaultTextCompletionServiceId); - target.RemoveTextCompletionService("2"); - Assert.Equal("3", target.DefaultTextCompletionServiceId); - target.RemoveTextCompletionService("3"); - Assert.Null(target.DefaultTextCompletionServiceId); - } - - [Fact] - public void ItCanRemoveOneEmbeddingService() - { - // Arrange - var target = new KernelConfig(); - target.AddAzureOpenAIEmbeddingGeneration("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingGeneration("2", "dep", "https://localhost", "key"); - target.AddOpenAIEmbeddingGeneration("3", "model", "key"); - Assert.Equal("1", target.DefaultTextEmbeddingServiceId); - - // Act - Assert - target.RemoveTextEmbeddingService("1"); - Assert.Equal("2", target.DefaultTextEmbeddingServiceId); - target.RemoveTextEmbeddingService("2"); - Assert.Equal("3", target.DefaultTextEmbeddingServiceId); - target.RemoveTextEmbeddingService("3"); - Assert.Null(target.DefaultTextEmbeddingServiceId); - } - - [Fact] - public void GetEmbeddingServiceItReturnsDefaultWhenNonExistingLabelIsProvided() - { - // Arrange - var target = new KernelConfig(); - target.AddOpenAIEmbeddingGeneration("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingGeneration("2", "dep", "https://localhost", "key"); - target.SetDefaultEmbeddingService("2"); - - // Act - var result = target.GetTextEmbeddingServiceIdOrDefault("test"); - - // Assert - Assert.Equal("2", result); - } - - [Fact] - public void GetEmbeddingServiceReturnsSpecificWhenExistingLabelIsProvided() - { - // Arrange - var kernel = new Mock(); - var target = new KernelConfig(); - target.AddOpenAIEmbeddingGeneration("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingGeneration("2", "dep", "https://localhost", "key"); - target.SetDefaultEmbeddingService("2"); - - // Act - var result = target.GetTextEmbeddingServiceIdOrDefault("1"); - - // Assert - Assert.Equal("1", result); - } - - [Fact] - public void GetEmbeddingServiceReturnsDefaultWhenNoLabelIsProvided() - { - // Arrange - var kernel = new Mock(); - var target = new KernelConfig(); - target.AddOpenAIEmbeddingGeneration("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAIEmbeddingGeneration("2", "dep", "https://localhost", "key"); - target.SetDefaultEmbeddingService("2"); - - // Act - var result = target.GetTextEmbeddingServiceIdOrDefault(); - - // Assert - Assert.Equal("2", result); - } - - [Fact] - public void GetTextCompletionServiceReturnsDefaultWhenNonExistingLabelIsProvided() - { - // Arrange - var kernel = new Mock(); - var target = new KernelConfig(); - target.AddOpenAITextCompletion("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); - target.SetDefaultTextCompletionService("2"); - - // Act - var result = target.GetTextCompletionServiceIdOrDefault("345"); - - // Assert - Assert.Equal("2", result); - } - - [Fact] - public void GetTextCompletionServiceReturnsSpecificWhenExistingLabelIsProvided() - { - // Arrange - var kernel = new Mock(); - var target = new KernelConfig(); - target.AddOpenAITextCompletion("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); - target.SetDefaultTextCompletionService("2"); - - // Act - var result = target.GetTextCompletionServiceIdOrDefault("1"); - - // Assert - Assert.Equal("1", result); - } - - [Fact] - public void GetTextCompletionServiceItReturnsDefaultWhenNoLabelIsProvided() - { - // Arrange - var kernel = new Mock(); - var target = new KernelConfig(); - target.AddOpenAITextCompletion("1", "dep", "https://localhost", "key"); - target.AddAzureOpenAITextCompletion("2", "dep", "https://localhost", "key"); - target.SetDefaultTextCompletionService("2"); - - // Act - var result = target.GetTextCompletionServiceIdOrDefault(); - - // Assert - Assert.Equal("2", result); - } -} diff --git a/dotnet/src/SemanticKernel.UnitTests/CoreSkills/PlannerSkillTests.cs b/dotnet/src/SemanticKernel.UnitTests/CoreSkills/PlannerSkillTests.cs index 7e55e5e9cac4..c6636d8696d8 100644 --- a/dotnet/src/SemanticKernel.UnitTests/CoreSkills/PlannerSkillTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/CoreSkills/PlannerSkillTests.cs @@ -3,12 +3,12 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; +using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.Orchestration; -using Microsoft.SemanticKernel.Orchestration.Extensions; using Microsoft.SemanticKernel.Planning; using Microsoft.SemanticKernel.SkillDefinition; +using Moq; using Xunit; using Xunit.Abstractions; @@ -40,7 +40,8 @@ public void ItCanBeInstantiated() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); // Act - Assert no exception occurs _ = new PlannerSkill(kernel); @@ -51,38 +52,43 @@ public void ItCanBeImported() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); // Act - Assert no exception occurs e.g. due to reflection _ = kernel.ImportSkill(new PlannerSkill(kernel), "planner"); } - [Fact] - public async Task ItCanCreatePlanAsync() - { - // Arrange - var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); - var plannerSkill = new PlannerSkill(kernel); - var planner = kernel.ImportSkill(plannerSkill, "planner"); - - // Act - var context = await kernel.RunAsync(GoalText, planner["CreatePlan"]); - - // Assert - var plan = context.Variables.ToPlan(); - Assert.NotNull(plan); - Assert.NotNull(plan.Id); - Assert.Equal(GoalText, plan.Goal); - Assert.StartsWith("\nSolve the equation x^2 = 2.\n", plan.PlanString, StringComparison.OrdinalIgnoreCase); - } + // TODO: fix the tests - they are not mocking the AI connector and should have been failing. + // Looks like they've been passing only because the planner is swallowing HTTP errors. + // [Fact] + // public async Task ItCanCreatePlanAsync() + // { + // // Arrange + // var kernel = KernelBuilder.Create(); + // var factory = new Mock>(); + // kernel.Config.AddTextCompletion("test", factory.Object, true); + // var plannerSkill = new PlannerSkill(kernel); + // var planner = kernel.ImportSkill(plannerSkill, "planner"); + // + // // Act + // var context = await kernel.RunAsync(GoalText, planner["CreatePlan"]); + // + // // Assert + // var plan = context.Variables.ToPlan(); + // Assert.NotNull(plan); + // Assert.NotNull(plan.Id); + // Assert.Equal(GoalText, plan.Goal); + // Assert.StartsWith("\nSolve the equation x^2 = 2.\n", plan.PlanString, StringComparison.OrdinalIgnoreCase); + // } [Fact] public async Task ItCanExecutePlanTextAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); // Act @@ -103,7 +109,8 @@ public async Task ItCanExecutePlanAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); Plan createdPlan = new() { @@ -123,31 +130,35 @@ public async Task ItCanExecutePlanAsync() Assert.Equal(GoalText, plan.Goal); } - [Fact] - public async Task ItCanCreateSkillPlanAsync() - { - // Arrange - var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); - var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); - - // Act - var context = await kernel.RunAsync(GoalText, plannerSkill["CreatePlan"]); - - // Assert - var plan = context.Variables.ToPlan(); - Assert.NotNull(plan); - Assert.NotNull(plan.Id); - Assert.Equal(GoalText, plan.Goal); - Assert.StartsWith("\nSolve the equation x^2 = 2.\n", plan.PlanString, StringComparison.OrdinalIgnoreCase); - } + // TODO: fix the tests - they are not mocking the AI connector and should have been failing. + // Looks like they've been passing only because the planner is swallowing HTTP errors. + // [Fact] + // public async Task ItCanCreateSkillPlanAsync() + // { + // // Arrange + // var kernel = KernelBuilder.Create(); + // var factory = new Mock>(); + // kernel.Config.AddTextCompletion("test", factory.Object, true); + // var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); + // + // // Act + // var context = await kernel.RunAsync(GoalText, plannerSkill["CreatePlan"]); + // + // // Assert + // var plan = context.Variables.ToPlan(); + // Assert.NotNull(plan); + // Assert.NotNull(plan.Id); + // Assert.Equal(GoalText, plan.Goal); + // Assert.StartsWith("\nSolve the equation x^2 = 2.\n", plan.PlanString, StringComparison.OrdinalIgnoreCase); + // } [Fact] public async Task ItCanExecutePlanJsonAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); Plan createdPlan = new() { @@ -170,7 +181,8 @@ public async Task NoGoalExecutePlanReturnsInvalidResultAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); // Act @@ -192,7 +204,8 @@ public async Task InvalidPlanExecutePlanReturnsInvalidResultAsync() { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); // Act @@ -221,7 +234,8 @@ public async Task ExecutePlanCanCallFunctionAsync(string goalText, string planTe { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -254,7 +268,8 @@ public async Task ExecutePlanCanCallFunctionWithTextAsync(string goalText, strin { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -289,7 +304,8 @@ public async Task ExecutePlanCanCallFunctionWithVariablesAsync(string goalText, { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -328,7 +344,8 @@ public async Task ExecutePlanCanCallFunctionWithVariablesAndResultAsync(string g { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -370,7 +387,8 @@ public async Task ExecutePlanCanCallFunctionWithChainedVariablesAsync(string goa { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -408,7 +426,8 @@ public async Task ExecutePlanCanSkipTagsAsync(string goalText, string planText) { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() @@ -441,7 +460,8 @@ public async Task ExecutePlanCanSkipOutputAsync(string goalText, string planText { // Arrange var kernel = KernelBuilder.Create(); - _ = kernel.Config.AddOpenAITextCompletion("test", "test", "test"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("test", factory.Object, true); var plannerSkill = kernel.ImportSkill(new PlannerSkill(kernel)); _ = kernel.ImportSkill(new MockSkill(this._testOutputHelper), "MockSkill"); Plan createdPlan = new() diff --git a/dotnet/src/SemanticKernel.UnitTests/KernelConfigTests.cs b/dotnet/src/SemanticKernel.UnitTests/KernelConfigTests.cs new file mode 100644 index 000000000000..50ecb9ce1ae3 --- /dev/null +++ b/dotnet/src/SemanticKernel.UnitTests/KernelConfigTests.cs @@ -0,0 +1,99 @@ +// Copyright (c) Microsoft. All rights reserved. + +using Microsoft.Extensions.Logging.Abstractions; +using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Reliability; +using Moq; +using Xunit; + +namespace SemanticKernel.UnitTests; + +/// +/// Unit tests of . +/// +public class KernelConfigTests +{ + private readonly Mock _kernel; + + public KernelConfigTests() + { + var kernelConfig = new KernelConfig(); + this._kernel = new Mock(); + this._kernel.SetupGet(x => x.Log).Returns(NullLogger.Instance); + this._kernel.SetupGet(x => x.Config).Returns(kernelConfig); + } + + [Fact] + public void HttpRetryHandlerFactoryIsSet() + { + // Arrange + var retry = new NullHttpRetryHandlerFactory(); + var config = new KernelConfig(); + + // Act + config.SetHttpRetryHandlerFactory(retry); + + // Assert + Assert.Equal(retry, config.HttpHandlerFactory); + } + + [Fact] + public void HttpRetryHandlerFactoryIsSetWithCustomImplementation() + { + // Arrange + var retry = new Mock(); + var config = new KernelConfig(); + + // Act + config.SetHttpRetryHandlerFactory(retry.Object); + + // Assert + Assert.Equal(retry.Object, config.HttpHandlerFactory); + } + + [Fact] + public void HttpRetryHandlerFactoryIsSetToDefaultHttpRetryHandlerFactoryIfNull() + { + // Arrange + var config = new KernelConfig(); + + // Act + config.SetHttpRetryHandlerFactory(null); + + // Assert + Assert.IsType(config.HttpHandlerFactory); + } + + [Fact] + public void HttpRetryHandlerFactoryIsSetToDefaultHttpRetryHandlerFactoryIfNotSet() + { + // Arrange + var config = new KernelConfig(); + + // Act + // Assert + Assert.IsType(config.HttpHandlerFactory); + } + + [Fact] + public void ItFailsWhenSetNonExistentTextCompletionService() + { + var target = new KernelConfig(); + var exception = Assert.Throws(() => + { + target.SetDefaultTextCompletionService("azure"); + }); + Assert.Equal(KernelException.ErrorCodes.ServiceNotFound, exception.ErrorCode); + } + + [Fact] + public void ItFailsWhenSetNonExistentEmbeddingService() + { + var target = new KernelConfig(); + var exception = Assert.Throws(() => + { + target.SetDefaultTextEmbeddingGenerationService("azure"); + }); + Assert.Equal(KernelException.ErrorCodes.ServiceNotFound, exception.ErrorCode); + } +} diff --git a/dotnet/src/SemanticKernel.UnitTests/KernelTests.cs b/dotnet/src/SemanticKernel.UnitTests/KernelTests.cs index 2b1ecf0afe88..5d57678102bc 100644 --- a/dotnet/src/SemanticKernel.UnitTests/KernelTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/KernelTests.cs @@ -5,11 +5,10 @@ using System.Threading; using System.Threading.Tasks; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; -using Microsoft.SemanticKernel.KernelExtensions; +using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.Orchestration; -using Microsoft.SemanticKernel.Orchestration.Extensions; using Microsoft.SemanticKernel.SkillDefinition; +using Moq; using Xunit; // ReSharper disable StringLiteralTypo @@ -23,7 +22,8 @@ public void ItProvidesAccessToFunctionsViaSkillCollection() { // Arrange var kernel = KernelBuilder.Create(); - kernel.Config.AddOpenAITextCompletion("x", "y", "z"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("x", factory.Object, true); var nativeSkill = new MySkill(); kernel.CreateSemanticFunction(promptTemplate: "Tell me a joke", functionName: "joker", skillName: "jk", description: "Nice fun"); @@ -50,7 +50,8 @@ public async Task ItProvidesAccessToFunctionsViaSKContextAsync() { // Arrange var kernel = KernelBuilder.Create(); - kernel.Config.AddOpenAITextCompletion("x", "y", "z"); + var factory = new Mock>(); + kernel.Config.AddTextCompletionService("x", factory.Object, true); var nativeSkill = new MySkill(); kernel.CreateSemanticFunction("Tell me a joke", functionName: "joker", skillName: "jk", description: "Nice fun"); @@ -135,12 +136,13 @@ public void ItAllowsToImportSkillsInTheGlobalNamespace() } [Fact] - public void ItFailsIfCompletionBackendConfigIsNotSet() + public void ItFailsIfTextCompletionServiceConfigIsNotSet() { // Arrange var kernel = KernelBuilder.Create(); - var exception = Assert.Throws(() => kernel.CreateSemanticFunction(promptTemplate: "Tell me a joke", functionName: "joker", skillName: "jk", description: "Nice fun")); + var exception = Assert.Throws( + () => kernel.CreateSemanticFunction(promptTemplate: "Tell me a joke", functionName: "joker", skillName: "jk", description: "Nice fun")); } public class MySkill diff --git a/dotnet/src/SemanticKernel.UnitTests/Planning/SKContextExtensionsTests.cs b/dotnet/src/SemanticKernel.UnitTests/Planning/SKContextExtensionsTests.cs index 32c108385531..9f08b5ddf1ce 100644 --- a/dotnet/src/SemanticKernel.UnitTests/Planning/SKContextExtensionsTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/Planning/SKContextExtensionsTests.cs @@ -6,7 +6,6 @@ using System.Threading.Tasks; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Orchestration; -using Microsoft.SemanticKernel.Planning; using Microsoft.SemanticKernel.SkillDefinition; using Moq; using SemanticKernel.UnitTests.XunitHelpers; diff --git a/dotnet/src/SemanticKernel.UnitTests/Reliability/HttpRetryConfigTests.cs b/dotnet/src/SemanticKernel.UnitTests/Reliability/HttpRetryConfigTests.cs index e57c238df8d3..2501217a46a4 100644 --- a/dotnet/src/SemanticKernel.UnitTests/Reliability/HttpRetryConfigTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/Reliability/HttpRetryConfigTests.cs @@ -1,7 +1,7 @@ // Copyright (c) Microsoft. All rights reserved. using System.Threading.Tasks; -using Microsoft.SemanticKernel.Configuration; +using Microsoft.SemanticKernel; using Microsoft.SemanticKernel.Reliability; using Xunit; diff --git a/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Services/BackendConfigTests.cs b/dotnet/src/SemanticKernel.UnitTests/Services/ServiceConfigTests.cs similarity index 56% rename from dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Services/BackendConfigTests.cs rename to dotnet/src/SemanticKernel.UnitTests/Services/ServiceConfigTests.cs index 3f93cff683f0..f07750563d9c 100644 --- a/dotnet/src/SemanticKernel.UnitTests/AI/OpenAI/Services/BackendConfigTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/Services/ServiceConfigTests.cs @@ -1,38 +1,38 @@ // Copyright (c) Microsoft. All rights reserved. -using Microsoft.SemanticKernel.AI.OpenAI.Services; using Microsoft.SemanticKernel.Diagnostics; +using Microsoft.SemanticKernel.Services; using Xunit; -namespace SemanticKernel.UnitTests.AI.OpenAI.Services; +namespace SemanticKernel.UnitTests.Services; -public class BackendConfigTests +public class ServiceConfigTests { [Fact] public void ConstructorWithValidParametersSetsProperties() { // Arrange - string label = "testLabel"; + string serviceId = "testId"; // Act - var config = new FakeBackendConfig(label); + var config = new FakeAIServiceConfig(serviceId); // Assert - Assert.Equal(label, config.Label); + Assert.Equal(serviceId, config.ServiceId); } [Fact] public void ConstructorWithEmptyRequiredParameterThrowsArgumentException() { // Act + Assert - var exception = Assert.Throws(() => new FakeBackendConfig(string.Empty)); + var exception = Assert.Throws(() => new FakeAIServiceConfig(string.Empty)); Assert.Equal(ValidationException.ErrorCodes.EmptyValue, exception?.ErrorCode); } - private class FakeBackendConfig : BackendConfig + private class FakeAIServiceConfig : ServiceConfig { - public FakeBackendConfig(string label) : base(label) + public FakeAIServiceConfig(string serviceId) : base(serviceId) { } } diff --git a/dotnet/src/SemanticKernel.UnitTests/Text/StringExtensionsTests.cs b/dotnet/src/SemanticKernel.UnitTests/Text/StringExtensionsTests.cs index c5b7a1cd5889..5d900a15bb53 100644 --- a/dotnet/src/SemanticKernel.UnitTests/Text/StringExtensionsTests.cs +++ b/dotnet/src/SemanticKernel.UnitTests/Text/StringExtensionsTests.cs @@ -1,6 +1,5 @@ // Copyright (c) Microsoft. All rights reserved. -using System; using Microsoft.SemanticKernel.Text; using Xunit; diff --git a/dotnet/src/SemanticKernel/AI/ChatCompletion/ChatHistory.cs b/dotnet/src/SemanticKernel/AI/ChatCompletion/ChatHistory.cs index a2ed98eb41ea..15f46f58e295 100644 --- a/dotnet/src/SemanticKernel/AI/ChatCompletion/ChatHistory.cs +++ b/dotnet/src/SemanticKernel/AI/ChatCompletion/ChatHistory.cs @@ -1,8 +1,6 @@ // Copyright (c) Microsoft. All rights reserved. using System.Collections.Generic; -using System.Linq; -using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; namespace Microsoft.SemanticKernel.AI.ChatCompletion; @@ -57,15 +55,4 @@ public void AddMessage(string authorRole, string content) { this.Messages.Add(new Message(authorRole, content)); } - - /// - /// Map internal data to HTTP schema used with LLM - /// - /// Returns list of chat messages - public IList ToHttpSchema() - { - return this.Messages - .Select(msg => new ChatCompletionRequest.Message(msg.AuthorRole, msg.Content)) - .ToList(); - } } diff --git a/dotnet/src/SemanticKernel/AI/ChatCompletion/IChatCompletion.cs b/dotnet/src/SemanticKernel/AI/ChatCompletion/IChatCompletion.cs index ba757c6d6c9c..f49d6574a479 100644 --- a/dotnet/src/SemanticKernel/AI/ChatCompletion/IChatCompletion.cs +++ b/dotnet/src/SemanticKernel/AI/ChatCompletion/IChatCompletion.cs @@ -22,7 +22,7 @@ public Task GenerateMessageAsync( /// /// Create a new empty chat instance /// - /// Optional chat instructions for the backend + /// Optional chat instructions for the AI service /// Chat object public ChatHistory CreateNewChat(string instructions = ""); } diff --git a/dotnet/src/SemanticKernel/AI/Embeddings/IEmbeddingGenerator.cs b/dotnet/src/SemanticKernel/AI/Embeddings/IEmbeddingGeneration.cs similarity index 88% rename from dotnet/src/SemanticKernel/AI/Embeddings/IEmbeddingGenerator.cs rename to dotnet/src/SemanticKernel/AI/Embeddings/IEmbeddingGeneration.cs index 7939d80a4222..d1a603b80c5f 100644 --- a/dotnet/src/SemanticKernel/AI/Embeddings/IEmbeddingGenerator.cs +++ b/dotnet/src/SemanticKernel/AI/Embeddings/IEmbeddingGeneration.cs @@ -12,7 +12,7 @@ namespace Microsoft.SemanticKernel.AI.Embeddings; /// /// The type from which embeddings will be generated. /// The numeric type of the embedding data. -public interface IEmbeddingGenerator +public interface IEmbeddingGeneration where TEmbedding : unmanaged { /// @@ -24,9 +24,9 @@ public interface IEmbeddingGenerator } /// -/// Provides a collection of static methods for operating on objects. +/// Provides a collection of static methods for operating on objects. /// -public static class EmbeddingGeneratorExtensions +public static class EmbeddingGenerationExtensions { /// /// Generates an embedding from the given . @@ -37,7 +37,7 @@ public static class EmbeddingGeneratorExtensions /// A value from which an will be generated. /// A list of structs representing the input . public static async Task> GenerateEmbeddingAsync - (this IEmbeddingGenerator generator, TValue value) + (this IEmbeddingGeneration generator, TValue value) where TEmbedding : unmanaged { Verify.NotNull(generator, "Embeddings generator cannot be NULL"); diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureOpenAIConfig.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureOpenAIConfig.cs deleted file mode 100644 index 5b5574dab518..000000000000 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureOpenAIConfig.cs +++ /dev/null @@ -1,54 +0,0 @@ -// Copyright (c) Microsoft. All rights reserved. - -using Microsoft.SemanticKernel.Diagnostics; - -namespace Microsoft.SemanticKernel.AI.OpenAI.Services; - -/// -/// Azure OpenAI configuration. -/// -public sealed class AzureOpenAIConfig : BackendConfig -{ - /// - /// Azure OpenAI deployment name, see https://learn.microsoft.com/azure/cognitive-services/openai/how-to/create-resource - /// - public string DeploymentName { get; set; } - - /// - /// Azure OpenAI deployment URL, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart - /// - public string Endpoint { get; set; } - - /// - /// Azure OpenAI API key, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart - /// - public string APIKey { get; set; } - - /// - /// Azure OpenAI API version, see https://learn.microsoft.com/azure/cognitive-services/openai/reference - /// - public string APIVersion { get; set; } - - /// - /// Creates a new with supplied values. - /// - /// An identifier used to map semantic functions to backend, - /// decoupling prompts configurations from the actual model used - /// Azure OpenAI deployment name, see https://learn.microsoft.com/azure/cognitive-services/openai/how-to/create-resource - /// Azure OpenAI deployment URL, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart - /// Azure OpenAI API key, see https://learn.microsoft.com/azure/cognitive-services/openai/quickstart - /// Azure OpenAI API version, see https://learn.microsoft.com/azure/cognitive-services/openai/reference - public AzureOpenAIConfig(string label, string deploymentName, string endpoint, string apiKey, string apiVersion) - : base(label) - { - Verify.NotEmpty(deploymentName, "The deployment name is empty"); - Verify.NotEmpty(endpoint, "The endpoint is empty"); - Verify.StartsWith(endpoint, "https://", "The endpoint URL must start with https://"); - Verify.NotEmpty(apiKey, "The API key is empty"); - - this.DeploymentName = deploymentName; - this.Endpoint = endpoint; - this.APIKey = apiKey; - this.APIVersion = apiVersion; - } -} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/BackendConfig.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Services/BackendConfig.cs deleted file mode 100644 index e26fd93539a4..000000000000 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/BackendConfig.cs +++ /dev/null @@ -1,25 +0,0 @@ -// Copyright (c) Microsoft. All rights reserved. - -using Microsoft.SemanticKernel.Configuration; -using Microsoft.SemanticKernel.Diagnostics; - -namespace Microsoft.SemanticKernel.AI.OpenAI.Services; - -public abstract class BackendConfig : IBackendConfig -{ - /// - /// An identifier used to map semantic functions to backend, - /// decoupling prompts configurations from the actual model used. - /// - public string Label { get; } - - /// - /// Creates a new with supplied values. - /// - /// An identifier used to map semantic functions to backend. - protected BackendConfig(string label) - { - Verify.NotEmpty(label, "The configuration label is empty"); - this.Label = label; - } -} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIConfig.cs b/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIConfig.cs deleted file mode 100644 index e091d72733b1..000000000000 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIConfig.cs +++ /dev/null @@ -1,45 +0,0 @@ -// Copyright (c) Microsoft. All rights reserved. - -using Microsoft.SemanticKernel.Diagnostics; - -namespace Microsoft.SemanticKernel.AI.OpenAI.Services; - -/// -/// OpenAI configuration. -/// -public sealed class OpenAIConfig : BackendConfig -{ - /// - /// OpenAI model name, see https://platform.openai.com/docs/models - /// - public string ModelId { get; } - - /// - /// OpenAI API key, see https://platform.openai.com/account/api-keys - /// - public string APIKey { get; } - - /// - /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. - /// - public string? OrgId { get; } - - /// - /// Creates a new with supplied values. - /// - /// An identifier used to map semantic functions to backend, - /// decoupling prompts configurations from the actual model used. - /// OpenAI model name, see https://platform.openai.com/docs/models - /// OpenAI API key, see https://platform.openai.com/account/api-keys - /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. - public OpenAIConfig(string label, string modelId, string apiKey, string? orgId) - : base(label) - { - Verify.NotEmpty(modelId, "The model ID is empty"); - Verify.NotEmpty(apiKey, "The API key is empty"); - - this.ModelId = modelId; - this.APIKey = apiKey; - this.OrgId = orgId; - } -} diff --git a/dotnet/src/SemanticKernel/AI/TextCompletion/ITextCompletion.cs b/dotnet/src/SemanticKernel/AI/TextCompletion/ITextCompletion.cs index 6fdd6d2c1cc0..67f77974062b 100644 --- a/dotnet/src/SemanticKernel/AI/TextCompletion/ITextCompletion.cs +++ b/dotnet/src/SemanticKernel/AI/TextCompletion/ITextCompletion.cs @@ -6,7 +6,7 @@ namespace Microsoft.SemanticKernel.AI.TextCompletion; /// -/// Interface for text completion backends/services/clients +/// Interface for text completion services /// public interface ITextCompletion { diff --git a/dotnet/src/SemanticKernel/Configuration/IBackendConfig.cs b/dotnet/src/SemanticKernel/Configuration/IBackendConfig.cs deleted file mode 100644 index fce8c1388e2f..000000000000 --- a/dotnet/src/SemanticKernel/Configuration/IBackendConfig.cs +++ /dev/null @@ -1,13 +0,0 @@ -// Copyright (c) Microsoft. All rights reserved. - -namespace Microsoft.SemanticKernel.Configuration; - -/// -/// Backend configuration. -/// -public interface IBackendConfig -{ - /// An identifier used to map semantic functions to backend, - /// decoupling prompts configurations from the actual model used. - public string Label { get; } -} diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/AzureDeployments.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/AzureDeployments.cs similarity index 97% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/AzureDeployments.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/AzureDeployments.cs index 693c0710810b..6db1df9549e9 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/AzureDeployments.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/AzureDeployments.cs @@ -4,7 +4,7 @@ using System.Diagnostics.CodeAnalysis; using System.Text.Json.Serialization; -namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +namespace Microsoft.SemanticKernel.Connectors.OpenAI; /// /// Azure OpenAI deployment schema diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Clients/AzureOpenAIClientAbstract.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/AzureOpenAIClientAbstract.cs similarity index 98% rename from dotnet/src/SemanticKernel/AI/OpenAI/Clients/AzureOpenAIClientAbstract.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/AzureOpenAIClientAbstract.cs index 3ac693ed051f..b03887b45d60 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Clients/AzureOpenAIClientAbstract.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/AzureOpenAIClientAbstract.cs @@ -5,11 +5,11 @@ using System.Net.Http; using System.Threading.Tasks; using Microsoft.Extensions.Logging; -using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +using Microsoft.SemanticKernel.AI; using Microsoft.SemanticKernel.Reliability; using Microsoft.SemanticKernel.Text; -namespace Microsoft.SemanticKernel.AI.OpenAI.Clients; +namespace Microsoft.SemanticKernel.Connectors.OpenAI; /// /// An abstract Azure OpenAI Client. diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionRequest.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/ChatCompletionRequest.cs similarity index 98% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionRequest.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/ChatCompletionRequest.cs index 1a9032d77da2..f12d2587e952 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionRequest.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/ChatCompletionRequest.cs @@ -3,7 +3,7 @@ using System.Collections.Generic; using System.Text.Json.Serialization; -namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.ChatCompletion; /// /// OpenAI Chat Completion Request diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionResponse.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/ChatCompletionResponse.cs similarity index 97% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionResponse.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/ChatCompletionResponse.cs index fa8e38231014..08f8721fa1f5 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ChatCompletionResponse.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/ChatCompletionResponse.cs @@ -3,7 +3,7 @@ using System.Collections.Generic; using System.Text.Json.Serialization; -namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.ChatCompletion; /// /// Chat completion response diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIChatCompletion.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/OpenAIChatCompletion.cs similarity index 82% rename from dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIChatCompletion.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/OpenAIChatCompletion.cs index 3aae9de53868..c76e9d3b31e3 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIChatCompletion.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/OpenAIChatCompletion.cs @@ -1,17 +1,18 @@ // Copyright (c) Microsoft. All rights reserved. +using System.Collections.Generic; +using System.Linq; using System.Net.Http.Headers; using System.Threading; using System.Threading.Tasks; using Microsoft.Extensions.Logging; +using Microsoft.SemanticKernel.AI; using Microsoft.SemanticKernel.AI.ChatCompletion; -using Microsoft.SemanticKernel.AI.OpenAI.Clients; -using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Reliability; using Microsoft.SemanticKernel.Text; -namespace Microsoft.SemanticKernel.AI.OpenAI.Services; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.ChatCompletion; public class OpenAIChatCompletion : OpenAIClientAbstract, IChatCompletion { @@ -59,7 +60,7 @@ public Task GenerateMessageAsync( var requestBody = Json.Serialize(new ChatCompletionRequest { Model = this._modelId, - Messages = chat.ToHttpSchema(), + Messages = ToHttpSchema(chat), Temperature = requestSettings.Temperature, TopP = requestSettings.TopP, PresencePenalty = requestSettings.PresencePenalty, @@ -76,4 +77,15 @@ public ChatHistory CreateNewChat(string instructions = "") { return new OpenAIChatHistory(instructions); } + + /// + /// Map chat data to HTTP schema used with LLM + /// + /// Returns list of chat messages + private static IList ToHttpSchema(ChatHistory chat) + { + return chat.Messages + .Select(msg => new ChatCompletionRequest.Message(msg.AuthorRole, msg.Content)) + .ToList(); + } } diff --git a/dotnet/src/SemanticKernel/AI/ChatCompletion/OpenAIChatHistory.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/OpenAIChatHistory.cs similarity index 92% rename from dotnet/src/SemanticKernel/AI/ChatCompletion/OpenAIChatHistory.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/OpenAIChatHistory.cs index b3db8b371374..4ac0297b9886 100644 --- a/dotnet/src/SemanticKernel/AI/ChatCompletion/OpenAIChatHistory.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/ChatCompletion/OpenAIChatHistory.cs @@ -1,6 +1,8 @@ // Copyright (c) Microsoft. All rights reserved. -namespace Microsoft.SemanticKernel.AI.ChatCompletion; +using Microsoft.SemanticKernel.AI.ChatCompletion; + +namespace Microsoft.SemanticKernel.Connectors.OpenAI.ChatCompletion; /// /// OpenAI Chat content diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationRequest.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/ImageGeneration/ImageGenerationRequest.cs similarity index 92% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationRequest.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/ImageGeneration/ImageGenerationRequest.cs index bfb2bf9cf6b9..5432ff746760 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationRequest.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/ImageGeneration/ImageGenerationRequest.cs @@ -2,7 +2,7 @@ using System.Text.Json.Serialization; -namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.ImageGeneration; /// /// Image generation request diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationResponse.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/ImageGeneration/ImageGenerationResponse.cs similarity index 94% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationResponse.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/ImageGeneration/ImageGenerationResponse.cs index a7c2caabb782..8ab2d38385c8 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/ImageGenerationResponse.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/ImageGeneration/ImageGenerationResponse.cs @@ -4,7 +4,7 @@ using System.Diagnostics.CodeAnalysis; using System.Text.Json.Serialization; -namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.ImageGeneration; /// /// Image generation response diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIImageGeneration.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/ImageGeneration/OpenAIImageGeneration.cs similarity index 95% rename from dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIImageGeneration.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/ImageGeneration/OpenAIImageGeneration.cs index aa42f04e8da5..942aaa7e7312 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAIImageGeneration.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/ImageGeneration/OpenAIImageGeneration.cs @@ -5,14 +5,13 @@ using System.Threading; using System.Threading.Tasks; using Microsoft.Extensions.Logging; +using Microsoft.SemanticKernel.AI; using Microsoft.SemanticKernel.AI.ImageGeneration; -using Microsoft.SemanticKernel.AI.OpenAI.Clients; -using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Reliability; using Microsoft.SemanticKernel.Text; -namespace Microsoft.SemanticKernel.AI.OpenAI.Services; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.ImageGeneration; public class OpenAIImageGeneration : OpenAIClientAbstract, IImageGeneration { diff --git a/dotnet/src/SemanticKernel/Configuration/KernelConfigExtensions.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/KernelConfigOpenAIExtensions.cs similarity index 82% rename from dotnet/src/SemanticKernel/Configuration/KernelConfigExtensions.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/KernelConfigOpenAIExtensions.cs index 0e997a080085..de523c83713b 100644 --- a/dotnet/src/SemanticKernel/Configuration/KernelConfigExtensions.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/KernelConfigOpenAIExtensions.cs @@ -3,13 +3,17 @@ using Microsoft.SemanticKernel.AI.ChatCompletion; using Microsoft.SemanticKernel.AI.Embeddings; using Microsoft.SemanticKernel.AI.ImageGeneration; -using Microsoft.SemanticKernel.AI.OpenAI.Services; using Microsoft.SemanticKernel.AI.TextCompletion; +using Microsoft.SemanticKernel.Connectors.OpenAI.ChatCompletion; +using Microsoft.SemanticKernel.Connectors.OpenAI.ImageGeneration; +using Microsoft.SemanticKernel.Connectors.OpenAI.TextCompletion; +using Microsoft.SemanticKernel.Connectors.OpenAI.TextEmbedding; using Microsoft.SemanticKernel.Diagnostics; -namespace Microsoft.SemanticKernel.Configuration; +// ReSharper disable once CheckNamespace // Extension methods +namespace Microsoft.SemanticKernel; -public static class KernelConfigExtensions +public static class KernelConfigOpenAIExtensions { /// /// Adds an Azure OpenAI text completion service to the list. @@ -23,7 +27,7 @@ public static class KernelConfigExtensions /// Azure OpenAI API version, see https://learn.microsoft.com/azure/cognitive-services/openai/reference /// Whether to overwrite an existing configuration if the same id exists /// Self instance - public static KernelConfig AddAzureOpenAITextCompletion(this KernelConfig config, + public static KernelConfig AddAzureOpenAITextCompletionService(this KernelConfig config, string serviceId, string deploymentName, string endpoint, string apiKey, string apiVersion = "2022-12-01", bool overwrite = false) { Verify.NotEmpty(serviceId, "The service Id provided is empty"); @@ -38,7 +42,7 @@ public static KernelConfig AddAzureOpenAITextCompletion(this KernelConfig config ITextCompletion Factory(IKernel kernel) => new AzureTextCompletion( deploymentName, endpoint, apiKey, apiVersion, kernel.Log, kernel.Config.HttpHandlerFactory); - config.AddTextCompletion(serviceId, Factory, overwrite); + config.AddTextCompletionService(serviceId, Factory, overwrite); return config; } @@ -54,7 +58,7 @@ public static KernelConfig AddAzureOpenAITextCompletion(this KernelConfig config /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. /// Whether to overwrite an existing configuration if the same name exists /// Self instance - public static KernelConfig AddOpenAITextCompletion(this KernelConfig config, + public static KernelConfig AddOpenAITextCompletionService(this KernelConfig config, string serviceId, string modelId, string apiKey, string? orgId = null, bool overwrite = false) { Verify.NotEmpty(serviceId, "The service Id provided is empty"); @@ -69,7 +73,7 @@ public static KernelConfig AddOpenAITextCompletion(this KernelConfig config, ITextCompletion Factory(IKernel kernel) => new OpenAITextCompletion( modelId, apiKey, orgId, kernel.Log, kernel.Config.HttpHandlerFactory); - config.AddTextCompletion(serviceId, Factory, overwrite); + config.AddTextCompletionService(serviceId, Factory, overwrite); return config; } @@ -86,22 +90,22 @@ public static KernelConfig AddOpenAITextCompletion(this KernelConfig config, /// Azure OpenAI API version, see https://learn.microsoft.com/azure/cognitive-services/openai/reference /// Whether to overwrite an existing configuration if the same id exists /// Self instance - public static KernelConfig AddAzureOpenAIEmbeddingGeneration(this KernelConfig config, + public static KernelConfig AddAzureOpenAIEmbeddingGenerationService(this KernelConfig config, string serviceId, string deploymentName, string endpoint, string apiKey, string apiVersion = "2022-12-01", bool overwrite = false) { Verify.NotEmpty(serviceId, "The service Id provided is empty"); - if (!overwrite && config.TextEmbeddingServices.ContainsKey(serviceId)) + if (!overwrite && config.TextEmbeddingGenerationServices.ContainsKey(serviceId)) { throw new KernelException( KernelException.ErrorCodes.InvalidServiceConfiguration, - $"A text embedding generator with the id '{serviceId}' already exists"); + $"A text embedding service with the id '{serviceId}' already exists"); } - IEmbeddingGenerator Factory(IKernel kernel) => new AzureTextEmbeddings( + IEmbeddingGeneration Factory(IKernel kernel) => new AzureTextEmbeddingGeneration( deploymentName, endpoint, apiKey, apiVersion, kernel.Log, kernel.Config.HttpHandlerFactory); - config.AddTextEmbeddingGeneration(serviceId, Factory, overwrite); + config.AddTextEmbeddingGenerationService(serviceId, Factory, overwrite); return config; } @@ -117,22 +121,22 @@ public static KernelConfig AddAzureOpenAIEmbeddingGeneration(this KernelConfig c /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. /// Whether to overwrite an existing configuration if the same id exists /// Self instance - public static KernelConfig AddOpenAIEmbeddingGeneration(this KernelConfig config, + public static KernelConfig AddOpenAIEmbeddingGenerationService(this KernelConfig config, string serviceId, string modelId, string apiKey, string? orgId = null, bool overwrite = false) { Verify.NotEmpty(serviceId, "The service Id provided is empty"); - if (!overwrite && config.TextEmbeddingServices.ContainsKey(serviceId)) + if (!overwrite && config.TextEmbeddingGenerationServices.ContainsKey(serviceId)) { throw new KernelException( KernelException.ErrorCodes.InvalidServiceConfiguration, - $"A text embedding generator with the id '{serviceId}' already exists"); + $"A text embedding service with the id '{serviceId}' already exists"); } - IEmbeddingGenerator Factory(IKernel kernel) => new OpenAITextEmbeddings( + IEmbeddingGeneration Factory(IKernel kernel) => new OpenAITextEmbeddingGeneration( modelId, apiKey, orgId, kernel.Log, kernel.Config.HttpHandlerFactory); - config.AddTextEmbeddingGeneration(serviceId, Factory, overwrite); + config.AddTextEmbeddingGenerationService(serviceId, Factory, overwrite); return config; } @@ -148,7 +152,7 @@ public static KernelConfig AddOpenAIEmbeddingGeneration(this KernelConfig config /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. /// Whether to overwrite an existing configuration if the same name exists /// Self instance - public static KernelConfig AddOpenAIChatCompletion(this KernelConfig config, + public static KernelConfig AddOpenAIChatCompletionService(this KernelConfig config, string serviceId, string modelId, string apiKey, string? orgId = null, bool overwrite = false) { Verify.NotEmpty(serviceId, "The service Id provided is empty"); @@ -163,7 +167,7 @@ public static KernelConfig AddOpenAIChatCompletion(this KernelConfig config, IChatCompletion Factory(IKernel kernel) => new OpenAIChatCompletion( modelId, apiKey, orgId, kernel.Log, kernel.Config.HttpHandlerFactory); - config.AddChatCompletion(serviceId, Factory, overwrite); + config.AddChatCompletionService(serviceId, Factory, overwrite); return config; } @@ -177,7 +181,7 @@ public static KernelConfig AddOpenAIChatCompletion(this KernelConfig config, /// OpenAI organization id. This is usually optional unless your account belongs to multiple organizations. /// Whether to overwrite an existing configuration if the same name exists /// Self instance - public static KernelConfig AddOpenAIImageGeneration(this KernelConfig config, + public static KernelConfig AddOpenAIImageGenerationService(this KernelConfig config, string serviceId, string apiKey, string? orgId = null, bool overwrite = false) { Verify.NotEmpty(serviceId, "The service Id provided is empty"); @@ -192,7 +196,7 @@ public static KernelConfig AddOpenAIImageGeneration(this KernelConfig config, IImageGeneration Factory(IKernel kernel) => new OpenAIImageGeneration( apiKey, orgId, kernel.Log, kernel.Config.HttpHandlerFactory); - config.AddImageGeneration(serviceId, Factory, overwrite); + config.AddImageGenerationService(serviceId, Factory, overwrite); return config; } diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Clients/OpenAIClientAbstract.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/OpenAIClientAbstract.cs similarity index 97% rename from dotnet/src/SemanticKernel/AI/OpenAI/Clients/OpenAIClientAbstract.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/OpenAIClientAbstract.cs index 944b8b2978e4..5f82462cff43 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Clients/OpenAIClientAbstract.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/OpenAIClientAbstract.cs @@ -12,12 +12,16 @@ using System.Threading.Tasks; using Microsoft.Extensions.Logging; using Microsoft.Extensions.Logging.Abstractions; +using Microsoft.SemanticKernel.AI; using Microsoft.SemanticKernel.AI.Embeddings; -using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +using Microsoft.SemanticKernel.Connectors.OpenAI.ChatCompletion; +using Microsoft.SemanticKernel.Connectors.OpenAI.ImageGeneration; +using Microsoft.SemanticKernel.Connectors.OpenAI.TextCompletion; +using Microsoft.SemanticKernel.Connectors.OpenAI.TextEmbedding; using Microsoft.SemanticKernel.Reliability; using Microsoft.SemanticKernel.Text; -namespace Microsoft.SemanticKernel.AI.OpenAI.Clients; +namespace Microsoft.SemanticKernel.Connectors.OpenAI; /// /// An abstract OpenAI Client. diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextCompletion.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/AzureTextCompletion.cs similarity index 96% rename from dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextCompletion.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/AzureTextCompletion.cs index ad3d31614649..8ee95f436258 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextCompletion.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/AzureTextCompletion.cs @@ -3,14 +3,13 @@ using System.Threading; using System.Threading.Tasks; using Microsoft.Extensions.Logging; -using Microsoft.SemanticKernel.AI.OpenAI.Clients; -using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +using Microsoft.SemanticKernel.AI; using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Reliability; using Microsoft.SemanticKernel.Text; -namespace Microsoft.SemanticKernel.AI.OpenAI.Services; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.TextCompletion; /// /// Azure OpenAI text completion client. diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextCompletion.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/OpenAITextCompletion.cs similarity index 95% rename from dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextCompletion.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/OpenAITextCompletion.cs index 96b7ac1f8052..9c2c1fa135f0 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextCompletion.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/OpenAITextCompletion.cs @@ -4,14 +4,13 @@ using System.Threading; using System.Threading.Tasks; using Microsoft.Extensions.Logging; -using Microsoft.SemanticKernel.AI.OpenAI.Clients; -using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +using Microsoft.SemanticKernel.AI; using Microsoft.SemanticKernel.AI.TextCompletion; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Reliability; using Microsoft.SemanticKernel.Text; -namespace Microsoft.SemanticKernel.AI.OpenAI.Services; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.TextCompletion; /// /// OpenAI text completion service. diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionRequest.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/TextCompletionRequest.cs similarity index 98% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionRequest.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/TextCompletionRequest.cs index c07a429dd80a..eb7c4cf7fbcd 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionRequest.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/TextCompletionRequest.cs @@ -2,7 +2,7 @@ using System.Text.Json.Serialization; -namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.TextCompletion; /// /// Text Completion Request diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionResponse.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/TextCompletionResponse.cs similarity index 96% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionResponse.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/TextCompletionResponse.cs index eb6408a05944..632b65391296 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextCompletionResponse.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextCompletion/TextCompletionResponse.cs @@ -3,7 +3,7 @@ using System.Collections.Generic; using System.Text.Json.Serialization; -namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.TextCompletion; /// /// Text completion response diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextEmbeddings.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/AzureTextEmbeddingGeneration.cs similarity index 87% rename from dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextEmbeddings.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/AzureTextEmbeddingGeneration.cs index 7e4dffa189f5..533572428431 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/AzureTextEmbeddings.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/AzureTextEmbeddingGeneration.cs @@ -4,18 +4,16 @@ using System.Threading.Tasks; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel.AI.Embeddings; -using Microsoft.SemanticKernel.AI.OpenAI.Clients; -using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Reliability; using Microsoft.SemanticKernel.Text; -namespace Microsoft.SemanticKernel.AI.OpenAI.Services; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.TextEmbedding; /// /// Azure OpenAI text embedding service. /// -public sealed class AzureTextEmbeddings : AzureOpenAIClientAbstract, IEmbeddingGenerator +public sealed class AzureTextEmbeddingGeneration : AzureOpenAIClientAbstract, IEmbeddingGeneration { private readonly string _modelId; @@ -28,7 +26,7 @@ public sealed class AzureTextEmbeddings : AzureOpenAIClientAbstract, IEmbeddingG /// Azure OpenAI API version, see https://learn.microsoft.com/azure/cognitive-services/openai/reference /// Application logger /// An optional HTTP retry handler factory - public AzureTextEmbeddings(string modelId, string endpoint, string apiKey, string apiVersion, ILogger? log = null, + public AzureTextEmbeddingGeneration(string modelId, string endpoint, string apiKey, string apiVersion, ILogger? log = null, IDelegatingHandlerFactory? handlerFactory = null) : base(log, handlerFactory) { diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextEmbeddings.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/OpenAITextEmbeddingGeneration.cs similarity index 84% rename from dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextEmbeddings.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/OpenAITextEmbeddingGeneration.cs index 6254ff0d36e5..2ac5b6c019bf 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Services/OpenAITextEmbeddings.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/OpenAITextEmbeddingGeneration.cs @@ -5,18 +5,16 @@ using System.Threading.Tasks; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel.AI.Embeddings; -using Microsoft.SemanticKernel.AI.OpenAI.Clients; -using Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Reliability; using Microsoft.SemanticKernel.Text; -namespace Microsoft.SemanticKernel.AI.OpenAI.Services; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.TextEmbedding; /// /// Client to OpenAI.com embedding endpoint, used to generate embeddings. /// -public sealed class OpenAITextEmbeddings : OpenAIClientAbstract, IEmbeddingGenerator +public sealed class OpenAITextEmbeddingGeneration : OpenAIClientAbstract, IEmbeddingGeneration { // 3P OpenAI REST API endpoint private const string OpenaiEndpoint = "https://api.openai.com/v1"; @@ -32,7 +30,7 @@ public sealed class OpenAITextEmbeddings : OpenAIClientAbstract, IEmbeddingGener /// Optional OpenAI organization ID, usually required only if your account belongs to multiple organizations /// Application logger /// Retry handler factory for HTTP requests. - public OpenAITextEmbeddings(string modelId, string apiKey, string? organization = null, ILogger? log = null, + public OpenAITextEmbeddingGeneration(string modelId, string apiKey, string? organization = null, ILogger? log = null, IDelegatingHandlerFactory? handlerFactory = null) : base(log, handlerFactory) { diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingRequest.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/TextEmbeddingRequest.cs similarity index 92% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingRequest.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/TextEmbeddingRequest.cs index 753ba14387ca..8ae0ed3410a0 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingRequest.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/TextEmbeddingRequest.cs @@ -3,7 +3,7 @@ using System.Collections.Generic; using System.Text.Json.Serialization; -namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.TextEmbedding; /// /// A request to create embedding vector representing input text diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingResponse.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/TextEmbeddingResponse.cs similarity index 93% rename from dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingResponse.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/TextEmbeddingResponse.cs index e08ff4d3fdd2..c87275ba3dd0 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/HttpSchema/TextEmbeddingResponse.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/TextEmbedding/TextEmbeddingResponse.cs @@ -3,7 +3,7 @@ using System.Collections.Generic; using System.Text.Json.Serialization; -namespace Microsoft.SemanticKernel.AI.OpenAI.HttpSchema; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.TextEmbedding; /// /// A response from an embedding request diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/GPT3Tokenizer.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/GPT3Tokenizer.cs similarity index 97% rename from dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/GPT3Tokenizer.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/GPT3Tokenizer.cs index 2f4e74d14135..8e69d7031747 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/GPT3Tokenizer.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/GPT3Tokenizer.cs @@ -6,9 +6,9 @@ using System.Linq; using System.Text; using System.Text.RegularExpressions; -using Microsoft.SemanticKernel.AI.OpenAI.Tokenizers.Settings; +using Microsoft.SemanticKernel.Connectors.OpenAI.Tokenizers.Settings; -namespace Microsoft.SemanticKernel.AI.OpenAI.Tokenizers; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.Tokenizers; /// /// Port of GPT3 Javascript tokenizer recommended by OpenAI. diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/EmbeddedResource.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/EmbeddedResource.cs similarity index 95% rename from dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/EmbeddedResource.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/EmbeddedResource.cs index 4846e05ef2fd..30d59479b6a3 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/EmbeddedResource.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/EmbeddedResource.cs @@ -3,7 +3,7 @@ using System; using System.IO; -namespace Microsoft.SemanticKernel.AI.OpenAI.Tokenizers.Settings; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.Tokenizers.Settings; internal static class EmbeddedResource { diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/GPT3Settings.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/GPT3Settings.cs similarity index 95% rename from dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/GPT3Settings.cs rename to dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/GPT3Settings.cs index 3b62cded0a99..74f2e02dbef6 100644 --- a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/GPT3Settings.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/GPT3Settings.cs @@ -4,8 +4,9 @@ using System.Collections.Generic; using System.Linq; using System.Text.Json; +using Microsoft.SemanticKernel.AI; -namespace Microsoft.SemanticKernel.AI.OpenAI.Tokenizers.Settings; +namespace Microsoft.SemanticKernel.Connectors.OpenAI.Tokenizers.Settings; internal static class GPT3Settings { diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/encoder.json b/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/encoder.json similarity index 100% rename from dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/encoder.json rename to dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/encoder.json diff --git a/dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/vocab.bpe b/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/vocab.bpe similarity index 100% rename from dotnet/src/SemanticKernel/AI/OpenAI/Tokenizers/Settings/vocab.bpe rename to dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/vocab.bpe diff --git a/dotnet/src/SemanticKernel/CoreSkills/ConversationSummarySkill.cs b/dotnet/src/SemanticKernel/CoreSkills/ConversationSummarySkill.cs index 7749532e329f..b66c120012f5 100644 --- a/dotnet/src/SemanticKernel/CoreSkills/ConversationSummarySkill.cs +++ b/dotnet/src/SemanticKernel/CoreSkills/ConversationSummarySkill.cs @@ -1,7 +1,7 @@ // Copyright (c) Microsoft. All rights reserved. +using System.Collections.Generic; using System.Threading.Tasks; -using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.SemanticFunctions.Partitioning; using Microsoft.SemanticKernel.SkillDefinition; @@ -69,8 +69,8 @@ public ConversationSummarySkill(IKernel kernel) [SKFunctionInput(Description = "A long conversation transcript.")] public Task SummarizeConversationAsync(string input, SKContext context) { - System.Collections.Generic.List lines = SemanticTextPartitioner.SplitPlainTextLines(input, MaxTokens); - System.Collections.Generic.List paragraphs = SemanticTextPartitioner.SplitPlainTextParagraphs(lines, MaxTokens); + List lines = SemanticTextPartitioner.SplitPlainTextLines(input, MaxTokens); + List paragraphs = SemanticTextPartitioner.SplitPlainTextParagraphs(lines, MaxTokens); return this._summarizeConversationFunction .AggregatePartitionedResultsAsync(paragraphs, context); @@ -86,8 +86,8 @@ public Task SummarizeConversationAsync(string input, SKContext contex [SKFunctionInput(Description = "A long conversation transcript.")] public Task GetConversationActionItemsAsync(string input, SKContext context) { - System.Collections.Generic.List lines = SemanticTextPartitioner.SplitPlainTextLines(input, MaxTokens); - System.Collections.Generic.List paragraphs = SemanticTextPartitioner.SplitPlainTextParagraphs(lines, MaxTokens); + List lines = SemanticTextPartitioner.SplitPlainTextLines(input, MaxTokens); + List paragraphs = SemanticTextPartitioner.SplitPlainTextParagraphs(lines, MaxTokens); return this._conversationActionItemsFunction .AggregatePartitionedResultsAsync(paragraphs, context); @@ -103,8 +103,8 @@ public Task GetConversationActionItemsAsync(string input, SKContext c [SKFunctionInput(Description = "A long conversation transcript.")] public Task GetConversationTopicsAsync(string input, SKContext context) { - System.Collections.Generic.List lines = SemanticTextPartitioner.SplitPlainTextLines(input, MaxTokens); - System.Collections.Generic.List paragraphs = SemanticTextPartitioner.SplitPlainTextParagraphs(lines, MaxTokens); + List lines = SemanticTextPartitioner.SplitPlainTextLines(input, MaxTokens); + List paragraphs = SemanticTextPartitioner.SplitPlainTextParagraphs(lines, MaxTokens); return this._conversationTopicsFunction .AggregatePartitionedResultsAsync(paragraphs, context); diff --git a/dotnet/src/SemanticKernel/CoreSkills/PlannerSkill.cs b/dotnet/src/SemanticKernel/CoreSkills/PlannerSkill.cs index 79877141bb23..ef74990d971c 100644 --- a/dotnet/src/SemanticKernel/CoreSkills/PlannerSkill.cs +++ b/dotnet/src/SemanticKernel/CoreSkills/PlannerSkill.cs @@ -5,10 +5,7 @@ using System.Text.Json; using System.Threading.Tasks; using Microsoft.Extensions.Logging; -using Microsoft.SemanticKernel.Diagnostics; -using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Orchestration; -using Microsoft.SemanticKernel.Orchestration.Extensions; using Microsoft.SemanticKernel.Planning; using Microsoft.SemanticKernel.SkillDefinition; diff --git a/dotnet/src/SemanticKernel/Diagnostics/ExceptionExtensions.cs b/dotnet/src/SemanticKernel/Diagnostics/ExceptionExtensions.cs index 293158ab8bd8..ca53b97d5cb4 100644 --- a/dotnet/src/SemanticKernel/Diagnostics/ExceptionExtensions.cs +++ b/dotnet/src/SemanticKernel/Diagnostics/ExceptionExtensions.cs @@ -1,21 +1,21 @@ // Copyright (c) Microsoft. All rights reserved. -using System; using System.Threading; -namespace Microsoft.SemanticKernel.Diagnostics; +// ReSharper disable once CheckNamespace // Extension methods +namespace System; /// /// Exception extension methods. /// -public static class ExceptionExtensions +internal static class ExceptionExtensions { /// /// Check if an exception is of a type that should not be caught by the kernel. /// /// Exception. /// True if is a critical exception and should not be caught. - public static bool IsCriticalException(this Exception ex) + internal static bool IsCriticalException(this Exception ex) => ex is OutOfMemoryException or ThreadAbortException or AccessViolationException diff --git a/dotnet/src/SemanticKernel/IKernel.cs b/dotnet/src/SemanticKernel/IKernel.cs index c45f10dd0d82..a3d2236f1beb 100644 --- a/dotnet/src/SemanticKernel/IKernel.cs +++ b/dotnet/src/SemanticKernel/IKernel.cs @@ -4,7 +4,6 @@ using System.Threading; using System.Threading.Tasks; using Microsoft.Extensions.Logging; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.SemanticFunctions; @@ -158,7 +157,7 @@ Task RunAsync( SKContext CreateNewContext(); /// - /// Get one of the configured services. Currently limited to AI backends. + /// Get one of the configured services. Currently limited to AI services. /// /// Optional name. If the name is not provided, returns the default T available /// Service type diff --git a/dotnet/src/SemanticKernel/Kernel.cs b/dotnet/src/SemanticKernel/Kernel.cs index f085c9c3b5e3..80ca86cd12a2 100644 --- a/dotnet/src/SemanticKernel/Kernel.cs +++ b/dotnet/src/SemanticKernel/Kernel.cs @@ -12,7 +12,6 @@ using Microsoft.SemanticKernel.AI.Embeddings; using Microsoft.SemanticKernel.AI.ImageGeneration; using Microsoft.SemanticKernel.AI.TextCompletion; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Orchestration; @@ -235,10 +234,10 @@ public T GetService(string? name = "") return (T)service; } - if (typeof(T) == typeof(IEmbeddingGenerator)) + if (typeof(T) == typeof(IEmbeddingGeneration)) { - name = this.Config.GetTextEmbeddingServiceIdOrDefault(name); - if (!this.Config.TextEmbeddingServices.TryGetValue(name, out Func> factory)) + name = this.Config.GetTextEmbeddingGenerationServiceIdOrDefault(name); + if (!this.Config.TextEmbeddingGenerationServices.TryGetValue(name, out Func> factory)) { throw new KernelException(KernelException.ErrorCodes.ServiceNotFound, "No text embedding service available"); } @@ -314,8 +313,8 @@ private ISKFunction CreateSemanticFunction( func.SetAIConfiguration(CompleteRequestSettings.FromCompletionConfig(functionConfig.PromptTemplateConfig.Completion)); - // Note: the backend is instantiated using the kernel configuration state when the function is invoked - func.SetAIBackend(() => this.GetService()); + // Note: the service is instantiated using the kernel configuration state when the function is invoked + func.SetAIService(() => this.GetService()); return func; } diff --git a/dotnet/src/SemanticKernel/KernelBuilder.cs b/dotnet/src/SemanticKernel/KernelBuilder.cs index 33c31c8bae4c..7418c0b03757 100644 --- a/dotnet/src/SemanticKernel/KernelBuilder.cs +++ b/dotnet/src/SemanticKernel/KernelBuilder.cs @@ -4,9 +4,7 @@ using Microsoft.Extensions.Logging; using Microsoft.Extensions.Logging.Abstractions; using Microsoft.SemanticKernel.AI.Embeddings; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Diagnostics; -using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Reliability; using Microsoft.SemanticKernel.SkillDefinition; @@ -20,7 +18,7 @@ namespace Microsoft.SemanticKernel; /// public sealed class KernelBuilder { - private KernelConfig _config = new KernelConfig(); + private KernelConfig _config = new(); private ISemanticTextMemory _memory = NullMemory.Instance; private ILogger _log = NullLogger.Instance; private IMemoryStore? _memoryStorage = null; @@ -106,8 +104,8 @@ public KernelBuilder WithMemoryStorage(IMemoryStore storage) /// Storage to add. /// Embedding generator to add. /// Updated kernel builder including the memory storage and embedding generator. - public KernelBuilder WithMemoryStorageAndEmbeddingGenerator( - IMemoryStore storage, IEmbeddingGenerator embeddingGenerator) + public KernelBuilder WithMemoryStorageAndTextEmbeddingGeneration( + IMemoryStore storage, IEmbeddingGeneration embeddingGenerator) { Verify.NotNull(storage, "The memory instance provided is NULL"); Verify.NotNull(embeddingGenerator, "The embedding generator instance provided is NULL"); diff --git a/dotnet/src/SemanticKernel/Configuration/KernelConfig.cs b/dotnet/src/SemanticKernel/KernelConfig.cs similarity index 87% rename from dotnet/src/SemanticKernel/Configuration/KernelConfig.cs rename to dotnet/src/SemanticKernel/KernelConfig.cs index 2929e36f98c3..7c510aca4403 100644 --- a/dotnet/src/SemanticKernel/Configuration/KernelConfig.cs +++ b/dotnet/src/SemanticKernel/KernelConfig.cs @@ -10,7 +10,7 @@ using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Reliability; -namespace Microsoft.SemanticKernel.Configuration; +namespace Microsoft.SemanticKernel; /// /// Semantic kernel configuration. @@ -41,7 +41,7 @@ public sealed class KernelConfig /// /// Text embedding generation service factories /// - public Dictionary>> TextEmbeddingServices { get; } = new(); + public Dictionary>> TextEmbeddingGenerationServices { get; } = new(); /// /// Image generation service factories @@ -61,7 +61,7 @@ public sealed class KernelConfig /// /// Default text embedding generation service. /// - public string? DefaultTextEmbeddingServiceId { get; private set; } + public string? DefaultTextEmbeddingGenerationServiceId { get; private set; } /// /// Default image generation service. @@ -72,19 +72,19 @@ public sealed class KernelConfig /// Get all text completion services. /// /// IEnumerable of all completion service Ids in the kernel configuration. - public IEnumerable AllTextCompletionServices => this.TextCompletionServices.Keys; + public IEnumerable AllTextCompletionServiceIds => this.TextCompletionServices.Keys; /// /// Get all chat completion services. /// /// IEnumerable of all completion service Ids in the kernel configuration. - public IEnumerable AllChatCompletionServices => this.ChatCompletionServices.Keys; + public IEnumerable AllChatCompletionServiceIds => this.ChatCompletionServices.Keys; /// /// Get all text embedding generation services. /// /// IEnumerable of all embedding service Ids in the kernel configuration. - public IEnumerable AllTextEmbeddingServices => this.TextEmbeddingServices.Keys; + public IEnumerable AllTextEmbeddingGenerationServiceIds => this.TextEmbeddingGenerationServices.Keys; /// /// Add to the list a service for text completion, e.g. Azure OpenAI Text Completion. @@ -94,7 +94,7 @@ public sealed class KernelConfig /// Whether to overwrite a service having the same id /// Current object instance /// Failure if a service with the same id already exists - public KernelConfig AddTextCompletion( + public KernelConfig AddTextCompletionService( string serviceId, Func serviceFactory, bool overwrite = false) { Verify.NotEmpty(serviceId, "The service id provided is empty"); @@ -124,7 +124,7 @@ public KernelConfig AddTextCompletion( /// Whether to overwrite a service having the same id /// Current object instance /// Failure if a service with the same id already exists - public KernelConfig AddChatCompletion( + public KernelConfig AddChatCompletionService( string serviceId, Func serviceFactory, bool overwrite = false) { Verify.NotEmpty(serviceId, "The service id provided is empty"); @@ -154,23 +154,23 @@ public KernelConfig AddChatCompletion( /// Whether to overwrite a service having the same id /// Current object instance /// Failure if a service with the same id already exists - public KernelConfig AddTextEmbeddingGeneration( - string serviceId, Func> serviceFactory, bool overwrite = false) + public KernelConfig AddTextEmbeddingGenerationService( + string serviceId, Func> serviceFactory, bool overwrite = false) { Verify.NotEmpty(serviceId, "The service id provided is empty"); - if (!overwrite && this.TextEmbeddingServices.ContainsKey(serviceId)) + if (!overwrite && this.TextEmbeddingGenerationServices.ContainsKey(serviceId)) { throw new KernelException( KernelException.ErrorCodes.InvalidServiceConfiguration, - $"An embedding generator with id '{serviceId}' already exists"); + $"An embedding generation service with id '{serviceId}' already exists"); } - this.TextEmbeddingServices[serviceId] = serviceFactory; + this.TextEmbeddingGenerationServices[serviceId] = serviceFactory; - if (this.TextEmbeddingServices.Count == 1) + if (this.TextEmbeddingGenerationServices.Count == 1) { - this.DefaultTextEmbeddingServiceId = serviceId; + this.DefaultTextEmbeddingGenerationServiceId = serviceId; } return this; @@ -184,7 +184,7 @@ public KernelConfig AddTextEmbeddingGeneration( /// Whether to overwrite a service having the same id /// Current object instance /// Failure if a service with the same id already exists - public KernelConfig AddImageGeneration( + public KernelConfig AddImageGenerationService( string serviceId, Func serviceFactory, bool overwrite = false) { Verify.NotEmpty(serviceId, "The service id provided is empty"); @@ -259,16 +259,16 @@ public KernelConfig SetDefaultTextCompletionService(string serviceId) /// Identifier of text embedding service to use. /// The updated kernel configuration. /// Thrown if the requested service doesn't exist. - public KernelConfig SetDefaultEmbeddingService(string serviceId) + public KernelConfig SetDefaultTextEmbeddingGenerationService(string serviceId) { - if (!this.TextEmbeddingServices.ContainsKey(serviceId)) + if (!this.TextEmbeddingGenerationServices.ContainsKey(serviceId)) { throw new KernelException( KernelException.ErrorCodes.ServiceNotFound, $"A text embedding generation service id '{serviceId}' doesn't exist"); } - this.DefaultTextEmbeddingServiceId = serviceId; + this.DefaultTextEmbeddingGenerationServiceId = serviceId; return this; } @@ -324,11 +324,11 @@ public string GetChatCompletionServiceIdOrDefault(string? serviceId = null) /// Optional identifier of the desired service. /// The embedding service id matching the given id or the default. /// Thrown when no suitable service is found. - public string GetTextEmbeddingServiceIdOrDefault(string? serviceId = null) + public string GetTextEmbeddingGenerationServiceIdOrDefault(string? serviceId = null) { - if (string.IsNullOrEmpty(serviceId) || !this.TextEmbeddingServices.ContainsKey(serviceId)) + if (string.IsNullOrEmpty(serviceId) || !this.TextEmbeddingGenerationServices.ContainsKey(serviceId)) { - serviceId = this.DefaultTextEmbeddingServiceId; + serviceId = this.DefaultTextEmbeddingGenerationServiceId; } if (string.IsNullOrEmpty(serviceId)) @@ -401,12 +401,12 @@ public KernelConfig RemoveChatCompletionService(string serviceId) /// /// Identifier of service to remove. /// The updated kernel configuration. - public KernelConfig RemoveTextEmbeddingService(string serviceId) + public KernelConfig RemoveTextEmbeddingGenerationService(string serviceId) { - this.TextEmbeddingServices.Remove(serviceId); - if (this.DefaultTextEmbeddingServiceId == serviceId) + this.TextEmbeddingGenerationServices.Remove(serviceId); + if (this.DefaultTextEmbeddingGenerationServiceId == serviceId) { - this.DefaultTextEmbeddingServiceId = this.TextEmbeddingServices.Keys.FirstOrDefault(); + this.DefaultTextEmbeddingGenerationServiceId = this.TextEmbeddingGenerationServices.Keys.FirstOrDefault(); } return this; @@ -438,10 +438,10 @@ public KernelConfig RemoveAllChatCompletionServices() /// Remove all text embedding generation services. /// /// The updated kernel configuration. - public KernelConfig RemoveAllTextEmbeddingServices() + public KernelConfig RemoveAllTextEmbeddingGenerationServices() { - this.TextEmbeddingServices.Clear(); - this.DefaultTextEmbeddingServiceId = null; + this.TextEmbeddingGenerationServices.Clear(); + this.DefaultTextEmbeddingGenerationServiceId = null; return this; } diff --git a/dotnet/src/SemanticKernel/KernelException.cs b/dotnet/src/SemanticKernel/KernelException.cs index c722f9c1771b..2266831c3daa 100644 --- a/dotnet/src/SemanticKernel/KernelException.cs +++ b/dotnet/src/SemanticKernel/KernelException.cs @@ -46,12 +46,12 @@ public enum ErrorCodes InvalidFunctionType, /// - /// Invalid backend configuration. + /// Invalid service configuration. /// InvalidServiceConfiguration, /// - /// Backend not found. + /// Service not found. /// ServiceNotFound, diff --git a/dotnet/src/SemanticKernel/KernelExtensions/InlineFunctionsDefinitionExtension.cs b/dotnet/src/SemanticKernel/KernelExtensions/InlineFunctionsDefinitionExtension.cs index 8019187e67f6..3d7ef431f329 100644 --- a/dotnet/src/SemanticKernel/KernelExtensions/InlineFunctionsDefinitionExtension.cs +++ b/dotnet/src/SemanticKernel/KernelExtensions/InlineFunctionsDefinitionExtension.cs @@ -7,7 +7,8 @@ using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.SemanticFunctions; -namespace Microsoft.SemanticKernel.KernelExtensions; +// ReSharper disable once CheckNamespace // Extension methods +namespace Microsoft.SemanticKernel; /// /// Class for extensions methods to define semantic functions. diff --git a/dotnet/src/SemanticKernel/KernelExtensions/MemoryConfiguration.cs b/dotnet/src/SemanticKernel/KernelExtensions/MemoryConfiguration.cs index 577738c948d1..1fce5aeaa721 100644 --- a/dotnet/src/SemanticKernel/KernelExtensions/MemoryConfiguration.cs +++ b/dotnet/src/SemanticKernel/KernelExtensions/MemoryConfiguration.cs @@ -5,7 +5,8 @@ using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Memory; -namespace Microsoft.SemanticKernel.KernelExtensions; +// ReSharper disable once CheckNamespace // Extension methods +namespace Microsoft.SemanticKernel; /// /// Kernel extension to configure the semantic memory with custom settings @@ -13,28 +14,28 @@ namespace Microsoft.SemanticKernel.KernelExtensions; public static class MemoryConfiguration { /// - /// Set the semantic memory to use the given memory storage. Uses the kernel's default embeddings backend. + /// Set the semantic memory to use the given memory storage. Uses the kernel's default embeddings service. /// /// Kernel instance /// Memory storage public static void UseMemory(this IKernel kernel, IMemoryStore storage) { - UseMemory(kernel, kernel.Config.DefaultTextEmbeddingServiceId, storage); + UseMemory(kernel, kernel.Config.DefaultTextEmbeddingGenerationServiceId, storage); } /// - /// Set the semantic memory to use the given memory storage and embeddings backend. + /// Set the semantic memory to use the given memory storage and embeddings service. /// /// Kernel instance - /// Kernel backend label for embedding generation + /// Kernel service id for embedding generation /// Memory storage [SuppressMessage("Reliability", "CA2000:Dispose objects before losing scope", Justification = "The embeddingGenerator object is disposed by the kernel")] - public static void UseMemory(this IKernel kernel, string? embeddingsBackendLabel, IMemoryStore storage) + public static void UseMemory(this IKernel kernel, string? embeddingsServiceId, IMemoryStore storage) { - Verify.NotEmpty(embeddingsBackendLabel, "The embedding backend label is empty"); + Verify.NotEmpty(embeddingsServiceId, "The embedding service id is empty"); - var embeddingGenerator = kernel.GetService>(); + var embeddingGenerator = kernel.GetService>(); UseMemory(kernel, embeddingGenerator, storage); } @@ -46,7 +47,7 @@ public static void UseMemory(this IKernel kernel, string? embeddingsBackendLabel /// Embedding generator /// Memory storage [SuppressMessage("Reliability", "CA2000:Dispose objects before losing scope", Justification = "The embeddingGenerator object is disposed by the kernel")] - public static void UseMemory(this IKernel kernel, IEmbeddingGenerator embeddingGenerator, IMemoryStore storage) + public static void UseMemory(this IKernel kernel, IEmbeddingGeneration embeddingGenerator, IMemoryStore storage) { Verify.NotNull(storage, "The storage instance provided is NULL"); Verify.NotNull(embeddingGenerator, "The embedding generator is NULL"); diff --git a/dotnet/src/SemanticKernel/Memory/SemanticTextMemory.cs b/dotnet/src/SemanticKernel/Memory/SemanticTextMemory.cs index dffcb8a61f36..98144d8f8ebf 100644 --- a/dotnet/src/SemanticKernel/Memory/SemanticTextMemory.cs +++ b/dotnet/src/SemanticKernel/Memory/SemanticTextMemory.cs @@ -16,12 +16,12 @@ namespace Microsoft.SemanticKernel.Memory; /// public sealed class SemanticTextMemory : ISemanticTextMemory, IDisposable { - private readonly IEmbeddingGenerator _embeddingGenerator; + private readonly IEmbeddingGeneration _embeddingGenerator; private readonly IMemoryStore _storage; public SemanticTextMemory( IMemoryStore storage, - IEmbeddingGenerator embeddingGenerator) + IEmbeddingGeneration embeddingGenerator) { this._embeddingGenerator = embeddingGenerator; this._storage = storage; diff --git a/dotnet/src/SemanticKernel/Orchestration/Extensions/ContextVariablesExtensions.cs b/dotnet/src/SemanticKernel/Orchestration/Extensions/ContextVariablesExtensions.cs index e2c8aeabc02a..4781cef03436 100644 --- a/dotnet/src/SemanticKernel/Orchestration/Extensions/ContextVariablesExtensions.cs +++ b/dotnet/src/SemanticKernel/Orchestration/Extensions/ContextVariablesExtensions.cs @@ -4,7 +4,8 @@ using System.Text.Json; using Microsoft.SemanticKernel.Planning; -namespace Microsoft.SemanticKernel.Orchestration.Extensions; +// ReSharper disable once CheckNamespace // Extension methods +namespace Microsoft.SemanticKernel.Orchestration; /// /// Class that holds extension methods for ContextVariables. diff --git a/dotnet/src/SemanticKernel/Orchestration/Extensions/SKContextExtensions.cs b/dotnet/src/SemanticKernel/Orchestration/Extensions/SKContextExtensions.cs index 0c6c7173380d..0b3231e16354 100644 --- a/dotnet/src/SemanticKernel/Orchestration/Extensions/SKContextExtensions.cs +++ b/dotnet/src/SemanticKernel/Orchestration/Extensions/SKContextExtensions.cs @@ -1,6 +1,8 @@ // Copyright (c) Microsoft. All rights reserved. -namespace Microsoft.SemanticKernel.Orchestration.Extensions; +// ReSharper disable once CheckNamespace // Extension methods + +namespace Microsoft.SemanticKernel.Orchestration; internal static class SKContextExtensions { diff --git a/dotnet/src/SemanticKernel/Orchestration/ISKFunction.cs b/dotnet/src/SemanticKernel/Orchestration/ISKFunction.cs index 2cf051465be4..7e76237473c7 100644 --- a/dotnet/src/SemanticKernel/Orchestration/ISKFunction.cs +++ b/dotnet/src/SemanticKernel/Orchestration/ISKFunction.cs @@ -37,7 +37,7 @@ public interface ISKFunction public bool IsSemantic { get; } /// - /// AI backend settings + /// AI service settings /// public CompleteRequestSettings RequestSettings { get; } @@ -86,12 +86,12 @@ Task InvokeAsync( ISKFunction SetDefaultSkillCollection(IReadOnlySkillCollection skills); /// - /// Set the AI backend used by the semantic function, passing a factory method. + /// Set the AI service used by the semantic function, passing a factory method. /// The factory allows to lazily instantiate the client and to properly handle its disposal. /// - /// AI backend factory + /// AI service factory /// Self instance - ISKFunction SetAIBackend(Func backendFactory); + ISKFunction SetAIService(Func serviceFactory); /// /// Set the AI completion settings used with LLM requests diff --git a/dotnet/src/SemanticKernel/Orchestration/SKFunction.cs b/dotnet/src/SemanticKernel/Orchestration/SKFunction.cs index 08516303608c..2b62cb779cba 100644 --- a/dotnet/src/SemanticKernel/Orchestration/SKFunction.cs +++ b/dotnet/src/SemanticKernel/Orchestration/SKFunction.cs @@ -197,11 +197,11 @@ public ISKFunction SetDefaultSkillCollection(IReadOnlySkillCollection skills) } /// - public ISKFunction SetAIBackend(Func backendFactory) + public ISKFunction SetAIService(Func serviceFactory) { - Verify.NotNull(backendFactory, "AI LLM backed factory is empty"); + Verify.NotNull(serviceFactory, "AI LLM service factory is empty"); this.VerifyIsSemantic(); - this._aiBackend = backendFactory.Invoke(); + this._aiService = serviceFactory.Invoke(); return this; } @@ -237,7 +237,7 @@ public void Dispose() private readonly Delegate _function; private readonly ILogger _log; private IReadOnlySkillCollection? _skillCollection; - private ITextCompletion? _aiBackend = null; + private ITextCompletion? _aiService = null; private CompleteRequestSettings _aiRequestSettings = new(); private struct MethodDetails @@ -303,7 +303,7 @@ private SKFunction( private void ReleaseUnmanagedResources() { - if (this._aiBackend is not IDisposable disposable) { return; } + if (this._aiService is not IDisposable disposable) { return; } disposable.Dispose(); } @@ -332,7 +332,7 @@ private async Task InvokeSemanticAsync(SKContext context, CompleteReq settings ??= this._aiRequestSettings; var callable = (Func>)this._function; - context.Variables.Update((await callable(this._aiBackend, settings, context)).Variables); + context.Variables.Update((await callable(this._aiService, settings, context)).Variables); return context; } diff --git a/dotnet/src/SemanticKernel/Orchestration/SKFunctionExtensions.cs b/dotnet/src/SemanticKernel/Orchestration/SKFunctionExtensions.cs index 336183dd0d0f..82cc261dc3bb 100644 --- a/dotnet/src/SemanticKernel/Orchestration/SKFunctionExtensions.cs +++ b/dotnet/src/SemanticKernel/Orchestration/SKFunctionExtensions.cs @@ -5,7 +5,6 @@ using System.Threading.Tasks; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel.AI.TextCompletion; -using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.SkillDefinition; diff --git a/dotnet/src/SemanticKernel/Planning/FunctionFlowRunner.cs b/dotnet/src/SemanticKernel/Planning/FunctionFlowRunner.cs index 4d6c6dd2a4b2..8bb193b81356 100644 --- a/dotnet/src/SemanticKernel/Planning/FunctionFlowRunner.cs +++ b/dotnet/src/SemanticKernel/Planning/FunctionFlowRunner.cs @@ -9,7 +9,6 @@ using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Orchestration; -using Microsoft.SemanticKernel.Orchestration.Extensions; namespace Microsoft.SemanticKernel.Planning; diff --git a/dotnet/src/SemanticKernel/Planning/FunctionViewExtensions.cs b/dotnet/src/SemanticKernel/Planning/FunctionViewExtensions.cs index 4cc7f2be8c9c..522bc048d8ce 100644 --- a/dotnet/src/SemanticKernel/Planning/FunctionViewExtensions.cs +++ b/dotnet/src/SemanticKernel/Planning/FunctionViewExtensions.cs @@ -1,9 +1,9 @@ // Copyright (c) Microsoft. All rights reserved. using System.Linq; -using Microsoft.SemanticKernel.SkillDefinition; -namespace Microsoft.SemanticKernel.Planning; +// ReSharper disable once CheckNamespace // Extension methods +namespace Microsoft.SemanticKernel.SkillDefinition; internal static class FunctionViewExtensions { diff --git a/dotnet/src/SemanticKernel/Planning/PlanRunner.cs b/dotnet/src/SemanticKernel/Planning/PlanRunner.cs index 5ae058682170..5bb98f4fc274 100644 --- a/dotnet/src/SemanticKernel/Planning/PlanRunner.cs +++ b/dotnet/src/SemanticKernel/Planning/PlanRunner.cs @@ -5,7 +5,6 @@ using System.Threading.Tasks; using System.Xml; using Microsoft.Extensions.Logging; -using Microsoft.SemanticKernel.Diagnostics; using Microsoft.SemanticKernel.Orchestration; namespace Microsoft.SemanticKernel.Planning; diff --git a/dotnet/src/SemanticKernel/Planning/SKContextExtensions.cs b/dotnet/src/SemanticKernel/Planning/SKContextPlanningExtensions.cs similarity index 97% rename from dotnet/src/SemanticKernel/Planning/SKContextExtensions.cs rename to dotnet/src/SemanticKernel/Planning/SKContextPlanningExtensions.cs index f0c5718ee183..249a51e5dea8 100644 --- a/dotnet/src/SemanticKernel/Planning/SKContextExtensions.cs +++ b/dotnet/src/SemanticKernel/Planning/SKContextPlanningExtensions.cs @@ -6,14 +6,13 @@ using System.Threading.Tasks; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel.Memory; -using Microsoft.SemanticKernel.Orchestration; -using Microsoft.SemanticKernel.Orchestration.Extensions; using Microsoft.SemanticKernel.SkillDefinition; using static Microsoft.SemanticKernel.CoreSkills.PlannerSkill; -namespace Microsoft.SemanticKernel.Planning; +// ReSharper disable once CheckNamespace // Extension methods +namespace Microsoft.SemanticKernel.Orchestration; -internal static class SKContextExtensions +internal static class SKContextPlanningExtensions { internal const string PlannerMemoryCollectionName = "Planning.SKFunctionsManual"; diff --git a/dotnet/src/SemanticKernel/SemanticFunctions/PromptTemplateConfig.cs b/dotnet/src/SemanticKernel/SemanticFunctions/PromptTemplateConfig.cs index a056c65b4f95..1966a71cfb75 100644 --- a/dotnet/src/SemanticKernel/SemanticFunctions/PromptTemplateConfig.cs +++ b/dotnet/src/SemanticKernel/SemanticFunctions/PromptTemplateConfig.cs @@ -59,7 +59,7 @@ public class CompletionConfig public int MaxTokens { get; set; } = 256; /// - /// Stop sequences are optional sequences that tells the backend when to stop generating tokens. + /// Stop sequences are optional sequences that tells the AI model when to stop generating tokens. /// [JsonPropertyName("stop_sequences")] [JsonPropertyOrder(6)] @@ -137,12 +137,12 @@ public class InputConfig public CompletionConfig Completion { get; set; } = new(); /// - /// Default backends to use. + /// Default AI services to use. /// - [JsonPropertyName("default_backends")] + [JsonPropertyName("default_services")] [JsonPropertyOrder(5)] [JsonIgnore(Condition = JsonIgnoreCondition.WhenWritingNull)] - public List DefaultBackends { get; set; } = new(); + public List DefaultServices { get; set; } = new(); /// /// Input configuration (that is, list of all input parameters). @@ -163,9 +163,9 @@ public PromptTemplateConfig Compact() this.Completion.StopSequences = null!; } - if (this.DefaultBackends.Count == 0) + if (this.DefaultServices.Count == 0) { - this.DefaultBackends = null!; + this.DefaultServices = null!; } return this; diff --git a/dotnet/src/SemanticKernel/SemanticKernel.csproj b/dotnet/src/SemanticKernel/SemanticKernel.csproj index 838625660201..c784a28f5bcf 100644 --- a/dotnet/src/SemanticKernel/SemanticKernel.csproj +++ b/dotnet/src/SemanticKernel/SemanticKernel.csproj @@ -39,19 +39,22 @@ <_Parameter1>SemanticKernel.UnitTests + + <_Parameter1>Microsoft.SemanticKernel.Connectors.OpenAI + <_Parameter1>DynamicProxyGenAssembly2 - - - Always + + + PreserveNewest - - - Always + + + PreserveNewest \ No newline at end of file diff --git a/dotnet/src/SemanticKernel/Services/IServiceConfig.cs b/dotnet/src/SemanticKernel/Services/IServiceConfig.cs new file mode 100644 index 000000000000..1882ca485667 --- /dev/null +++ b/dotnet/src/SemanticKernel/Services/IServiceConfig.cs @@ -0,0 +1,13 @@ +// Copyright (c) Microsoft. All rights reserved. + +namespace Microsoft.SemanticKernel.Services; + +/// +/// Service configuration. +/// +public interface IServiceConfig +{ + /// An identifier used to map semantic functions to AI connectors, + /// decoupling prompts configurations from the actual model and AI provider used. + public string ServiceId { get; } +} diff --git a/dotnet/src/SemanticKernel/Services/ServiceConfig.cs b/dotnet/src/SemanticKernel/Services/ServiceConfig.cs new file mode 100644 index 000000000000..56149e682818 --- /dev/null +++ b/dotnet/src/SemanticKernel/Services/ServiceConfig.cs @@ -0,0 +1,24 @@ +// Copyright (c) Microsoft. All rights reserved. + +using Microsoft.SemanticKernel.Diagnostics; + +namespace Microsoft.SemanticKernel.Services; + +public abstract class ServiceConfig : IServiceConfig +{ + /// + /// An identifier used to map semantic functions to AI services, + /// decoupling prompts configurations from the actual provider and model used. + /// + public string ServiceId { get; } + + /// + /// Creates a new with supplied values. + /// + /// An identifier used to map semantic functions to AI services and models. + protected ServiceConfig(string serviceId) + { + Verify.NotEmpty(serviceId, "The service Id is empty"); + this.ServiceId = serviceId; + } +} diff --git a/dotnet/src/SemanticKernel/TemplateEngine/Blocks/CodeBlock.cs b/dotnet/src/SemanticKernel/TemplateEngine/Blocks/CodeBlock.cs index f92843ce7c7f..1a298fe3a82d 100644 --- a/dotnet/src/SemanticKernel/TemplateEngine/Blocks/CodeBlock.cs +++ b/dotnet/src/SemanticKernel/TemplateEngine/Blocks/CodeBlock.cs @@ -5,7 +5,6 @@ using System.Threading.Tasks; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel.Orchestration; -using Microsoft.SemanticKernel.Orchestration.Extensions; using Microsoft.SemanticKernel.SkillDefinition; namespace Microsoft.SemanticKernel.TemplateEngine.Blocks; diff --git a/samples/dotnet/KernelBuilder/GlobalUsings.cs b/samples/dotnet/KernelBuilder/GlobalUsings.cs index bde4d5104cbd..8226d80ee14f 100644 --- a/samples/dotnet/KernelBuilder/GlobalUsings.cs +++ b/samples/dotnet/KernelBuilder/GlobalUsings.cs @@ -4,11 +4,11 @@ global using Microsoft.Extensions.Logging.Abstractions; global using Microsoft.SemanticKernel; global using Microsoft.SemanticKernel.AI; -global using Microsoft.SemanticKernel.AI.OpenAI.Services; -global using Microsoft.SemanticKernel.Configuration; +global using Microsoft.SemanticKernel.Connectors.OpenAI.TextEmbedding; global using Microsoft.SemanticKernel.Memory; global using Microsoft.SemanticKernel.Reliability; global using Microsoft.SemanticKernel.SkillDefinition; global using Microsoft.SemanticKernel.TemplateEngine; global using Polly; global using Polly.Retry; + diff --git a/samples/dotnet/KernelBuilder/Program.cs b/samples/dotnet/KernelBuilder/Program.cs index 74b8f0983432..610da1e60f45 100644 --- a/samples/dotnet/KernelBuilder/Program.cs +++ b/samples/dotnet/KernelBuilder/Program.cs @@ -4,6 +4,9 @@ // The easier way to instantiate the Semantic Kernel is to use KernelBuilder. // You can access the builder using either Kernel.Builder or KernelBuilder. +using Microsoft.SemanticKernel.AI.TextCompletion; +using Microsoft.SemanticKernel.Connectors.OpenAI.TextCompletion; + IKernel kernel1 = KernelBuilder.Create(); IKernel kernel2 = Kernel.Builder.Build(); @@ -37,12 +40,14 @@ // Manually setup all the dependencies used internally by the kernel var logger = NullLogger.Instance; var memoryStorage = new VolatileMemoryStore(); -var embeddingGenerator = new AzureTextEmbeddings("modelId", "https://...", "apiKey", "2022-12-01", logger); -var memory = new SemanticTextMemory(memoryStorage, embeddingGenerator); +var textEmbeddingGenerator = new AzureTextEmbeddingGeneration("modelId", "https://...", "apiKey", "2022-12-01", logger); +var memory = new SemanticTextMemory(memoryStorage, textEmbeddingGenerator); var skills = new SkillCollection(); var templateEngine = new PromptTemplateEngine(logger); var config = new KernelConfig(); -config.AddAzureOpenAITextCompletion("foo", "deploymentName", "https://...", "apiKey", "2022-12-01"); +var httpHandlerFactory = new DefaultHttpRetryHandlerFactory(new HttpRetryConfig()); +ITextCompletion Factory(IKernel kernel) => new AzureTextCompletion("deploymentName", "https://...", "apiKey", "2022-12-01", logger, httpHandlerFactory); +config.AddTextCompletionService("foo", Factory); // Create kernel manually injecting all the dependencies var kernel3 = new Kernel(skills, templateEngine, memory, config, logger); @@ -57,14 +62,14 @@ .WithMemory(memory) .Configure(c => { - c.AddAzureOpenAITextCompletion("foo", "deploymentName", "https://...", "apiKey", "2022-12-01"); + c.AddAzureOpenAITextCompletionService("foo", "deploymentName", "https://...", "apiKey", "2022-12-01"); }) .Build(); // Example: how to use a custom memory storage and custom embedding generator var kernel5 = Kernel.Builder .WithLogger(NullLogger.Instance) - .WithMemoryStorageAndEmbeddingGenerator(memoryStorage, embeddingGenerator) + .WithMemoryStorageAndTextEmbeddingGeneration(memoryStorage, textEmbeddingGenerator) .Build(); // Example: how to use a custom memory storage @@ -74,10 +79,10 @@ .Configure(c => { // This will be used when using AI completions - c.AddAzureOpenAITextCompletion("myName1", "completionDeploymentName", "https://...", "apiKey", "2022-12-01"); + c.AddAzureOpenAITextCompletionService("myName1", "completionDeploymentName", "https://...", "apiKey", "2022-12-01"); // This will be used when indexing memory records - c.AddAzureOpenAIEmbeddingGeneration("myName2", "embeddingsDeploymentName", "https://...", "apiKey", "2022-12-01"); + c.AddAzureOpenAIEmbeddingGenerationService("myName2", "embeddingsDeploymentName", "https://...", "apiKey", "2022-12-01"); }) .Build(); @@ -88,15 +93,18 @@ var kernel7 = Kernel.Builder .Configure(c => { - c.AddAzureOpenAITextCompletion("myName1", "completionDeploymentName", "https://...", "apiKey", "2022-12-01"); + c.AddAzureOpenAITextCompletionService("myName1", "completionDeploymentName", "https://...", "apiKey", "2022-12-01"); + }) + .Configure(c => + { + c.SetDefaultTextEmbeddingGenerationService("myName3"); }) .Build(); kernel7.Config - .AddAzureOpenAIEmbeddingGeneration("myName2", "embeddingsDeploymentName1", "https://...", "apiKey", "2022-12-01") - .AddAzureOpenAIEmbeddingGeneration("myName3", "embeddingsDeploymentName2", "https://...", "apiKey", "2022-12-01") - .AddOpenAITextCompletion("myName4", "text-davinci-003", "sk-...") - .SetDefaultEmbeddingService("myName3"); + .AddAzureOpenAIEmbeddingGenerationService("myName2", "embeddingsDeploymentName1", "https://...", "apiKey", "2022-12-01") + .AddAzureOpenAIEmbeddingGenerationService("myName3", "embeddingsDeploymentName2", "https://...", "apiKey", "2022-12-01") + .AddOpenAITextCompletionService("myName4", "text-davinci-003", "sk-..."); // ========================================================================================================== // When invoking AI, by default the kernel will retry on transient errors, such as throttling and timeouts. diff --git a/samples/dotnet/KernelHttpServer/Config/BackendConfig.cs b/samples/dotnet/KernelHttpServer/Config/AIServiceConfig.cs similarity index 80% rename from samples/dotnet/KernelHttpServer/Config/BackendConfig.cs rename to samples/dotnet/KernelHttpServer/Config/AIServiceConfig.cs index 6f6652624407..c250ef01350b 100644 --- a/samples/dotnet/KernelHttpServer/Config/BackendConfig.cs +++ b/samples/dotnet/KernelHttpServer/Config/AIServiceConfig.cs @@ -2,7 +2,7 @@ namespace KernelHttpServer.Config; -public class BackendConfig +public class AIServiceConfig { public AIService AIService { get; set; } @@ -12,7 +12,7 @@ public class BackendConfig public string Key { get; set; } = string.Empty; - public string Label { get; set; } = string.Empty; + public string ServiceId { get; set; } = string.Empty; public bool IsValid() { @@ -20,13 +20,13 @@ public bool IsValid() { case AIService.OpenAI: return - !string.IsNullOrEmpty(this.Label) && + !string.IsNullOrEmpty(this.ServiceId) && !string.IsNullOrEmpty(this.DeploymentOrModelId) && !string.IsNullOrEmpty(this.Key); case AIService.AzureOpenAI: return !string.IsNullOrEmpty(this.Endpoint) && - !string.IsNullOrEmpty(this.Label) && + !string.IsNullOrEmpty(this.ServiceId) && !string.IsNullOrEmpty(this.DeploymentOrModelId) && !string.IsNullOrEmpty(this.Key); } diff --git a/samples/dotnet/KernelHttpServer/Config/ApiKeyConfig.cs b/samples/dotnet/KernelHttpServer/Config/ApiKeyConfig.cs index 42b5003b56e9..f765d1c24ff9 100644 --- a/samples/dotnet/KernelHttpServer/Config/ApiKeyConfig.cs +++ b/samples/dotnet/KernelHttpServer/Config/ApiKeyConfig.cs @@ -4,7 +4,7 @@ namespace KernelHttpServer.Config; public class ApiKeyConfig { - public BackendConfig CompletionConfig { get; set; } = new(); + public AIServiceConfig CompletionConfig { get; set; } = new(); - public BackendConfig EmbeddingConfig { get; set; } = new(); + public AIServiceConfig EmbeddingConfig { get; set; } = new(); } diff --git a/samples/dotnet/KernelHttpServer/Config/Constants.cs b/samples/dotnet/KernelHttpServer/Config/Constants.cs index e41cc7595b36..6552e8ecf736 100644 --- a/samples/dotnet/KernelHttpServer/Config/Constants.cs +++ b/samples/dotnet/KernelHttpServer/Config/Constants.cs @@ -8,12 +8,12 @@ public class SKHttpHeaders { public const string CompletionModel = "x-ms-sk-completion-model"; public const string CompletionEndpoint = "x-ms-sk-completion-endpoint"; - public const string CompletionBackend = "x-ms-sk-completion-backend"; + public const string CompletionService = "x-ms-sk-completion-backend"; public const string CompletionKey = "x-ms-sk-completion-key"; public const string EmbeddingModel = "x-ms-sk-embedding-model"; public const string EmbeddingEndpoint = "x-ms-sk-embedding-endpoint"; - public const string EmbeddingBackend = "x-ms-sk-embedding-backend"; + public const string EmbeddingService = "x-ms-sk-embedding-backend"; public const string EmbeddingKey = "x-ms-sk-embedding-key"; public const string MSGraph = "x-ms-sk-msgraph"; diff --git a/samples/dotnet/KernelHttpServer/Extensions.cs b/samples/dotnet/KernelHttpServer/Extensions.cs index b80da931f81b..fd923898cff2 100644 --- a/samples/dotnet/KernelHttpServer/Extensions.cs +++ b/samples/dotnet/KernelHttpServer/Extensions.cs @@ -37,7 +37,7 @@ internal static ApiKeyConfig ToApiKeyConfig(this HttpRequestData req) var apiConfig = new ApiKeyConfig(); // completion values - if (req.Headers.TryGetValues(SKHttpHeaders.CompletionBackend, out var completionAIService)) + if (req.Headers.TryGetValues(SKHttpHeaders.CompletionService, out var completionAIService)) { apiConfig.CompletionConfig.AIService = Enum.Parse(completionAIService.First()); } @@ -45,7 +45,7 @@ internal static ApiKeyConfig ToApiKeyConfig(this HttpRequestData req) if (req.Headers.TryGetValues(SKHttpHeaders.CompletionModel, out var completionModelValue)) { apiConfig.CompletionConfig.DeploymentOrModelId = completionModelValue.First(); - apiConfig.CompletionConfig.Label = apiConfig.CompletionConfig.DeploymentOrModelId; + apiConfig.CompletionConfig.ServiceId = apiConfig.CompletionConfig.DeploymentOrModelId; } if (req.Headers.TryGetValues(SKHttpHeaders.CompletionEndpoint, out var completionEndpoint)) @@ -59,7 +59,7 @@ internal static ApiKeyConfig ToApiKeyConfig(this HttpRequestData req) } // embedding values - if (req.Headers.TryGetValues(SKHttpHeaders.EmbeddingBackend, out var embeddingAIService)) + if (req.Headers.TryGetValues(SKHttpHeaders.EmbeddingService, out var embeddingAIService)) { apiConfig.EmbeddingConfig.AIService = Enum.Parse(embeddingAIService.First()); } @@ -67,7 +67,7 @@ internal static ApiKeyConfig ToApiKeyConfig(this HttpRequestData req) if (req.Headers.TryGetValues(SKHttpHeaders.EmbeddingModel, out var embeddingModelValue)) { apiConfig.EmbeddingConfig.DeploymentOrModelId = embeddingModelValue.First(); - apiConfig.EmbeddingConfig.Label = apiConfig.EmbeddingConfig.DeploymentOrModelId; + apiConfig.EmbeddingConfig.ServiceId = apiConfig.EmbeddingConfig.DeploymentOrModelId; } if (req.Headers.TryGetValues(SKHttpHeaders.EmbeddingEndpoint, out var embeddingEndpoint)) diff --git a/samples/dotnet/KernelHttpServer/SemanticKernelEndpoint.cs b/samples/dotnet/KernelHttpServer/SemanticKernelEndpoint.cs index 18a643087cf1..2dc364d064fd 100644 --- a/samples/dotnet/KernelHttpServer/SemanticKernelEndpoint.cs +++ b/samples/dotnet/KernelHttpServer/SemanticKernelEndpoint.cs @@ -10,7 +10,6 @@ using Microsoft.Azure.Functions.Worker.Http; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Orchestration; -using Microsoft.SemanticKernel.Orchestration.Extensions; namespace KernelHttpServer; diff --git a/samples/dotnet/KernelHttpServer/SemanticKernelFactory.cs b/samples/dotnet/KernelHttpServer/SemanticKernelFactory.cs index cb997267b4ea..100a56c6cdec 100644 --- a/samples/dotnet/KernelHttpServer/SemanticKernelFactory.cs +++ b/samples/dotnet/KernelHttpServer/SemanticKernelFactory.cs @@ -7,7 +7,6 @@ using Microsoft.Azure.Functions.Worker.Http; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Memory; using static KernelHttpServer.Config.Constants; @@ -23,18 +22,18 @@ internal static class SemanticKernelFactory { var apiConfig = req.ToApiKeyConfig(); - //must have a completion backend + // must have a completion service if (!apiConfig.CompletionConfig.IsValid()) { - logger.LogError("Completion backend has not been supplied."); + logger.LogError("Text completion service has not been supplied"); return null; } - //embedding backend is optional, don't fail if we were not given the config + // Text embedding service is optional, don't fail if we were not given the config if (memoryStore != null && !apiConfig.EmbeddingConfig.IsValid()) { - logger.LogWarning("Embedding backend has not been supplied."); + logger.LogWarning("Text embedding service has not been supplied"); } KernelBuilder builder = Kernel.Builder; @@ -44,36 +43,35 @@ internal static class SemanticKernelFactory private static KernelBuilder _ConfigureKernelBuilder(ApiKeyConfig config, KernelBuilder builder, IMemoryStore? memoryStore) { - builder = builder - .Configure(c => + return builder.Configure(c => + { + switch (config.CompletionConfig.AIService) + { + case AIService.OpenAI: + c.AddOpenAITextCompletionService(config.CompletionConfig.ServiceId, config.CompletionConfig.DeploymentOrModelId, config.CompletionConfig.Key); + break; + case AIService.AzureOpenAI: + c.AddAzureOpenAITextCompletionService(config.CompletionConfig.ServiceId, config.CompletionConfig.DeploymentOrModelId, config.CompletionConfig.Endpoint, + config.CompletionConfig.Key); + break; + } + + if (memoryStore != null && config.EmbeddingConfig.IsValid()) { - switch (config.CompletionConfig.AIService) + switch (config.EmbeddingConfig.AIService) { case AIService.OpenAI: - c.AddOpenAITextCompletion(config.CompletionConfig.Label, config.CompletionConfig.DeploymentOrModelId, config.CompletionConfig.Key); + c.AddOpenAIEmbeddingGenerationService(config.EmbeddingConfig.ServiceId, config.EmbeddingConfig.DeploymentOrModelId, config.EmbeddingConfig.Key); break; case AIService.AzureOpenAI: - c.AddAzureOpenAITextCompletion(config.CompletionConfig.Label, config.CompletionConfig.DeploymentOrModelId, config.CompletionConfig.Endpoint, config.CompletionConfig.Key); + c.AddAzureOpenAIEmbeddingGenerationService(config.EmbeddingConfig.ServiceId, config.EmbeddingConfig.DeploymentOrModelId, + config.EmbeddingConfig.Endpoint, config.EmbeddingConfig.Key); break; } - if (memoryStore != null && config.EmbeddingConfig.IsValid()) - { - switch (config.EmbeddingConfig.AIService) - { - case AIService.OpenAI: - c.AddOpenAIEmbeddingGeneration(config.EmbeddingConfig.Label, config.EmbeddingConfig.DeploymentOrModelId, config.EmbeddingConfig.Key); - break; - case AIService.AzureOpenAI: - c.AddAzureOpenAIEmbeddingGeneration(config.EmbeddingConfig.Label, config.EmbeddingConfig.DeploymentOrModelId, config.EmbeddingConfig.Endpoint, config.EmbeddingConfig.Key); - break; - } - - builder.WithMemoryStorage(memoryStore); - } - }); - - return builder; + builder.WithMemoryStorage(memoryStore); + } + }); } private static IKernel _CompleteKernelSetup(HttpRequestData req, KernelBuilder builder, ILogger logger, IEnumerable? skillsToLoad = null) @@ -89,7 +87,7 @@ private static IKernel _CompleteKernelSetup(HttpRequestData req, KernelBuilder b kernel.RegisterNativeGraphSkills(graphToken.First()); } - if (kernel.Config.DefaultTextEmbeddingServiceId != null) + if (kernel.Config.DefaultTextEmbeddingGenerationServiceId != null) { kernel.RegisterTextMemory(); } diff --git a/samples/dotnet/github-skills/GitHubSkill.cs b/samples/dotnet/github-skills/GitHubSkill.cs index 8b5c04e0aefb..67fd8b22e907 100644 --- a/samples/dotnet/github-skills/GitHubSkill.cs +++ b/samples/dotnet/github-skills/GitHubSkill.cs @@ -8,7 +8,6 @@ using Microsoft.Extensions.Logging; using Microsoft.Extensions.Logging.Abstractions; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.SemanticFunctions.Partitioning; diff --git a/samples/dotnet/graph-api-skills/AzureOpenAIConfiguration.cs b/samples/dotnet/graph-api-skills/AzureOpenAIConfiguration.cs index c0f2e8afc656..7c8e9ae1e5e5 100644 --- a/samples/dotnet/graph-api-skills/AzureOpenAIConfiguration.cs +++ b/samples/dotnet/graph-api-skills/AzureOpenAIConfiguration.cs @@ -5,7 +5,7 @@ [SuppressMessage("Performance", "CA1812:class never instantiated", Justification = "Instantiated through IConfiguration")] internal sealed class AzureOpenAIConfiguration { - public string Label { get; set; } + public string ServiceId { get; set; } public string DeploymentName { get; set; } @@ -13,9 +13,9 @@ internal sealed class AzureOpenAIConfiguration public string ApiKey { get; set; } - public AzureOpenAIConfiguration(string label, string deploymentName, string endpoint, string apiKey) + public AzureOpenAIConfiguration(string serviceId, string deploymentName, string endpoint, string apiKey) { - this.Label = label; + this.ServiceId = serviceId; this.DeploymentName = deploymentName; this.Endpoint = endpoint; this.ApiKey = apiKey; diff --git a/samples/dotnet/graph-api-skills/OpenAIConfiguration.cs b/samples/dotnet/graph-api-skills/OpenAIConfiguration.cs index ed0fc2b28417..5459f65c1083 100644 --- a/samples/dotnet/graph-api-skills/OpenAIConfiguration.cs +++ b/samples/dotnet/graph-api-skills/OpenAIConfiguration.cs @@ -6,13 +6,13 @@ Justification = "Configuration classes are instantiated through IConfiguration.")] internal sealed class OpenAIConfiguration { - public string Label { get; set; } + public string ServiceId { get; set; } public string ModelId { get; set; } public string ApiKey { get; set; } - public OpenAIConfiguration(string label, string modelId, string apiKey) + public OpenAIConfiguration(string serviceId, string modelId, string apiKey) { - this.Label = label; + this.ServiceId = serviceId; this.ModelId = modelId; this.ApiKey = apiKey; } diff --git a/samples/dotnet/graph-api-skills/Program.cs b/samples/dotnet/graph-api-skills/Program.cs index 4d29072321d5..561c0ffd2841 100644 --- a/samples/dotnet/graph-api-skills/Program.cs +++ b/samples/dotnet/graph-api-skills/Program.cs @@ -12,7 +12,6 @@ using Microsoft.Extensions.Logging; using Microsoft.Graph; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.Skills.MsGraph; @@ -100,38 +99,38 @@ public static async Task Main() var todo = sk.ImportSkill(todoSkill, "todo"); var outlook = sk.ImportSkill(outlookSkill, "outlook"); - if (configuration.GetSection("AzureOpenAI:Label").Value != null) + if (configuration.GetSection("AzureOpenAI:ServiceId").Value != null) { AzureOpenAIConfiguration? azureOpenAIConfiguration = configuration.GetSection("AzureOpenAI").Get(); if (azureOpenAIConfiguration != null) { - sk.Config.AddAzureOpenAITextCompletion( - serviceId: azureOpenAIConfiguration.Label, + sk.Config.AddAzureOpenAITextCompletionService( + serviceId: azureOpenAIConfiguration.ServiceId, deploymentName: azureOpenAIConfiguration.DeploymentName, endpoint: azureOpenAIConfiguration.Endpoint, apiKey: azureOpenAIConfiguration.ApiKey); } } - if (configuration.GetSection("OpenAI:Label").Value != null) + if (configuration.GetSection("OpenAI:ServiceId").Value != null) { OpenAIConfiguration? openAIConfiguration = configuration.GetSection("OpenAI").Get(); if (openAIConfiguration != null) { - sk.Config.AddOpenAITextCompletion( - serviceId: openAIConfiguration.Label, + sk.Config.AddOpenAITextCompletionService( + serviceId: openAIConfiguration.ServiceId, modelId: openAIConfiguration.ModelId, apiKey: openAIConfiguration.ApiKey); } } - string? defaultCompletionBackendLabel = configuration["DefaultCompletionBackendLabel"]; - if (string.IsNullOrWhiteSpace(defaultCompletionBackendLabel)) + string? defaultCompletionServiceId = configuration["DefaultCompletionServiceId"]; + if (string.IsNullOrWhiteSpace(defaultCompletionServiceId)) { - throw new InvalidOperationException("'DefaultCompletionBackendLabel' is not set in configuration."); + throw new InvalidOperationException("'DefaultCompletionServiceId' is not set in configuration."); } - sk.Config.SetDefaultTextCompletionService(defaultCompletionBackendLabel); + sk.Config.SetDefaultTextCompletionService(defaultCompletionServiceId); string? currentAssemblyDirectory = Path.GetDirectoryName(Assembly.GetExecutingAssembly().Location); if (string.IsNullOrWhiteSpace(currentAssemblyDirectory)) diff --git a/samples/dotnet/graph-api-skills/README.md b/samples/dotnet/graph-api-skills/README.md index dabeb358df8d..3d636c8bfe01 100644 --- a/samples/dotnet/graph-api-skills/README.md +++ b/samples/dotnet/graph-api-skills/README.md @@ -8,7 +8,9 @@ This example program demonstrates how to use the Microsoft Graph API skills with - The `appsettings.Development.json` file should be ignored by git and will not be checked in by default. 2. Set your API Keys - This example can use either Azure OpenAI or OpenAI models for summarization. - - In your `appsettings.Development.json` fill out the `OpenAI` and/or `AzureOpenAI` sections with an appropriate label and API key. + - In your `appsettings.Development.json` fill out the `OpenAI` and/or `AzureOpenAI` sections with + a unique service id and your API key (you can use any service id, it's only a string that allows to + distinguish multiple services). 3. If you have not already, [register an application with the Microsoft identity platform](https://learn.microsoft.com/azure/active-directory/develop/quickstart-register-app). - Select **`Mobile and desktop applications`** as platform type, and the Redirect URI will be **`http://localhost`** - It is recommended you use the **`Personal Microsoft accounts`** account type for this sample. @@ -27,11 +29,11 @@ Example `appsettings.Development.json`: }, "OneDrivePathToFile": "Documents/MyFile.txt", "OpenAI": { - "Label": "text-davinci-003", + "ServiceId": "oaidavinci", "ApiKey": "YOUR_OPENAPI_KEY" }, "AzureOpenAI": { - "Label": "azure-text-davinci-003", + "ServiceId": "azuredavinci", "DeploymentName": "azure-text-davinci-003", "Endpoint": "YOUR_AZURE_OPENAI_ENDPOINT (e.g. https://contoso.openai.azure.com/", "ApiKey": "YOUR_AZURE_OPENAPI_KEY" diff --git a/samples/dotnet/graph-api-skills/appsettings.json b/samples/dotnet/graph-api-skills/appsettings.json index ac56b1058231..918eaa05d4e6 100644 --- a/samples/dotnet/graph-api-skills/appsettings.json +++ b/samples/dotnet/graph-api-skills/appsettings.json @@ -20,14 +20,14 @@ "RedirectUri": "http://localhost" }, "OneDrivePathToFile": "", // e.g. "Documents/MyFile.txt" - "DefaultCompletionBackendLabel": "text-davinci-003", + "DefaultCompletionServiceId": "text-davinci-003", "OpenAI": { - // "Label": "text-davinci-003", + // "ServiceId": "text-davinci-003", // "ModelId": "text-davinci-003", // "ApiKey": "" } "AzureOpenAI": { - // "Label": "", + // "ServiceId": "", // "DeploymentName": "", // "Endpoint": "", // "ApiKey": "" diff --git a/samples/dotnet/kernel-extension-load-prompts-from-cloud/SampleExtension.cs b/samples/dotnet/kernel-extension-load-prompts-from-cloud/SampleExtension.cs index 5e5dac6cd106..f7c5ee6e2ce1 100644 --- a/samples/dotnet/kernel-extension-load-prompts-from-cloud/SampleExtension.cs +++ b/samples/dotnet/kernel-extension-load-prompts-from-cloud/SampleExtension.cs @@ -45,8 +45,8 @@ public static async Task> ImportSemanticSkillFr { // Assuming this prompt will be used for completions, set some settings like the number of tokens Completion = new PromptTemplateConfig.CompletionConfig { Temperature = 0.5, MaxTokens = 100, }, - // A list of backend aliases that the consumer should provide when running this prompt - DefaultBackends = new List { "text-davinci-003" } + // A list of service IDs that the consumer should provide when running this prompt + DefaultServices = new List { "text-davinci-003" } }; // Create template diff --git a/samples/dotnet/kernel-syntax-examples/Example05_CombineLLMPromptsAndNativeCode.cs b/samples/dotnet/kernel-syntax-examples/Example05_CombineLLMPromptsAndNativeCode.cs index c68f58f9949e..c98e23160819 100644 --- a/samples/dotnet/kernel-syntax-examples/Example05_CombineLLMPromptsAndNativeCode.cs +++ b/samples/dotnet/kernel-syntax-examples/Example05_CombineLLMPromptsAndNativeCode.cs @@ -3,7 +3,6 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Skills.Web; using Microsoft.SemanticKernel.Skills.Web.Bing; @@ -19,8 +18,8 @@ public static async Task RunAsync() IKernel kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); // OpenAI settings - kernel.Config.AddOpenAITextCompletion("text-davinci-002", "text-davinci-002", Env.Var("OPENAI_API_KEY")); - kernel.Config.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + kernel.Config.AddOpenAITextCompletionService("text-davinci-002", "text-davinci-002", Env.Var("OPENAI_API_KEY")); + kernel.Config.AddOpenAITextCompletionService("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); kernel.Config.SetDefaultTextCompletionService("text-davinci-003"); // Load native skill diff --git a/samples/dotnet/kernel-syntax-examples/Example06_InlineFunctionDefinition.cs b/samples/dotnet/kernel-syntax-examples/Example06_InlineFunctionDefinition.cs index d4052a3128d4..01450db83618 100644 --- a/samples/dotnet/kernel-syntax-examples/Example06_InlineFunctionDefinition.cs +++ b/samples/dotnet/kernel-syntax-examples/Example06_InlineFunctionDefinition.cs @@ -3,8 +3,6 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; -using Microsoft.SemanticKernel.KernelExtensions; using RepoUtils; // ReSharper disable once InconsistentNaming @@ -23,7 +21,7 @@ public static async Task RunAsync() IKernel kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); // OpenAI settings - kernel.Config.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + kernel.Config.AddOpenAITextCompletionService("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); // Function defined using few-shot design pattern const string FUNCTION_DEFINITION = @" diff --git a/samples/dotnet/kernel-syntax-examples/Example07_TemplateLanguage.cs b/samples/dotnet/kernel-syntax-examples/Example07_TemplateLanguage.cs index 2e85db8697c3..5965537c0695 100644 --- a/samples/dotnet/kernel-syntax-examples/Example07_TemplateLanguage.cs +++ b/samples/dotnet/kernel-syntax-examples/Example07_TemplateLanguage.cs @@ -3,9 +3,7 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; -using Microsoft.SemanticKernel.KernelExtensions; using RepoUtils; // ReSharper disable once InconsistentNaming @@ -20,7 +18,7 @@ public static async Task RunAsync() Console.WriteLine("======== TemplateLanguage ========"); IKernel kernel = Kernel.Builder.WithLogger(ConsoleLogger.Log).Build(); - kernel.Config.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + kernel.Config.AddOpenAITextCompletionService("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); // Load native skill into the kernel skill collection, sharing its functions with prompt templates // Functions loaded here are available as "time.*" diff --git a/samples/dotnet/kernel-syntax-examples/Example08_RetryHandler.cs b/samples/dotnet/kernel-syntax-examples/Example08_RetryHandler.cs index 3d59d2092233..28aca7c38a4a 100644 --- a/samples/dotnet/kernel-syntax-examples/Example08_RetryHandler.cs +++ b/samples/dotnet/kernel-syntax-examples/Example08_RetryHandler.cs @@ -1,10 +1,10 @@ // Copyright (c) Microsoft. All rights reserved. using System; +using System.Net; using System.Threading.Tasks; using Microsoft.Extensions.Logging; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Reliability; @@ -45,10 +45,10 @@ private static async Task RunRetryHandlerConfigAsync(HttpRetryConfig? config = n // Add 401 to the list of retryable status codes // Typically 401 would not be something we retry but for demonstration // purposes we are doing so as it's easy to trigger when using an invalid key. - kernelBuilder = kernelBuilder.Configure(c => c.DefaultHttpRetryConfig.RetryableStatusCodes.Add(System.Net.HttpStatusCode.Unauthorized)); + kernelBuilder = kernelBuilder.Configure(c => c.DefaultHttpRetryConfig.RetryableStatusCodes.Add(HttpStatusCode.Unauthorized)); // OpenAI settings - you can set the OPENAI_API_KEY to an invalid value to see the retry policy in play - kernelBuilder = kernelBuilder.Configure(c => c.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", "BAD_KEY")); + kernelBuilder = kernelBuilder.Configure(c => c.AddOpenAITextCompletionService("text-davinci-003", "text-davinci-003", "BAD_KEY")); var kernel = kernelBuilder.Build(); @@ -59,7 +59,7 @@ private static IKernel InitializeKernel() { var kernel = Kernel.Builder.WithLogger(InfoLogger.Log).Build(); // OpenAI settings - you can set the OPENAI_API_KEY to an invalid value to see the retry policy in play - kernel.Config.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", "BAD_KEY"); + kernel.Config.AddOpenAITextCompletionService("text-davinci-003", "text-davinci-003", "BAD_KEY"); return kernel; } @@ -76,7 +76,7 @@ private static async Task RunRetryPolicyBuilderAsync(Type retryHandlerFactoryTyp .WithRetryHandlerFactory((Activator.CreateInstance(retryHandlerFactoryType) as IDelegatingHandlerFactory)!); // OpenAI settings - you can set the OPENAI_API_KEY to an invalid value to see the retry policy in play - kernelBuilder = kernelBuilder.Configure(c => c.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", "BAD_KEY")); + kernelBuilder = kernelBuilder.Configure(c => c.AddOpenAITextCompletionService("text-davinci-003", "text-davinci-003", "BAD_KEY")); var kernel = kernelBuilder.Build(); diff --git a/samples/dotnet/kernel-syntax-examples/Example09_FunctionTypes.cs b/samples/dotnet/kernel-syntax-examples/Example09_FunctionTypes.cs index 01630ca1c5d5..7b64adbbf4ae 100644 --- a/samples/dotnet/kernel-syntax-examples/Example09_FunctionTypes.cs +++ b/samples/dotnet/kernel-syntax-examples/Example09_FunctionTypes.cs @@ -5,7 +5,6 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Orchestration; @@ -22,7 +21,7 @@ public static async Task RunAsync() var fakeContext = new SKContext(new ContextVariables(), NullMemory.Instance, null, ConsoleLogger.Log); var kernel = Kernel.Builder.WithLogger(ConsoleLogger.Log).Build(); - kernel.Config.AddOpenAITextCompletion("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + kernel.Config.AddOpenAITextCompletionService("text-davinci-003", "text-davinci-003", Env.Var("OPENAI_API_KEY")); // Load native skill into the kernel skill collection, sharing its functions with prompt templates var test = kernel.ImportSkill(new LocalExampleSkill(), "test"); diff --git a/samples/dotnet/kernel-syntax-examples/Example10_DescribeAllSkillsAndFunctions.cs b/samples/dotnet/kernel-syntax-examples/Example10_DescribeAllSkillsAndFunctions.cs index 02d960b95617..de1f8016e3be 100644 --- a/samples/dotnet/kernel-syntax-examples/Example10_DescribeAllSkillsAndFunctions.cs +++ b/samples/dotnet/kernel-syntax-examples/Example10_DescribeAllSkillsAndFunctions.cs @@ -4,7 +4,6 @@ using System.Collections.Concurrent; using System.Collections.Generic; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.SkillDefinition; using RepoUtils; @@ -23,7 +22,7 @@ public static void Run() Console.WriteLine("======== Describe all skills and functions ========"); var kernel = KernelBuilder.Create(); - kernel.Config.AddOpenAITextCompletion("davinci", "text-davinci-003", "none"); + kernel.Config.AddOpenAITextCompletionService("davinci", "text-davinci-003", "none"); // Import a native skill var skill1 = new StaticTextSkill(); diff --git a/samples/dotnet/kernel-syntax-examples/Example12_Planning.cs b/samples/dotnet/kernel-syntax-examples/Example12_Planning.cs index b5bb0abf896a..0fdc03c2bc3d 100644 --- a/samples/dotnet/kernel-syntax-examples/Example12_Planning.cs +++ b/samples/dotnet/kernel-syntax-examples/Example12_Planning.cs @@ -5,14 +5,13 @@ using System.Diagnostics; using System.Threading.Tasks; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Orchestration; -using Microsoft.SemanticKernel.Orchestration.Extensions; using RepoUtils; using Skills; +using TextSkill = Skills.TextSkill; // ReSharper disable once InconsistentNaming @@ -132,14 +131,14 @@ private static async Task MemorySampleAsync() .Configure( config => { - config.AddAzureOpenAITextCompletion( - Env.Var("AZURE_OPENAI_DEPLOYMENT_LABEL"), + config.AddAzureOpenAITextCompletionService( + Env.Var("AZURE_OPENAI_SERVICE_ID"), Env.Var("AZURE_OPENAI_DEPLOYMENT_NAME"), Env.Var("AZURE_OPENAI_ENDPOINT"), Env.Var("AZURE_OPENAI_KEY")); - config.AddAzureOpenAIEmbeddingGeneration( - Env.Var("AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_LABEL"), + config.AddAzureOpenAIEmbeddingGenerationService( + Env.Var("AZURE_OPENAI_EMBEDDINGS_SERVICE_ID"), Env.Var("AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME"), Env.Var("AZURE_OPENAI_EMBEDDINGS_ENDPOINT"), Env.Var("AZURE_OPENAI_EMBEDDINGS_KEY")); @@ -165,7 +164,7 @@ private static async Task MemorySampleAsync() kernel.ImportSkill(new EmailSkill(), "email"); kernel.ImportSkill(new StaticTextSkill(), "statictext"); - kernel.ImportSkill(new Skills.TextSkill(), "text"); + kernel.ImportSkill(new TextSkill(), "text"); kernel.ImportSkill(new Microsoft.SemanticKernel.CoreSkills.TextSkill(), "coretext"); var context = new ContextVariables("Create a book with 3 chapters about a group of kids in a club called 'The Thinking Caps.'"); @@ -180,8 +179,8 @@ private static async Task MemorySampleAsync() private static IKernel InitializeKernelAndPlanner(out IDictionary planner) { var kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); - kernel.Config.AddAzureOpenAITextCompletion( - Env.Var("AZURE_OPENAI_DEPLOYMENT_LABEL"), + kernel.Config.AddAzureOpenAITextCompletionService( + Env.Var("AZURE_OPENAI_SERVICE_ID"), Env.Var("AZURE_OPENAI_DEPLOYMENT_NAME"), Env.Var("AZURE_OPENAI_ENDPOINT"), Env.Var("AZURE_OPENAI_KEY")); diff --git a/samples/dotnet/kernel-syntax-examples/Example13_ConversationSummarySkill.cs b/samples/dotnet/kernel-syntax-examples/Example13_ConversationSummarySkill.cs index 413c9b86316f..7d6b022b5572 100644 --- a/samples/dotnet/kernel-syntax-examples/Example13_ConversationSummarySkill.cs +++ b/samples/dotnet/kernel-syntax-examples/Example13_ConversationSummarySkill.cs @@ -4,7 +4,6 @@ using System.Collections.Generic; using System.Threading.Tasks; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; using Microsoft.SemanticKernel.Orchestration; using RepoUtils; @@ -179,8 +178,8 @@ private static async Task GetConversationTopicsAsync() private static IKernel InitializeKernel() { IKernel kernel = Kernel.Builder.WithLogger(ConsoleLogger.Log).Build(); - kernel.Config.AddAzureOpenAITextCompletion( - Env.Var("AZURE_OPENAI_DEPLOYMENT_LABEL"), + kernel.Config.AddAzureOpenAITextCompletionService( + Env.Var("AZURE_OPENAI_SERVICE_ID"), Env.Var("AZURE_OPENAI_DEPLOYMENT_NAME"), Env.Var("AZURE_OPENAI_ENDPOINT"), Env.Var("AZURE_OPENAI_KEY")); diff --git a/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs b/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs index 16f77783fdaf..4df195b41ccc 100644 --- a/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs +++ b/samples/dotnet/kernel-syntax-examples/Example14_Memory.cs @@ -4,7 +4,6 @@ using System.Collections.Generic; using System.Threading.Tasks; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Memory; using RepoUtils; @@ -35,7 +34,7 @@ public static async Task RunAsync() var kernel = Kernel.Builder .WithLogger(ConsoleLogger.Log) - .Configure(c => c.AddOpenAIEmbeddingGeneration("ada", "text-embedding-ada-002", Env.Var("OPENAI_API_KEY"))) + .Configure(c => c.AddOpenAIEmbeddingGenerationService("ada", "text-embedding-ada-002", Env.Var("OPENAI_API_KEY"))) .WithMemoryStorage(new VolatileMemoryStore()) .Build(); diff --git a/samples/dotnet/kernel-syntax-examples/Example15_MemorySkill.cs b/samples/dotnet/kernel-syntax-examples/Example15_MemorySkill.cs index 59f2687863b6..e12b520c8154 100644 --- a/samples/dotnet/kernel-syntax-examples/Example15_MemorySkill.cs +++ b/samples/dotnet/kernel-syntax-examples/Example15_MemorySkill.cs @@ -3,9 +3,7 @@ using System; using System.Threading.Tasks; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.CoreSkills; -using Microsoft.SemanticKernel.KernelExtensions; using Microsoft.SemanticKernel.Memory; using RepoUtils; @@ -20,8 +18,8 @@ public static async Task RunAsync() .WithLogger(ConsoleLogger.Log) .Configure(c => { - c.AddOpenAITextCompletion("davinci", "text-davinci-003", Env.Var("OPENAI_API_KEY")); - c.AddOpenAIEmbeddingGeneration("ada", "text-embedding-ada-002", Env.Var("OPENAI_API_KEY")); + c.AddOpenAITextCompletionService("davinci", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + c.AddOpenAIEmbeddingGenerationService("ada", "text-embedding-ada-002", Env.Var("OPENAI_API_KEY")); }) .WithMemoryStorage(new VolatileMemoryStore()) .Build(); diff --git a/samples/dotnet/kernel-syntax-examples/Example16_CustomLLM.cs b/samples/dotnet/kernel-syntax-examples/Example16_CustomLLM.cs index c542bddc584e..eb3f8d77649c 100644 --- a/samples/dotnet/kernel-syntax-examples/Example16_CustomLLM.cs +++ b/samples/dotnet/kernel-syntax-examples/Example16_CustomLLM.cs @@ -5,7 +5,6 @@ using System.Threading.Tasks; using Microsoft.SemanticKernel; using Microsoft.SemanticKernel.AI.TextCompletion; -using Microsoft.SemanticKernel.KernelExtensions; using RepoUtils; /** @@ -16,7 +15,7 @@ * - You are using OpenAI/Azure OpenAI models but the models are behind a web service with a different API schema * - You want to use a local model */ -public class MyBackend : ITextCompletion +public class MyTextCompletionService : ITextCompletion { public async Task CompleteAsync( string text, @@ -42,10 +41,10 @@ public static async Task RunAsync() IKernel kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); - ITextCompletion Factory(IKernel k) => new MyBackend(); + ITextCompletion Factory(IKernel k) => new MyTextCompletionService(); - // Add your text completion backend - kernel.Config.AddTextCompletion("myBackend", Factory); + // Add your text completion service + kernel.Config.AddTextCompletionService("myService", Factory); const string FUNCTION_DEFINITION = "Does the text contain grammar errors (Y/N)? Text: {{$input}}"; diff --git a/samples/dotnet/kernel-syntax-examples/Example17_ChatGPT.cs b/samples/dotnet/kernel-syntax-examples/Example17_ChatGPT.cs index da352c27db81..d25cbaf1eab0 100644 --- a/samples/dotnet/kernel-syntax-examples/Example17_ChatGPT.cs +++ b/samples/dotnet/kernel-syntax-examples/Example17_ChatGPT.cs @@ -4,7 +4,7 @@ using System.Threading.Tasks; using Microsoft.SemanticKernel; using Microsoft.SemanticKernel.AI.ChatCompletion; -using Microsoft.SemanticKernel.Configuration; +using Microsoft.SemanticKernel.Connectors.OpenAI.ChatCompletion; using RepoUtils; /** @@ -21,24 +21,24 @@ public static async Task RunAsync() IKernel kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); - // Add your chat completion backend - kernel.Config.AddOpenAIChatCompletion("chat", "gpt-3.5-turbo", Env.Var("OPENAI_API_KEY")); + // Add your chat completion service + kernel.Config.AddOpenAIChatCompletionService("chat", "gpt-3.5-turbo", Env.Var("OPENAI_API_KEY")); - IChatCompletion backend = kernel.GetService(); - var chat = (OpenAIChatHistory)backend.CreateNewChat("You are a librarian, expert about books"); + IChatCompletion chatGPT = kernel.GetService(); + var chat = (OpenAIChatHistory)chatGPT.CreateNewChat("You are a librarian, expert about books"); // First user message chat.AddUserMessage("Hi, I'm looking for book suggestions"); // First bot message - string reply = await backend.GenerateMessageAsync(chat, new ChatRequestSettings()); + string reply = await chatGPT.GenerateMessageAsync(chat, new ChatRequestSettings()); chat.AddAssistantMessage(reply); // Second user message chat.AddUserMessage("I love history and philosophy, I'd like to learn something new about Greece, any suggestion?"); // Second bot message - reply = await backend.GenerateMessageAsync(chat, new ChatRequestSettings()); + reply = await chatGPT.GenerateMessageAsync(chat, new ChatRequestSettings()); chat.AddAssistantMessage(reply); Console.WriteLine("Chat content:"); diff --git a/samples/dotnet/kernel-syntax-examples/Example18_DallE.cs b/samples/dotnet/kernel-syntax-examples/Example18_DallE.cs index e116e5a7df66..10d27da92571 100644 --- a/samples/dotnet/kernel-syntax-examples/Example18_DallE.cs +++ b/samples/dotnet/kernel-syntax-examples/Example18_DallE.cs @@ -5,7 +5,7 @@ using Microsoft.SemanticKernel; using Microsoft.SemanticKernel.AI.ChatCompletion; using Microsoft.SemanticKernel.AI.ImageGeneration; -using Microsoft.SemanticKernel.Configuration; +using Microsoft.SemanticKernel.Connectors.OpenAI.ChatCompletion; using RepoUtils; /** @@ -21,8 +21,8 @@ public static async Task RunAsync() IKernel kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); - // Add your image generation backend - kernel.Config.AddOpenAIImageGeneration("dallE", Env.Var("OPENAI_API_KEY")); + // Add your image generation service + kernel.Config.AddOpenAIImageGenerationService("dallE", Env.Var("OPENAI_API_KEY")); IImageGeneration dallE = kernel.GetService(); @@ -41,8 +41,8 @@ A cute baby sea otter Console.WriteLine("======== Chat with images ========"); - // Add your chat completion backend - kernel.Config.AddOpenAIChatCompletion("chat", "gpt-3.5-turbo", Env.Var("OPENAI_API_KEY")); + // Add your chat completion service + kernel.Config.AddOpenAIChatCompletionService("chat", "gpt-3.5-turbo", Env.Var("OPENAI_API_KEY")); IChatCompletion chatGPT = kernel.GetService(); var chat = (OpenAIChatHistory)chatGPT.CreateNewChat( diff --git a/samples/dotnet/kernel-syntax-examples/Example19_Qdrant.cs b/samples/dotnet/kernel-syntax-examples/Example19_Qdrant.cs index 816878d630e0..9daf1178b4e3 100644 --- a/samples/dotnet/kernel-syntax-examples/Example19_Qdrant.cs +++ b/samples/dotnet/kernel-syntax-examples/Example19_Qdrant.cs @@ -4,7 +4,6 @@ using System.Globalization; using System.Threading.Tasks; using Microsoft.SemanticKernel; -using Microsoft.SemanticKernel.Configuration; using Microsoft.SemanticKernel.Memory; using Microsoft.SemanticKernel.Skills.Memory.Qdrant; using RepoUtils; @@ -22,8 +21,8 @@ public static async Task RunAsync() .WithLogger(ConsoleLogger.Log) .Configure(c => { - c.AddOpenAITextCompletion("davinci", "text-davinci-003", Env.Var("OPENAI_API_KEY")); - c.AddOpenAIEmbeddingGeneration("ada", "text-embedding-ada-002", Env.Var("OPENAI_API_KEY")); + c.AddOpenAITextCompletionService("davinci", "text-davinci-003", Env.Var("OPENAI_API_KEY")); + c.AddOpenAIEmbeddingGenerationService("ada", "text-embedding-ada-002", Env.Var("OPENAI_API_KEY")); }) .WithMemoryStorage(memoryStore) .Build(); diff --git a/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj b/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj index 25153d3eb308..387631dd3958 100644 --- a/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj +++ b/samples/dotnet/kernel-syntax-examples/KernelSyntaxExamples.csproj @@ -1,12 +1,10 @@  - $([System.IO.Path]::GetDirectoryName($([MSBuild]::GetPathOfFileAbove('.gitignore', '$(MSBuildThisFileDirectory)')))) 5ee045b0-aea3-4f08-8d31-32d1a6f8fed0 - net6.0 @@ -15,22 +13,18 @@ CA1050;CA1707 - - - - \ No newline at end of file diff --git a/samples/dotnet/kernel-syntax-examples/README.md b/samples/dotnet/kernel-syntax-examples/README.md index 804852f3e610..fac7debc0ee9 100644 --- a/samples/dotnet/kernel-syntax-examples/README.md +++ b/samples/dotnet/kernel-syntax-examples/README.md @@ -18,7 +18,7 @@ cd samples/dotnet/kernel-syntax-examples dotnet user-secrets set "BING_API_KEY" "..." dotnet user-secrets set "OPENAI_API_KEY" "..." -dotnet user-secrets set "AZURE_OPENAI_DEPLOYMENT_LABEL" "..." +dotnet user-secrets set "AZURE_OPENAI_SERVICE_ID" "..." dotnet user-secrets set "AZURE_OPENAI_DEPLOYMENT_NAME" "https://... .openai.azure.com/" dotnet user-secrets set "AZURE_OPENAI_ENDPOINT" "..." dotnet user-secrets set "AZURE_OPENAI_KEY" "..." @@ -30,7 +30,7 @@ To set your secrets with environment variables, use these names: * BING_API_KEY * OPENAI_API_KEY -* AZURE_OPENAI_DEPLOYMENT_LABEL +* AZURE_OPENAI_SERVICE_ID * AZURE_OPENAI_DEPLOYMENT_NAME * AZURE_OPENAI_ENDPOINT * AZURE_OPENAI_KEY diff --git a/samples/skills/CalendarSkill/AssistantShowCalendarEvents/config.json b/samples/skills/CalendarSkill/AssistantShowCalendarEvents/config.json index 33ce9d90845c..0ffaa4321766 100644 --- a/samples/skills/CalendarSkill/AssistantShowCalendarEvents/config.json +++ b/samples/skills/CalendarSkill/AssistantShowCalendarEvents/config.json @@ -11,8 +11,5 @@ "stop_sequences": [ "\n" ] - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/ChatSkill/ChatFilter/config.json b/samples/skills/ChatSkill/ChatFilter/config.json index 5ce40f1a4e61..427dcdf541e2 100644 --- a/samples/skills/ChatSkill/ChatFilter/config.json +++ b/samples/skills/ChatSkill/ChatFilter/config.json @@ -11,8 +11,5 @@ "stop_sequences": [ "" ] - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/ChatSkill/ChatUser/config.json b/samples/skills/ChatSkill/ChatUser/config.json index 7156a282036d..ce4451cd5a38 100644 --- a/samples/skills/ChatSkill/ChatUser/config.json +++ b/samples/skills/ChatSkill/ChatUser/config.json @@ -12,8 +12,5 @@ "Human:", "AI:" ] - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/ChatSkill/ChatV2/config.json b/samples/skills/ChatSkill/ChatV2/config.json index 2c24a91339f8..48cdf83fd754 100644 --- a/samples/skills/ChatSkill/ChatV2/config.json +++ b/samples/skills/ChatSkill/ChatV2/config.json @@ -11,8 +11,5 @@ "stop_sequences": [ "" ] - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/ClassificationSkill/Importance/config.json b/samples/skills/ClassificationSkill/Importance/config.json index 5b535f4a2740..2c58e16b1060 100644 --- a/samples/skills/ClassificationSkill/Importance/config.json +++ b/samples/skills/ClassificationSkill/Importance/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-002" - ] + } } \ No newline at end of file diff --git a/samples/skills/ClassificationSkill/Question/config.json b/samples/skills/ClassificationSkill/Question/config.json index d482cd990eb5..820c261c489a 100644 --- a/samples/skills/ClassificationSkill/Question/config.json +++ b/samples/skills/ClassificationSkill/Question/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-002" - ] + } } \ No newline at end of file diff --git a/samples/skills/CodingSkill/Code/config.json b/samples/skills/CodingSkill/Code/config.json index 1b17a92a10df..d6d79f17548d 100644 --- a/samples/skills/CodingSkill/Code/config.json +++ b/samples/skills/CodingSkill/Code/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "code-davinci-002" - ] + } } \ No newline at end of file diff --git a/samples/skills/CodingSkill/CommandLinePython/config.json b/samples/skills/CodingSkill/CommandLinePython/config.json index f274b5d50737..b2dc899bf4c4 100644 --- a/samples/skills/CodingSkill/CommandLinePython/config.json +++ b/samples/skills/CodingSkill/CommandLinePython/config.json @@ -11,8 +11,5 @@ "stop_sequences": [ "# Done" ] - }, - "default_backends": [ - "code-davinci-002" - ] + } } \ No newline at end of file diff --git a/samples/skills/CodingSkill/DOSScript/config.json b/samples/skills/CodingSkill/DOSScript/config.json index e08c3a38825a..6d26f67d03fc 100644 --- a/samples/skills/CodingSkill/DOSScript/config.json +++ b/samples/skills/CodingSkill/DOSScript/config.json @@ -13,8 +13,5 @@ "exit /b 1", "exit /b 0" ] - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/CodingSkill/EmailSearch/config.json b/samples/skills/CodingSkill/EmailSearch/config.json index 4a89e0be5058..e645b479b9cb 100644 --- a/samples/skills/CodingSkill/EmailSearch/config.json +++ b/samples/skills/CodingSkill/EmailSearch/config.json @@ -11,8 +11,5 @@ "stop_sequences": [ "[done]" ] - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/CodingSkill/Entity/config.json b/samples/skills/CodingSkill/Entity/config.json index 44e593592451..0fbb5aa0e8e2 100644 --- a/samples/skills/CodingSkill/Entity/config.json +++ b/samples/skills/CodingSkill/Entity/config.json @@ -11,8 +11,5 @@ "stop_sequences": [ "[done]" ] - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/FunSkill/Limerick/config.json b/samples/skills/FunSkill/Limerick/config.json index 9aed0a03e40e..59c9f3ffbcdc 100644 --- a/samples/skills/FunSkill/Limerick/config.json +++ b/samples/skills/FunSkill/Limerick/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-002" - ] + } } \ No newline at end of file diff --git a/samples/skills/IntentDetectionSkill/AssistantIntent/config.json b/samples/skills/IntentDetectionSkill/AssistantIntent/config.json index 845670f9d036..37dc950d0a8e 100644 --- a/samples/skills/IntentDetectionSkill/AssistantIntent/config.json +++ b/samples/skills/IntentDetectionSkill/AssistantIntent/config.json @@ -8,8 +8,5 @@ "top_p": 1.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/MiscSkill/Continue/config.json b/samples/skills/MiscSkill/Continue/config.json index 34e71d5b4c75..1b896de87b05 100644 --- a/samples/skills/MiscSkill/Continue/config.json +++ b/samples/skills/MiscSkill/Continue/config.json @@ -8,8 +8,5 @@ "top_p": 0.5, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/QASkill/AssistantResults/config.json b/samples/skills/QASkill/AssistantResults/config.json index 0301b87f1e0e..de9577cb7e43 100644 --- a/samples/skills/QASkill/AssistantResults/config.json +++ b/samples/skills/QASkill/AssistantResults/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/QASkill/ContextQuery/config.json b/samples/skills/QASkill/ContextQuery/config.json index 6a107c3a9b11..63d573b126c1 100644 --- a/samples/skills/QASkill/ContextQuery/config.json +++ b/samples/skills/QASkill/ContextQuery/config.json @@ -11,8 +11,5 @@ "stop_sequences": [ "[done]" ] - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/QASkill/Form/config.json b/samples/skills/QASkill/Form/config.json index f7b3f89b8c55..e2a672ec7f60 100644 --- a/samples/skills/QASkill/Form/config.json +++ b/samples/skills/QASkill/Form/config.json @@ -11,8 +11,5 @@ "stop_sequences": [ "[done]" ] - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/QASkill/QNA/config.json b/samples/skills/QASkill/QNA/config.json index 6ea9d508fe35..a345826cf504 100644 --- a/samples/skills/QASkill/QNA/config.json +++ b/samples/skills/QASkill/QNA/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/SummarizeSkill/MakeAbstractReadable/config.json b/samples/skills/SummarizeSkill/MakeAbstractReadable/config.json index d7d85d06994c..0bd48b77a3e9 100644 --- a/samples/skills/SummarizeSkill/MakeAbstractReadable/config.json +++ b/samples/skills/SummarizeSkill/MakeAbstractReadable/config.json @@ -8,8 +8,5 @@ "top_p": 1.0, "presence_penalty": 0.0, "frequency_penalty": 2.0 - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/SummarizeSkill/Notegen/config.json b/samples/skills/SummarizeSkill/Notegen/config.json index 7ee7327d6bd1..f7e1c355e2ee 100644 --- a/samples/skills/SummarizeSkill/Notegen/config.json +++ b/samples/skills/SummarizeSkill/Notegen/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-002" - ] + } } \ No newline at end of file diff --git a/samples/skills/WriterSkill/Acronym/config.json b/samples/skills/WriterSkill/Acronym/config.json index 2298e33d1216..c484148560e2 100644 --- a/samples/skills/WriterSkill/Acronym/config.json +++ b/samples/skills/WriterSkill/Acronym/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-002" - ] + } } \ No newline at end of file diff --git a/samples/skills/WriterSkill/AcronymGenerator/config.json b/samples/skills/WriterSkill/AcronymGenerator/config.json index 367bd8b06701..1dab1fe9f706 100644 --- a/samples/skills/WriterSkill/AcronymGenerator/config.json +++ b/samples/skills/WriterSkill/AcronymGenerator/config.json @@ -11,8 +11,5 @@ "stop_sequences": [ "#" ] - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/WriterSkill/AcronymReverse/config.json b/samples/skills/WriterSkill/AcronymReverse/config.json index c145a4650510..eed5c51917ef 100644 --- a/samples/skills/WriterSkill/AcronymReverse/config.json +++ b/samples/skills/WriterSkill/AcronymReverse/config.json @@ -11,8 +11,5 @@ "stop_sequences": [ "#END#" ] - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file diff --git a/samples/skills/WriterSkill/Brainstorm/config.json b/samples/skills/WriterSkill/Brainstorm/config.json index e7a7274a4196..f50a354e7af8 100644 --- a/samples/skills/WriterSkill/Brainstorm/config.json +++ b/samples/skills/WriterSkill/Brainstorm/config.json @@ -18,6 +18,5 @@ "defaultValue": "" } ] - }, - "default_backends": ["text-davinci-003"] + } } diff --git a/samples/skills/WriterSkill/EmailGen/config.json b/samples/skills/WriterSkill/EmailGen/config.json index 0c96b15ef5f9..d43eab348e80 100644 --- a/samples/skills/WriterSkill/EmailGen/config.json +++ b/samples/skills/WriterSkill/EmailGen/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-002" - ] + } } \ No newline at end of file diff --git a/samples/skills/WriterSkill/EmailTo/config.json b/samples/skills/WriterSkill/EmailTo/config.json index d82a5ea490e6..5f0d6ee6e45d 100644 --- a/samples/skills/WriterSkill/EmailTo/config.json +++ b/samples/skills/WriterSkill/EmailTo/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-002" - ] + } } \ No newline at end of file diff --git a/samples/skills/WriterSkill/NovelChapter/config.json b/samples/skills/WriterSkill/NovelChapter/config.json index ba9f85124942..3568c69557c9 100644 --- a/samples/skills/WriterSkill/NovelChapter/config.json +++ b/samples/skills/WriterSkill/NovelChapter/config.json @@ -32,6 +32,5 @@ "defaultValue": "" } ] - }, - "default_backends": ["text-davinci-003"] + } } diff --git a/samples/skills/WriterSkill/NovelChapterWithNotes/config.json b/samples/skills/WriterSkill/NovelChapterWithNotes/config.json index 1c907abbafac..02b9e613a6d4 100644 --- a/samples/skills/WriterSkill/NovelChapterWithNotes/config.json +++ b/samples/skills/WriterSkill/NovelChapterWithNotes/config.json @@ -37,6 +37,5 @@ "defaultValue": "" } ] - }, - "default_backends": ["text-davinci-003"] + } } diff --git a/samples/skills/WriterSkill/NovelOutline/config.json b/samples/skills/WriterSkill/NovelOutline/config.json index b140987ac812..a34622f7be03 100644 --- a/samples/skills/WriterSkill/NovelOutline/config.json +++ b/samples/skills/WriterSkill/NovelOutline/config.json @@ -27,6 +27,5 @@ "defaultValue": "" } ] - }, - "default_backends": ["text-davinci-003"] + } } diff --git a/samples/skills/WriterSkill/ShortPoem/config.json b/samples/skills/WriterSkill/ShortPoem/config.json index ccee009a140a..5bb2af1a151d 100644 --- a/samples/skills/WriterSkill/ShortPoem/config.json +++ b/samples/skills/WriterSkill/ShortPoem/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-002" - ] + } } \ No newline at end of file diff --git a/samples/skills/WriterSkill/Translate/config.json b/samples/skills/WriterSkill/Translate/config.json index fc8e3fb0cd9d..f0e7642ba3e2 100644 --- a/samples/skills/WriterSkill/Translate/config.json +++ b/samples/skills/WriterSkill/Translate/config.json @@ -11,8 +11,5 @@ "stop_sequences": [ "[done]" ] - }, - "default_backends": [ - "text-davinci-002" - ] + } } \ No newline at end of file diff --git a/samples/skills/WriterSkill/TranslateV2/config.json b/samples/skills/WriterSkill/TranslateV2/config.json index 8954d81b2016..a30e95c96c86 100644 --- a/samples/skills/WriterSkill/TranslateV2/config.json +++ b/samples/skills/WriterSkill/TranslateV2/config.json @@ -8,8 +8,5 @@ "top_p": 0.0, "presence_penalty": 0.0, "frequency_penalty": 0.0 - }, - "default_backends": [ - "text-davinci-003" - ] + } } \ No newline at end of file From ad77101f0f04aacc58047dd34a014fa4bda8bdd0 Mon Sep 17 00:00:00 2001 From: Gil LaHaye Date: Thu, 30 Mar 2023 13:28:37 -0700 Subject: [PATCH 12/20] Add FileCompression skill (#82) **Motivation and Context** We want to be able to compress and decompress file. **Description** Add the FileCompressionSkill in dotnet samples folder --- dotnet/SK-dotnet.sln | 7 + .../Skills.Web/WebFileDownloadSkill.cs | 2 +- .../FileCompression/FileCompression.csproj | 14 ++ .../FileCompression/FileCompressionSkill.cs | 155 ++++++++++++++++++ .../dotnet/FileCompression/IFileCompressor.cs | 39 +++++ .../FileCompression/ZipFileCompressor.cs | 44 +++++ 6 files changed, 260 insertions(+), 1 deletion(-) create mode 100644 samples/dotnet/FileCompression/FileCompression.csproj create mode 100644 samples/dotnet/FileCompression/FileCompressionSkill.cs create mode 100644 samples/dotnet/FileCompression/IFileCompressor.cs create mode 100644 samples/dotnet/FileCompression/ZipFileCompressor.cs diff --git a/dotnet/SK-dotnet.sln b/dotnet/SK-dotnet.sln index f81251b11f17..c96ce73c5bae 100644 --- a/dotnet/SK-dotnet.sln +++ b/dotnet/SK-dotnet.sln @@ -56,6 +56,8 @@ Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Skills.Memory.Qdrant", "src EndProject Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "GitHubSkills", "..\samples\dotnet\github-skills\GitHubSkills.csproj", "{39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}" EndProject +Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "FileCompression", "..\samples\dotnet\FileCompression\FileCompression.csproj", "{BC70A5D8-2125-4C37-8C0E-C903EAFA9772}" +EndProject Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "connectors", "connectors", "{0247C2C9-86C3-45BA-8873-28B0948EDC0C}" EndProject Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Connectors.UnitTests", "src\Connectors\Connectors.UnitTests\Connectors.UnitTests.csproj", "{EB3FC57F-E591-4C88-BCD5-B6A1BC635168}" @@ -126,6 +128,10 @@ Global {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}.Debug|Any CPU.Build.0 = Debug|Any CPU {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}.Release|Any CPU.ActiveCfg = Release|Any CPU {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF}.Release|Any CPU.Build.0 = Release|Any CPU + {BC70A5D8-2125-4C37-8C0E-C903EAFA9772}.Debug|Any CPU.ActiveCfg = Debug|Any CPU + {BC70A5D8-2125-4C37-8C0E-C903EAFA9772}.Debug|Any CPU.Build.0 = Debug|Any CPU + {BC70A5D8-2125-4C37-8C0E-C903EAFA9772}.Release|Any CPU.ActiveCfg = Release|Any CPU + {BC70A5D8-2125-4C37-8C0E-C903EAFA9772}.Release|Any CPU.Build.0 = Release|Any CPU {EB3FC57F-E591-4C88-BCD5-B6A1BC635168}.Debug|Any CPU.ActiveCfg = Debug|Any CPU {EB3FC57F-E591-4C88-BCD5-B6A1BC635168}.Debug|Any CPU.Build.0 = Debug|Any CPU {EB3FC57F-E591-4C88-BCD5-B6A1BC635168}.Release|Any CPU.ActiveCfg = Release|Any CPU @@ -152,6 +158,7 @@ Global {A52818AC-57FB-495F-818F-9E1E7BC5618C} = {FA3720F1-C99A-49B2-9577-A940257098BF} {3E0FEA85-5B6F-431B-AD62-D2D0114F65CC} = {9ECD1AA0-75B3-4E25-B0B5-9F0945B64974} {39E5F0F6-8B36-4ECA-A5F6-FC7522DC2ECF} = {FA3720F1-C99A-49B2-9577-A940257098BF} + {BC70A5D8-2125-4C37-8C0E-C903EAFA9772} = {FA3720F1-C99A-49B2-9577-A940257098BF} {0247C2C9-86C3-45BA-8873-28B0948EDC0C} = {831DDCA2-7D2C-4C31-80DB-6BDB3E1F7AE0} {EB3FC57F-E591-4C88-BCD5-B6A1BC635168} = {0247C2C9-86C3-45BA-8873-28B0948EDC0C} EndGlobalSection diff --git a/dotnet/src/SemanticKernel.Skills/Skills.Web/WebFileDownloadSkill.cs b/dotnet/src/SemanticKernel.Skills/Skills.Web/WebFileDownloadSkill.cs index fa6aad1915cb..5849976993a9 100644 --- a/dotnet/src/SemanticKernel.Skills/Skills.Web/WebFileDownloadSkill.cs +++ b/dotnet/src/SemanticKernel.Skills/Skills.Web/WebFileDownloadSkill.cs @@ -65,7 +65,7 @@ public async Task DownloadToFileAsync(string source, SKContext context) string errorMessage = $"Missing variable {Parameters.FilePath}"; context.Fail(errorMessage); - throw new KeyNotFoundException(errorMessage); + return; } this._logger.LogDebug("Sending GET request for {0}", source); diff --git a/samples/dotnet/FileCompression/FileCompression.csproj b/samples/dotnet/FileCompression/FileCompression.csproj new file mode 100644 index 000000000000..f9d4f4161133 --- /dev/null +++ b/samples/dotnet/FileCompression/FileCompression.csproj @@ -0,0 +1,14 @@ + + + + netstandard2.1 + enable + false + 10.0 + + + + + + + diff --git a/samples/dotnet/FileCompression/FileCompressionSkill.cs b/samples/dotnet/FileCompression/FileCompressionSkill.cs new file mode 100644 index 000000000000..d4b7489dafd4 --- /dev/null +++ b/samples/dotnet/FileCompression/FileCompressionSkill.cs @@ -0,0 +1,155 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.IO; +using System.Threading.Tasks; +using Microsoft.Extensions.Logging; +using Microsoft.Extensions.Logging.Abstractions; +using Microsoft.SemanticKernel.Orchestration; +using Microsoft.SemanticKernel.SkillDefinition; + +namespace Microsoft.SemanticKernel.Skills.FileCompression; + +/// +/// Skill for compressing and decompressing files. +/// +/// +/// ISemanticKernel kernel = SemanticKernel.Build(); +/// var zipCompressor = new ZipFileCompressor(); +/// var skill = new FileCompressionSkill(zipCompressor); +/// var fileCompression = kernel.ImportSkill(skill, "FileCompression"); +/// string sourceFilePath = "FileToCompress.txt"; +/// string destinationFilePath = "CompressedFile.zip"; +/// var variables = new ContextVariables(sourceFilePath); +/// variables.Set(FileCompressionSkill.Parameters.DestinationFilePath, destinationFilePath); +/// await kernel.RunAsync(variables, fileCompression["CompressFileAsync"]); +/// +public class FileCompressionSkill +{ + /// + /// Parameter names. + /// + /// + public static class Parameters + { + /// + /// Directory to which to extract compressed file's data. + /// + public const string DestinationDirectoryPath = "destinationDirectoryPath"; + + /// + /// File path where to save compressed data. + /// + public const string DestinationFilePath = "destinationFilePath"; + } + + /// + /// Initializes a new instance of the class. + /// + /// File compressor implementation + /// Optional logger + public FileCompressionSkill(IFileCompressor fileCompressor, ILogger? logger = null) + { + this._fileCompressor = fileCompressor ?? throw new ArgumentNullException(nameof(fileCompressor)); + this._logger = logger ?? new NullLogger(); + } + + /// + /// Compresses an input file to an output file. + /// + /// Path of file to compress + /// Semantic Kernel context + /// Path of created compressed file + /// + [SKFunction("Compresses an input file to an output file")] + [SKFunctionInput(Description = "Path of file to compress")] + [SKFunctionContextParameter(Name = Parameters.DestinationFilePath, Description = "Path of compressed file to create")] + public async Task CompressFileAsync(string sourceFilePath, SKContext context) + { + this._logger.LogTrace($"{nameof(CompressFileAsync)} got called"); + + if (!context.Variables.Get(Parameters.DestinationFilePath, out string destinationFilePath)) + { + const string errorMessage = $"Missing context variable {Parameters.DestinationFilePath} in {nameof(CompressFileAsync)}"; + this._logger.LogError(errorMessage); + context.Fail(errorMessage); + + return null; + } + + await this._fileCompressor.CompressFileAsync(Environment.ExpandEnvironmentVariables(sourceFilePath), + Environment.ExpandEnvironmentVariables(destinationFilePath), + context.CancellationToken); + + return destinationFilePath; + } + + /// + /// Compresses a directory to an output file. + /// + /// Path of directory to compress + /// Semantic Kernel context + /// Path of created compressed file + /// + [SKFunction("Compresses a directory to an output file")] + [SKFunctionInput(Description = "Path of directory to compress")] + [SKFunctionContextParameter(Name = Parameters.DestinationFilePath, Description = "Path of compressed file to create")] + public async Task CompressDirectoryAsync(string sourceDirectoryPath, SKContext context) + { + this._logger.LogTrace($"{nameof(CompressDirectoryAsync)} got called"); + + if (!context.Variables.Get(Parameters.DestinationFilePath, out string destinationFilePath)) + { + const string errorMessage = $"Missing context variable {Parameters.DestinationFilePath} in {nameof(CompressDirectoryAsync)}"; + this._logger.LogError(errorMessage); + context.Fail(errorMessage); + + return null; + } + + await this._fileCompressor.CompressDirectoryAsync(Environment.ExpandEnvironmentVariables(sourceDirectoryPath), + Environment.ExpandEnvironmentVariables(destinationFilePath), + context.CancellationToken); + + return destinationFilePath; + } + + /// + /// Decompresses an input file. + /// + /// Path of file to decompress + /// Semantic Kernel context + /// Path of created compressed file + /// + [SKFunction("Decompresses an input file")] + [SKFunctionInput(Description = "Path of directory into which decompressed content was extracted")] + [SKFunctionContextParameter(Name = Parameters.DestinationDirectoryPath, Description = "Directory into which to extract the decompressed content")] + public async Task DecompressFileAsync(string sourceFilePath, SKContext context) + { + this._logger.LogTrace($"{nameof(DecompressFileAsync)} got called"); + + if (!context.Variables.Get(Parameters.DestinationDirectoryPath, out string destinationDirectoryPath)) + { + const string errorMessage = $"Missing context variable {Parameters.DestinationDirectoryPath} in {nameof(DecompressFileAsync)}"; + this._logger.LogError(errorMessage); + context.Fail(errorMessage); + + return null; + } + + if (!Directory.Exists(destinationDirectoryPath)) + { + Directory.CreateDirectory(destinationDirectoryPath); + } + + await this._fileCompressor.DecompressFileAsync(Environment.ExpandEnvironmentVariables(sourceFilePath), + Environment.ExpandEnvironmentVariables(destinationDirectoryPath), + context.CancellationToken); + + return destinationDirectoryPath; + } + + private readonly IFileCompressor _fileCompressor; + private readonly ILogger _logger; +} diff --git a/samples/dotnet/FileCompression/IFileCompressor.cs b/samples/dotnet/FileCompression/IFileCompressor.cs new file mode 100644 index 000000000000..75f666f5437f --- /dev/null +++ b/samples/dotnet/FileCompression/IFileCompressor.cs @@ -0,0 +1,39 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Threading; +using System.Threading.Tasks; + +namespace Microsoft.SemanticKernel.Skills.FileCompression; + +/// +/// Interface for file compression / decompression. +/// +public interface IFileCompressor +{ + /// + /// Compress a source file to a destination file. + /// + /// File to compress + /// Compressed file to create + /// Cancellation token + /// Task + public Task CompressFileAsync(string sourceFilePath, string destinationFilePath, CancellationToken cancellationToken); + + /// + /// Compress a source directory to a destination file. + /// + /// Directory to compress + /// Compressed file to create + /// Cancellation token + /// Task + public Task CompressDirectoryAsync(string sourceDirectoryPath, string destinationFilePath, CancellationToken cancellationToken); + + /// + /// Decompress a source file to a destination folder. + /// + /// File to decompress + /// Directory into which to extract the decompressed content + /// Cancellation token + /// Task + public Task DecompressFileAsync(string sourceFilePath, string destinationDirectoryPath, CancellationToken cancellationToken); +} diff --git a/samples/dotnet/FileCompression/ZipFileCompressor.cs b/samples/dotnet/FileCompression/ZipFileCompressor.cs new file mode 100644 index 000000000000..104d42e0809c --- /dev/null +++ b/samples/dotnet/FileCompression/ZipFileCompressor.cs @@ -0,0 +1,44 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.IO; +using System.IO.Compression; +using System.Threading; +using System.Threading.Tasks; + +namespace Microsoft.SemanticKernel.Skills.FileCompression; + +/// +/// Implementation of that uses the Zip format. +/// +public class ZipFileCompressor : IFileCompressor +{ + /// + public Task CompressDirectoryAsync(string sourceDirectoryPath, string destinationFilePath, CancellationToken cancellationToken) + { + return Task.Run(() => ZipFile.CreateFromDirectory(sourceDirectoryPath, destinationFilePath), cancellationToken); + } + + /// + public Task CompressFileAsync(string sourceFilePath, string destinationFilePath, CancellationToken cancellationToken) + { + return Task.Run(() => + { + using (ZipArchive zip = ZipFile.Open(destinationFilePath, ZipArchiveMode.Create)) + { + zip.CreateEntryFromFile(sourceFilePath, Path.GetFileName(sourceFilePath)); + } + }, cancellationToken); + } + + /// + public async Task DecompressFileAsync(string sourceFilePath, string destinationDirectoryPath, CancellationToken cancellationToken) + { + using (ZipArchive archive = await Task.Run(() => ZipFile.OpenRead(sourceFilePath), cancellationToken)) + { + foreach (ZipArchiveEntry entry in archive.Entries) + { + await Task.Run(() => entry.ExtractToFile(Path.Combine(destinationDirectoryPath, entry.FullName)), cancellationToken); + } + } + } +} From b86e2dda81518d68470351506562ca1403e3111c Mon Sep 17 00:00:00 2001 From: Alex Chao <5111035+alexchaomander@users.noreply.github.com> Date: Thu, 30 Mar 2023 13:38:41 -0700 Subject: [PATCH 13/20] Update API for getting-started-notebook (#221) ### Motivation and Context With the `0.9.61.1-preview` nuget package, the API adding the text completion model needs to be updated. --- .../dotnet/Getting-Started-Notebook.ipynb | 72 ++++--------------- 1 file changed, 13 insertions(+), 59 deletions(-) diff --git a/samples/notebooks/dotnet/Getting-Started-Notebook.ipynb b/samples/notebooks/dotnet/Getting-Started-Notebook.ipynb index 6707f9842d07..0407357b24c0 100644 --- a/samples/notebooks/dotnet/Getting-Started-Notebook.ipynb +++ b/samples/notebooks/dotnet/Getting-Started-Notebook.ipynb @@ -3,14 +3,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "#### Watch the Getting Started Quick Start [Video](https://aka.ms/SK-Getting-Started-Notebook)\n", "\n", @@ -29,28 +22,18 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], "source": [ "// Import Semantic Kernel\n", - "#r \"nuget: Microsoft.SemanticKernel, *-*\"" + "#r \"nuget: Microsoft.SemanticKernel, 0.9.61.1-preview\"" ] }, { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "**Step 2**: Add your [Open AI Key](https://openai.com/api/) or [Azure Open AI Service key](https://learn.microsoft.com/azure/cognitive-services/openai/quickstart?pivots=programming-language-studio) key to run a function below and save your key in the configuration files for later use." ] @@ -64,9 +47,6 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -88,14 +68,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "**Step 3**: Instantiate the Kernel" ] @@ -109,9 +82,6 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -120,6 +90,7 @@ "using Microsoft.SemanticKernel;\n", "using Microsoft.SemanticKernel.SemanticFunctions;\n", "using Microsoft.SemanticKernel.KernelExtensions;\n", + "using Microsoft.SemanticKernel.Configuration;\n", "using System.IO;\n", "\n", "// Set Simple kernel instance\n", @@ -135,32 +106,22 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], "source": [ "// Configure AI backend used by the kernel\n", - "var (useAzureOpenAI,model, azureEndpoint, apiKey, orgId) = Settings.LoadFromFile();\n", + "var (useAzureOpenAI, model, azureEndpoint, apiKey, orgId) = Settings.LoadFromFile();\n", "if (useAzureOpenAI)\n", - " kernel.Config.AddAzureOpenAICompletionBackend(\"davinci\", model, azureEndpoint, apiKey);\n", + " kernel.Config.AddAzureOpenAITextCompletion(\"davinci\", model, azureEndpoint, apiKey);\n", "else\n", - " kernel.Config.AddOpenAICompletionBackend(\"davinci\", model, apiKey, orgId);" + " kernel.Config.AddOpenAITextCompletion(\"davinci\", model, apiKey, orgId);" ] }, { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "**Step 4**: Load and Run a Skill" ] @@ -174,9 +135,6 @@ }, "polyglot_notebook": { "kernelName": "csharp" - }, - "vscode": { - "languageId": "polyglot-notebook" } }, "outputs": [], @@ -197,14 +155,7 @@ { "attachments": {}, "cell_type": "markdown", - "metadata": { - "dotnet_interactive": { - "language": "csharp" - }, - "polyglot_notebook": { - "kernelName": "csharp" - } - }, + "metadata": {}, "source": [ "**Next Steps**: You know the basics, let's try this in a sample app so you can learn the core concepts!\n", "\n", @@ -221,6 +172,9 @@ "language": "C#", "name": ".net-csharp" }, + "language_info": { + "name": "polyglot-notebook" + }, "polyglot_notebook": { "kernelInfo": { "defaultKernelName": "csharp", From 05f7b1069474d17f6cc15b74d7e6a8bb17eaf64a Mon Sep 17 00:00:00 2001 From: Dmytro Struk <13853051+dmytrostruk@users.noreply.github.com> Date: Fri, 31 Mar 2023 02:42:38 +0100 Subject: [PATCH 14/20] HuggingFace service for text completion and embedding generation (#231) ### Motivation and Context [HuggingFace](https://huggingface.co/) is a platform with over 120k different models, so we need to provide a way to use these models with Semantic Kernel. While users can implement their own backend implementation for HuggingFace models, we can provide default implementation which will be ready for usage out-of-the-box. This PR is for merging [experimental-huggingface](https://github.com/microsoft/semantic-kernel/tree/experimental-huggingface) branch to `main` from new branch in order to avoid a lot of merge conflicts. ### Description PR includes: 1. Local inference server for running models locally with Python. 2. Implemented `HuggingFaceTextCompletion` and `HuggingFaceTextEmbeddingGeneration` classes. 3. `HuggingFaceTextCompletion` works with local models as well as remote models hosted on HF servers. 4. Unit and integration tests for new classes. 5. HuggingFace usage example in `KernelSyntaxExamples` project. --- .gitignore | 9 + .../Connectors.UnitTests.csproj | 9 + .../HuggingFace/HuggingFaceTestHelper.cs | 44 +++++ .../TestData/completion_test_response.json | 5 + .../TestData/embeddings_test_response.json | 23 +++ .../HuggingFaceTextCompletionTests.cs | 73 +++++++++ .../HuggingFaceEmbeddingGenerationTests.cs | 76 +++++++++ .../HuggingFaceTextCompletionTests.cs | 57 +++++++ .../SemanticKernel.IntegrationTests/README.md | 8 +- .../SemanticKernel.IntegrationTests.csproj | 4 + .../testsettings.json | 3 + .../HuggingFaceTextCompletion.cs | 154 ++++++++++++++++++ .../TextCompletion/TextCompletionRequest.cs | 19 +++ .../TextCompletion/TextCompletionResponse.cs | 17 ++ .../HuggingFaceTextEmbeddingGeneration.cs | 119 ++++++++++++++ .../TextEmbedding/TextEmbeddingRequest.cs | 20 +++ .../TextEmbedding/TextEmbeddingResponse.cs | 27 +++ .../src/SemanticKernel/SemanticKernel.csproj | 3 - .../apps/hugging-face-http-server/Dockerfile | 19 +++ .../apps/hugging-face-http-server/README.md | 51 ++++++ .../hugging-face-http-server/inference_app.py | 128 +++++++++++++++ .../hugging-face-http-server/requirements.txt | Bin 0 -> 1306 bytes .../static/css/styles.css | 11 ++ .../templates/completions.html | 24 +++ .../templates/documentation.html | 27 +++ .../templates/embeddings.html | 21 +++ .../templates/home.html | 14 ++ .../templates/images.html | 21 +++ .../utils/CompletionGenerator.py | 33 ++++ .../utils/EmbeddingGenerator.py | 32 ++++ .../utils/ImageGenerator.py | 35 ++++ .../utils/InferenceGenerator.py | 14 ++ .../utils/create_responses.py | 43 +++++ .../Example20_HuggingFace.cs | 33 ++++ .../dotnet/kernel-syntax-examples/Program.cs | 3 + 35 files changed, 1175 insertions(+), 4 deletions(-) create mode 100644 dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/HuggingFaceTestHelper.cs create mode 100644 dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TestData/completion_test_response.json create mode 100644 dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TestData/embeddings_test_response.json create mode 100644 dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TextCompletion/HuggingFaceTextCompletionTests.cs create mode 100644 dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TextEmbedding/HuggingFaceEmbeddingGenerationTests.cs create mode 100644 dotnet/src/SemanticKernel.IntegrationTests/Connectors/HuggingFace/TextCompletion/HuggingFaceTextCompletionTests.cs create mode 100644 dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/HuggingFaceTextCompletion.cs create mode 100644 dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/TextCompletionRequest.cs create mode 100644 dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/TextCompletionResponse.cs create mode 100644 dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/HuggingFaceTextEmbeddingGeneration.cs create mode 100644 dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/TextEmbeddingRequest.cs create mode 100644 dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/TextEmbeddingResponse.cs create mode 100644 samples/apps/hugging-face-http-server/Dockerfile create mode 100644 samples/apps/hugging-face-http-server/README.md create mode 100644 samples/apps/hugging-face-http-server/inference_app.py create mode 100644 samples/apps/hugging-face-http-server/requirements.txt create mode 100644 samples/apps/hugging-face-http-server/static/css/styles.css create mode 100644 samples/apps/hugging-face-http-server/templates/completions.html create mode 100644 samples/apps/hugging-face-http-server/templates/documentation.html create mode 100644 samples/apps/hugging-face-http-server/templates/embeddings.html create mode 100644 samples/apps/hugging-face-http-server/templates/home.html create mode 100644 samples/apps/hugging-face-http-server/templates/images.html create mode 100644 samples/apps/hugging-face-http-server/utils/CompletionGenerator.py create mode 100644 samples/apps/hugging-face-http-server/utils/EmbeddingGenerator.py create mode 100644 samples/apps/hugging-face-http-server/utils/ImageGenerator.py create mode 100644 samples/apps/hugging-face-http-server/utils/InferenceGenerator.py create mode 100644 samples/apps/hugging-face-http-server/utils/create_responses.py create mode 100644 samples/dotnet/kernel-syntax-examples/Example20_HuggingFace.cs diff --git a/.gitignore b/.gitignore index 663e4f27f037..43c769a2c0f3 100644 --- a/.gitignore +++ b/.gitignore @@ -446,3 +446,12 @@ _site # Yarn .yarn .yarnrc.yml + +# Python Environments +.env +.venv +.myenv +env/ +venv/ +myvenv/ +ENV/ diff --git a/dotnet/src/Connectors/Connectors.UnitTests/Connectors.UnitTests.csproj b/dotnet/src/Connectors/Connectors.UnitTests/Connectors.UnitTests.csproj index 408c2da4a266..ad5180c8bbd9 100644 --- a/dotnet/src/Connectors/Connectors.UnitTests/Connectors.UnitTests.csproj +++ b/dotnet/src/Connectors/Connectors.UnitTests/Connectors.UnitTests.csproj @@ -24,4 +24,13 @@ + + + Always + + + Always + + + diff --git a/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/HuggingFaceTestHelper.cs b/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/HuggingFaceTestHelper.cs new file mode 100644 index 000000000000..70d494b78f01 --- /dev/null +++ b/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/HuggingFaceTestHelper.cs @@ -0,0 +1,44 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.IO; +using System.Net.Http; +using System.Threading; +using System.Threading.Tasks; +using Moq; +using Moq.Protected; + +namespace SemanticKernel.Connectors.UnitTests.HuggingFace; + +/// +/// Helper for HuggingFace test purposes. +/// +internal static class HuggingFaceTestHelper +{ + /// + /// Reads test response from file for mocking purposes. + /// + /// Name of the file with test response. + internal static string GetTestResponse(string fileName) + { + return File.ReadAllText($"./HuggingFace/TestData/{fileName}"); + } + + /// + /// Returns mocked instance of . + /// + /// Message to return for mocked . + internal static HttpClientHandler GetHttpClientHandlerMock(HttpResponseMessage httpResponseMessage) + { + var httpClientHandler = new Mock(); + + httpClientHandler + .Protected() + .Setup>( + "SendAsync", + ItExpr.IsAny(), + ItExpr.IsAny()) + .ReturnsAsync(httpResponseMessage); + + return httpClientHandler.Object; + } +} diff --git a/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TestData/completion_test_response.json b/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TestData/completion_test_response.json new file mode 100644 index 000000000000..e6c7a94a93a3 --- /dev/null +++ b/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TestData/completion_test_response.json @@ -0,0 +1,5 @@ +[ + { + "generated_text": "This is test completion response" + } +] \ No newline at end of file diff --git a/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TestData/embeddings_test_response.json b/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TestData/embeddings_test_response.json new file mode 100644 index 000000000000..3ccb846673b3 --- /dev/null +++ b/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TestData/embeddings_test_response.json @@ -0,0 +1,23 @@ +{ + "data": [ + { + "embedding": [ + -0.08541165292263031, + 0.08639130741357803, + -0.12805694341659546, + -0.2877824902534485, + 0.2114177942276001, + -0.29374566674232483, + -0.10496602207422256, + 0.009402364492416382 + ], + "index": 0, + "object": "embedding" + } + ], + "object": "list", + "usage": { + "prompt_tokens": 15, + "total_tokens": 15 + } +} \ No newline at end of file diff --git a/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TextCompletion/HuggingFaceTextCompletionTests.cs b/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TextCompletion/HuggingFaceTextCompletionTests.cs new file mode 100644 index 000000000000..cec57a896a87 --- /dev/null +++ b/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TextCompletion/HuggingFaceTextCompletionTests.cs @@ -0,0 +1,73 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Net; +using System.Net.Http; +using System.Threading; +using System.Threading.Tasks; +using Microsoft.SemanticKernel.AI.TextCompletion; +using Microsoft.SemanticKernel.Connectors.HuggingFace.TextCompletion; +using Xunit; + +namespace SemanticKernel.Connectors.UnitTests.HuggingFace.TextCompletion; + +/// +/// Unit tests for class. +/// +public class HuggingFaceTextCompletionTests : IDisposable +{ + private const string Endpoint = "http://localhost:5000/completions"; + private const string Model = "gpt2"; + + private readonly HttpResponseMessage _response = new() + { + StatusCode = HttpStatusCode.OK, + }; + + /// + /// Verifies that + /// returns expected completed text without errors. + /// + [Fact] + public async Task ItReturnsCompletionCorrectlyAsync() + { + // Arrange + const string prompt = "This is test"; + CompleteRequestSettings requestSettings = new(); + + using var service = this.CreateService(HuggingFaceTestHelper.GetTestResponse("completion_test_response.json")); + + // Act + var completion = await service.CompleteAsync(prompt, requestSettings); + + // Assert + Assert.Equal("This is test completion response", completion); + } + + /// + /// Initializes with mocked . + /// + /// Test response for to return. + private HuggingFaceTextCompletion CreateService(string testResponse) + { + this._response.Content = new StringContent(testResponse); + + var httpClientHandler = HuggingFaceTestHelper.GetHttpClientHandlerMock(this._response); + + return new HuggingFaceTextCompletion(new Uri(Endpoint), Model, httpClientHandler); + } + + public void Dispose() + { + this.Dispose(true); + GC.SuppressFinalize(this); + } + + protected virtual void Dispose(bool disposing) + { + if (disposing) + { + this._response.Dispose(); + } + } +} diff --git a/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TextEmbedding/HuggingFaceEmbeddingGenerationTests.cs b/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TextEmbedding/HuggingFaceEmbeddingGenerationTests.cs new file mode 100644 index 000000000000..f66021336b71 --- /dev/null +++ b/dotnet/src/Connectors/Connectors.UnitTests/HuggingFace/TextEmbedding/HuggingFaceEmbeddingGenerationTests.cs @@ -0,0 +1,76 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.Linq; +using System.Net; +using System.Net.Http; +using System.Threading.Tasks; +using Microsoft.SemanticKernel.Connectors.HuggingFace.TextEmbedding; +using Xunit; + +namespace SemanticKernel.Connectors.UnitTests.HuggingFace.TextEmbedding; + +/// +/// Unit tests for class. +/// +public class HuggingFaceEmbeddingGenerationTests : IDisposable +{ + private const string Endpoint = "http://localhost:5000/embeddings"; + private const string Model = "gpt2"; + + private readonly HttpResponseMessage _response = new() + { + StatusCode = HttpStatusCode.OK, + }; + + /// + /// Verifies that + /// returns expected list of generated embeddings without errors. + /// + [Fact] + public async Task ItReturnsEmbeddingsCorrectlyAsync() + { + // Arrange + const int expectedEmbeddingCount = 1; + const int expectedVectorCount = 8; + List data = new() { "test_string_1", "test_string_2", "test_string_3" }; + + using var service = this.CreateService(HuggingFaceTestHelper.GetTestResponse("embeddings_test_response.json")); + + // Act + var embeddings = await service.GenerateEmbeddingsAsync(data); + + // Assert + Assert.NotNull(embeddings); + Assert.Equal(expectedEmbeddingCount, embeddings.Count); + Assert.Equal(expectedVectorCount, embeddings.First().Count); + } + + /// + /// Initializes with mocked . + /// + /// Test response for to return. + private HuggingFaceTextEmbeddingGeneration CreateService(string testResponse) + { + this._response.Content = new StringContent(testResponse); + + var httpClientHandler = HuggingFaceTestHelper.GetHttpClientHandlerMock(this._response); + + return new HuggingFaceTextEmbeddingGeneration(new Uri(Endpoint), Model, httpClientHandler); + } + + public void Dispose() + { + this.Dispose(true); + GC.SuppressFinalize(this); + } + + protected virtual void Dispose(bool disposing) + { + if (disposing) + { + this._response.Dispose(); + } + } +} diff --git a/dotnet/src/SemanticKernel.IntegrationTests/Connectors/HuggingFace/TextCompletion/HuggingFaceTextCompletionTests.cs b/dotnet/src/SemanticKernel.IntegrationTests/Connectors/HuggingFace/TextCompletion/HuggingFaceTextCompletionTests.cs new file mode 100644 index 000000000000..c63e83160a13 --- /dev/null +++ b/dotnet/src/SemanticKernel.IntegrationTests/Connectors/HuggingFace/TextCompletion/HuggingFaceTextCompletionTests.cs @@ -0,0 +1,57 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Threading.Tasks; +using Microsoft.Extensions.Configuration; +using Microsoft.SemanticKernel.AI.TextCompletion; +using Microsoft.SemanticKernel.Connectors.HuggingFace.TextCompletion; +using Xunit; + +namespace SemanticKernel.IntegrationTests.Connectors.HuggingFace.TextCompletion; + +/// +/// Integration tests for . +/// +public sealed class HuggingFaceTextCompletionTests +{ + private const string Endpoint = "http://localhost:5000/completions"; + private const string Model = "gpt2"; + + private readonly IConfigurationRoot _configuration; + + public HuggingFaceTextCompletionTests() + { + // Load configuration + this._configuration = new ConfigurationBuilder() + .AddJsonFile(path: "testsettings.json", optional: false, reloadOnChange: true) + .AddJsonFile(path: "testsettings.development.json", optional: true, reloadOnChange: true) + .AddEnvironmentVariables() + .Build(); + } + + [Fact(Skip = "This test is for manual verification.")] + public async Task HuggingFaceLocalAndRemoteTextCompletionAsync() + { + // Arrange + const string input = "This is test"; + + using var huggingFaceLocal = new HuggingFaceTextCompletion(new Uri(Endpoint), Model); + using var huggingFaceRemote = new HuggingFaceTextCompletion(this.GetApiKey(), Model); + + // Act + var localResponse = await huggingFaceLocal.CompleteAsync(input, new CompleteRequestSettings()).ConfigureAwait(false); + var remoteResponse = await huggingFaceRemote.CompleteAsync(input, new CompleteRequestSettings()).ConfigureAwait(false); + + // Assert + Assert.NotNull(localResponse); + Assert.NotNull(remoteResponse); + + Assert.StartsWith(input, localResponse, StringComparison.InvariantCulture); + Assert.StartsWith(input, remoteResponse, StringComparison.InvariantCulture); + } + + private string GetApiKey() + { + return this._configuration.GetSection("HuggingFace:ApiKey").Get()!; + } +} diff --git a/dotnet/src/SemanticKernel.IntegrationTests/README.md b/dotnet/src/SemanticKernel.IntegrationTests/README.md index ba4b0ed94ef3..2b404118e507 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/README.md +++ b/dotnet/src/SemanticKernel.IntegrationTests/README.md @@ -5,7 +5,8 @@ 1. **Azure OpenAI**: go to the [Azure OpenAI Quickstart](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/quickstart) and deploy an instance of Azure OpenAI, deploy a model like "text-davinci-003" find your Endpoint and API key. 2. **OpenAI**: go to [OpenAI](https://openai.com/api/) to register and procure your API key. -3. **Azure Bing Web Search API**: go to [Bing Web Seach API](https://www.microsoft.com/en-us/bing/apis/bing-web-search-api) +3. **HuggingFace API key**: see https://huggingface.co/docs/huggingface_hub/guides/inference for details. +4. **Azure Bing Web Search API**: go to [Bing Web Seach API](https://www.microsoft.com/en-us/bing/apis/bing-web-search-api) and select `Try Now` to get started. ## Setup @@ -42,6 +43,9 @@ For example: "Endpoint": "https://contoso.openai.azure.com/", "ApiKey": "...." }, + "HuggingFace": { + "ApiKey": "" + }, "Bing": { "ApiKey": "...." } @@ -58,6 +62,7 @@ For example: export AzureOpenAI__DeploymentName="azure-text-davinci-003" export AzureOpenAIEmbeddings__DeploymentName="azure-text-embedding-ada-002" export AzureOpenAI__Endpoint="https://contoso.openai.azure.com/" + export HuggingFace__ApiKey="...." export Bing__ApiKey="...." ``` @@ -69,5 +74,6 @@ For example: $env:AzureOpenAI__DeploymentName = "azure-text-davinci-003" $env:AzureOpenAIEmbeddings__DeploymentName = "azure-text-embedding-ada-002" $env:AzureOpenAI__Endpoint = "https://contoso.openai.azure.com/" + $env:HuggingFace__ApiKey = "...." $env:Bing__ApiKey = "...." ``` diff --git a/dotnet/src/SemanticKernel.IntegrationTests/SemanticKernel.IntegrationTests.csproj b/dotnet/src/SemanticKernel.IntegrationTests/SemanticKernel.IntegrationTests.csproj index 3ab7d55d937e..189f0be52f4f 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/SemanticKernel.IntegrationTests.csproj +++ b/dotnet/src/SemanticKernel.IntegrationTests/SemanticKernel.IntegrationTests.csproj @@ -42,4 +42,8 @@ + + + + diff --git a/dotnet/src/SemanticKernel.IntegrationTests/testsettings.json b/dotnet/src/SemanticKernel.IntegrationTests/testsettings.json index 2954fa8de7d1..3e80c2f596ad 100644 --- a/dotnet/src/SemanticKernel.IntegrationTests/testsettings.json +++ b/dotnet/src/SemanticKernel.IntegrationTests/testsettings.json @@ -21,6 +21,9 @@ "Endpoint": "", "ApiKey": "" }, + "HuggingFace": { + "ApiKey": "" + }, "Bing": { "ApiKey": "" } diff --git a/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/HuggingFaceTextCompletion.cs b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/HuggingFaceTextCompletion.cs new file mode 100644 index 000000000000..d16d93021165 --- /dev/null +++ b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/HuggingFaceTextCompletion.cs @@ -0,0 +1,154 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.Linq; +using System.Net.Http; +using System.Text.Json; +using System.Threading; +using System.Threading.Tasks; +using Microsoft.SemanticKernel.AI; +using Microsoft.SemanticKernel.AI.TextCompletion; +using Microsoft.SemanticKernel.Diagnostics; + +namespace Microsoft.SemanticKernel.Connectors.HuggingFace.TextCompletion; + +/// +/// HuggingFace text completion service. +/// +public sealed class HuggingFaceTextCompletion : ITextCompletion, IDisposable +{ + private const string HttpUserAgent = "Microsoft Semantic Kernel"; + private const string HuggingFaceApiEndpoint = "https://api-inference.huggingface.co/models"; + + private readonly string _model; + private readonly Uri _endpoint; + private readonly HttpClient _httpClient; + private readonly HttpClientHandler? _httpClientHandler; + + /// + /// Initializes a new instance of the class. + /// + /// Endpoint for service API call. + /// Model to use for service API call. + /// Instance of to setup specific scenarios. + public HuggingFaceTextCompletion(Uri endpoint, string model, HttpClientHandler httpClientHandler) + { + Verify.NotNull(endpoint, "Endpoint cannot be null."); + Verify.NotEmpty(model, "Model cannot be empty."); + + this._endpoint = endpoint; + this._model = model; + + this._httpClient = new(httpClientHandler); + + this._httpClient.DefaultRequestHeaders.Add("User-Agent", HttpUserAgent); + } + + /// + /// Initializes a new instance of the class. + /// Using default implementation. + /// + /// Endpoint for service API call. + /// Model to use for service API call. + public HuggingFaceTextCompletion(Uri endpoint, string model) + { + Verify.NotNull(endpoint, "Endpoint cannot be null."); + Verify.NotEmpty(model, "Model cannot be empty."); + + this._endpoint = endpoint; + this._model = model; + + this._httpClientHandler = new() { CheckCertificateRevocationList = true }; + this._httpClient = new(this._httpClientHandler); + + this._httpClient.DefaultRequestHeaders.Add("User-Agent", HttpUserAgent); + } + + /// + /// Initializes a new instance of the class. + /// Using HuggingFace API for service call, see https://huggingface.co/docs/api-inference/index. + /// + /// HuggingFace API key, see https://huggingface.co/docs/api-inference/quicktour#running-inference-with-api-requests. + /// Model to use for service API call. + /// Instance of to setup specific scenarios. + /// Endpoint for service API call. + public HuggingFaceTextCompletion(string apiKey, string model, HttpClientHandler httpClientHandler, string endpoint = HuggingFaceApiEndpoint) + : this(new Uri(endpoint), model, httpClientHandler) + { + Verify.NotEmpty(apiKey, "HuggingFace API key cannot be empty."); + + this._httpClient.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}"); + } + + /// + /// Initializes a new instance of the class. + /// Using HuggingFace API for service call, see https://huggingface.co/docs/api-inference/index. + /// Using default implementation. + /// + /// HuggingFace API key, see https://huggingface.co/docs/api-inference/quicktour#running-inference-with-api-requests. + /// Model to use for service API call. + /// Endpoint for service API call. + public HuggingFaceTextCompletion(string apiKey, string model, string endpoint = HuggingFaceApiEndpoint) + : this(new Uri(endpoint), model) + { + Verify.NotEmpty(apiKey, "HuggingFace API key cannot be empty."); + + this._httpClient.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}"); + } + + /// + public async Task CompleteAsync(string text, CompleteRequestSettings requestSettings, CancellationToken cancellationToken = default) + { + return await this.ExecuteCompleteRequestAsync(text, cancellationToken); + } + + /// + public void Dispose() + { + this._httpClient.Dispose(); + this._httpClientHandler?.Dispose(); + } + + #region private ================================================================================ + + /// + /// Performs HTTP request to given endpoint for text completion. + /// + /// Text to complete. + /// Cancellation token. + /// Completed text. + /// Exception when backend didn't respond with completed text. + private async Task ExecuteCompleteRequestAsync(string text, CancellationToken cancellationToken = default) + { + try + { + var completionRequest = new TextCompletionRequest + { + Input = text + }; + + using var httpRequestMessage = new HttpRequestMessage() + { + Method = HttpMethod.Post, + RequestUri = new Uri($"{this._endpoint}/{this._model}"), + Content = new StringContent(JsonSerializer.Serialize(completionRequest)) + }; + + var response = await this._httpClient.SendAsync(httpRequestMessage, cancellationToken).ConfigureAwait(false); + var body = await response.Content.ReadAsStringAsync().ConfigureAwait(false); + + var completionResponse = JsonSerializer.Deserialize>(body); + + return completionResponse.First().Text!; + } + catch (Exception e) when (e is not AIException && !e.IsCriticalException()) + { + throw new AIException( + AIException.ErrorCodes.UnknownError, + $"Something went wrong: {e.Message}", e); + } + } + + #endregion +} diff --git a/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/TextCompletionRequest.cs b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/TextCompletionRequest.cs new file mode 100644 index 000000000000..b2a656744266 --- /dev/null +++ b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/TextCompletionRequest.cs @@ -0,0 +1,19 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Connectors.HuggingFace.TextCompletion; + +/// +/// HTTP schema to perform completion request. +/// +[Serializable] +public sealed class TextCompletionRequest +{ + /// + /// Prompt to complete. + /// + [JsonPropertyName("inputs")] + public string Input { get; set; } = string.Empty; +} diff --git a/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/TextCompletionResponse.cs b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/TextCompletionResponse.cs new file mode 100644 index 000000000000..2678ec93808e --- /dev/null +++ b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextCompletion/TextCompletionResponse.cs @@ -0,0 +1,17 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Connectors.HuggingFace.TextCompletion; + +/// +/// HTTP Schema for completion response. +/// +public sealed class TextCompletionResponse +{ + /// + /// Completed text. + /// + [JsonPropertyName("generated_text")] + public string? Text { get; set; } +} diff --git a/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/HuggingFaceTextEmbeddingGeneration.cs b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/HuggingFaceTextEmbeddingGeneration.cs new file mode 100644 index 000000000000..4cc928d55066 --- /dev/null +++ b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/HuggingFaceTextEmbeddingGeneration.cs @@ -0,0 +1,119 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.Linq; +using System.Net.Http; +using System.Text.Json; +using System.Threading.Tasks; +using Microsoft.SemanticKernel.AI; +using Microsoft.SemanticKernel.AI.Embeddings; +using Microsoft.SemanticKernel.Diagnostics; + +namespace Microsoft.SemanticKernel.Connectors.HuggingFace.TextEmbedding; + +/// +/// HuggingFace embedding generation service. +/// +public sealed class HuggingFaceTextEmbeddingGeneration : IEmbeddingGeneration, IDisposable +{ + private const string HttpUserAgent = "Microsoft Semantic Kernel"; + + private readonly string _model; + private readonly Uri _endpoint; + private readonly HttpClient _httpClient; + private readonly HttpClientHandler? _httpClientHandler; + + /// + /// Initializes a new instance of the class. + /// + /// Endpoint for service API call. + /// Model to use for service API call. + /// Instance of to setup specific scenarios. + public HuggingFaceTextEmbeddingGeneration(Uri endpoint, string model, HttpClientHandler httpClientHandler) + { + Verify.NotNull(endpoint, "Endpoint cannot be null."); + Verify.NotEmpty(model, "Model cannot be empty."); + + this._endpoint = endpoint; + this._model = model; + + this._httpClient = new(httpClientHandler); + + this._httpClient.DefaultRequestHeaders.Add("User-Agent", HttpUserAgent); + } + + /// + /// Initializes a new instance of the class. + /// Using default implementation. + /// + /// Endpoint for service API call. + /// Model to use for service API call. + public HuggingFaceTextEmbeddingGeneration(Uri endpoint, string model) + { + Verify.NotNull(endpoint, "Endpoint cannot be null."); + Verify.NotEmpty(model, "Model cannot be empty."); + + this._endpoint = endpoint; + this._model = model; + + this._httpClientHandler = new() { CheckCertificateRevocationList = true }; + this._httpClient = new(this._httpClientHandler); + + this._httpClient.DefaultRequestHeaders.Add("User-Agent", HttpUserAgent); + } + + /// + public async Task>> GenerateEmbeddingsAsync(IList data) + { + return await this.ExecuteEmbeddingRequestAsync(data); + } + + /// + public void Dispose() + { + this._httpClient.Dispose(); + this._httpClientHandler?.Dispose(); + } + + #region private ================================================================================ + + /// + /// Performs HTTP request to given endpoint for embedding generation. + /// + /// Data to embed. + /// List of generated embeddings. + /// Exception when backend didn't respond with generated embeddings. + private async Task>> ExecuteEmbeddingRequestAsync(IList data) + { + try + { + var embeddingRequest = new TextEmbeddingRequest + { + Input = data + }; + + using var httpRequestMessage = new HttpRequestMessage() + { + Method = HttpMethod.Post, + RequestUri = new Uri($"{this._endpoint}/{this._model}"), + Content = new StringContent(JsonSerializer.Serialize(embeddingRequest)), + }; + + var response = await this._httpClient.SendAsync(httpRequestMessage).ConfigureAwait(false); + var body = await response.Content.ReadAsStringAsync().ConfigureAwait(false); + + var embeddingResponse = JsonSerializer.Deserialize(body); + + return embeddingResponse?.Embeddings?.Select(l => new Embedding(l.Embedding.ToArray())).ToList()!; + } + catch (Exception e) when (e is not AIException && !e.IsCriticalException()) + { + throw new AIException( + AIException.ErrorCodes.UnknownError, + $"Something went wrong: {e.Message}", e); + } + } + + #endregion +} diff --git a/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/TextEmbeddingRequest.cs b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/TextEmbeddingRequest.cs new file mode 100644 index 000000000000..2b8cd227e179 --- /dev/null +++ b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/TextEmbeddingRequest.cs @@ -0,0 +1,20 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Collections.Generic; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Connectors.HuggingFace.TextEmbedding; + +/// +/// HTTP schema to perform embedding request. +/// +[Serializable] +public sealed class TextEmbeddingRequest +{ + /// + /// Data to embed. + /// + [JsonPropertyName("inputs")] + public IList Input { get; set; } = new List(); +} diff --git a/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/TextEmbeddingResponse.cs b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/TextEmbeddingResponse.cs new file mode 100644 index 000000000000..ee25f69ad9b4 --- /dev/null +++ b/dotnet/src/SemanticKernel/Connectors/HuggingFace/TextEmbedding/TextEmbeddingResponse.cs @@ -0,0 +1,27 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System.Collections.Generic; +using System.Text.Json.Serialization; + +namespace Microsoft.SemanticKernel.Connectors.HuggingFace.TextEmbedding; + +/// +/// HTTP Schema for embedding response. +/// +public sealed class TextEmbeddingResponse +{ + /// + /// Model containing embedding. + /// + public sealed class EmbeddingVector + { + [JsonPropertyName("embedding")] + public IList? Embedding { get; set; } + } + + /// + /// List of embeddings. + /// + [JsonPropertyName("data")] + public IList? Embeddings { get; set; } +} diff --git a/dotnet/src/SemanticKernel/SemanticKernel.csproj b/dotnet/src/SemanticKernel/SemanticKernel.csproj index c784a28f5bcf..6dcfdcc3616f 100644 --- a/dotnet/src/SemanticKernel/SemanticKernel.csproj +++ b/dotnet/src/SemanticKernel/SemanticKernel.csproj @@ -39,9 +39,6 @@ <_Parameter1>SemanticKernel.UnitTests - - <_Parameter1>Microsoft.SemanticKernel.Connectors.OpenAI - <_Parameter1>DynamicProxyGenAssembly2 diff --git a/samples/apps/hugging-face-http-server/Dockerfile b/samples/apps/hugging-face-http-server/Dockerfile new file mode 100644 index 000000000000..28a07b9365c4 --- /dev/null +++ b/samples/apps/hugging-face-http-server/Dockerfile @@ -0,0 +1,19 @@ +# Copyright (c) Microsoft. All rights reserved. + +FROM huggingface/transformers-pytorch-gpu + +COPY ./requirements.txt /app/requirements.txt + +# switch working directory +WORKDIR /app + +# install the dependencies and packages in the requirements file +RUN pip install -r requirements.txt + +# copy every content from the local file to the image +COPY . /app + +# configure the container to run in an executed manner +ENTRYPOINT [ "python3" ] + +CMD ["inference_app.py" ] \ No newline at end of file diff --git a/samples/apps/hugging-face-http-server/README.md b/samples/apps/hugging-face-http-server/README.md new file mode 100644 index 000000000000..ababcc8e248d --- /dev/null +++ b/samples/apps/hugging-face-http-server/README.md @@ -0,0 +1,51 @@ +# Local Hugging Face Model Inteference Server + +> [!IMPORTANT] +> This learning sample is for educational purposes only and should not be used in any production +> use case. It is intended to make Semantic Kernel features more accessible for scenarios that +> do not require an OpenAI or Azure OpenAI endpoint. + +This application provides an API service for interacting with models available +through [Hugging Face](https://huggingface.co/). The request bodies and responses +are modeled after OpenAI and Azure OpenAI for smooth transition to more capable LLMs. + +## Building the Sample Container + +`docker image build -t hf_model_server .` + +This step will take some minutes to download Docker image dependencies. + +## Running the Sample Container + +`docker run -p 5000:5000 -d hf_model_server` + +This will run the service at **`http://localhost:5000`**. Navigating to +**`http://localhost:5000`** in a browser window will provide instruction on how +to construct requests to the service. + +> [!IMPORTANT] +> If the model has not been cached (ex: first time calling it) the response can +> take some time due to the model being downloaded. +> Using this service to generate images can also take a very long time - a factor +> that scales with your hardware. + +## Alternative: Bare-Metal + +Alternatively, the service can be started on bare-metal. To do this, you will +need to have Python 3.9 installed. + +Before proceeding, it is highly recommended that you create a Python 3.9 virtual +environment. + +Example: `python -m venv myvenv` or `python3 -m venv myvenv`. + +Make sure your environment is activated: + +For Windows, run in PowerShell: `./myvenv/Scripts/Activate`. +For Linux/macOS, run: `source myvenv/bin/activate`. + +Then, run `pip install -r requirements.txt`. + +Once all the required dependencies have been installed, you can run the service +using `python inference_app.py`. Navigating to **`http://localhost:5000`** in a +browser window will provide instruction on how to construct requests to the service. diff --git a/samples/apps/hugging-face-http-server/inference_app.py b/samples/apps/hugging-face-http-server/inference_app.py new file mode 100644 index 000000000000..9b140c000211 --- /dev/null +++ b/samples/apps/hugging-face-http-server/inference_app.py @@ -0,0 +1,128 @@ +# Copyright (c) Microsoft. All rights reserved. + +# Importing flask module in the project is mandatory +# An object of Flask class is our WSGI application. +from flask import Flask, request, json, redirect, url_for, render_template, jsonify +from utils import create_responses, CompletionGenerator, EmbeddingGenerator, ImageGenerator +import argparse + +# Flask constructor takes the name of +# current module (__name__) as argument. +app = Flask(__name__) + +@app.route('/') +def home(): + return render_template('home.html') + +@app.route('/docs') +def docs(): + return render_template('documentation.html') + +@app.route('/docs/completions') +def completions_docs(): + return render_template('completions.html') + +@app.route('/docs/embeddings') +def embeddings_docs(): + return render_template('embeddings.html') + +@app.route('/docs/images') +def images_docs(): + return render_template('images.html') + +@app.route('/completions/', methods=['POST']) +def receive_completion_by_model(model): + return process_completion_request(request, model) + +@app.route('/completions//', methods=['POST']) +def receive_completion_by_organization_model(organization, model): + return process_completion_request(request, f'{organization}/{model}') + +@app.route('/embeddings/', methods=['POST']) +def receive_embedding_by_model(model): + return process_embedding_request(request, model) + +@app.route('/embeddings//', methods=['POST']) +def receive_embedding_by_organization_model(organization, model): + return process_embedding_request(request, f'{organization}/{model}') + +@app.route('/images/generations/', methods=['POST']) +def receive_image_generation_by_model(model): + return process_image_generation_request(request, model) + +@app.route('/images/generations//', methods=['POST']) +def receive_image_generation_by_organization_model(organization, model): + return process_image_generation_request(request, f'{organization}/{model}') + +def process_completion_request(request, model): + request_data = request.data + json_data = json.loads(request_data) + try: + prompt = json_data["inputs"] + if "context" in json_data: + context = json_data["context"] + else: + context = "" + + if "max_tokens" in json_data: + max_tokens = json_data["max_tokens"] + else: + max_tokens = 32 + + inference_generator = CompletionGenerator.CompletionGenerator(model) + result, num_prompt_tokens, num_result_tokens = inference_generator.perform_inference(prompt, context, max_tokens) + return jsonify(create_responses.create_completion_response( + result, + model, + num_prompt_tokens, + num_result_tokens)) + except Exception as e: + print(e) + return ("Sorry, unable to perform sentence completion with model {}".format(model)) + +def process_embedding_request(request, model): + request_data = request.data + json_data = json.loads(request_data) + try: + sentences = json_data["inputs"] + inference_generator = EmbeddingGenerator.EmbeddingGenerator(model) + embeddings, num_prompt_tokens = inference_generator.perform_inference(sentences) + return jsonify(create_responses.create_embedding_response( + embeddings, + num_prompt_tokens)) + except Exception as e: + print(e) + return ("Sorry, unable to generate embeddings with model {}".format(model)) + +def process_image_generation_request(request, model): + request_data = request.data + json_data = json.loads(request_data) + num_images = json_data["n"] + prompt = json_data["inputs"] + image_size = json_data["size"] + try: + image_generator = ImageGenerator.ImageGenerator(model) + image_data = image_generator.perform_inference(prompt, num_images, image_size) + return jsonify(create_responses.create_image_gen_response(image_data)) + except Exception as e: + print(e) + return ("Sorry, unable to generate images with model {}".format(model)) + +# main driver function +if __name__ == '__main__': + parser = argparse.ArgumentParser() + parser.add_argument('-i', '--ip', + default='0.0.0.0', + help='ip address for flask server endpoint' + ) + parser.add_argument('-p', '--port', + default=5000, + help='port for flask server endpoint', + type=int, + ) + args = parser.parse_args() + + host_ip = args.ip + port = args.port + + app.run(host=host_ip, debug=True, port=port) diff --git a/samples/apps/hugging-face-http-server/requirements.txt b/samples/apps/hugging-face-http-server/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac5b62201ab92a9558f9c6e9f0eb794406e890fa GIT binary patch literal 1306 zcmZ9MOHboa428W$nx8^NQ(A@v3pOl9gM>5-#0rI!wxN%7(jXo`9_D=Zy~%*0q-}hB ze0=QN&yUI;t+mc-Tj;*fRoIE{!bUds=b8PmBdZk8h_T0}{*2hlO0gWo)!DJ_tkJKn z-fhJB?iGT0B<|piJmQtDz3xv%h@Pf;jk4h>or(O2j%=C`t-aY^6&qVRZf`5S0Xebr z#8x(-l2kr3%p#nN*l~ zY$ficu38Q)RS7+h@{9KmeYI21fvdK;kfleWO1#~wYn0BDnh>tUW=1flRPU;rU!G`8D1$OMadE%aR?rS)DFWjp-M;rPZ|I8Ia0dBIh%#!_| i^y&&}fII#}ZoTH(JLKeLFT-zG-j%=CMT9vH4*dg%qrDIS literal 0 HcmV?d00001 diff --git a/samples/apps/hugging-face-http-server/static/css/styles.css b/samples/apps/hugging-face-http-server/static/css/styles.css new file mode 100644 index 000000000000..eea906c30f2d --- /dev/null +++ b/samples/apps/hugging-face-http-server/static/css/styles.css @@ -0,0 +1,11 @@ +/* Copyright (c) Microsoft. All rights reserved. */ + +.code { + background-color: black; + height: auto; + width: auto; + border-style: solid; + font-family:'Courier New', Courier, monospace; + color: white; + font-size: 14px; +} diff --git a/samples/apps/hugging-face-http-server/templates/completions.html b/samples/apps/hugging-face-http-server/templates/completions.html new file mode 100644 index 000000000000..bf88cc859abd --- /dev/null +++ b/samples/apps/hugging-face-http-server/templates/completions.html @@ -0,0 +1,24 @@ + + +{% extends 'documentation.html' %} + +{% block body %} + +

Completions

+ +

Example Request

+
+

curl http://localhost:5000/completions/{model} \

+

-X POST \

+

-H "Content-Type: application/json" \

+

-d '{"inputs": "this is a test"}'

+
+ +

+ HF Text Generation Models +

+

+ HF Text Summarization Models +

+ +{% endblock %} diff --git a/samples/apps/hugging-face-http-server/templates/documentation.html b/samples/apps/hugging-face-http-server/templates/documentation.html new file mode 100644 index 000000000000..84d1384067a0 --- /dev/null +++ b/samples/apps/hugging-face-http-server/templates/documentation.html @@ -0,0 +1,27 @@ + + + + + + + + + Flask Docker + + +

API Documentation

+ Home + Completions + Embeddings + Images + + {% block body %} + + +

Documentation

+ + + {% endblock %} + + + \ No newline at end of file diff --git a/samples/apps/hugging-face-http-server/templates/embeddings.html b/samples/apps/hugging-face-http-server/templates/embeddings.html new file mode 100644 index 000000000000..15d81cf0d3b4 --- /dev/null +++ b/samples/apps/hugging-face-http-server/templates/embeddings.html @@ -0,0 +1,21 @@ + + +{% extends 'documentation.html' %} + +{% block body %} + +

Embeddings

+ +

Example Request

+
+

curl http://localhost:5000/embeddings/{model} \

+

-X POST \

+

-H "Content-Type: application/json" \

+

-d '{"inputs": ["test string 1", "test string 2", ...]}'

+
+ +

+ HF Text Embedding Models +

+ +{% endblock %} diff --git a/samples/apps/hugging-face-http-server/templates/home.html b/samples/apps/hugging-face-http-server/templates/home.html new file mode 100644 index 000000000000..e71ec5a53878 --- /dev/null +++ b/samples/apps/hugging-face-http-server/templates/home.html @@ -0,0 +1,14 @@ + + + + + + + + Flask Docker + + +

Your Hugging Face model server is running

+ Documentation + + \ No newline at end of file diff --git a/samples/apps/hugging-face-http-server/templates/images.html b/samples/apps/hugging-face-http-server/templates/images.html new file mode 100644 index 000000000000..eec18e540c35 --- /dev/null +++ b/samples/apps/hugging-face-http-server/templates/images.html @@ -0,0 +1,21 @@ + + +{% extends 'documentation.html' %} + +{% block body %} + +

Images

+ +

Example Request

+
+

curl http://localhost:5000/images/generations/{model} \

+

-X POST \

+

-H "Content-Type: application/json" \

+

-d '{"inputs": "a test image", "n": 1, "size": "256x256"}'

+
+ +

+ HF Text-to-Image Models +

+ +{% endblock %} diff --git a/samples/apps/hugging-face-http-server/utils/CompletionGenerator.py b/samples/apps/hugging-face-http-server/utils/CompletionGenerator.py new file mode 100644 index 000000000000..42369d1a0e0a --- /dev/null +++ b/samples/apps/hugging-face-http-server/utils/CompletionGenerator.py @@ -0,0 +1,33 @@ +# Copyright (c) Microsoft. All rights reserved. + +from . import InferenceGenerator +from transformers import AutoTokenizer, AutoModelForCausalLM + +# The model used to get the tokenizer can be a little arbitrary +# since the tokenizers are common within the same model type + +class CompletionGenerator(InferenceGenerator.InferenceGenerator): + def __init__(self, model_name): + super().__init__(model_name) + self.tokenizer = AutoTokenizer.from_pretrained(self.model_name) + self.tokenizer.pad_token = self.tokenizer.eos_token + + def perform_inference(self, prompt, context, max_tokens): + model = AutoModelForCausalLM.from_pretrained(self.model_name, is_decoder=True) + model.to(self.device) + + encodings = self.tokenizer.encode_plus( + text = prompt, + text_pair = context, + truncation = True, + return_tensors= 'pt') + + generated_ids = model.generate( + encodings.input_ids, + max_length = max_tokens, + # num_beams = 5, + # temperature = 0.8, + no_repeat_ngram_size=4, + early_stopping=True) + + return self.tokenizer.decode(generated_ids[0]), encodings.input_ids.numel(), len(generated_ids[0]) diff --git a/samples/apps/hugging-face-http-server/utils/EmbeddingGenerator.py b/samples/apps/hugging-face-http-server/utils/EmbeddingGenerator.py new file mode 100644 index 000000000000..47495ca56fe5 --- /dev/null +++ b/samples/apps/hugging-face-http-server/utils/EmbeddingGenerator.py @@ -0,0 +1,32 @@ +# Copyright (c) Microsoft. All rights reserved. + +import torch +from . import InferenceGenerator +from transformers import AutoModel, AutoTokenizer + +class EmbeddingGenerator(InferenceGenerator.InferenceGenerator): + def __init__(self, model_name): + super().__init__(model_name) + self.tokenizer = AutoTokenizer.from_pretrained(self.model_name) + self.tokenizer.pad_token = self.tokenizer.eos_token + + def _mean_pooling(self, model_output, attention_mask): + token_embeddings = model_output[0] #First element of model_output contains all token embeddings + input_mask_expanded = attention_mask.unsqueeze(-1).float() + x = torch.sum(token_embeddings * input_mask_expanded, 1) + y = torch.clamp(input_mask_expanded.sum(1), min=1e-9) + return (x / y) + + def perform_inference(self, sentences): + model = AutoModel.from_pretrained(self.model_name) + model.to(self.device) + + encodings = self.tokenizer( + sentences, + padding = True, + truncation = True, + return_tensors= 'pt') + + model_output = model(**encodings) + embeddings = self._mean_pooling(model_output, encodings['attention_mask']) + return embeddings, encodings.input_ids.numel() diff --git a/samples/apps/hugging-face-http-server/utils/ImageGenerator.py b/samples/apps/hugging-face-http-server/utils/ImageGenerator.py new file mode 100644 index 000000000000..3a6027ae1bff --- /dev/null +++ b/samples/apps/hugging-face-http-server/utils/ImageGenerator.py @@ -0,0 +1,35 @@ +# Copyright (c) Microsoft. All rights reserved. + +from diffusers import DiffusionPipeline +import base64 +from . import InferenceGenerator +from io import BytesIO +# The model used to get the tokenizer can be a little arbitrary +# since the tokenizers are common within the same model type + +class ImageGenerator(InferenceGenerator.InferenceGenerator): + def __init__(self, model_name): + super().__init__(model_name) + self.default_size = 512 + + def perform_inference(self, prompt, num_images, size): + generator = DiffusionPipeline.from_pretrained(self.model_name) + generator.to(self.device) + + height = self.default_size + width = self.default_size + + if size is not None: + tmp = size.split("x") + height = int(tmp[0]) + width = int(tmp[1]) + + images = generator([prompt] * num_images, height=height, width=width).images + + b64_images = [] + for image in images: + buffered = BytesIO() + image.save(buffered, format="PNG") + base64_image = base64.b64encode(buffered.getvalue()) + b64_images.append({"b64_json": base64_image.decode()}) + return b64_images diff --git a/samples/apps/hugging-face-http-server/utils/InferenceGenerator.py b/samples/apps/hugging-face-http-server/utils/InferenceGenerator.py new file mode 100644 index 000000000000..db5ba93eb9d4 --- /dev/null +++ b/samples/apps/hugging-face-http-server/utils/InferenceGenerator.py @@ -0,0 +1,14 @@ +# Copyright (c) Microsoft. All rights reserved. + +import os +import torch +from transformers import AutoTokenizer, AutoModelForCausalLM + +# The model used to get the tokenizer can be a little arbitrary +# since the tokenizers are common within the same model type + +class InferenceGenerator(): + def __init__(self, model_name): + os.environ['TOKENIZERS_PARALLELISM'] = "false" + self.model_name = model_name + self.device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') diff --git a/samples/apps/hugging-face-http-server/utils/create_responses.py b/samples/apps/hugging-face-http-server/utils/create_responses.py new file mode 100644 index 000000000000..d92043e54761 --- /dev/null +++ b/samples/apps/hugging-face-http-server/utils/create_responses.py @@ -0,0 +1,43 @@ +# Copyright (c) Microsoft. All rights reserved. + +from datetime import datetime + +# These responses are modeled after the OpenAI REST API + +def create_completion_response(completion_text, model, num_prompt_tokens, num_completion_tokens): + data = [{ + "generated_text": completion_text + }] + return data + +def create_embedding_indices(embeddings): + index = 0 + data_entries = [] + for embedding in embeddings: + data_entries.append({ + "object": "embedding", + "index": index, + "embedding": embedding.tolist() + }) + index = index + 1 + return data_entries + +def create_embedding_response(embeddings, num_prompt_tokens): + data_entries = create_embedding_indices(embeddings) + data = { + "object": "list", + "data": data_entries, + "usage": { + "prompt_tokens": num_prompt_tokens, + "total_tokens": num_prompt_tokens + } + } + return data + + +def create_image_gen_response(image_data): + data = { + "created": datetime.now(), + "data": image_data + } + return data diff --git a/samples/dotnet/kernel-syntax-examples/Example20_HuggingFace.cs b/samples/dotnet/kernel-syntax-examples/Example20_HuggingFace.cs new file mode 100644 index 000000000000..68fca8c88557 --- /dev/null +++ b/samples/dotnet/kernel-syntax-examples/Example20_HuggingFace.cs @@ -0,0 +1,33 @@ +// Copyright (c) Microsoft. All rights reserved. + +using System; +using System.Threading.Tasks; +using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.Connectors.HuggingFace.TextCompletion; +using RepoUtils; + +/** + * The following example shows how to use Semantic Kernel with HuggingFace API. + */ + +// ReSharper disable once InconsistentNaming +public static class Example20_HuggingFace +{ + public static async Task RunAsync() + { + Console.WriteLine("======== HuggingFace text completion AI ========"); + + IKernel kernel = new KernelBuilder().WithLogger(ConsoleLogger.Log).Build(); + + // Add HuggingFace text completion service + kernel.Config.AddTextCompletionService("hf-text-completion", (kernel) => new HuggingFaceTextCompletion(Env.Var("HF_API_KEY"), "gpt2")); + + const string FUNCTION_DEFINITION = "Question: {{$input}}; Answer:"; + + var questionAnswerFunction = kernel.CreateSemanticFunction(FUNCTION_DEFINITION); + + var result = await questionAnswerFunction.InvokeAsync("What is New York?"); + + Console.WriteLine(result); + } +} diff --git a/samples/dotnet/kernel-syntax-examples/Program.cs b/samples/dotnet/kernel-syntax-examples/Program.cs index 8799c3c1507e..4e0c993d56ea 100644 --- a/samples/dotnet/kernel-syntax-examples/Program.cs +++ b/samples/dotnet/kernel-syntax-examples/Program.cs @@ -65,6 +65,9 @@ public static async Task Main() await Example19_Qdrant.RunAsync(); Console.WriteLine("== DONE =="); + + await Example20_HuggingFace.RunAsync(); + Console.WriteLine("== DONE =="); } } #pragma warning restore CS1591 From bcd740b69ab117cacc79627df2e085edc41735df Mon Sep 17 00:00:00 2001 From: Devis Lucato Date: Thu, 30 Mar 2023 21:46:25 -0700 Subject: [PATCH 15/20] Remove files that could contain secrets (#244) ### Motivation and Context Reduce the risk of checking in secrets, removing the ".env" files in the repo. ".env" is already in .gitignore, but some files were checked in earlier. ### Description Rename all .env to .env.example. --- .../{.env => .env.example} | 0 samples/apps/auth-api-webapp-react/README.md | 18 ++++++++++-------- .../{.env => .env.example} | 0 .../{.env => .env.example} | 0 .../{.env => .env.example} | 0 5 files changed, 10 insertions(+), 8 deletions(-) rename samples/apps/auth-api-webapp-react/{.env => .env.example} (100%) rename samples/apps/book-creator-webapp-react/{.env => .env.example} (100%) rename samples/apps/chat-summary-webapp-react/{.env => .env.example} (100%) rename samples/apps/github-qna-webapp-react/{.env => .env.example} (100%) diff --git a/samples/apps/auth-api-webapp-react/.env b/samples/apps/auth-api-webapp-react/.env.example similarity index 100% rename from samples/apps/auth-api-webapp-react/.env rename to samples/apps/auth-api-webapp-react/.env.example diff --git a/samples/apps/auth-api-webapp-react/README.md b/samples/apps/auth-api-webapp-react/README.md index d4f7f4aa5aee..74952b42edd9 100644 --- a/samples/apps/auth-api-webapp-react/README.md +++ b/samples/apps/auth-api-webapp-react/README.md @@ -12,7 +12,7 @@ 1. You will need an [Open AI Key](https://openai.com/api/) or [Azure Open AI Service key](https://learn.microsoft.com/azure/cognitive-services/openai/quickstart) for this sample -2. Ensure the KernelHttpServer sample is already running at `http://localhost:7071`. If not, follow the steps +2. Ensure the KernelHttpServer sample is already running at `http://localhost:7071`. If not, follow the steps to start it [here](../../dotnet/KernelHttpServer/README.md). 3. You will also need to [register your application](https://learn.microsoft.com/azure/active-directory/develop/quickstart-register-app) @@ -20,11 +20,12 @@ [here](https://learn.microsoft.com/azure/active-directory/develop/quickstart-register-app). - Select **`Single-page application (SPA)`** as platform type, and the Redirect URI will be **`http://localhost:3000`** - Select **`Personal Microsoft accounts only`** as supported account types for this sample -4. Once registered, copy the **Application (client) ID** from the Azure Portal and paste - the GUID into the **[.env](.env)** file next to `REACT_APP_GRAPH_CLIENT_ID=` (first line of the .env file). -5. **Run** the following command `yarn install` (if you have never run the sample before) +4. Copy **[.env.example](.env.example)** into a new file with name "**.env**". +5. Once registered, copy the **Application (client) ID** from the Azure Portal and paste + the GUID into the **.env** file next to `REACT_APP_GRAPH_CLIENT_ID=` (first line of the .env file). +6. **Run** the following command `yarn install` (if you have never run the sample before) and/or `yarn start` from the command line. -6. A browser will automatically open, otherwise you can navigate to `http://localhost:3000` to use the sample. +7. A browser will automatically open, otherwise you can navigate to `http://localhost:3000` to use the sample. ## About the Authenticated API’s Sample @@ -45,7 +46,8 @@ Each function will call Microsoft Graph and/or Open AI to perform the tasks. ### unauthorized_client: The client does not exist or is not enabled for consumers. 1. Ensure in your Application Manifest that **`Personal Microsoft accounts`** are allowed to sign in. - - `"signInAudience": "PersonalMicrosoftAccount"` or - - `"signInAudience": "AzureADandPersonalMicrosoftAccount"` -2. If you are not able to change the manifest, create a new Application following the instructions in [Running the sample](#running-the-sample), step 3. \ No newline at end of file + - `"signInAudience": "PersonalMicrosoftAccount"` or + - `"signInAudience": "AzureADandPersonalMicrosoftAccount"` + +2. If you are not able to change the manifest, create a new Application following the instructions in [Running the sample](#running-the-sample), step 3. diff --git a/samples/apps/book-creator-webapp-react/.env b/samples/apps/book-creator-webapp-react/.env.example similarity index 100% rename from samples/apps/book-creator-webapp-react/.env rename to samples/apps/book-creator-webapp-react/.env.example diff --git a/samples/apps/chat-summary-webapp-react/.env b/samples/apps/chat-summary-webapp-react/.env.example similarity index 100% rename from samples/apps/chat-summary-webapp-react/.env rename to samples/apps/chat-summary-webapp-react/.env.example diff --git a/samples/apps/github-qna-webapp-react/.env b/samples/apps/github-qna-webapp-react/.env.example similarity index 100% rename from samples/apps/github-qna-webapp-react/.env rename to samples/apps/github-qna-webapp-react/.env.example From 6e2d3141c63eec48d21421ea8272af71988ef284 Mon Sep 17 00:00:00 2001 From: Craig Presti <146438+craigomatic@users.noreply.github.com> Date: Fri, 31 Mar 2023 08:55:34 -0700 Subject: [PATCH 16/20] Change visibility modifiers on MemoryRecord and associated collection classes (#250) ### Motivation and Context `MemoryRecord`, along with several useful classes in the `SemanticKernel.Memory.Collections` namespace currently have an internal visibility modifier. This prevents 3rd party libraries from reusing code when creating implementations of `IEmbeddingWithMetadata`, which is needed in implementations of `IMemoryStore` Two implementations are currently blocked on this: * Skills.Memory.Sqlite * Skills.Memory.CosmosDB As both of these backing stores are not vector DB stores, they implement cosine similarity comparisons locally, which is performed using `TopNCollection` and its dependencies, all of which are currently internal. Related community feedback item here: https://github.com/microsoft/semantic-kernel/issues/202 ### Description Change the following classes from internal to public: * MemoryRecord * MinHeap * Score * ScoredValue * TopNCollection --- dotnet/src/SemanticKernel/Memory/Collections/MinHeap.cs | 2 +- dotnet/src/SemanticKernel/Memory/Collections/Score.cs | 2 +- dotnet/src/SemanticKernel/Memory/Collections/ScoredValue.cs | 4 +++- .../src/SemanticKernel/Memory/Collections/TopNCollection.cs | 2 +- dotnet/src/SemanticKernel/Memory/MemoryRecord.cs | 2 +- 5 files changed, 7 insertions(+), 5 deletions(-) diff --git a/dotnet/src/SemanticKernel/Memory/Collections/MinHeap.cs b/dotnet/src/SemanticKernel/Memory/Collections/MinHeap.cs index 8d18a6722066..a4d5b6666b41 100644 --- a/dotnet/src/SemanticKernel/Memory/Collections/MinHeap.cs +++ b/dotnet/src/SemanticKernel/Memory/Collections/MinHeap.cs @@ -11,7 +11,7 @@ namespace Microsoft.SemanticKernel.Memory.Collections; /// Implements the classic 'heap' data structure. By default, the item with the lowest value is at the top of the heap. /// /// Data type. -internal class MinHeap : IEnumerable where T : IComparable +public class MinHeap : IEnumerable where T : IComparable { private const int DefaultCapacity = 7; private const int MinCapacity = 0; diff --git a/dotnet/src/SemanticKernel/Memory/Collections/Score.cs b/dotnet/src/SemanticKernel/Memory/Collections/Score.cs index b1454c4ad684..64984054b717 100644 --- a/dotnet/src/SemanticKernel/Memory/Collections/Score.cs +++ b/dotnet/src/SemanticKernel/Memory/Collections/Score.cs @@ -8,7 +8,7 @@ namespace Microsoft.SemanticKernel.Memory.Collections; /// /// Structure for storing score value. /// -internal struct Score : IComparable, IEquatable +public struct Score : IComparable, IEquatable { public double Value { get; set; } diff --git a/dotnet/src/SemanticKernel/Memory/Collections/ScoredValue.cs b/dotnet/src/SemanticKernel/Memory/Collections/ScoredValue.cs index 3270059e6d7d..916a26299d3c 100644 --- a/dotnet/src/SemanticKernel/Memory/Collections/ScoredValue.cs +++ b/dotnet/src/SemanticKernel/Memory/Collections/ScoredValue.cs @@ -9,7 +9,7 @@ namespace Microsoft.SemanticKernel.Memory.Collections; /// Structure for storing data which can be scored. /// /// Data type. -internal struct ScoredValue : IComparable>, IEquatable> +public struct ScoredValue : IComparable>, IEquatable> { public ScoredValue(T item, double score) { @@ -92,6 +92,8 @@ public override int GetHashCode() return left.CompareTo(right) >= 0; } + + [System.Diagnostics.CodeAnalysis.SuppressMessage("Design", "CA1000:Do not declare static members on generic types", Justification = "Min value convenience method")] public static ScoredValue Min() { return new ScoredValue(default!, Score.Min); diff --git a/dotnet/src/SemanticKernel/Memory/Collections/TopNCollection.cs b/dotnet/src/SemanticKernel/Memory/Collections/TopNCollection.cs index 745ddaba3e62..51b7d28622e5 100644 --- a/dotnet/src/SemanticKernel/Memory/Collections/TopNCollection.cs +++ b/dotnet/src/SemanticKernel/Memory/Collections/TopNCollection.cs @@ -10,7 +10,7 @@ namespace Microsoft.SemanticKernel.Memory.Collections; /// Automatically flushes out any not in the top N. /// By default, items are not sorted by score until you call . /// -internal class TopNCollection : IEnumerable> +public class TopNCollection : IEnumerable> { private readonly int _maxItems; private readonly MinHeap> _heap; diff --git a/dotnet/src/SemanticKernel/Memory/MemoryRecord.cs b/dotnet/src/SemanticKernel/Memory/MemoryRecord.cs index fb25ad45c21c..cfe32d229802 100644 --- a/dotnet/src/SemanticKernel/Memory/MemoryRecord.cs +++ b/dotnet/src/SemanticKernel/Memory/MemoryRecord.cs @@ -8,7 +8,7 @@ namespace Microsoft.SemanticKernel.Memory; /// /// IMPORTANT: this is a storage schema. Changing the fields will invalidate existing metadata stored in persistent vector DBs. /// -internal class MemoryRecord : IEmbeddingWithMetadata +public class MemoryRecord : IEmbeddingWithMetadata { /// /// Source content embeddings. From 24503c968d509ce02516f9beff2a2ac7b8d0864d Mon Sep 17 00:00:00 2001 From: Craig Presti <146438+craigomatic@users.noreply.github.com> Date: Fri, 31 Mar 2023 09:11:24 -0700 Subject: [PATCH 17/20] Fix Github skill to better support DB backed memory stores (#254) ### Motivation and Context When using a database backed memory store, there is typically a unique id constraint. The current code will supply the same id when there are multiple paragraphs that have been summarised for the same file. ### Description This PR appends a number to the end of each id to guarantee uniqueness. --- samples/dotnet/github-skills/GitHubSkill.cs | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/samples/dotnet/github-skills/GitHubSkill.cs b/samples/dotnet/github-skills/GitHubSkill.cs index 67fd8b22e907..eb96a276dda7 100644 --- a/samples/dotnet/github-skills/GitHubSkill.cs +++ b/samples/dotnet/github-skills/GitHubSkill.cs @@ -191,12 +191,12 @@ private async Task SummarizeCodeFileAsync(string filePath, string repositoryUri, } } - foreach (var paragraph in paragraphs) + for (int i = 0; i < paragraphs.Count; i++) { await this._kernel.Memory.SaveInformationAsync( $"{repositoryUri}-{repositoryBranch}", - text: $"{paragraph} File:{repositoryUri}/blob/{repositoryBranch}/{fileUri}", - id: fileUri); + text: $"{paragraphs[i]} File:{repositoryUri}/blob/{repositoryBranch}/{fileUri}", + id: $"{fileUri}_{i}"); } } else From d94d5c6c2a923ca8350159bf353d582859001b71 Mon Sep 17 00:00:00 2001 From: SergeyMenshykh <68852919+SergeyMenshykh@users.noreply.github.com> Date: Fri, 31 Mar 2023 17:29:46 +0100 Subject: [PATCH 18/20] Remove unnecessary finalizer of the OpenAIClientAbstract class. (#253) This change removes unnecessary destructor/finalizer declared by OpenAIClientAbstract class and inherited by the backend classes implementing it. Finalizers are usually used to release/clean **unmanaged** resources referenced directly through OS handles. Taking into account that neither of SK SDK backends is using any unmanaged resource directly, the finalizer is not really needed and having the IDisposable.Dispose method is enough to release **managed** resources. There's also a needless loss of performance associated with class finalizers - every instance of the class that implements the finalizer will be put into a special Finalize queue by garbage collector (GC), then the queue got processed by GC, and only on the next GC cycle the instances will be removed from RAM. --- .../Connectors/OpenAI/OpenAIClientAbstract.cs | 8 -------- 1 file changed, 8 deletions(-) diff --git a/dotnet/src/SemanticKernel/Connectors/OpenAI/OpenAIClientAbstract.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/OpenAIClientAbstract.cs index 5f82462cff43..e2ded71b868f 100644 --- a/dotnet/src/SemanticKernel/Connectors/OpenAI/OpenAIClientAbstract.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/OpenAIClientAbstract.cs @@ -346,13 +346,5 @@ private async Task ExecutePostRequestAsync(string url, string requestBody, } } - /// - /// C# finalizer - /// - ~OpenAIClientAbstract() - { - this.Dispose(false); - } - #endregion } From cf1d2b491177727ed54b7487d31816c106d894e5 Mon Sep 17 00:00:00 2001 From: Jeff Kramer Date: Fri, 31 Mar 2023 18:14:41 -0700 Subject: [PATCH 19/20] Update README.md (#263) Fix README to reflect the content of the latest nuget (AddAzureOpenAITextCompletion call and required libs) --- README.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 070e3a14a4bb..9abdc137ad78 100644 --- a/README.md +++ b/README.md @@ -97,12 +97,14 @@ Here is a quick example of how to use Semantic Kernel from a C# console app. ```csharp using Microsoft.SemanticKernel; +using Microsoft.SemanticKernel.KernelExtensions; +using Microsoft.SemanticKernel.Configuration; var kernel = Kernel.Builder.Build(); // For Azure Open AI details please see // https://learn.microsoft.com/azure/cognitive-services/openai/quickstart?pivots=rest-api -kernel.Config.AddAzureOpenAITextCompletionService( +kernel.Config.AddAzureOpenAITextCompletion( "davinci-azure", // Alias used by the kernel "text-davinci-003", // Azure OpenAI *Deployment ID* "https://contoso.openai.azure.com/", // Azure OpenAI *Endpoint* From 9a825d0d024d1227770f112e3c18c6808d54ce1d Mon Sep 17 00:00:00 2001 From: Devis Lucato Date: Sun, 2 Apr 2023 07:42:45 -0700 Subject: [PATCH 20/20] Fix nuget, include tokenizer data files into the output dir (#269) --- .../Tokenizers/Settings/EmbeddedResource.cs | 41 ++++++++++++++++--- .../Memory/Collections/ScoredValue.cs | 1 - .../src/SemanticKernel/SemanticKernel.csproj | 2 + .../FileCompression/FileCompressionSkill.cs | 26 ++++++------ .../dotnet/FileCompression/IFileCompressor.cs | 2 +- .../FileCompression/ZipFileCompressor.cs | 2 +- 6 files changed, 53 insertions(+), 21 deletions(-) diff --git a/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/EmbeddedResource.cs b/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/EmbeddedResource.cs index 30d59479b6a3..a3e3b5a4de12 100644 --- a/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/EmbeddedResource.cs +++ b/dotnet/src/SemanticKernel/Connectors/OpenAI/Tokenizers/Settings/EmbeddedResource.cs @@ -2,6 +2,7 @@ using System; using System.IO; +using System.Reflection; namespace Microsoft.SemanticKernel.Connectors.OpenAI.Tokenizers.Settings; @@ -37,16 +38,46 @@ internal static string ReadEncodingTable() /// Error in case the file doesn't exist private static string ReadFile(string fileName) { - // Assume the class namespace matches the directory structure to find the file - var dir = s_namespace + // Assume the class namespace matches the directory structure + var currentClassDir = s_namespace .Replace(PrefixToIgnore, "", StringComparison.OrdinalIgnoreCase) .Trim('.') .Replace('.', Path.DirectorySeparatorChar); - var file = Path.Join(dir, fileName); + // Check the execution assembly directory first + var assembly1 = Assembly.GetExecutingAssembly(); + var assembly1Dir = Path.GetDirectoryName(Path.GetFullPath(assembly1.Location)); - if (!File.Exists(file)) { throw new FileNotFoundException(file); } + // Concatenate assembly location with class namespace with file name + var filePath1 = Path.Join(assembly1Dir, currentClassDir, fileName); + if (File.Exists(filePath1)) + { + return File.ReadAllText(filePath1); + } - return File.ReadAllText(file); + // Check the current assembly, in case that's a different file on a different directory + Assembly? assembly2 = Assembly.GetAssembly(typeof(EmbeddedResource)); + if (assembly2 == null) + { + throw new FileNotFoundException($"{fileName} not found, path: '{filePath1}'"); + } + + // Path where the assembly is + var assembly2Dir = Path.GetDirectoryName(Path.GetFullPath(assembly2.Location)); + + // No need to continue if the path is the same + if (assembly2Dir == assembly1Dir) + { + throw new FileNotFoundException($"{fileName} not found, path: '{filePath1}'"); + } + + // Concatenate assembly location with class namespace with file name + var filePath2 = Path.Join(assembly2Dir, currentClassDir, fileName); + if (File.Exists(filePath2)) + { + return File.ReadAllText(filePath2); + } + + throw new FileNotFoundException($"{fileName} not found, paths: '{filePath1}', '{filePath2}'"); } } diff --git a/dotnet/src/SemanticKernel/Memory/Collections/ScoredValue.cs b/dotnet/src/SemanticKernel/Memory/Collections/ScoredValue.cs index 916a26299d3c..e86a8e9a2018 100644 --- a/dotnet/src/SemanticKernel/Memory/Collections/ScoredValue.cs +++ b/dotnet/src/SemanticKernel/Memory/Collections/ScoredValue.cs @@ -92,7 +92,6 @@ public override int GetHashCode() return left.CompareTo(right) >= 0; } - [System.Diagnostics.CodeAnalysis.SuppressMessage("Design", "CA1000:Do not declare static members on generic types", Justification = "Min value convenience method")] public static ScoredValue Min() { diff --git a/dotnet/src/SemanticKernel/SemanticKernel.csproj b/dotnet/src/SemanticKernel/SemanticKernel.csproj index 6dcfdcc3616f..0be7e9278627 100644 --- a/dotnet/src/SemanticKernel/SemanticKernel.csproj +++ b/dotnet/src/SemanticKernel/SemanticKernel.csproj @@ -48,10 +48,12 @@ PreserveNewest + true PreserveNewest + true \ No newline at end of file diff --git a/samples/dotnet/FileCompression/FileCompressionSkill.cs b/samples/dotnet/FileCompression/FileCompressionSkill.cs index d4b7489dafd4..c164b8c2f627 100644 --- a/samples/dotnet/FileCompression/FileCompressionSkill.cs +++ b/samples/dotnet/FileCompression/FileCompressionSkill.cs @@ -9,7 +9,7 @@ using Microsoft.SemanticKernel.Orchestration; using Microsoft.SemanticKernel.SkillDefinition; -namespace Microsoft.SemanticKernel.Skills.FileCompression; +namespace FileCompression; /// /// Skill for compressing and decompressing files. @@ -67,11 +67,11 @@ public FileCompressionSkill(IFileCompressor fileCompressor, ILogger CompressFileAsync(string sourceFilePath, SKContext context) { - this._logger.LogTrace($"{nameof(CompressFileAsync)} got called"); + this._logger.LogTrace($"{nameof(this.CompressFileAsync)} got called"); if (!context.Variables.Get(Parameters.DestinationFilePath, out string destinationFilePath)) { - const string errorMessage = $"Missing context variable {Parameters.DestinationFilePath} in {nameof(CompressFileAsync)}"; + const string errorMessage = $"Missing context variable {Parameters.DestinationFilePath} in {nameof(this.CompressFileAsync)}"; this._logger.LogError(errorMessage); context.Fail(errorMessage); @@ -79,8 +79,8 @@ public FileCompressionSkill(IFileCompressor fileCompressor, ILogger CompressDirectoryAsync(string sourceDirectoryPath, SKContext context) { - this._logger.LogTrace($"{nameof(CompressDirectoryAsync)} got called"); + this._logger.LogTrace($"{nameof(this.CompressDirectoryAsync)} got called"); if (!context.Variables.Get(Parameters.DestinationFilePath, out string destinationFilePath)) { - const string errorMessage = $"Missing context variable {Parameters.DestinationFilePath} in {nameof(CompressDirectoryAsync)}"; + const string errorMessage = $"Missing context variable {Parameters.DestinationFilePath} in {nameof(this.CompressDirectoryAsync)}"; this._logger.LogError(errorMessage); context.Fail(errorMessage); @@ -109,8 +109,8 @@ await this._fileCompressor.CompressFileAsync(Environment.ExpandEnvironmentVariab } await this._fileCompressor.CompressDirectoryAsync(Environment.ExpandEnvironmentVariables(sourceDirectoryPath), - Environment.ExpandEnvironmentVariables(destinationFilePath), - context.CancellationToken); + Environment.ExpandEnvironmentVariables(destinationFilePath), + context.CancellationToken); return destinationFilePath; } @@ -127,11 +127,11 @@ await this._fileCompressor.CompressDirectoryAsync(Environment.ExpandEnvironmentV [SKFunctionContextParameter(Name = Parameters.DestinationDirectoryPath, Description = "Directory into which to extract the decompressed content")] public async Task DecompressFileAsync(string sourceFilePath, SKContext context) { - this._logger.LogTrace($"{nameof(DecompressFileAsync)} got called"); + this._logger.LogTrace($"{nameof(this.DecompressFileAsync)} got called"); if (!context.Variables.Get(Parameters.DestinationDirectoryPath, out string destinationDirectoryPath)) { - const string errorMessage = $"Missing context variable {Parameters.DestinationDirectoryPath} in {nameof(DecompressFileAsync)}"; + const string errorMessage = $"Missing context variable {Parameters.DestinationDirectoryPath} in {nameof(this.DecompressFileAsync)}"; this._logger.LogError(errorMessage); context.Fail(errorMessage); @@ -144,8 +144,8 @@ await this._fileCompressor.CompressDirectoryAsync(Environment.ExpandEnvironmentV } await this._fileCompressor.DecompressFileAsync(Environment.ExpandEnvironmentVariables(sourceFilePath), - Environment.ExpandEnvironmentVariables(destinationDirectoryPath), - context.CancellationToken); + Environment.ExpandEnvironmentVariables(destinationDirectoryPath), + context.CancellationToken); return destinationDirectoryPath; } diff --git a/samples/dotnet/FileCompression/IFileCompressor.cs b/samples/dotnet/FileCompression/IFileCompressor.cs index 75f666f5437f..6a9c272eea78 100644 --- a/samples/dotnet/FileCompression/IFileCompressor.cs +++ b/samples/dotnet/FileCompression/IFileCompressor.cs @@ -3,7 +3,7 @@ using System.Threading; using System.Threading.Tasks; -namespace Microsoft.SemanticKernel.Skills.FileCompression; +namespace FileCompression; /// /// Interface for file compression / decompression. diff --git a/samples/dotnet/FileCompression/ZipFileCompressor.cs b/samples/dotnet/FileCompression/ZipFileCompressor.cs index 104d42e0809c..4a0bcd9418d0 100644 --- a/samples/dotnet/FileCompression/ZipFileCompressor.cs +++ b/samples/dotnet/FileCompression/ZipFileCompressor.cs @@ -5,7 +5,7 @@ using System.Threading; using System.Threading.Tasks; -namespace Microsoft.SemanticKernel.Skills.FileCompression; +namespace FileCompression; /// /// Implementation of that uses the Zip format.