From b69386dd3e27a45864ea604b89e3318488569b25 Mon Sep 17 00:00:00 2001 From: Maria Date: Thu, 14 Dec 2023 15:57:42 -0800 Subject: [PATCH 1/5] OIVF first commit --- demos/offline_ivf/__init__.py | 0 demos/offline_ivf/config_ssnpp.yaml | 109 +++ .../offline_ivf/create_sharded_ssnpp_files.py | 54 ++ demos/offline_ivf/dataset.py | 161 ++++ demos/offline_ivf/generate_config.py | 37 + demos/offline_ivf/offline_ivf.py | 875 ++++++++++++++++++ demos/offline_ivf/run.py | 183 ++++ .../tests/test_data/test_iterate_input.py | 114 +++ demos/offline_ivf/tests/test_offline_ivf.py | 506 ++++++++++ demos/offline_ivf/tests/testing_utils.py | 346 +++++++ demos/offline_ivf/utils.py | 88 ++ 11 files changed, 2473 insertions(+) create mode 100644 demos/offline_ivf/__init__.py create mode 100644 demos/offline_ivf/config_ssnpp.yaml create mode 100644 demos/offline_ivf/create_sharded_ssnpp_files.py create mode 100644 demos/offline_ivf/dataset.py create mode 100644 demos/offline_ivf/generate_config.py create mode 100644 demos/offline_ivf/offline_ivf.py create mode 100644 demos/offline_ivf/run.py create mode 100644 demos/offline_ivf/tests/test_data/test_iterate_input.py create mode 100644 demos/offline_ivf/tests/test_offline_ivf.py create mode 100644 demos/offline_ivf/tests/testing_utils.py create mode 100644 demos/offline_ivf/utils.py diff --git a/demos/offline_ivf/__init__.py b/demos/offline_ivf/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/demos/offline_ivf/config_ssnpp.yaml b/demos/offline_ivf/config_ssnpp.yaml new file mode 100644 index 0000000000..690f0de156 --- /dev/null +++ b/demos/offline_ivf/config_ssnpp.yaml @@ -0,0 +1,109 @@ +d: 256 +output: /checkpoint/marialomeli/offline_faiss/ssnpp +index: + prod: + - 'IVF8192,PQ128' + non-prod: + - 'IVF16384,PQ128' + - 'IVF32768,PQ128' +nprobe: + prod: + - 512 + non-prod: + - 256 + - 128 + - 1024 + - 2048 + - 4096 + - 8192 + +k: 50 +index_shard_size: 50000000 +query_batch_size: 50000000 +evaluation_sample: 10000 +training_sample: 1572864 +datasets: + ssnpp_1B: + root: /checkpoint/marialomeli/ssnpp_data + size: 1000000000 + files: + - dtype: uint8 + format: npy + name: ssnpp_0000000000.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000001.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000002.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000003.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000004.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000005.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000006.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000007.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000008.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000009.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000010.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000011.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000012.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000013.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000014.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000015.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000016.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000017.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000018.npy + size: 50000000 + - dtype: uint8 + format: npy + name: ssnpp_0000000019.npy + size: 50000000 diff --git a/demos/offline_ivf/create_sharded_ssnpp_files.py b/demos/offline_ivf/create_sharded_ssnpp_files.py new file mode 100644 index 0000000000..87655eb9b5 --- /dev/null +++ b/demos/offline_ivf/create_sharded_ssnpp_files.py @@ -0,0 +1,54 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. + +import numpy as np +import argparse +import os + +def xbin_mmap(fname, dtype, maxn=-1): + """ + Code from https://github.com/harsha-simhadri/big-ann-benchmarks/blob/main/benchmark/dataset_io.py#L94 + mmap the competition file format for a given type of items + """ + n, d = map(int, np.fromfile(fname, dtype="uint32", count=2)) + assert os.stat(fname).st_size == 8 + n * d * np.dtype(dtype).itemsize + if maxn > 0: + n = min(n, maxn) + return np.memmap(fname, dtype=dtype, mode="r", offset=8, shape=(n, d)) + + +def main(args: argparse.Namespace): + + ssnpp_data = xbin_mmap(fname=args.filepath,dtype="uint8") + num_batches = ssnpp_data.shape[0]//args.data_batch + assert ssnpp_data.shape[0]%args.data_batch==0, "the number of embeddings per file needs to be a divisor of the total number of embeddings" + for i in range(num_batches): + xb_batch=ssnpp_data[i*args.data_batch:(i+1)*args.data_batch,:] + filename=args.output_dir+f"/ssnpp_{(i):010}.npy" + np.save(filename,xb_batch) + print(f"File {filename} is saved!") + +if __name__ == "__main__": + + parser = argparse.ArgumentParser() + parser.add_argument( + "--data_batch", + dest="data_batch", + type=int, + default=50000000, + help="Number of embeddings per file, should be a divisor of 1B", + ) + parser.add_argument("--filepath", + dest="filepath", + type=str, + default="/datasets01/big-ann-challenge-data/FB_ssnpp/FB_ssnpp_database.u8bin", + help="path of 1B ssnpp database vectors' original file") + parser.add_argument("--filepath", + dest="output_dir", + type=str, + default="/checkpoint/marialomeli/ssnpp_data", + help="path to put sharded files") + + args = parser.parse_args() + main(args) \ No newline at end of file diff --git a/demos/offline_ivf/dataset.py b/demos/offline_ivf/dataset.py new file mode 100644 index 0000000000..701d249db6 --- /dev/null +++ b/demos/offline_ivf/dataset.py @@ -0,0 +1,161 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. + +import os +import numpy as np +import faiss +from typing import List +import random +import logging +from functools import lru_cache + + +def create_dataset_from_oivf_config(cfg, ds_name): + normalise = cfg["normalise"] if "normalise" in cfg else False + return MultiFileVectorDataset( + cfg["datasets"][ds_name]["root"], + [ + FileDescriptor(f["name"], f["format"], np.dtype(f["dtype"]), f["size"]) + for f in cfg["datasets"][ds_name]["files"] + ], + cfg["d"], + normalise, + cfg["datasets"][ds_name]["size"], + ) + + +@lru_cache(maxsize=100) +def _memmap_vecs(file_name: str, format: str, dtype: np.dtype, size: int, d: int) -> np.array: + """ + If the file is in raw format, then file size will be divisible by the dimensionality and + by the size of the data type. Otherwise,the file contains a header and we assume it is of + .npy type. It the returns the memmapped file. + """ + + assert os.path.exists(file_name), f"file does not exist {file_name}" + if format == "raw": + fl = os.path.getsize(file_name) + nb = fl // d // dtype.itemsize + assert nb == size, f"{nb} is different than config's {size}" + assert fl == d * dtype.itemsize * nb # no header + return np.memmap(file_name, shape=(nb, d), dtype=dtype, mode="r") + elif format == "npy": + vecs = np.load(file_name, mmap_mode="r") + assert vecs.shape[0] == size, f"size:{size},shape {vecs.shape[0]}" + assert vecs.shape[1] == d + assert vecs.dtype == dtype + return vecs + else: + ValueError("The file cannot be loaded in the current format.") + + +class FileDescriptor: + def __init__(self, name: str, format: str, dtype: np.dtype, size: int): + self.name = name + self.format = format + self.dtype = dtype + self.size = size + + +class MultiFileVectorDataset: + def __init__( + self, + root: str, + file_descriptors: List[FileDescriptor], + d: int, + normalize: bool, + size: int, + ): + assert os.path.exists(root) + self.root = root + self.file_descriptors = file_descriptors + self.d = d + self.normalize = normalize + self.size = size + self.file_offsets = [0] + t = 0 + for f in self.file_descriptors: + xb = _memmap_vecs(f"{self.root}/{f.name}", f.format, f.dtype, f.size, self.d) + t += xb.shape[0] + self.file_offsets.append(t) + assert t == self.size, "the sum of number of embeddings per file is not equal to the total number of embeddings" + + def iterate(self, start: int, batch_size: int, dt: np.dtype): + buffer = np.empty(shape=(batch_size, self.d), dtype=dt) + rem = 0 + for f in self.file_descriptors: + if start >= f.size: + start -= f.size + continue + logging.info(f"processing: {f.name}...") + xb = _memmap_vecs( + f"{self.root}/{f.name}", + f.format, + f.dtype, + f.size, + self.d, + ) + if start > 0: + xb = xb[start:] + start = 0 + req = min(batch_size - rem, xb.shape[0]) + buffer[rem : rem + req] = xb[:req] + rem += req + if rem == batch_size: + if self.normalize: + faiss.normalize_L2(buffer) + yield buffer.copy() + rem = 0 + for i in range(req, xb.shape[0], batch_size): + j = i + batch_size + if j <= xb.shape[0]: + tmp = xb[i:j].astype(dt) + if self.normalize: + faiss.normalize_L2(tmp) + yield tmp + else: + rem = xb.shape[0] - i + buffer[:rem] = xb[i:j] + if rem > 0: + tmp = buffer[:rem] + if self.normalize: + faiss.normalize_L2(tmp) + yield tmp + + def get(self, idx: List[int]): + n = len(idx) + fidx = np.searchsorted(self.file_offsets, idx, "right") + res = np.empty(shape=(len(idx), self.d), dtype=np.float32) + for r, id, fid in zip(range(n), idx, fidx): + assert fid > 0 and fid <= len(self.file_descriptors), f"{fid}" + f = self.file_descriptors[fid - 1] + # deferring normalization until after reading the vec + vecs = _memmap_vecs(f"{self.root}/{f.name}", f.format, f.dtype, f.size, self.d) + i = id - self.file_offsets[fid - 1] + assert i >= 0 and i < vecs.shape[0] + res[r, :] = vecs[i] # TODO: find a faster way + if self.normalize: + faiss.normalize_L2(res) + return res + + def sample(self, n, idx_fn, vecs_fn): + if vecs_fn and os.path.exists(vecs_fn): + vecs = np.load(vecs_fn) + assert vecs.shape == (n, self.d) + return vecs + if idx_fn and os.path.exists(idx_fn): + idx = np.load(idx_fn) + assert idx.size == n + else: + idx = np.array(sorted(random.sample(range(self.size), n))) + if idx_fn: + np.save(idx_fn, idx) + vecs = self.get(idx) + if vecs_fn: + np.save(vecs_fn, vecs) + return vecs + + def get_first_n(self, n, dt): + assert n <= self.size + return next(self.iterate(0, n, dt)) diff --git a/demos/offline_ivf/generate_config.py b/demos/offline_ivf/generate_config.py new file mode 100644 index 0000000000..fa1104127b --- /dev/null +++ b/demos/offline_ivf/generate_config.py @@ -0,0 +1,37 @@ +import numpy as np +import os +import yaml + +# with ssnpp sharded data +root= "/checkpoint/marialomeli/ssnpp_data" +file_names = [f"ssnpp_{i:010}.npy" for i in range(20)] +d = 256 +dt = np.dtype(np.uint8) + +def read_embeddings(fp): + fl = os.path.getsize(fp) + nb = fl // d // dt.itemsize + print(nb) + if fl == d * dt.itemsize * nb: # no header + return ("raw", np.memmap(fp, shape=(nb, d), dtype=dt, mode="r")) + else: # assume npy + vecs = np.load(fp, mmap_mode="r") + assert vecs.shape[1] == d + assert vecs.dtype == dt + return ("npy", vecs) + +cfg = {} +files = [] +size = 0 +for fn in file_names: + fp = f"{root}/{fn}" + assert os.path.exists(fp), f"{fp} is missing" + ft, xb = read_embeddings(fp) + files.append({"name": fn, "size": xb.shape[0], "dtype": dt.name, "format": ft}) + size += xb.shape[0] + +cfg["size"] = size +cfg["root"] = root +cfg["d"] = d +cfg["files"] = files +print(yaml.dump(cfg)) diff --git a/demos/offline_ivf/offline_ivf.py b/demos/offline_ivf/offline_ivf.py new file mode 100644 index 0000000000..9210c93e43 --- /dev/null +++ b/demos/offline_ivf/offline_ivf.py @@ -0,0 +1,875 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. + +import faiss +import numpy as np +import os +from tqdm import tqdm, trange +import sys +import logging +from faiss.contrib.ondisk import merge_ondisk +from faiss.contrib.big_batch_search import big_batch_search +from faiss.contrib.exhaustive_search import knn_ground_truth +from faiss.contrib.evaluation import knn_intersection_measure +from demos.offline_ivf.utils import get_intersection_cardinality_frequencies, margin, faiss_sanity_check, is_pretransform_index +from demos.offline_ivf.dataset import create_dataset_from_oivf_config + +logging.basicConfig( + format='%(asctime)s.%(msecs)03d %(levelname)-8s %(threadName)-12s %(message)s', + level=logging.INFO, + datefmt='%Y-%m-%d %H:%M:%S', + force=True +) + +EMBEDDINGS_BATCH_SIZE: int = 100_000 +NUM_SUBSAMPLES: int = 100 +SMALL_DATA_SAMPLE: int = 10000 + +class OfflineIVF: + def __init__(self, cfg, args, nprobe, index_factory_str): + # faiss_sanity_check() + self.input_d = cfg["d"] + self.dt = cfg["datasets"][args.xb]["files"][0][ + "dtype" + ] + assert self.input_d > 0 + output_dir = cfg["output"] + assert os.path.exists(output_dir) + self.index_factory = index_factory_str + assert self.index_factory != None + self.index_factory_fn = self.index_factory.replace(",", "_") + self.index_template_file = f"{output_dir}/{args.xb}/{self.index_factory_fn}.empty.faissindex" + logging.info(f"index template: {self.index_template_file}") + + if not args.xq: + args.xq = args.xb + + self.by_residual = True + if args.no_residuals: + self.by_residual = False + + xb_output_dir = f"{output_dir}/{args.xb}" + if not os.path.exists(xb_output_dir): + os.makedirs(xb_output_dir) + xq_output_dir = f"{output_dir}/{args.xq}" + if not os.path.exists(xq_output_dir): + os.makedirs(xq_output_dir) + search_output_dir = f"{output_dir}/{args.xq}_in_{args.xb}" + if not os.path.exists(search_output_dir): + os.makedirs(search_output_dir) + self.knn_dir = f"{search_output_dir}/knn" + if not os.path.exists(self.knn_dir): + os.makedirs(self.knn_dir) + self.eval_dir = f"{search_output_dir}/eval" + if not os.path.exists(self.eval_dir): + os.makedirs(self.eval_dir) + self.index = {} # to keep a reference to opened indices, + self.ivls = {} # hstack inverted lists, + self.index_shards = {} # and index shards + self.index_shard_prefix = f"{xb_output_dir}/{self.index_factory_fn}.shard_" + self.xq_index_shard_prefix = f"{xq_output_dir}/{self.index_factory_fn}.shard_" + self.index_file = f"{xb_output_dir}/{self.index_factory_fn}.faissindex" # TODO: added back temporarily for evaluate, handle name of non-sharded index file and remove. + self.xq_index_file = f"{xq_output_dir}/{self.index_factory_fn}.faissindex" + self.training_sample = cfg["training_sample"] + self.evaluation_sample = cfg["evaluation_sample"] + self.xq_ds = create_dataset_from_oivf_config(cfg, args.xq) + self.xb_ds = create_dataset_from_oivf_config(cfg, args.xb) + file_descriptors = self.xq_ds.file_descriptors + self.file_sizes = [fd.size for fd in file_descriptors] + self.shard_size = cfg["index_shard_size"] # ~100GB + self.nshards = self.xb_ds.size // self.shard_size + if self.xb_ds.size % self.shard_size != 0: + self.nshards += 1 + self.xq_nshards = self.xq_ds.size // self.shard_size + if self.xq_ds.size % self.shard_size != 0: + self.xq_nshards += 1 + self.nprobe = nprobe + assert self.nprobe > 0, "Invalid nprobe parameter." + if 'deduper' in cfg: + self.deduper = cfg['deduper'] + self.deduper_codec_fn = [f"{xb_output_dir}/deduper_codec_{codec.replace(',', '_')}" for codec in self.deduper] + self.deduper_idx_fn = [f"{xb_output_dir}/deduper_idx_{codec.replace(',', '_')}" for codec in self.deduper] + else: + self.deduper = None + self.k = cfg["k"] + assert self.k > 0, "Invalid number of neighbours parameter." + self.knn_output_file_suffix = f"{self.index_factory_fn}_np{self.nprobe}.npy" + + fp = 32 + if self.dt == "float16": + fp = 16 + self.postprocess_output_dir = ( + self.knn_dir + + f"/dists5_p5.{args.xb}-{args.xq}.{self.index_factory_fn}.k{self.k}.np{self.nprobe}.fp{fp}-shard" + ) + + self.xq_bs = cfg["query_batch_size"] + if "metric" in cfg: + try: + self.metric = eval(f'faiss.{cfg["metric"]}') + except: + assert False, f"Metric {cfg['metric']} is not supported." + else: + self.metric = faiss.METRIC_L2 + + if "evaluate_by_margin" in cfg: + self.evaluate_by_margin = cfg["evaluate_by_margin"] + else: + self.evaluate_by_margin = False + + os.system("grep -m1 'model name' < /proc/cpuinfo") + os.system("grep -E 'MemTotal|MemFree' /proc/meminfo") + os.system("nvidia-smi") + os.system("nvcc --version") + + self.knn_queries_memory_limit = 4 * 1024 * 1024 * 1024 # 4 GB + self.knn_vectors_memory_limit = 8 * 1024 * 1024 * 1024 # 8 GB + + def input_stats(self): + """ + Trains the index using a subsample of the first chunk of data in the database and saves it in the template file (with no vectors added). + """ + xb_sample = self.xb_ds.get_first_n(self.training_sample, np.float32) + logging.info(f"input shape: {xb_sample.shape}") + logging.info("running MatrixStats on training sample...") + logging.info(faiss.MatrixStats(xb_sample).comments) + logging.info("done") + + def dedupe(self): + logging.info(self.deduper) + if self.deduper == None: + logging.info('No deduper configured') + return + codecs = [] + codesets = [] + idxs = [] + for factory, filename in zip(self.deduper, self.deduper_codec_fn): + if os.path.exists(filename): + logging.info(f"loading trained dedupe codec: {filename}") + codec = faiss.read_index(filename) + else: + logging.info(f"training dedupe codec: {factory}") + codec = faiss.index_factory(self.input_d, factory) + xb_sample = np.unique(self.xb_ds.get_first_n(100_000, np.float32), axis=0) + faiss.ParameterSpace().set_index_parameter(codec, "verbose", 1) + codec.train(xb_sample) + logging.info(f"writing trained dedupe codec: {filename}") + faiss.write_index(codec, filename) + codecs.append(codec) + codesets.append(faiss.CodeSet(codec.sa_code_size())) + idxs.append(np.empty((0, ), dtype=np.uint32)) + bs = 1_000_000 + i = 0 + for buffer in tqdm(self.xb_ds.iterate(0, bs, np.float32)): + for j in range(len(codecs)): + codec, codeset, idx = codecs[j], codesets[j], idxs[j] + uniq = codeset.insert(codec.sa_encode(buffer)) + idxs[j] = np.append(idx, np.arange(i, i + buffer.shape[0], dtype=np.uint32)[uniq]) + i += buffer.shape[0] + for idx, filename in zip(idxs, self.deduper_idx_fn): + logging.info(f"writing {filename}, shape: {idx.shape}") + np.save(filename, idx) + logging.info("done") + + def train_index(self): + """ + Trains the index using a subsample of the first chunk of data in the database and saves it in the template file (with no vectors added). + """ + assert not os.path.exists( + self.index_template_file + ), "The train command has been ran, the index template file already exists." + xb_sample = np.unique(self.xb_ds.get_first_n(self.training_sample, np.float32), axis=0) + logging.info(f"input shape: {xb_sample.shape}") + index = faiss.index_factory(self.input_d, self.index_factory, self.metric) + index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) + index_ivf.by_residual = True + faiss.ParameterSpace().set_index_parameter(index, "verbose", 1) + logging.info("running training...") + index.train(xb_sample) + logging.info(f"writing trained index {self.index_template_file}...") + faiss.write_index(index, self.index_template_file) + logging.info("done") + + def _iterate_transformed(self, ds, start, batch_size, dt): + assert os.path.exists(self.index_template_file) + index = faiss.read_index(self.index_template_file) + if is_pretransform_index(index): + vt = index.chain.at(0) # fetch pretransform + for buffer in ds.iterate(start, batch_size, dt): + yield vt.apply(buffer) + else: + for buffer in ds.iterate(start, batch_size, dt): + yield buffer + + def index_shard_and_quantize(self): + assert os.path.exists(self.index_template_file) + index = faiss.read_index(self.index_template_file) + index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) + assert ( + self.nprobe <= index_ivf.quantizer.ntotal + ), f"the number of vectors {index_ivf.quantizer.ntotal} is not enough to retrieve {self.nprobe} neighbours, check." + + if is_pretransform_index(index): + d = index.chain.at(0).d_out + else: + d = self.input_d + for i in range(0, self.nshards): + sfn = f"{self.index_shard_prefix}{i}" + cqfn = f"{self.coarse_quantization_prefix}{i}" # fixme + if os.path.exists(sfn) or os.path.exists(cqfn): + logging.info(f"skipping shard: {i}") + continue + try: + with open(cqfn, "xb") as cqf: + index.reset() + start = i * self.shard_size + j = 0 + quantizer = faiss.index_cpu_to_all_gpus(index_ivf.quantizer) + for xb_j in tqdm( + self._iterate_transformed(self.xb_ds, start, EMBEDDINGS_BATCH_SIZE, np.float32), + file=sys.stdout, + ): + assert xb_j.shape[1] == d + _, I = quantizer.search(xb_j, self.nprobe) + assert np.amin(I) >= 0, f"{I}" + assert np.amax(I) < index_ivf.nlist + cqf.write(I) + self._index_add_core_wrapper( # fixme + index_ivf, + xb_j, + np.arange(start + j, start + j + xb_j.shape[0]), + I[:, 0], + ) + j += xb_j.shape[0] + assert j <= self.shard_size + if j == self.shard_size: + break + logging.info(f"writing {sfn}...") + faiss.write_index(index, sfn) + except FileExistsError: + logging.info(f"skipping shard: {i}") + continue + logging.info("done") + + def index_shard(self): + assert os.path.exists(self.index_template_file) + index = faiss.read_index(self.index_template_file) + index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) + assert ( + self.nprobe <= index_ivf.quantizer.ntotal + ), f"the number of vectors {index_ivf.quantizer.ntotal} is not enough to retrieve {self.nprobe} neighbours, check." + cpu_quantizer = index_ivf.quantizer + gpu_quantizer = faiss.index_cpu_to_all_gpus(cpu_quantizer) + + for i in range(0, self.nshards): + sfn = f"{self.index_shard_prefix}{i}" + try: + index.reset() + index_ivf.quantizer = gpu_quantizer + with open(sfn, "xb"): + start = i * self.shard_size + jj = 0 + embeddings_batch_size = min(EMBEDDINGS_BATCH_SIZE, self.shard_size) + assert ( + self.shard_size % embeddings_batch_size == 0 + or EMBEDDINGS_BATCH_SIZE % embeddings_batch_size == 0 + ), f"the shard size {self.shard_size} and embeddings shard size {EMBEDDINGS_BATCH_SIZE} are not divisible" + + for xb_j in tqdm( + self._iterate_transformed(self.xb_ds, start, embeddings_batch_size, np.float32), + file=sys.stdout, + ): + assert xb_j.shape[1] == index.d + index.add_with_ids(xb_j, np.arange(start + jj, start + jj + xb_j.shape[0])) + jj += xb_j.shape[0] + logging.info(jj) + assert jj <= self.shard_size, f"jj {jj} and shard_zide {self.shard_size}" + if jj == self.shard_size: + break + logging.info(f"writing {sfn}...") + index_ivf.quantizer = cpu_quantizer + faiss.write_index(index, sfn) + except FileExistsError: + logging.info(f"skipping shard: {i}") + continue + logging.info("done") + + def merge_index(self): + ivf_file = f"{self.index_file}.ivfdata" + + assert os.path.exists(self.index_template_file) + assert not os.path.exists(ivf_file), f"file with embeddings data {ivf_file} not found, check." + assert not os.path.exists(self.index_file) + index = faiss.read_index(self.index_template_file) + block_fnames = [f"{self.index_shard_prefix}{i}" for i in range(self.nshards)] + for fn in block_fnames: + assert os.path.exists(fn) + logging.info(block_fnames) + logging.info("merging...") + merge_ondisk(index, block_fnames, ivf_file) + logging.info("writing index...") + faiss.write_index(index, self.index_file) + logging.info("done") + + def _cached_search( + self, + sample, + xq_ds, + xb_ds, + idx_file, + vecs_file, + I_file, + D_file, + index_file=None, + nprobe=None, + ): + if not os.path.exists(I_file): + assert not os.path.exists(I_file), f"file {I_file} does not exist " + assert not os.path.exists(D_file), f"file {D_file} does not exist " + xq = xq_ds.sample(sample, idx_file, vecs_file) + + if index_file: + D, I = self._index_nonsharded_search(index_file, xq, nprobe) + else: + logging.info("ground truth computations") + db_iterator = xb_ds.iterate(0, 100_000, np.float32) + D, I = knn_ground_truth(xq, db_iterator, self.k, metric_type=self.metric) + assert np.amin(I) >= 0 + + np.save(I_file, I) + np.save(D_file, D) + else: + assert os.path.exists(idx_file), f"file {idx_file} does not exist " + assert os.path.exists(vecs_file), f"file {vecs_file} does not exist " + assert os.path.exists(I_file), f"file {I_file} does not exist " + assert os.path.exists(D_file), f"file {D_file} does not exist " + I = np.load(I_file) + D = np.load(D_file) + assert I.shape == (sample, self.k), f"{I_file} shape mismatch" + assert D.shape == (sample, self.k), f"{D_file} shape mismatch" + return (D, I) + + def _index_search(self, index_shard_prefix, nshards, xq, nprobe): + assert nprobe != None + logging.info(f"open sharded index: {index_shard_prefix}, {nshards}") + index = self._open_sharded_index(index_shard_prefix, nshards) + index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) + logging.info(f"setting nprobe to {nprobe}") + index_ivf.nprobe = nprobe + return index.search(xq, self.k) + + def _index_nonsharded_search(self, index_file, xq, nprobe): + assert nprobe != None + logging.info(f"index {index_file}") + assert os.path.exists(index_file), f"file {index_file} does not exist " + index = faiss.read_index(index_file, faiss.IO_FLAG_ONDISK_SAME_DIR) + logging.info(f"index size {index.ntotal} ") + index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) + logging.info(f"setting nprobe to {nprobe}") + index_ivf.nprobe = nprobe + return index.search(xq, self.k) + + def _refine_distances(self, xq_ds, idx, xb_ds, I): + xq = xq_ds.get(idx).repeat(self.k, axis=0) + xb = xb_ds.get(I.reshape(-1)) + if self.metric == faiss.METRIC_INNER_PRODUCT: + return (xq * xb).sum(axis=1).reshape(I.shape) + elif self.metric == faiss.METRIC_L2: + return ((xq - xb) ** 2).sum(axis=1).reshape(I.shape) + else: + raise ValueError(f"metric not supported {self.metric}") + + def evaluate(self): + self._evaluate(self.index_factory_fn, self.index_file, self.xq_index_file, self.nprobe) + + def _evaluate(self, index_factory_fn, index_file, xq_index_file, nprobe): + idx_a_file = f"{self.eval_dir}/idx_a.npy" + idx_b_gt_file = f"{self.eval_dir}/idx_b_gt.npy" + idx_b_ann_file = f"{self.eval_dir}/idx_b_ann_{index_factory_fn}_np{nprobe}.npy" + vecs_a_file = f"{self.eval_dir}/vecs_a.npy" + vecs_b_gt_file = f"{self.eval_dir}/vecs_b_gt.npy" + vecs_b_ann_file = f"{self.eval_dir}/vecs_b_ann_{index_factory_fn}_np{nprobe}.npy" + D_a_gt_file = f"{self.eval_dir}/D_a_gt.npy" + D_a_ann_file = f"{self.eval_dir}/D_a_ann_{index_factory_fn}_np{nprobe}.npy" + D_a_ann_refined_file = f"{self.eval_dir}/D_a_ann_refined_{index_factory_fn}_np{nprobe}.npy" + D_b_gt_file = f"{self.eval_dir}/D_b_gt.npy" + D_b_ann_file = f"{self.eval_dir}/D_b_ann_{index_factory_fn}_np{nprobe}.npy" + D_b_ann_gt_file = f"{self.eval_dir}/D_b_ann_gt_{index_factory_fn}_np{nprobe}.npy" + I_a_gt_file = f"{self.eval_dir}/I_a_gt.npy" + I_a_ann_file = f"{self.eval_dir}/I_a_ann_{index_factory_fn}_np{nprobe}.npy" + I_b_gt_file = f"{self.eval_dir}/I_b_gt.npy" + I_b_ann_file = f"{self.eval_dir}/I_b_ann_{index_factory_fn}_np{nprobe}.npy" + I_b_ann_gt_file = f"{self.eval_dir}/I_b_ann_gt_{index_factory_fn}_np{nprobe}.npy" + margin_gt_file = f"{self.eval_dir}/margin_gt.npy" + margin_refined_file = f"{self.eval_dir}/margin_refined_{index_factory_fn}_np{nprobe}.npy" + margin_ann_file = f"{self.eval_dir}/margin_ann_{index_factory_fn}_np{nprobe}.npy" + + logging.info("exact search forward") + # xq -> xb AKA a -> b + D_a_gt, I_a_gt = self._cached_search( + self.evaluation_sample, + self.xq_ds, + self.xb_ds, + idx_a_file, + vecs_a_file, + I_a_gt_file, + D_a_gt_file, + ) + idx_a = np.load(idx_a_file) + + logging.info("approximate search forward") + D_a_ann, I_a_ann = self._cached_search( + self.evaluation_sample, + self.xq_ds, + self.xb_ds, + idx_a_file, + vecs_a_file, + I_a_ann_file, + D_a_ann_file, + index_file, + nprobe, + ) + + logging.info("calculate refined distances on approximate search forward") + if os.path.exists(D_a_ann_refined_file): + D_a_ann_refined = np.load(D_a_ann_refined_file) + assert D_a_ann.shape == D_a_ann_refined.shape + else: + D_a_ann_refined = self._refine_distances(self.xq_ds, idx_a, self.xb_ds, I_a_ann) + np.save(D_a_ann_refined_file, D_a_ann_refined) + + if self.evaluate_by_margin: + k_extract = self.k + margin_threshold = 1.05 + logging.info("exact search backward from the k_extract NN results of forward search") + # xb -> xq AKA b -> a + D_a_b_gt = D_a_gt[:, :k_extract].ravel() + idx_b_gt = I_a_gt[:, :k_extract].ravel() + assert len(idx_b_gt) == self.evaluation_sample * k_extract + np.save(idx_b_gt_file, idx_b_gt) + # exact search + D_b_gt, _ = self._cached_search( + len(idx_b_gt), + self.xb_ds, + self.xq_ds, + idx_b_gt_file, + vecs_b_gt_file, + I_b_gt_file, + D_b_gt_file, + ) # xb and xq ^^^ are inverted + + logging.info("margin on exact search") + margin_gt = margin( + self.evaluation_sample, + idx_a, + idx_b_gt, + D_a_b_gt, + D_a_gt, + D_b_gt, + self.k, + k_extract, + margin_threshold, + ) + np.save(margin_gt_file, margin_gt) + + logging.info("exact search backward from the k_extract NN results of approximate forward search") + D_a_b_refined = D_a_ann_refined[:, :k_extract].ravel() + idx_b_ann = I_a_ann[:, :k_extract].ravel() + assert len(idx_b_ann) == self.evaluation_sample * k_extract + np.save(idx_b_ann_file, idx_b_ann) + # exact search + D_b_ann_gt, _ = self._cached_search( + len(idx_b_ann), + self.xb_ds, + self.xq_ds, + idx_b_ann_file, + vecs_b_ann_file, + I_b_ann_gt_file, + D_b_ann_gt_file, + ) # xb and xq ^^^ are inverted + + logging.info("refined margin on approximate search") + margin_refined = margin( + self.evaluation_sample, + idx_a, + idx_b_ann, + D_a_b_refined, + D_a_gt, # not D_a_ann_refined(!) + D_b_ann_gt, + self.k, + k_extract, + margin_threshold, + ) + np.save(margin_refined_file, margin_refined) + + D_b_ann, I_b_ann = self._cached_search( + len(idx_b_ann), + self.xb_ds, + self.xq_ds, + idx_b_ann_file, + vecs_b_ann_file, + I_b_ann_file, + D_b_ann_file, + xq_index_file, + nprobe, + ) + + D_a_b_ann = D_a_ann[:, :k_extract].ravel() + + logging.info("approximate search margin") + + margin_ann = margin( + self.evaluation_sample, + idx_a, + idx_b_ann, + D_a_b_ann, + D_a_ann, + D_b_ann, + self.k, + k_extract, + margin_threshold, + ) + np.save(margin_ann_file, margin_ann) + + logging.info("intersection") + logging.info(I_a_gt) + logging.info(I_a_ann) + + for i in range(1, self.k + 1): + logging.info(f"{i}: {knn_intersection_measure(I_a_gt[:,:i], I_a_ann[:,:i])}") + + logging.info(f"mean of gt distances: {D_a_gt.mean()}") + logging.info(f"mean of approx distances: {D_a_ann.mean()}") + logging.info(f"mean of refined distances: {D_a_ann_refined.mean()}") + + logging.info("intersection cardinality frequencies") + logging.info(get_intersection_cardinality_frequencies(I_a_ann, I_a_gt)) + + logging.info("done") + pass + + def _knn_function(self, xq, xb, k, metric, thread_id=None): + try: + return faiss.knn_gpu( + self.all_gpu_resources[thread_id], + xq, + xb, + k, + metric=metric, + device=thread_id, + vectorsMemoryLimit=self.knn_vectors_memory_limit, + queriesMemoryLimit=self.knn_queries_memory_limit, + ) + except: + logging.info(f"knn_function failed: {xq.shape}, {xb.shape}") + raise + + def _coarse_quantize(self, index_ivf, xq, nprobe): + assert nprobe <= index_ivf.quantizer.ntotal + quantizer = faiss.index_cpu_to_all_gpus(index_ivf.quantizer) + bs = 100_000 + nq = len(xq) + q_assign = np.empty((nq, nprobe), dtype="int32") + for i0 in trange(0, nq, bs): + i1 = min(nq, i0 + bs) + _, q_assign_i = quantizer.search(xq[i0:i1], nprobe) + q_assign[i0:i1] = q_assign_i + return q_assign + + def search(self): + logging.info(f"search: {self.knn_dir}") + slurm_job_id = os.environ.get("SLURM_JOB_ID") + + ngpu = faiss.get_num_gpus() + logging.info(f"number of gpus: {ngpu}") + self.all_gpu_resources = [faiss.StandardGpuResources() for _ in range(ngpu)] + self._knn_function( + np.zeros((10, 10), dtype=np.float16), + np.zeros((10, 10), dtype=np.float16), + self.k, + metric=self.metric, + thread_id=0, + ) + + index = self._open_sharded_index() + index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) + logging.info(f"setting nprobe to {self.nprobe}") + index_ivf.nprobe = self.nprobe + #quantizer = faiss.index_cpu_to_all_gpus(index_ivf.quantizer) + for i in range(0, self.xq_ds.size, self.xq_bs): + Ifn = f"{self.knn_dir}/I{(i):010}_{self.knn_output_file_suffix}" + Dfn = f"{self.knn_dir}/D_approx{(i):010}_{self.knn_output_file_suffix}" + CPfn = f"{self.knn_dir}/CP{(i):010}_{self.knn_output_file_suffix}" + + if slurm_job_id: + worker_record = self.knn_dir+f"/record_{(i):010}_{self.knn_output_file_suffix}.txt" + if not os.path.exists(worker_record): + logging.info(f"creating record file {worker_record} and saving job id: {slurm_job_id}") + with open(worker_record,"w") as h: + h.write(slurm_job_id) + else: + old_slurm_id = open( worker_record,'r').read() + logging.info(f"old job slurm id {old_slurm_id} and current job id: {slurm_job_id}") + if old_slurm_id == slurm_job_id: + if os.path.getsize(Ifn) == 0: + logging.info(f"cleaning up zero length files {Ifn} and {Dfn}") + os.remove(Ifn) + os.remove(Dfn) + + + try: # TODO: modify shape for pretransform case + with open(Ifn, "xb") as f, open(Dfn, "xb") as g: + logging.info(Ifn, Dfn) + xq_i = np.empty(shape=(self.xq_bs, self.input_d), dtype=np.float16) + q_assign = np.empty((self.xq_bs, self.nprobe), dtype=np.int32) + j = 0 + quantizer = faiss.index_cpu_to_all_gpus(index_ivf.quantizer) + for xq_i_j in tqdm( + self._iterate_transformed(self.xq_ds, i, min(100_000, self.xq_bs), np.float16), + file=sys.stdout, + ): + xq_i[j : j + xq_i_j.shape[0]] = xq_i_j + _, q_assign[j : j + xq_i_j.shape[0]] = quantizer.search(xq_i_j, self.nprobe) + j += xq_i_j.shape[0] + assert j <= xq_i.shape[0] + if j == xq_i.shape[0]: + break + xq_i = xq_i[:j] + q_assign = q_assign[:j] + + assert q_assign.shape == (xq_i.shape[0], index_ivf.nprobe) + del quantizer + logging.info(f"computing: {Ifn}") + logging.info(f"computing: {Dfn}") + prefetch_threads = faiss.get_num_gpus() + D_ann, I = big_batch_search( + index_ivf, + xq_i, + self.k, + verbose=10, + method="knn_function", + knn=self._knn_function, + threaded=faiss.get_num_gpus() * 8, + use_float16=True, + prefetch_threads=prefetch_threads, + computation_threads=faiss.get_num_gpus(), + q_assign=q_assign, + checkpoint=CPfn, + checkpoint_freq=7200, # in seconds + ) + assert np.amin(I) >= 0, f"{I}, there exists negative indices, check" + logging.info(f"saving: {Ifn}") + np.save(f, I) + logging.info(f"saving: {Dfn}") + np.save(g, D_ann) + + + if os.path.exists(CPfn): + logging.info(f"removing: {CPfn}") + os.remove(CPfn) + + except FileExistsError: + logging.info(f"skipping {Ifn}, already exists") + logging.info(f"skipping {Dfn}, already exists") + continue + + def _open_index_shard(self, fn): + if fn in self.index_shards: + index_shard = self.index_shards[fn] + else: + logging.info(f"open index shard: {fn}") + index_shard = faiss.read_index(fn, faiss.IO_FLAG_MMAP | faiss.IO_FLAG_READ_ONLY) + self.index_shards[fn] = index_shard + return index_shard + + def _open_sharded_index(self, index_shard_prefix=None, nshards=None): + if index_shard_prefix == None: + index_shard_prefix = self.index_shard_prefix + nshards = self.nshards + if index_shard_prefix in self.index: + return self.index[index_shard_prefix] + assert os.path.exists(self.index_template_file), f"file {self.index_template_file} does not exist " + logging.info(f"open index template: {self.index_template_file}") + index = faiss.read_index(self.index_template_file) + index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) + ilv = faiss.InvertedListsPtrVector() + for i in range(self.nshards): + fn = f"{index_shard_prefix}{i}" + assert os.path.exists(fn), f"file {fn} does not exist " + logging.info(fn) + index_shard = self._open_index_shard(fn) + il = faiss.downcast_index(faiss.extract_index_ivf(index_shard)).invlists + ilv.push_back(il) + hsil = faiss.HStackInvertedLists(ilv.size(), ilv.data()) + index_ivf.replace_invlists(hsil, False) + self.ivls[index_shard_prefix] = hsil + self.index[index_shard_prefix] = index + return index + + def index_shard_stats(self): + for i in range(self.nshards): + fn = f"{self.index_shard_prefix}{i}" + assert os.path.exists(fn) + index = faiss.read_index(fn, faiss.IO_FLAG_MMAP | faiss.IO_FLAG_READ_ONLY) + index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) + il = index_ivf.invlists + il.print_stats() + + def index_stats(self): + index = self._open_sharded_index() + index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) + il = index_ivf.invlists + list_sizes = [il.list_size(i) for i in range(il.nlist)] + logging.info(np.max(list_sizes)) + logging.info(np.mean(list_sizes)) + logging.info(np.argmax(list_sizes)) + logging.info("index_stats:") + il.print_stats() + + def consistency_check(self): + logging.info("consistency-check") + + logging.info("index template...") + + assert os.path.exists(self.index_template_file) + index = faiss.read_index(self.index_template_file) + + offset = 0 # 2**24 + assert self.shard_size > offset + SMALL_DATA_SAMPLE + + logging.info("index shards...") + for i in range(self.nshards): + r = i * self.shard_size + offset + xb = next(self.xb_ds.iterate(r, SMALL_DATA_SAMPLE, np.float32)) + fn = f"{self.index_shard_prefix}{i}" + assert os.path.exists(fn), f"There is no index shard file {fn}" + index = self._open_index_shard(fn) + index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) + index_ivf.nprobe = 1 + _, I = index.search(xb, 100) + for j in range(SMALL_DATA_SAMPLE): + assert ( + np.where(I[j] == j + r)[0].size > 0 + ), f"I[j]: {I[j]}, j: {j}, i: {i}, shard_size: {self.shard_size}" + + logging.info("merged index...") + index = self._open_sharded_index() + index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) + index_ivf.nprobe = 1 + for i in range(self.nshards): + r = i * self.shard_size + offset + xb = next(self.xb_ds.iterate(r, SMALL_DATA_SAMPLE, np.float32)) + _, I = index.search(xb, 100) + for j in range(SMALL_DATA_SAMPLE): + assert ( + np.where(I[j] == j + r)[0].size > 0 + ), f"I[j]: {I[j]}, j: {j}, i: {i}, shard_size: {self.shard_size}" + + logging.info("search results...") + index_ivf.nprobe = self.nprobe + for i in range(0, self.xq_ds.size, self.xq_bs): + Ifn = f"{self.knn_dir}/I{i:010}_{self.index_factory_fn}_np{self.nprobe}.npy" + assert os.path.exists(Ifn) + assert os.path.getsize(Ifn) > 0, f"The file {Ifn} is empty." + logging.info(Ifn) + I = np.load(Ifn, mmap_mode="r") + + assert I.shape[1] == self.k + assert I.shape[0] == min(self.xq_bs, self.xq_ds.size - i) + assert np.all(I[:, 1] >= 0) + + Dfn = f"{self.knn_dir}/D_approx{i:010}_{self.index_factory_fn}_np{self.nprobe}.npy" + assert os.path.exists(Dfn) + assert os.path.getsize(Dfn) > 0, f"The file {Dfn} is empty." + logging.info(Dfn) + D = np.load(Dfn, mmap_mode="r") + assert D.shape == I.shape + + xq = next(self.xq_ds.iterate(i, SMALL_DATA_SAMPLE, np.float32)) + D_online, I_online = index.search(xq, self.k) + assert ( + np.where(I[:SMALL_DATA_SAMPLE] == I_online)[0].size / (self.k * SMALL_DATA_SAMPLE) > 0.95 + ), f"the ratio is {np.where(I[:SMALL_DATA_SAMPLE] == I_online)[0].size / (self.k * SMALL_DATA_SAMPLE)}" + assert np.allclose( + D[:SMALL_DATA_SAMPLE].sum(axis=1), + D_online.sum(axis=1), + rtol=0.01) , f"the difference is {D[:SMALL_DATA_SAMPLE].sum(axis=1), D_online.sum(axis=1)}" + + logging.info("done") + + def split_files(self): + self._split_files(file_type="I", save_output_id="idx") + self._split_files(file_type="D_approx", save_output_id="dist") + + def _split_files(self, file_type: str, save_output_id: str): + """ + #Output in directory dists5_p5.eng0-hin.OPQ64,IVFauto,PQ64.k16.np128.fp16-shard + This method handles the post-processing of npy files to have the same number and size + as the number of files in a given dataset. + The assumption about the input files are all of size xq_bs except possible for the last one, that can be shorter. + """ + + logging.info(f"split_npy_files, output dir in {self.postprocess_output_dir}") + if not os.path.exists(self.postprocess_output_dir): + os.makedirs(self.postprocess_output_dir) + + I_files = sorted(self._get_output_files(file_type)) + + num_input_files = len(I_files) + total_output_size = sum(self.file_sizes) + last_input_file = np.load(I_files[-1], mmap_mode="r") + I_dtype = last_input_file.dtype + remainder = total_output_size - (num_input_files - 1) * self.xq_bs + assert ( + last_input_file.shape[0] == remainder and last_input_file.shape[1] == self.k + ), f"wrong size for input data file, check file: {I_files[-1]}" + for i in range(num_input_files - 1): # check all files except the last one, which is checked above + I_matrix = np.load(I_files[i], mmap_mode="r") + assert ( + I_matrix.shape[0] == self.xq_bs and I_matrix.shape[1] == self.k + ), f"wrong size for input data file , check file: {I_files[i]} " + + output_files = [] + + current_input_file_index = 0 + current_input_file_offset = 0 + for jj, current_output_file_size in enumerate(self.file_sizes): + output_file = np.empty((0, self.k), dtype=I_dtype) + while output_file.shape[0] < current_output_file_size: + still_need = current_output_file_size - output_file.shape[0] + I_current_file = np.load(I_files[current_input_file_index], mmap_mode="r") + max_we_can_read_from_current_input = min( + I_current_file.shape[0], current_input_file_offset + still_need + ) + input_chunk = I_current_file[current_input_file_offset:max_we_can_read_from_current_input,] + output_file = np.vstack([output_file, input_chunk]) + current_input_file_offset = max_we_can_read_from_current_input + if current_input_file_offset == I_current_file.shape[0]: + current_input_file_index += 1 + current_input_file_offset = 0 + output_files.append(output_file) + logging.info(f"saving files: mm5_p5.x2y.{(jj):03}.{save_output_id}") + np.save(f"{self.postprocess_output_dir}" + f"/mm5_p5.x2y.{(jj):03}.{save_output_id}", output_file) + + def cast_to_uint32(self): + self._cast_to_unint32(file_type="I") + + def _cast_to_unint32(self, file_type: str): + logging.info("casting to uint32:") + I_files = self._get_output_files(file_type) + for I_file in I_files: + I_matrix = np.load(I_file, mmap_mode="r") + assert ( + np.all(I_matrix) >= 0 and np.all(I_matrix) < np.iinfo(np.uint32).max + ), f"Some indices are less than zero or exceed {np.iinfo(np.uint32).max}, canno cast to uint32" + + filename = I_file.rsplit(".", 1)[0] + np.save(filename + "_uint32.npy", I_matrix.astype(np.uint32)) + logging.info("done! casting to uint32") + + def _get_output_files(self, file_type): + return [ + (f"{self.knn_dir}/{file_type}{(i):010}_{self.knn_output_file_suffix}") + for i in range(0, self.xq_ds.size, self.xq_bs) + ] diff --git a/demos/offline_ivf/run.py b/demos/offline_ivf/run.py new file mode 100644 index 0000000000..e50750fbd5 --- /dev/null +++ b/demos/offline_ivf/run.py @@ -0,0 +1,183 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. + +import argparse +from typing import Dict +from demos.offline_ivf.utils import ( + load_config, + add_group_args, +) +from demos.offline_ivf.offline_ivf import OfflineIVF +import faiss +from typing import List,Callable, Dict +import submitit + + +def join_lists_in_dict(poss: List[str]) -> List[str]: + """ + Joins two lists of prod and non-prod values, checking if the prod value is already included. + If there is no non-prod list, it returns the prod list. + """ + if "non-prod" in poss.keys(): + all_poss = poss["non-prod"] + if poss["prod"][-1] not in poss["non-prod"]: + all_poss += poss["prod"] + return all_poss + else: + return poss["prod"] + + +def main(args: argparse.Namespace, cfg: Dict[str, str], nprobe: int, index_factory_str: str) -> None: + oivf = OfflineIVF(cfg, args, nprobe, index_factory_str) + eval(f"oivf.{args.command}()") + + +def process_options_and_run_jobs(args: argparse.Namespace) -> None: + """ + If "--cluster_run", it launches an array of jobs to the cluster using the submitit library for all the index strings. In + the case of evaluate, it launches a job for each index string and nprobe pair. Otherwise, it launches a single job + that is ran locally with the prod values for index string and nprobe. + """ + + cfg = load_config(args.config) + index_strings = cfg["index"] + nprobes = cfg["nprobe"] + if args.command == "evaluate": + if args.cluster_run: + all_nprobes = join_lists_in_dict(nprobes) + all_index_strings = join_lists_in_dict(index_strings) + for index_factory_str in all_index_strings: + for nprobe in all_nprobes: + launch_job(main, args, cfg, nprobe, index_factory_str) + else: + launch_job(main, args, cfg, nprobes["prod"][-1], index_strings["prod"][-1]) + else: + if args.cluster_run: + all_index_strings = join_lists_in_dict(index_strings) + for index_factory_str in all_index_strings: + launch_job(main, args, cfg, nprobes["prod"][-1], index_factory_str) + else: + launch_job(main, args, cfg, nprobes["prod"][-1], index_strings["prod"][-1]) + +def launch_job( + func: Callable, + args: argparse.Namespace, + cfg: Dict[str, str], + n_probe: int, + index_str: str, +) -> None: + """ + Launches an array of slurm jobs to the cluster using the submitit library. + """ + + if args.cluster_run: + assert args.num_nodes >= 1 + executor = submitit.AutoExecutor(folder=args.logs_dir) + + executor.update_parameters( + nodes=args.num_nodes, + gpus_per_node=args.gpus_per_node, + cpus_per_task=args.cpus_per_task, + tasks_per_node=args.tasks_per_node, + name=args.job_name, + slurm_partition=args.partition, + slurm_time=70 * 60, + ) + if args.slurm_constraint: + executor.update_parameters(slurm_constraint=args.slurm_constrain) + + job = executor.submit(func, args, cfg, n_probe, index_str) + print(f"Job id: {job.job_id}") + else: + func(args, cfg, n_probe, index_str) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + group = parser.add_argument_group("general") + + add_group_args(group, "--command", required=True, help="command to run") + add_group_args(group, "--config", required=True, help="config yaml with the dataset specs") + add_group_args(group, "--nt", type=int, default=96, help="nb search threads") + add_group_args(group, "--no_residuals", action="store_false", help="set index.by_residual to False during train index.") + + group = parser.add_argument_group("slurm_job") + + add_group_args( + group, + "--cluster_run", + action="store_true", + help=" if True, runs in cluster", + ) + add_group_args( + group, + "--job_name", + type=str, + default="oivf", + help="cluster job name", + ) + add_group_args( + group, + "--num_nodes", + type=str, + default=1, + help="num of nodes per job", + ) + add_group_args( + group, + "--tasks_per_node", + type=int, + default=1, + help="tasks per job", + ) + + add_group_args( + group, + "--gpus_per_node", + type=int, + default=8, + help="cluster job name", + ) + add_group_args( + group, + "--cpus_per_task", + type=int, + default=80, + help="cluster job name", + ) + + add_group_args( + group, + "--logs_dir", + type=str, + default="/checkpoint/marialomeli/offline_faiss/logs", + help="cluster job name", + ) + + add_group_args( + group, + "--slurm_constraint", + type=str, + default=None, + help="can be volta32gb for the fair cluster", + ) + + add_group_args( + group, + "--partition", + type=str, + default="learnlab", + help="specify which partition to use if ran on cluster with job arrays", + choices=["learnfair", "devlab", "scavenge", "learnlab", "nllb", "seamless", "seamless_medium", "learnaccel","onellm_low","learn","scavenge"], + ) + + group = parser.add_argument_group("dataset") + + add_group_args(group, "--xb", required=True, help="database vectors") + add_group_args(group, "--xq", help="query vectors") + + args = parser.parse_args() + print("args:", args) + faiss.omp_set_num_threads(args.nt) + process_options_and_run_jobs(args=args) diff --git a/demos/offline_ivf/tests/test_data/test_iterate_input.py b/demos/offline_ivf/tests/test_data/test_iterate_input.py new file mode 100644 index 0000000000..a3b800085a --- /dev/null +++ b/demos/offline_ivf/tests/test_data/test_iterate_input.py @@ -0,0 +1,114 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. + +import numpy as np +import unittest +from typing import List, Tuple +from utils import check_non_increasing_rows, load_config +from demos.offline_ivf.tests.testing_utils import TestDataCreator +import tempfile +from demos.offline_ivf.dataset import create_dataset_from_oivf_config + +DIMENSION: int = 768 +SMALL_FILE_SIZES: List[int] = [100, 210, 450] +LARGE_FILE_SIZES: List[int] = [1253, 3459, 890] +TEST_BATCH_SIZE: int = 500 +SMALL_SAMPLE_SIZE: int = 1000 +NUM_FILES: int = 3 + +class TestUtilsMethods(unittest.TestCase): + """ + Unit tests for iterate and decreasing_matrix methods. + """ + def test_iterate_input_file_smaller_than_batch(self): + """ + Tests when batch size is larger than the file size. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=DIMENSION, + data_type=np.float16, + file_sizes=SMALL_FILE_SIZES, + ) + data_creator.create_test_data() + args = data_creator.setup_cli() + cfg = load_config(args.config) + db_iterator = create_dataset_from_oivf_config(cfg, args.xb).iterate(0, TEST_BATCH_SIZE, np.float32) + + for i in range(len(SMALL_FILE_SIZES) - 1): + vecs = next(db_iterator) + if i != 1: + self.assertEqual(vecs.shape[0], TEST_BATCH_SIZE) + else: + self.assertEqual(vecs.shape[0], sum(SMALL_FILE_SIZES) - TEST_BATCH_SIZE) + + def test_iterate_input_file_larger_than_batch(self): + """ + Tests when batch size is smaller than the file size. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=DIMENSION, + data_type=np.float16, + file_sizes=LARGE_FILE_SIZES, + ) + data_creator.create_test_data() + args = data_creator.setup_cli() + cfg = load_config(args.config) + db_iterator = create_dataset_from_oivf_config(cfg, args.xb).iterate(0, TEST_BATCH_SIZE, np.float32) + + for i in range(len(LARGE_FILE_SIZES) - 1): + vecs = next(db_iterator) + if i != 9: + self.assertEqual(vecs.shape[0], TEST_BATCH_SIZE) + else: + self.assertEqual(vecs.shape[0], sum(LARGE_FILE_SIZES) - TEST_BATCH_SIZE * 9) + + def test_get_vs_iterate(self) -> None: + """ + Loads vectors with iterator and get, and checks that they match, non-aligned by file size case. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=DIMENSION, + data_type=np.float16, + file_size=SMALL_SAMPLE_SIZE, + num_files=NUM_FILES, + normalise=True, + ) + data_creator.create_test_data() + args = data_creator.setup_cli() + cfg = load_config(args.config) + ds = create_dataset_from_oivf_config(cfg, args.xb) + vecs_by_iterator = np.vstack(list(ds.iterate(0, 317, np.float32))) + self.assertEqual(vecs_by_iterator.shape[0], SMALL_SAMPLE_SIZE * NUM_FILES) + vecs_by_get = ds.get(list(range(vecs_by_iterator.shape[0]))) + self.assertTrue(np.all(vecs_by_iterator == vecs_by_get)) + + def test_iterate_back(self) -> None: + """ + Loads vectors with iterator and get, and checks that they match, non-aligned by file size case. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=DIMENSION, + data_type=np.float16, + file_size=SMALL_SAMPLE_SIZE, + num_files=NUM_FILES, + normalise=True, + ) + data_creator.create_test_data() + args = data_creator.setup_cli() + cfg = load_config(args.config) + ds = create_dataset_from_oivf_config(cfg, args.xb) + vecs_by_iterator = np.vstack(list(ds.iterate(0, 317, np.float32))) + self.assertEqual(vecs_by_iterator.shape[0], SMALL_SAMPLE_SIZE * NUM_FILES) + vecs_chunk = np.vstack( + [next(ds.iterate(i, 543, np.float32)) for i in range(0, SMALL_SAMPLE_SIZE * NUM_FILES, 543)] + ) + self.assertTrue(np.all(vecs_by_iterator == vecs_chunk)) diff --git a/demos/offline_ivf/tests/test_offline_ivf.py b/demos/offline_ivf/tests/test_offline_ivf.py new file mode 100644 index 0000000000..080c4a14c1 --- /dev/null +++ b/demos/offline_ivf/tests/test_offline_ivf.py @@ -0,0 +1,506 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. + +import numpy as np +import unittest +from utils import load_config +from offline_ivf import OfflineIVF +import pathlib as pl +import tempfile +import shutil +import os +from typing import List +from offline_ivf.tests.testing_utils import TestDataCreator +from run import process_options_and_run_jobs + +INDEX_TEMPLATE_FILE: str = "/tests/test_data/IVF256_PQ4.empty.faissindex" +OPQ_INDEX_TEMPLATE_FILE: str = "/tests/test_data/OPQ4_IVF256_PQ4.empty.faissindex" +KNN_RESULTS_FILE: str = "/my_test_data_in_my_test_data/knn/I0000000000_IVF256_PQ4_np2.npy" +TEST_INDEX_A: str = "/tests/test_data/goku_lang/IVF256_PQ4.faissindex" +TEST_INDEX_B: str = "/tests/test_data/coco_lang/IVF256_PQ4.faissindex" +TEST_INDEX_OPQ: str = "/tests/test_data/goku_lang/OPQ4_IVF256_PQ4.faissindex" +A_INDEX_FILES: List[str] = [ + "I_a_gt.npy", + "D_a_gt.npy", + "vecs_a.npy", + "D_a_ann_IVF256_PQ4_np2.npy", + "I_a_ann_IVF256_PQ4_np2.npy", + "D_a_ann_refined_IVF256_PQ4_np2.npy", +] + +A_INDEX_OPQ_FILES: List[str] = [ + "I_a_gt.npy", + "D_a_gt.npy", + "vecs_a.npy", + "D_a_ann_OPQ4_IVF256_PQ4_np200.npy", + "I_a_ann_OPQ4_IVF256_PQ4_np200.npy", + "D_a_ann_refined_OPQ4_IVF256_PQ4_np200.npy", +] + +B_INDEX_FILES: List[str] = [ + "I_b_gt.npy", + "vecs_b_gt.npy", + "vecs_b_ann_IVF256_PQ4_np2.npy", + "D_b_ann_gt_IVF256_PQ4_np2.npy", + "I_b_ann_gt_IVF256_PQ4_np2.npy", + "margin_refined_IVF256_PQ4_np2.npy", + "idx_b_ann_IVF256_PQ4_np2.npy", +] + +class TestOIVF(unittest.TestCase): + """ + Unit tests for OIVF. Some of these unit tests first copy the required test data objects and puts them in the tempdir created by the context manager. + """ + def assert_file_exists(self, filepath: str) -> None: + path = pl.Path(filepath) + self.assertEqual((str(path), path.is_file()), (str(path), True)) + + def test_e2e(self) -> None: + with tempfile.TemporaryDirectory() as tmpdirname: + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float16, + index_factory=["OPQ4,IVF256,PQ4"], + training_sample=9984, + num_files=3, + file_size=10000, + index_shard_size=10000, + query_batch_size=1000, + evaluation_sample=100, + nprobe=2, + k=2, + metric="METRIC_L2", + ) + data_creator.create_test_data() + args = data_creator.setup_cli() + cfg = load_config(args.config) + oivf = OfflineIVF( + cfg, + args, + cfg["nprobe"]["prod"][-1], + cfg["index"]["prod"][-1], + ) + oivf.input_stats() + oivf.train_index() + oivf.index_shard() + oivf.search() + + def test_consistency_check(self) -> None: + """ + Test the OIVF consistency check step, that it throws if no other steps have been ran. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float16, + index_factory=["OPQ4,IVF256,PQ4"], + training_sample=9984, + num_files=3, + file_size=10000, + nprobe=2, + k=2, + metric="METRIC_L2", + ) + data_creator.create_test_data() + test_args = data_creator.setup_cli("consistency_check") + self.assertRaises(AssertionError, process_options_and_run_jobs, test_args) + + def test_train_index(self) -> None: + """ + Test the OIVF train index step, that it correctly produces the empty.faissindex template file. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float16, + index_factory=["OPQ4,IVF256,PQ4"], + training_sample=9984, + num_files=3, + file_size=10000, + nprobe=2, + k=2, + metric="METRIC_L2", + ) + data_creator.create_test_data() + test_args = data_creator.setup_cli("train_index") + cfg = load_config(test_args.config) + process_options_and_run_jobs(test_args) + empty_index = cfg["output"] + "/" + cfg["index"]["prod"][-1].replace(",", "_") + ".empty.faissindex" + self.assert_file_exists(empty_index) + + def test_index_shard_equal_file_sizes(self) -> None: + """ + Test the case where the shard size is a divisor of the database size and it is equal to the first file size. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE + shutil.copy(test_index_path, tmpdirname) + index_shard_size = 10000 + num_files = 3 + file_size = 10000 + xb_ds_size = num_files * file_size + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float16, + index_factory=["IVF256,PQ4"], + training_sample=9984, + num_files=num_files, + file_size=file_size, + nprobe=2, + k=2, + metric="METRIC_L2", + index_shard_size=index_shard_size, + query_batch_size=1000, + evaluation_sample=100, + ) + data_creator.create_test_data() + test_args = data_creator.setup_cli("index_shard") + cfg = load_config(test_args.config) + process_options_and_run_jobs(test_args) + num_shards = xb_ds_size // index_shard_size + if xb_ds_size % index_shard_size != 0: + num_shards += 1 + print(f"number of shards:{num_shards}") + for i in range(num_shards): + index_shard_file = ( + cfg["output"] + "/my_test_data/" + cfg["index"]["prod"][-1].replace(",", "_") + f".shard_{i}" + ) + self.assert_file_exists(index_shard_file) + + def test_index_shard_unequal_file_sizes(self) -> None: + """ + Test the case where the shard size is not a divisor of the database size and is greater than the first file size. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE + shutil.copy(test_index_path, tmpdirname) + file_sizes = [20000, 15001, 13990] + xb_ds_size = sum(file_sizes) + index_shard_size = 30000 + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float16, + index_factory=["IVF256,PQ4"], + training_sample=9984, + file_sizes=file_sizes, + nprobe=2, + k=2, + metric="METRIC_L2", + index_shard_size=index_shard_size, + evaluation_sample=100, + ) + data_creator.create_test_data() + test_args = data_creator.setup_cli("index_shard") + cfg = load_config(test_args.config) + process_options_and_run_jobs(test_args) + num_shards = xb_ds_size // index_shard_size + if xb_ds_size % index_shard_size != 0: + num_shards += 1 + print(f"number of shards:{num_shards}") + for i in range(num_shards): + index_shard_file = ( + cfg["output"] + "/my_test_data/" + cfg["index"]["prod"][-1].replace(",", "_") + f".shard_{i}" + ) + self.assert_file_exists(index_shard_file) + + def test_search(self) -> None: + """ + Test search step using test data objects to bypass dependencies on previous steps. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE + shutil.copy(test_index_path, tmpdirname) + os.makedirs(tmpdirname + "/my_test_data/", exist_ok=True) + num_files = 3 + for i in range(num_files): + test_index_shard = os.getcwd() + f"/tests/test_data/goku_lang/IVF256_PQ4.shard_{i}" + shutil.copy(test_index_shard, tmpdirname + "/my_test_data/") + file_size = 10000 + query_batch_size = 10000 + total_batches = num_files * file_size // query_batch_size + if num_files * file_size % query_batch_size != 0: + total_batches += 1 + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float32, + index_factory=["IVF256,PQ4"], + training_sample=9984, + num_files=3, + file_size=10000, + nprobe=2, + k=2, + metric="METRIC_L2", + index_shard_size=10000, + query_batch_size=query_batch_size, + evaluation_sample=100, + ) + data_creator.create_test_data() + test_args = data_creator.setup_cli("search") + cfg = load_config(test_args.config) + process_options_and_run_jobs(test_args) + # TODO: add check that there are number of batches total of files + knn_file = cfg["output"] + KNN_RESULTS_FILE + self.assert_file_exists(knn_file) + + def test_evaluate_without_margin(self) -> None: + """ + Test evaluate step using test data objects, no margin evaluation, single index. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE + shutil.copy(test_index_path, tmpdirname) + os.makedirs(tmpdirname + "/my_test_data/", exist_ok=True) + + goku_index_file = os.getcwd() + TEST_INDEX_A + shutil.copy(goku_index_file, tmpdirname + "/my_test_data") + + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float32, + index_factory=["IVF256,PQ4"], + training_sample=9984, + num_files=3, + file_size=10000, + nprobe=2, + k=2, + metric="METRIC_L2", + index_shard_size=10000, + query_batch_size=10000, + evaluation_sample=100, + with_queries_ds=True, + ) + data_creator.create_test_data() + test_args = data_creator.setup_cli("evaluate") + process_options_and_run_jobs(test_args) + common_path = tmpdirname + "/my_queries_data_in_my_test_data/eval/" + for filename in A_INDEX_FILES: + file_to_check = common_path + filename + self.assert_file_exists(file_to_check) + + def test_evaluate_without_margin_OPQ(self) -> None: + """ + Test evaluate step using test data objects, no margin evaluation, single index. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + test_index_path = os.getcwd() + OPQ_INDEX_TEMPLATE_FILE + shutil.copy(test_index_path, tmpdirname) + os.makedirs(tmpdirname + "/my_test_data/", exist_ok=True) + + goku_index_file = os.getcwd() + TEST_INDEX_OPQ + shutil.copy(goku_index_file, tmpdirname + "/my_test_data") + + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float32, + index_factory=["OPQ4,IVF256,PQ4"], + training_sample=9984, + num_files=3, + file_size=10000, + nprobe=200, + k=2, + metric="METRIC_L2", + index_shard_size=10000, + query_batch_size=10000, + evaluation_sample=100, + with_queries_ds=True, + ) + data_creator.create_test_data() + test_args = data_creator.setup_cli("evaluate") + process_options_and_run_jobs(test_args) + common_path = tmpdirname + "/my_queries_data_in_my_test_data/eval/" + for filename in A_INDEX_OPQ_FILES: + file_to_check = common_path + filename + self.assert_file_exists(file_to_check) + + def test_evaluate_with_margin(self) -> None: + """ + Test evaluate step using test data objects with margin evaluation, pair of indexes A and B case. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE + shutil.copy(test_index_path, tmpdirname) + os.makedirs(tmpdirname + "/my_test_data/", exist_ok=True) + + goku_index_file = os.getcwd() + TEST_INDEX_A + shutil.copy(goku_index_file, tmpdirname + "/my_test_data") + os.makedirs(tmpdirname + "/my_queries_data/", exist_ok=True) + coco_index_file = os.getcwd() + TEST_INDEX_B + shutil.copy(coco_index_file, tmpdirname + "/my_queries_data") + + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float32, + index_factory=["IVF256,PQ4"], + training_sample=9984, + num_files=3, + file_size=10000, + nprobe=2, + k=2, + metric="METRIC_L2", + index_shard_size=10000, + query_batch_size=10000, + evaluation_sample=100, + with_queries_ds=True, + evaluate_by_margin=True, + ) + data_creator.create_test_data() + test_args = data_creator.setup_cli("evaluate") + process_options_and_run_jobs(test_args) + common_path = tmpdirname + "/my_queries_data_in_my_test_data/eval/" + + for filename in A_INDEX_FILES + B_INDEX_FILES: + file_to_check = common_path + filename + self.assert_file_exists(file_to_check) + + def test_split_batch_size_bigger_than_file_sizes(self) -> None: + """ + Test split_files step, batch size bigger than file sizes. + """ + with tempfile.TemporaryDirectory() as tmpdirname: + test_file_sizes = [19999, 20001, 30000, 10000] + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float32, + index_factory=["IVF256,PQ4"], + training_sample=9984, + file_sizes=test_file_sizes, + nprobe=2, + k=2, + metric="METRIC_L2", + index_shard_size=10000, + query_batch_size=40000, + evaluation_sample=100, + with_queries_ds=True, + ) + data_creator.create_test_data() + test_args = data_creator.setup_cli("train_index") + process_options_and_run_jobs(test_args) + test_args = data_creator.setup_cli("index_shard") + process_options_and_run_jobs(test_args) + test_args = data_creator.setup_cli("search") + process_options_and_run_jobs(test_args) + test_args = data_creator.setup_cli("split_files") + process_options_and_run_jobs(test_args) + + common_path = tmpdirname + "/my_queries_data_in_my_test_data/knn/" + I_groundtruth_files = ["I0000000000_IVF256_PQ4_np2.npy", "I0000040000_IVF256_PQ4_np2.npy"] + first_file_gt = I_groundtruth_files.pop(0) + I_groundtruth = np.load(common_path + first_file_gt) + for batched_file in I_groundtruth_files: + I_groundtruth = np.vstack([I_groundtruth, np.load(common_path + batched_file)]) + split_files = sorted( + ["mm5_p5.x2y.002.idx.npy", "mm5_p5.x2y.003.idx.npy", "mm5_p5.x2y.000.idx.npy", "mm5_p5.x2y.001.idx.npy"] + ) + first_file = split_files.pop(0) + output_path = common_path + "dists5_p5.my_test_data-my_queries_data.IVF256_PQ4.k2.np2.fp32-shard/" + + I_all_splits = np.load(output_path + first_file) + for filename in split_files: + self.assert_file_exists(output_path + filename) + I = np.load(output_path + filename) + I_all_splits = np.vstack([I_all_splits, I]) + + self.assertTrue((I_all_splits == I_groundtruth).all()) + + def test_split_batch_size_smaller_than_file_sizes(self) -> None: + """ + Test split_files step, the batch size less than file sizes + """ + test_file_sizes = [14995, 5005] + with tempfile.TemporaryDirectory() as tmpdirname: + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float32, + index_factory=["IVF256,PQ4"], + training_sample=9984, + file_sizes=test_file_sizes, + nprobe=2, + k=2, + metric="METRIC_L2", + index_shard_size=10000, + query_batch_size=5000, + evaluation_sample=100, + with_queries_ds=True, + ) + data_creator.create_test_data() + test_args = data_creator.setup_cli("train_index") + process_options_and_run_jobs(test_args) + test_args = data_creator.setup_cli("index_shard") + process_options_and_run_jobs(test_args) + test_args = data_creator.setup_cli("search") + process_options_and_run_jobs(test_args) + test_args = data_creator.setup_cli("split_files") + process_options_and_run_jobs(test_args) + + common_path = tmpdirname + "/my_queries_data_in_my_test_data/knn/" + I_groundtruth_files = [ + "D_approx0000000000_IVF256_PQ4_np2.npy", + "D_approx0000005000_IVF256_PQ4_np2.npy", + "D_approx0000010000_IVF256_PQ4_np2.npy", + "D_approx0000015000_IVF256_PQ4_np2.npy", + ] + + first_file_gt = I_groundtruth_files.pop(0) + I_groundtruth = np.load(common_path + first_file_gt) + for batched_file in I_groundtruth_files: + I_groundtruth = np.vstack([I_groundtruth, np.load(common_path + batched_file)]) + split_files = sorted(["mm5_p5.x2y.000.dist.npy", "mm5_p5.x2y.001.dist.npy"]) + output_path = common_path + "dists5_p5.my_test_data-my_queries_data.IVF256_PQ4.k2.np2.fp32-shard/" + first_file = split_files.pop(0) + I_all_splits = np.load(output_path + first_file) + for filename in split_files: + self.assert_file_exists(output_path + filename) + I = np.load(output_path + filename) + I_all_splits = np.vstack([I_all_splits, I]) + + self.assertTrue((I_all_splits == I_groundtruth).all()) + + def test_split_files_with_corrupted_input_file(self) -> None: + """ + Test split_files step, the batch size less than file sizes + """ + test_file_sizes = [14995, 5005] + with tempfile.TemporaryDirectory() as tmpdirname: + k = 2 + data_creator = TestDataCreator( + tempdir=tmpdirname, + dimension=8, + data_type=np.float32, + index_factory=["IVF256,PQ4"], + training_sample=9984, + file_sizes=test_file_sizes, + nprobe=2, + k=k, + metric="METRIC_L2", + index_shard_size=10000, + query_batch_size=5000, + evaluation_sample=100, + with_queries_ds=True, + ) + data_creator.create_test_data() + test_args = data_creator.setup_cli("train_index") + process_options_and_run_jobs(test_args) + test_args = data_creator.setup_cli("index_shard") + process_options_and_run_jobs(test_args) + test_args = data_creator.setup_cli("search") + process_options_and_run_jobs(test_args) + #Corrupts the last file + common_path = tmpdirname + "/my_queries_data_in_my_test_data/knn/" + D_corrupt_file = np.empty((0,k),dtype=np.float32) + np.save(common_path+"D_approx0000015000_IVF256_PQ4_np2.npy",D_corrupt_file) + test_args = data_creator.setup_cli("split_files") + + self.assertRaises(AssertionError,process_options_and_run_jobs, test_args) + diff --git a/demos/offline_ivf/tests/testing_utils.py b/demos/offline_ivf/tests/testing_utils.py new file mode 100644 index 0000000000..8b52f462d4 --- /dev/null +++ b/demos/offline_ivf/tests/testing_utils.py @@ -0,0 +1,346 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. + +import argparse +import yaml +import numpy as np +from typing import Dict, List, Optional + +OIVF_TEST_ARGS: List[str] = ["--config", "--xb", "--xq", "--command", "--run_type"] + + +def get_test_parser(args) -> argparse.ArgumentParser: + parser = argparse.ArgumentParser() + for arg in args: + parser.add_argument(arg) + return parser + + +class TestDataCreator: + def __init__( + self, + tempdir: str, + dimension: int, + data_type: np.dtype, + index_factory: Optional[List] = ["OPQ4,IVF256,PQ4"], + training_sample: Optional[int] = 9984, + index_shard_size: Optional[int] = 1000, + query_batch_size: Optional[int] = 1000, + evaluation_sample: Optional[int] = 100, + num_files: Optional[int] = None, + file_size: Optional[int] = None, + file_sizes: Optional[List] = None, + nprobe: Optional[int] = 64, + k: Optional[int] = 10, + metric: Optional[str] = "METRIC_L2", + normalise: Optional[bool] = False, + with_queries_ds: Optional[bool] = False, + evaluate_by_margin: Optional[bool] = False, + ) -> None: + self.tempdir = tempdir + self.dimension = dimension + self.data_type = np.dtype(data_type).name + self.index_factory = {"prod": index_factory} + if file_size and num_files: + self.file_sizes = [file_size for _ in range(num_files)] + elif file_sizes: + self.file_sizes = file_sizes + else: + raise ValueError("no file sizes provided") + self.num_files = len(self.file_sizes) + self.training_sample = training_sample + self.index_shard_size = index_shard_size + self.query_batch_size = query_batch_size + self.evaluation_sample = evaluation_sample + self.nprobe = {"prod": [nprobe]} + self.k = k + self.metric = metric + self.normalise = normalise + self.config_file = self.tempdir + "/config_test.yaml" + self.ds_name = "my_test_data" + self.qs_name = "my_queries_data" + self.evaluate_by_margin = evaluate_by_margin + self.with_queries_ds = with_queries_ds + + def create_test_data(self) -> None: + datafiles = self._create_data_files() + files_info = [] + + for i, file in enumerate(datafiles): + files_info.append( + { + "dtype": self.data_type, + "format": "npy", + "name": file, + "size": self.file_sizes[i], + } + ) + + config_for_yaml = { + "d": self.dimension, + "output": self.tempdir, + "index": self.index_factory, + "nprobe": self.nprobe, + "k": self.k, + "normalise": self.normalise, + "metric": self.metric, + "training_sample": self.training_sample, + "evaluation_sample": self.evaluation_sample, + "index_shard_size": self.index_shard_size, + "query_batch_size": self.query_batch_size, + "datasets": { + self.ds_name: { + "root": self.tempdir, + "size": sum(self.file_sizes), + "files": files_info, + } + }, + } + if self.evaluate_by_margin: + config_for_yaml["evaluate_by_margin"] = self.evaluate_by_margin + q_datafiles = self._create_data_files("my_q_data") + q_files_info = [] + + for i, file in enumerate(q_datafiles): + q_files_info.append( + { + "dtype": self.data_type, + "format": "npy", + "name": file, + "size": self.file_sizes[i], + } + ) + if self.with_queries_ds: + config_for_yaml["datasets"][self.qs_name] = { + "root": self.tempdir, + "size": sum(self.file_sizes), + "files": q_files_info, + } + + self._create_config_yaml(config_for_yaml) + + def setup_cli(self, command="consistency_check") -> argparse.Namespace: + parser = get_test_parser(OIVF_TEST_ARGS) + + if self.with_queries_ds: + return parser.parse_args( + [ + "--xb", + self.ds_name, + "--config", + self.config_file, + "--command", + command, + "--run_type", + "local", + "--xq", + self.qs_name, + ] + ) + return parser.parse_args( + [ + "--xb", + self.ds_name, + "--config", + self.config_file, + "--command", + command, + "--run_type", + "local", + ] + ) + + def _create_data_files(self, name_of_file="my_data") -> List[str]: + """ + Creates a dataset "my_test_data" with number of files (num_files), using padding in the files + name. If self.with_queries is True, it adds an extra dataset "my_queries_data" with the same number of files + as the "my_test_data". The default name for embeddings files is "my_data" + .npy. + """ + filenames = [] + for i, file_size in enumerate(self.file_sizes): + # np.random.seed(i) + db_vectors = np.random.random((file_size, self.dimension)).astype(self.data_type) + filename = name_of_file + f"{i:02}" + ".npy" + filenames.append(filename) + np.save(self.tempdir + "/" + filename, db_vectors) + return filenames + + def _create_config_yaml(self, dict_file: Dict[str, str]) -> None: + """ + Creates a yaml file in dir (can be a temporary dir for tests). + """ + filename = self.tempdir + "/config_test.yaml" + with open(filename, "w") as file: + yaml.dump(dict_file, file, default_flow_style=False) +import argparse +import yaml +import numpy as np +from typing import Dict, List, Optional + +OIVF_TEST_ARGS: List[str] = ["--config", "--xb", "--xq", "--command", "--run_type"] + + +def get_test_parser(args) -> argparse.ArgumentParser: + parser = argparse.ArgumentParser() + for arg in args: + parser.add_argument(arg) + return parser + + +class TestDataCreator: + def __init__( + self, + tempdir: str, + dimension: int, + data_type: np.dtype, + index_factory: Optional[List] = ["OPQ4,IVF256,PQ4"], + training_sample: Optional[int] = 9984, + index_shard_size: Optional[int] = 1000, + query_batch_size: Optional[int] = 1000, + evaluation_sample: Optional[int] = 100, + num_files: Optional[int] = None, + file_size: Optional[int] = None, + file_sizes: Optional[List] = None, + nprobe: Optional[int] = 64, + k: Optional[int] = 10, + metric: Optional[str] = "METRIC_L2", + normalise: Optional[bool] = False, + with_queries_ds: Optional[bool] = False, + evaluate_by_margin: Optional[bool] = False, + ) -> None: + self.tempdir = tempdir + self.dimension = dimension + self.data_type = np.dtype(data_type).name + self.index_factory = {"prod": index_factory} + if file_size and num_files: + self.file_sizes = [file_size for _ in range(num_files)] + elif file_sizes: + self.file_sizes = file_sizes + else: + raise ValueError("no file sizes provided") + self.num_files = len(self.file_sizes) + self.training_sample = training_sample + self.index_shard_size = index_shard_size + self.query_batch_size = query_batch_size + self.evaluation_sample = evaluation_sample + self.nprobe = {"prod": [nprobe]} + self.k = k + self.metric = metric + self.normalise = normalise + self.config_file = self.tempdir + "/config_test.yaml" + self.ds_name = "my_test_data" + self.qs_name = "my_queries_data" + self.evaluate_by_margin = evaluate_by_margin + self.with_queries_ds = with_queries_ds + + def create_test_data(self) -> None: + datafiles = self._create_data_files() + files_info = [] + + for i, file in enumerate(datafiles): + files_info.append( + { + "dtype": self.data_type, + "format": "npy", + "name": file, + "size": self.file_sizes[i], + } + ) + + config_for_yaml = { + "d": self.dimension, + "output": self.tempdir, + "index": self.index_factory, + "nprobe": self.nprobe, + "k": self.k, + "normalise": self.normalise, + "metric": self.metric, + "training_sample": self.training_sample, + "evaluation_sample": self.evaluation_sample, + "index_shard_size": self.index_shard_size, + "query_batch_size": self.query_batch_size, + "datasets": { + self.ds_name: { + "root": self.tempdir, + "size": sum(self.file_sizes), + "files": files_info, + } + }, + } + if self.evaluate_by_margin: + config_for_yaml["evaluate_by_margin"] = self.evaluate_by_margin + q_datafiles = self._create_data_files("my_q_data") + q_files_info = [] + + for i, file in enumerate(q_datafiles): + q_files_info.append( + { + "dtype": self.data_type, + "format": "npy", + "name": file, + "size": self.file_sizes[i], + } + ) + if self.with_queries_ds: + config_for_yaml["datasets"][self.qs_name] = { + "root": self.tempdir, + "size": sum(self.file_sizes), + "files": q_files_info, + } + + self._create_config_yaml(config_for_yaml) + + def setup_cli(self, command="consistency_check") -> argparse.Namespace: + parser = get_test_parser(OIVF_TEST_ARGS) + + if self.with_queries_ds: + return parser.parse_args( + [ + "--xb", + self.ds_name, + "--config", + self.config_file, + "--command", + command, + "--run_type", + "local", + "--xq", + self.qs_name, + ] + ) + return parser.parse_args( + [ + "--xb", + self.ds_name, + "--config", + self.config_file, + "--command", + command, + "--run_type", + "local", + ] + ) + + def _create_data_files(self, name_of_file="my_data") -> List[str]: + """ + Creates a dataset "my_test_data" with number of files (num_files), using padding in the files + name. If self.with_queries is True, it adds an extra dataset "my_queries_data" with the same number of files + as the "my_test_data". The default name for embeddings files is "my_data" + .npy. + """ + filenames = [] + for i, file_size in enumerate(self.file_sizes): + np.random.seed(i) + db_vectors = np.random.random((file_size, self.dimension)).astype(self.data_type) + filename = name_of_file + f"{i:02}" + ".npy" + filenames.append(filename) + np.save(self.tempdir + "/" + filename, db_vectors) + return filenames + + def _create_config_yaml(self, dict_file: Dict[str, str]) -> None: + """ + Creates a yaml file in dir (can be a temporary dir for tests). + """ + filename = self.tempdir + "/config_test.yaml" + with open(filename, "w") as file: + yaml.dump(dict_file, file, default_flow_style=False) diff --git a/demos/offline_ivf/utils.py b/demos/offline_ivf/utils.py new file mode 100644 index 0000000000..cc2b0f5c5e --- /dev/null +++ b/demos/offline_ivf/utils.py @@ -0,0 +1,88 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. + +import numpy as np +import os +from typing import Any, Dict, List +import yaml +import time +from math import sqrt, floor +import faiss +from faiss.contrib.datasets import SyntheticDataset + +def load_config(config): + assert os.path.exists(config) + with open(config, "r") as f: + return yaml.safe_load(f) + +def faiss_sanity_check(): + ds = SyntheticDataset(256, 0, 100, 100) + xq = ds.get_queries() + xb = ds.get_database() + index_cpu = faiss.IndexFlat(ds.d) + index_gpu = faiss.index_cpu_to_all_gpus(index_cpu) + index_cpu.add(xb) + index_gpu.add(xb) + D_cpu, I_cpu = index_cpu.search(xq, 10) + D_gpu, I_gpu = index_gpu.search(xq, 10) + assert np.all(I_cpu == I_gpu), "faiss sanity check failed" + assert np.all(np.isclose(D_cpu, D_gpu)), "faiss sanity check failed" + +def margin(sample, idx_a, idx_b, D_a_b, D_a, D_b, k, k_extract, threshold): + """ + two datasets: xa, xb; n = number of pairs + idx_a - (np,) - query vector ids in xa + idx_b - (np,) - query vector ids in xb + D_a_b - (np,) - pairwise distances between xa[idx_a] and xb[idx_b] + D_a - (np, k) - distances between vectors xa[idx_a] and corresponding nearest neighbours in xb + D_b - (np, k) - distances between vectors xb[idx_b] and corresponding nearest neighbours in xa + k - k nearest neighbours used for margin + k_extract - number of nearest neighbours of each query in xb we consider for margin calculation and filtering + threshold - margin threshold + """ + + n = sample + nk = n * k_extract + assert idx_a.shape == (n,) + idx_a_k = idx_a.repeat(k_extract) + assert idx_a_k.shape == (nk,) + assert idx_b.shape == (nk,) + assert D_a_b.shape == (nk,) + assert D_a.shape == (n, k) + assert D_b.shape == (nk, k) + mean_a = np.mean(D_a, axis=1) + assert mean_a.shape == (n,) + mean_a_k = mean_a.repeat(k_extract) + assert mean_a_k.shape == (nk,) + mean_b = np.mean(D_b, axis=1) + assert mean_b.shape == (nk,) + margin = 2 * D_a_b / (mean_a_k + mean_b) + above_threshold = margin > threshold + print(np.count_nonzero(above_threshold)) + print(idx_a_k[above_threshold]) + print(idx_b[above_threshold]) + print(margin[above_threshold]) + return margin + +def add_group_args(group, *args, **kwargs): + return group.add_argument(*args, **kwargs) + +def get_intersection_cardinality_frequencies(I: np.ndarray, I_gt: np.ndarray) -> Dict[int, int]: + """ + Computes the frequencies for the cardinalities of the intersection of neighbour indices. + """ + nq = I.shape[0] + res = [] + for ell in range(nq): + res.append(len(np.intersect1d(I[ell, :], I_gt[ell, :]))) + values, counts = np.unique(res, return_counts=True) + return dict(zip(values, counts)) + +def is_pretransform_index(index): + if index.__class__ == faiss.IndexPreTransform: + assert hasattr(index, "chain") + return True + else: + assert not hasattr(index, "chain") + return False \ No newline at end of file From c03ebf9ed624d0da3c8da433789985f749d94060 Mon Sep 17 00:00:00 2001 From: Maria Date: Fri, 15 Dec 2023 13:50:12 -0800 Subject: [PATCH 2/5] unit tests edits and import paths fixed --- demos/offline_ivf/README.md | 54 ++++++ demos/offline_ivf/generate_config.py | 4 + demos/offline_ivf/offline_ivf.py | 7 +- demos/offline_ivf/run.py | 4 +- .../test_data/IVF256_PQ4.empty.faissindex | Bin 0 -> 16564 bytes .../OPQ4_IVF256_PQ4.empty.faissindex | Bin 0 -> 16891 bytes .../test_data/coco_lang/IVF256_PQ4.faissindex | Bin 0 -> 22856 bytes .../coco_lang/IVF256_PQ4.faissindex.ivfdata | Bin 0 -> 360000 bytes .../test_data/coco_lang/IVF256_PQ4.shard_0 | Bin 0 -> 138612 bytes .../test_data/coco_lang/IVF256_PQ4.shard_1 | Bin 0 -> 138612 bytes .../test_data/coco_lang/IVF256_PQ4.shard_2 | Bin 0 -> 138612 bytes .../coco_lang/OPQ4_IVF256_PQ4.faissindex | Bin 0 -> 23188 bytes .../OPQ4_IVF256_PQ4.faissindex.ivfdata | Bin 0 -> 360000 bytes .../coco_lang/OPQ4_IVF256_PQ4.shard_0 | Bin 0 -> 137755 bytes .../coco_lang/OPQ4_IVF256_PQ4.shard_1 | Bin 0 -> 137787 bytes .../coco_lang/OPQ4_IVF256_PQ4.shard_2 | Bin 0 -> 137771 bytes .../test_data/goku_lang/IVF256_PQ4.faissindex | Bin 0 -> 22856 bytes .../goku_lang/IVF256_PQ4.faissindex.ivfdata | Bin 0 -> 360000 bytes .../test_data/goku_lang/IVF256_PQ4.shard_0 | Bin 0 -> 138612 bytes .../test_data/goku_lang/IVF256_PQ4.shard_1 | Bin 0 -> 138612 bytes .../test_data/goku_lang/IVF256_PQ4.shard_2 | Bin 0 -> 138612 bytes .../goku_lang/OPQ4_IVF256_PQ4.faissindex | Bin 0 -> 23188 bytes .../OPQ4_IVF256_PQ4.faissindex.ivfdata | Bin 0 -> 360000 bytes .../goku_lang/OPQ4_IVF256_PQ4.shard_0 | Bin 0 -> 137771 bytes .../goku_lang/OPQ4_IVF256_PQ4.shard_1 | Bin 0 -> 137771 bytes .../goku_lang/OPQ4_IVF256_PQ4.shard_2 | Bin 0 -> 137771 bytes .../{test_data => }/test_iterate_input.py | 8 +- demos/offline_ivf/tests/test_offline_ivf.py | 89 ++++----- demos/offline_ivf/tests/testing_utils.py | 180 +----------------- demos/offline_ivf/utils.py | 2 - 30 files changed, 107 insertions(+), 241 deletions(-) create mode 100644 demos/offline_ivf/README.md create mode 100644 demos/offline_ivf/tests/test_data/IVF256_PQ4.empty.faissindex create mode 100644 demos/offline_ivf/tests/test_data/OPQ4_IVF256_PQ4.empty.faissindex create mode 100644 demos/offline_ivf/tests/test_data/coco_lang/IVF256_PQ4.faissindex create mode 100644 demos/offline_ivf/tests/test_data/coco_lang/IVF256_PQ4.faissindex.ivfdata create mode 100644 demos/offline_ivf/tests/test_data/coco_lang/IVF256_PQ4.shard_0 create mode 100644 demos/offline_ivf/tests/test_data/coco_lang/IVF256_PQ4.shard_1 create mode 100644 demos/offline_ivf/tests/test_data/coco_lang/IVF256_PQ4.shard_2 create mode 100644 demos/offline_ivf/tests/test_data/coco_lang/OPQ4_IVF256_PQ4.faissindex create mode 100644 demos/offline_ivf/tests/test_data/coco_lang/OPQ4_IVF256_PQ4.faissindex.ivfdata create mode 100644 demos/offline_ivf/tests/test_data/coco_lang/OPQ4_IVF256_PQ4.shard_0 create mode 100644 demos/offline_ivf/tests/test_data/coco_lang/OPQ4_IVF256_PQ4.shard_1 create mode 100644 demos/offline_ivf/tests/test_data/coco_lang/OPQ4_IVF256_PQ4.shard_2 create mode 100644 demos/offline_ivf/tests/test_data/goku_lang/IVF256_PQ4.faissindex create mode 100644 demos/offline_ivf/tests/test_data/goku_lang/IVF256_PQ4.faissindex.ivfdata create mode 100644 demos/offline_ivf/tests/test_data/goku_lang/IVF256_PQ4.shard_0 create mode 100644 demos/offline_ivf/tests/test_data/goku_lang/IVF256_PQ4.shard_1 create mode 100644 demos/offline_ivf/tests/test_data/goku_lang/IVF256_PQ4.shard_2 create mode 100644 demos/offline_ivf/tests/test_data/goku_lang/OPQ4_IVF256_PQ4.faissindex create mode 100644 demos/offline_ivf/tests/test_data/goku_lang/OPQ4_IVF256_PQ4.faissindex.ivfdata create mode 100644 demos/offline_ivf/tests/test_data/goku_lang/OPQ4_IVF256_PQ4.shard_0 create mode 100644 demos/offline_ivf/tests/test_data/goku_lang/OPQ4_IVF256_PQ4.shard_1 create mode 100644 demos/offline_ivf/tests/test_data/goku_lang/OPQ4_IVF256_PQ4.shard_2 rename demos/offline_ivf/tests/{test_data => }/test_iterate_input.py (95%) diff --git a/demos/offline_ivf/README.md b/demos/offline_ivf/README.md new file mode 100644 index 0000000000..4172402a55 --- /dev/null +++ b/demos/offline_ivf/README.md @@ -0,0 +1,54 @@ + +# Offline IVF + +This folder contains the code for the offline ivf algorithm powered by faiss big batch search. +![oivf_new](https://github.com/fairinternal/faiss_improvements/assets/4427136/ff96b614-66dd-42cc-968d-4864bf081be6) + + +Create a conda env: + +`conda create --name oivf python=3.10` + +`conda activate oivf` + +`conda install -c pytorch/label/nightly -c nvidia faiss-gpu=1.7.4` + +`conda install tqdm` + +`conda install pyyaml` + +`conda install -c conda-forge submitit` + + +## Run book + +1. Optionally shard your dataset (see create_sharded_dataset.py) and create the corresponding yaml file `config_ssnpp.yaml`. You can use `generate_config.py` by specifying the root directory of your dataset and the files with the data shards + +`python generate_config` + +2. Run the train index command + +`python run.py --command train_index --config config_ssnpp.yaml --xb ssnpp_1B` + + +3. Run the index-shard command so it produces sharded indexes, required for the search step + +`python run.py --command index_shard --config config_ssnpp.yaml --xb ssnpp_1B` + + +6. Send jobs to the cluster to run search + +`python run.py --command search --config config_ssnpp.yaml --xb ssnpp_1B --cluster_run --partition ` + + +Remarks about the `search` command: +a. If the query vectors are different than the database vectors, it should be passed in the xq argument +b. A new dataset needs to be prepared (following steps 1-3) before passing it to the query vectors argument `–xq` + +`python run.py --command search --config config_ssnpp.yaml --xb ssnpp_1B --xq ` + + +6. We can always run the consistency-check for sanity checks! + +`python run.py --command consistency_check--config config_ssnpp.yaml --xb ssnpp_1B` + diff --git a/demos/offline_ivf/generate_config.py b/demos/offline_ivf/generate_config.py index fa1104127b..1958ad7901 100644 --- a/demos/offline_ivf/generate_config.py +++ b/demos/offline_ivf/generate_config.py @@ -1,3 +1,7 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# This source code is licensed under the MIT license found in the +# LICENSE file in the root directory of this source tree. + import numpy as np import os import yaml diff --git a/demos/offline_ivf/offline_ivf.py b/demos/offline_ivf/offline_ivf.py index 9210c93e43..fabb31becf 100644 --- a/demos/offline_ivf/offline_ivf.py +++ b/demos/offline_ivf/offline_ivf.py @@ -12,8 +12,8 @@ from faiss.contrib.big_batch_search import big_batch_search from faiss.contrib.exhaustive_search import knn_ground_truth from faiss.contrib.evaluation import knn_intersection_measure -from demos.offline_ivf.utils import get_intersection_cardinality_frequencies, margin, faiss_sanity_check, is_pretransform_index -from demos.offline_ivf.dataset import create_dataset_from_oivf_config +from utils import get_intersection_cardinality_frequencies, margin, faiss_sanity_check, is_pretransform_index +from dataset import create_dataset_from_oivf_config logging.basicConfig( format='%(asctime)s.%(msecs)03d %(levelname)-8s %(threadName)-12s %(message)s', @@ -28,7 +28,7 @@ class OfflineIVF: def __init__(self, cfg, args, nprobe, index_factory_str): - # faiss_sanity_check() + #faiss_sanity_check() self.input_d = cfg["d"] self.dt = cfg["datasets"][args.xb]["files"][0][ "dtype" @@ -620,7 +620,6 @@ def search(self): try: # TODO: modify shape for pretransform case with open(Ifn, "xb") as f, open(Dfn, "xb") as g: - logging.info(Ifn, Dfn) xq_i = np.empty(shape=(self.xq_bs, self.input_d), dtype=np.float16) q_assign = np.empty((self.xq_bs, self.nprobe), dtype=np.int32) j = 0 diff --git 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a3b800085a..cc9bfb2f55 100644 --- a/demos/offline_ivf/tests/test_data/test_iterate_input.py +++ b/demos/offline_ivf/tests/test_iterate_input.py @@ -4,11 +4,11 @@ import numpy as np import unittest -from typing import List, Tuple -from utils import check_non_increasing_rows, load_config -from demos.offline_ivf.tests.testing_utils import TestDataCreator +from typing import List +from utils import load_config +from tests.testing_utils import TestDataCreator import tempfile -from demos.offline_ivf.dataset import create_dataset_from_oivf_config +from dataset import create_dataset_from_oivf_config DIMENSION: int = 768 SMALL_FILE_SIZES: List[int] = [100, 210, 450] diff --git a/demos/offline_ivf/tests/test_offline_ivf.py b/demos/offline_ivf/tests/test_offline_ivf.py index 080c4a14c1..094db9f81d 100644 --- a/demos/offline_ivf/tests/test_offline_ivf.py +++ b/demos/offline_ivf/tests/test_offline_ivf.py @@ -11,15 +11,18 @@ import shutil import os from typing import List -from offline_ivf.tests.testing_utils import TestDataCreator +from tests.testing_utils import TestDataCreator from run import process_options_and_run_jobs INDEX_TEMPLATE_FILE: str = "/tests/test_data/IVF256_PQ4.empty.faissindex" OPQ_INDEX_TEMPLATE_FILE: str = "/tests/test_data/OPQ4_IVF256_PQ4.empty.faissindex" KNN_RESULTS_FILE: str = "/my_test_data_in_my_test_data/knn/I0000000000_IVF256_PQ4_np2.npy" TEST_INDEX_A: str = "/tests/test_data/goku_lang/IVF256_PQ4.faissindex" +TEST_INDEX_DATA_A: str = "/tests/test_data/goku_lang/IVF256_PQ4.faissindex.ivfdata" TEST_INDEX_B: str = "/tests/test_data/coco_lang/IVF256_PQ4.faissindex" +TEST_INDEX_DATA_B: str = "/tests/test_data/coco_lang/IVF256_PQ4.faissindex.ivfdata" TEST_INDEX_OPQ: str = "/tests/test_data/goku_lang/OPQ4_IVF256_PQ4.faissindex" +TEST_INDEX_DATA_OPQ: str = "/tests/test_data/goku_lang/OPQ4_IVF256_PQ4.faissindex.ivfdata" A_INDEX_FILES: List[str] = [ "I_a_gt.npy", "D_a_gt.npy", @@ -56,37 +59,6 @@ def assert_file_exists(self, filepath: str) -> None: path = pl.Path(filepath) self.assertEqual((str(path), path.is_file()), (str(path), True)) - def test_e2e(self) -> None: - with tempfile.TemporaryDirectory() as tmpdirname: - data_creator = TestDataCreator( - tempdir=tmpdirname, - dimension=8, - data_type=np.float16, - index_factory=["OPQ4,IVF256,PQ4"], - training_sample=9984, - num_files=3, - file_size=10000, - index_shard_size=10000, - query_batch_size=1000, - evaluation_sample=100, - nprobe=2, - k=2, - metric="METRIC_L2", - ) - data_creator.create_test_data() - args = data_creator.setup_cli() - cfg = load_config(args.config) - oivf = OfflineIVF( - cfg, - args, - cfg["nprobe"]["prod"][-1], - cfg["index"]["prod"][-1], - ) - oivf.input_stats() - oivf.train_index() - oivf.index_shard() - oivf.search() - def test_consistency_check(self) -> None: """ Test the OIVF consistency check step, that it throws if no other steps have been ran. @@ -129,16 +101,19 @@ def test_train_index(self) -> None: test_args = data_creator.setup_cli("train_index") cfg = load_config(test_args.config) process_options_and_run_jobs(test_args) - empty_index = cfg["output"] + "/" + cfg["index"]["prod"][-1].replace(",", "_") + ".empty.faissindex" + empty_index = cfg["output"] + "/my_test_data/" + cfg["index"]["prod"][-1].replace(",", "_") + ".empty.faissindex" self.assert_file_exists(empty_index) def test_index_shard_equal_file_sizes(self) -> None: """ Test the case where the shard size is a divisor of the database size and it is equal to the first file size. """ + with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE - shutil.copy(test_index_path, tmpdirname) + new_path=f"{tmpdirname}/my_test_data/" + os.makedirs(new_path, exist_ok=True) + shutil.copy(test_index_path, new_path) index_shard_size = 10000 num_files = 3 file_size = 10000 @@ -178,7 +153,9 @@ def test_index_shard_unequal_file_sizes(self) -> None: """ with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE - shutil.copy(test_index_path, tmpdirname) + new_path=f"{tmpdirname}/my_test_data/" + os.makedirs(new_path, exist_ok=True) + shutil.copy(test_index_path, new_path) file_sizes = [20000, 15001, 13990] xb_ds_size = sum(file_sizes) index_shard_size = 30000 @@ -215,7 +192,9 @@ def test_search(self) -> None: """ with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE - shutil.copy(test_index_path, tmpdirname) + new_path=f"{tmpdirname}/my_test_data/" + os.makedirs(new_path, exist_ok=True) + shutil.copy(test_index_path, new_path) os.makedirs(tmpdirname + "/my_test_data/", exist_ok=True) num_files = 3 for i in range(num_files): @@ -255,12 +234,13 @@ def test_evaluate_without_margin(self) -> None: """ with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE - shutil.copy(test_index_path, tmpdirname) - os.makedirs(tmpdirname + "/my_test_data/", exist_ok=True) - + new_path=f"{tmpdirname}/my_test_data/" + os.makedirs(new_path, exist_ok=True) + shutil.copy(test_index_path, new_path) goku_index_file = os.getcwd() + TEST_INDEX_A - shutil.copy(goku_index_file, tmpdirname + "/my_test_data") - + goku_index_data = os.getcwd() + TEST_INDEX_DATA_A + shutil.copy(goku_index_file, new_path) + shutil.copy(goku_index_data, new_path) data_creator = TestDataCreator( tempdir=tmpdirname, dimension=8, @@ -291,11 +271,13 @@ def test_evaluate_without_margin_OPQ(self) -> None: """ with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + OPQ_INDEX_TEMPLATE_FILE - shutil.copy(test_index_path, tmpdirname) - os.makedirs(tmpdirname + "/my_test_data/", exist_ok=True) - + new_path=f"{tmpdirname}/my_test_data/" + os.makedirs(new_path, exist_ok=True) + shutil.copy(test_index_path, new_path) goku_index_file = os.getcwd() + TEST_INDEX_OPQ - shutil.copy(goku_index_file, tmpdirname + "/my_test_data") + goku_index_data = os.getcwd() + TEST_INDEX_DATA_OPQ + shutil.copy(goku_index_file, new_path) + shutil.copy(goku_index_data, new_path) data_creator = TestDataCreator( tempdir=tmpdirname, @@ -327,14 +309,19 @@ def test_evaluate_with_margin(self) -> None: """ with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE - shutil.copy(test_index_path, tmpdirname) - os.makedirs(tmpdirname + "/my_test_data/", exist_ok=True) - + new_path=f"{tmpdirname}/my_test_data/" + os.makedirs(new_path, exist_ok=True) + shutil.copy(test_index_path, new_path) goku_index_file = os.getcwd() + TEST_INDEX_A - shutil.copy(goku_index_file, tmpdirname + "/my_test_data") - os.makedirs(tmpdirname + "/my_queries_data/", exist_ok=True) + goku_index_data = os.getcwd() + TEST_INDEX_DATA_A + shutil.copy(goku_index_file, new_path) + shutil.copy(goku_index_data, new_path) coco_index_file = os.getcwd() + TEST_INDEX_B - shutil.copy(coco_index_file, tmpdirname + "/my_queries_data") + coco_index_data = os.getcwd() + TEST_INDEX_DATA_B + queries_path=f"{tmpdirname}/my_queries_data/" + os.makedirs(queries_path, exist_ok=True) + shutil.copy(coco_index_file,queries_path) + shutil.copy(coco_index_data,queries_path) data_creator = TestDataCreator( tempdir=tmpdirname, diff --git a/demos/offline_ivf/tests/testing_utils.py b/demos/offline_ivf/tests/testing_utils.py index 8b52f462d4..77a32346a5 100644 --- a/demos/offline_ivf/tests/testing_utils.py +++ b/demos/offline_ivf/tests/testing_utils.py @@ -7,8 +7,7 @@ import numpy as np from typing import Dict, List, Optional -OIVF_TEST_ARGS: List[str] = ["--config", "--xb", "--xq", "--command", "--run_type"] - +OIVF_TEST_ARGS: List[str] = ["--config", "--xb", "--xq", "--command", "--cluster_run","--no_residuals"] def get_test_parser(args) -> argparse.ArgumentParser: parser = argparse.ArgumentParser() @@ -132,8 +131,6 @@ def setup_cli(self, command="consistency_check") -> argparse.Namespace: self.config_file, "--command", command, - "--run_type", - "local", "--xq", self.qs_name, ] @@ -146,8 +143,6 @@ def setup_cli(self, command="consistency_check") -> argparse.Namespace: self.config_file, "--command", command, - "--run_type", - "local", ] ) @@ -172,175 +167,4 @@ def _create_config_yaml(self, dict_file: Dict[str, str]) -> None: """ filename = self.tempdir + "/config_test.yaml" with open(filename, "w") as file: - yaml.dump(dict_file, file, default_flow_style=False) -import argparse -import yaml -import numpy as np -from typing import Dict, List, Optional - -OIVF_TEST_ARGS: List[str] = ["--config", "--xb", "--xq", "--command", "--run_type"] - - -def get_test_parser(args) -> argparse.ArgumentParser: - parser = argparse.ArgumentParser() - for arg in args: - parser.add_argument(arg) - return parser - - -class TestDataCreator: - def __init__( - self, - tempdir: str, - dimension: int, - data_type: np.dtype, - index_factory: Optional[List] = ["OPQ4,IVF256,PQ4"], - training_sample: Optional[int] = 9984, - index_shard_size: Optional[int] = 1000, - query_batch_size: Optional[int] = 1000, - evaluation_sample: Optional[int] = 100, - num_files: Optional[int] = None, - file_size: Optional[int] = None, - file_sizes: Optional[List] = None, - nprobe: Optional[int] = 64, - k: Optional[int] = 10, - metric: Optional[str] = "METRIC_L2", - normalise: Optional[bool] = False, - with_queries_ds: Optional[bool] = False, - evaluate_by_margin: Optional[bool] = False, - ) -> None: - self.tempdir = tempdir - self.dimension = dimension - self.data_type = np.dtype(data_type).name - self.index_factory = {"prod": index_factory} - if file_size and num_files: - self.file_sizes = [file_size for _ in range(num_files)] - elif file_sizes: - self.file_sizes = file_sizes - else: - raise ValueError("no file sizes provided") - self.num_files = len(self.file_sizes) - self.training_sample = training_sample - self.index_shard_size = index_shard_size - self.query_batch_size = query_batch_size - self.evaluation_sample = evaluation_sample - self.nprobe = {"prod": [nprobe]} - self.k = k - self.metric = metric - self.normalise = normalise - self.config_file = self.tempdir + "/config_test.yaml" - self.ds_name = "my_test_data" - self.qs_name = "my_queries_data" - self.evaluate_by_margin = evaluate_by_margin - self.with_queries_ds = with_queries_ds - - def create_test_data(self) -> None: - datafiles = self._create_data_files() - files_info = [] - - for i, file in enumerate(datafiles): - files_info.append( - { - "dtype": self.data_type, - "format": "npy", - "name": file, - "size": self.file_sizes[i], - } - ) - - config_for_yaml = { - "d": self.dimension, - "output": self.tempdir, - "index": self.index_factory, - "nprobe": self.nprobe, - "k": self.k, - "normalise": self.normalise, - "metric": self.metric, - "training_sample": self.training_sample, - "evaluation_sample": self.evaluation_sample, - "index_shard_size": self.index_shard_size, - "query_batch_size": self.query_batch_size, - "datasets": { - self.ds_name: { - "root": self.tempdir, - "size": sum(self.file_sizes), - "files": files_info, - } - }, - } - if self.evaluate_by_margin: - config_for_yaml["evaluate_by_margin"] = self.evaluate_by_margin - q_datafiles = self._create_data_files("my_q_data") - q_files_info = [] - - for i, file in enumerate(q_datafiles): - q_files_info.append( - { - "dtype": self.data_type, - "format": "npy", - "name": file, - "size": self.file_sizes[i], - } - ) - if self.with_queries_ds: - config_for_yaml["datasets"][self.qs_name] = { - "root": self.tempdir, - "size": sum(self.file_sizes), - "files": q_files_info, - } - - self._create_config_yaml(config_for_yaml) - - def setup_cli(self, command="consistency_check") -> argparse.Namespace: - parser = get_test_parser(OIVF_TEST_ARGS) - - if self.with_queries_ds: - return parser.parse_args( - [ - "--xb", - self.ds_name, - "--config", - self.config_file, - "--command", - command, - "--run_type", - "local", - "--xq", - self.qs_name, - ] - ) - return parser.parse_args( - [ - "--xb", - self.ds_name, - "--config", - self.config_file, - "--command", - command, - "--run_type", - "local", - ] - ) - - def _create_data_files(self, name_of_file="my_data") -> List[str]: - """ - Creates a dataset "my_test_data" with number of files (num_files), using padding in the files - name. If self.with_queries is True, it adds an extra dataset "my_queries_data" with the same number of files - as the "my_test_data". The default name for embeddings files is "my_data" + .npy. - """ - filenames = [] - for i, file_size in enumerate(self.file_sizes): - np.random.seed(i) - db_vectors = np.random.random((file_size, self.dimension)).astype(self.data_type) - filename = name_of_file + f"{i:02}" + ".npy" - filenames.append(filename) - np.save(self.tempdir + "/" + filename, db_vectors) - return filenames - - def _create_config_yaml(self, dict_file: Dict[str, str]) -> None: - """ - Creates a yaml file in dir (can be a temporary dir for tests). - """ - filename = self.tempdir + "/config_test.yaml" - with open(filename, "w") as file: - yaml.dump(dict_file, file, default_flow_style=False) + yaml.dump(dict_file, file, default_flow_style=False) \ No newline at end of file diff --git a/demos/offline_ivf/utils.py b/demos/offline_ivf/utils.py index cc2b0f5c5e..3b23dd1cfe 100644 --- a/demos/offline_ivf/utils.py +++ b/demos/offline_ivf/utils.py @@ -6,8 +6,6 @@ import os from typing import Any, Dict, List import yaml -import time -from math import sqrt, floor import faiss from faiss.contrib.datasets import SyntheticDataset From 71695fc3f65de5212df1abae86e92f143f1ebcf3 Mon Sep 17 00:00:00 2001 From: Maria Date: Mon, 18 Dec 2023 11:34:59 -0800 Subject: [PATCH 3/5] fortmat with black -l 79 --- demos/offline_ivf/README.md | 4 +- .../offline_ivf/create_sharded_ssnpp_files.py | 39 +- demos/offline_ivf/dataset.py | 28 +- demos/offline_ivf/generate_config.py | 8 +- demos/offline_ivf/offline_ivf.py | 384 +++++++++++++----- demos/offline_ivf/run.py | 61 ++- demos/offline_ivf/tests/test_iterate_input.py | 32 +- demos/offline_ivf/tests/test_offline_ivf.py | 114 ++++-- demos/offline_ivf/tests/testing_utils.py | 16 +- demos/offline_ivf/utils.py | 14 +- 10 files changed, 507 insertions(+), 193 deletions(-) diff --git a/demos/offline_ivf/README.md b/demos/offline_ivf/README.md index 4172402a55..a53f378d53 100644 --- a/demos/offline_ivf/README.md +++ b/demos/offline_ivf/README.md @@ -41,9 +41,9 @@ Create a conda env: `python run.py --command search --config config_ssnpp.yaml --xb ssnpp_1B --cluster_run --partition ` -Remarks about the `search` command: +Remarks about the `search` command: it is assumed that the database vectors are the query vectors when performing the search step. a. If the query vectors are different than the database vectors, it should be passed in the xq argument -b. A new dataset needs to be prepared (following steps 1-3) before passing it to the query vectors argument `–xq` +b. A new dataset needs to be prepared (step 1) before passing it to the query vectors argument `–xq` `python run.py --command search --config config_ssnpp.yaml --xb ssnpp_1B --xq ` diff --git a/demos/offline_ivf/create_sharded_ssnpp_files.py b/demos/offline_ivf/create_sharded_ssnpp_files.py index 87655eb9b5..7967fbbbac 100644 --- a/demos/offline_ivf/create_sharded_ssnpp_files.py +++ b/demos/offline_ivf/create_sharded_ssnpp_files.py @@ -6,9 +6,11 @@ import argparse import os + def xbin_mmap(fname, dtype, maxn=-1): """ - Code from https://github.com/harsha-simhadri/big-ann-benchmarks/blob/main/benchmark/dataset_io.py#L94 + Code from + https://github.com/harsha-simhadri/big-ann-benchmarks/blob/main/benchmark/dataset_io.py#L94 mmap the competition file format for a given type of items """ n, d = map(int, np.fromfile(fname, dtype="uint32", count=2)) @@ -19,18 +21,21 @@ def xbin_mmap(fname, dtype, maxn=-1): def main(args: argparse.Namespace): - - ssnpp_data = xbin_mmap(fname=args.filepath,dtype="uint8") - num_batches = ssnpp_data.shape[0]//args.data_batch - assert ssnpp_data.shape[0]%args.data_batch==0, "the number of embeddings per file needs to be a divisor of the total number of embeddings" + ssnpp_data = xbin_mmap(fname=args.filepath, dtype="uint8") + num_batches = ssnpp_data.shape[0] // args.data_batch + assert ( + ssnpp_data.shape[0] % args.data_batch == 0 + ), "num of embeddings per file should divide total num of embeddings" for i in range(num_batches): - xb_batch=ssnpp_data[i*args.data_batch:(i+1)*args.data_batch,:] - filename=args.output_dir+f"/ssnpp_{(i):010}.npy" - np.save(filename,xb_batch) + xb_batch = ssnpp_data[ + i * args.data_batch : (i + 1) * args.data_batch, : + ] + filename = args.output_dir + f"/ssnpp_{(i):010}.npy" + np.save(filename, xb_batch) print(f"File {filename} is saved!") -if __name__ == "__main__": +if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument( "--data_batch", @@ -39,16 +44,20 @@ def main(args: argparse.Namespace): default=50000000, help="Number of embeddings per file, should be a divisor of 1B", ) - parser.add_argument("--filepath", + parser.add_argument( + "--filepath", dest="filepath", type=str, default="/datasets01/big-ann-challenge-data/FB_ssnpp/FB_ssnpp_database.u8bin", - help="path of 1B ssnpp database vectors' original file") - parser.add_argument("--filepath", + help="path of 1B ssnpp database vectors' original file", + ) + parser.add_argument( + "--filepath", dest="output_dir", type=str, default="/checkpoint/marialomeli/ssnpp_data", - help="path to put sharded files") + help="path to put sharded files", + ) - args = parser.parse_args() - main(args) \ No newline at end of file + args = parser.parse_args() + main(args) diff --git a/demos/offline_ivf/dataset.py b/demos/offline_ivf/dataset.py index 701d249db6..bdd96a463c 100644 --- a/demos/offline_ivf/dataset.py +++ b/demos/offline_ivf/dataset.py @@ -16,7 +16,9 @@ def create_dataset_from_oivf_config(cfg, ds_name): return MultiFileVectorDataset( cfg["datasets"][ds_name]["root"], [ - FileDescriptor(f["name"], f["format"], np.dtype(f["dtype"]), f["size"]) + FileDescriptor( + f["name"], f["format"], np.dtype(f["dtype"]), f["size"] + ) for f in cfg["datasets"][ds_name]["files"] ], cfg["d"], @@ -26,11 +28,15 @@ def create_dataset_from_oivf_config(cfg, ds_name): @lru_cache(maxsize=100) -def _memmap_vecs(file_name: str, format: str, dtype: np.dtype, size: int, d: int) -> np.array: +def _memmap_vecs( + file_name: str, format: str, dtype: np.dtype, size: int, d: int +) -> np.array: """ - If the file is in raw format, then file size will be divisible by the dimensionality and - by the size of the data type. Otherwise,the file contains a header and we assume it is of - .npy type. It the returns the memmapped file. + If the file is in raw format, the file size will + be divisible by the dimensionality and by the size + of the data type. + Otherwise,the file contains a header and we assume + it is of .npy type. It the returns the memmapped file. """ assert os.path.exists(file_name), f"file does not exist {file_name}" @@ -76,10 +82,14 @@ def __init__( self.file_offsets = [0] t = 0 for f in self.file_descriptors: - xb = _memmap_vecs(f"{self.root}/{f.name}", f.format, f.dtype, f.size, self.d) + xb = _memmap_vecs( + f"{self.root}/{f.name}", f.format, f.dtype, f.size, self.d + ) t += xb.shape[0] self.file_offsets.append(t) - assert t == self.size, "the sum of number of embeddings per file is not equal to the total number of embeddings" + assert ( + t == self.size + ), "the sum of num of embeddings per file!=total num of embeddings" def iterate(self, start: int, batch_size: int, dt: np.dtype): buffer = np.empty(shape=(batch_size, self.d), dtype=dt) @@ -131,7 +141,9 @@ def get(self, idx: List[int]): assert fid > 0 and fid <= len(self.file_descriptors), f"{fid}" f = self.file_descriptors[fid - 1] # deferring normalization until after reading the vec - vecs = _memmap_vecs(f"{self.root}/{f.name}", f.format, f.dtype, f.size, self.d) + vecs = _memmap_vecs( + f"{self.root}/{f.name}", f.format, f.dtype, f.size, self.d + ) i = id - self.file_offsets[fid - 1] assert i >= 0 and i < vecs.shape[0] res[r, :] = vecs[i] # TODO: find a faster way diff --git a/demos/offline_ivf/generate_config.py b/demos/offline_ivf/generate_config.py index 1958ad7901..b5a12645ab 100644 --- a/demos/offline_ivf/generate_config.py +++ b/demos/offline_ivf/generate_config.py @@ -7,11 +7,12 @@ import yaml # with ssnpp sharded data -root= "/checkpoint/marialomeli/ssnpp_data" +root = "/checkpoint/marialomeli/ssnpp_data" file_names = [f"ssnpp_{i:010}.npy" for i in range(20)] d = 256 dt = np.dtype(np.uint8) + def read_embeddings(fp): fl = os.path.getsize(fp) nb = fl // d // dt.itemsize @@ -24,6 +25,7 @@ def read_embeddings(fp): assert vecs.dtype == dt return ("npy", vecs) + cfg = {} files = [] size = 0 @@ -31,7 +33,9 @@ def read_embeddings(fp): fp = f"{root}/{fn}" assert os.path.exists(fp), f"{fp} is missing" ft, xb = read_embeddings(fp) - files.append({"name": fn, "size": xb.shape[0], "dtype": dt.name, "format": ft}) + files.append( + {"name": fn, "size": xb.shape[0], "dtype": dt.name, "format": ft} + ) size += xb.shape[0] cfg["size"] = size diff --git a/demos/offline_ivf/offline_ivf.py b/demos/offline_ivf/offline_ivf.py index fabb31becf..b96000d517 100644 --- a/demos/offline_ivf/offline_ivf.py +++ b/demos/offline_ivf/offline_ivf.py @@ -12,34 +12,40 @@ from faiss.contrib.big_batch_search import big_batch_search from faiss.contrib.exhaustive_search import knn_ground_truth from faiss.contrib.evaluation import knn_intersection_measure -from utils import get_intersection_cardinality_frequencies, margin, faiss_sanity_check, is_pretransform_index +from utils import ( + get_intersection_cardinality_frequencies, + margin, + is_pretransform_index, +) from dataset import create_dataset_from_oivf_config logging.basicConfig( - format='%(asctime)s.%(msecs)03d %(levelname)-8s %(threadName)-12s %(message)s', + format=( + "%(asctime)s.%(msecs)03d %(levelname)-8s %(threadName)-12s %(message)s" + ), level=logging.INFO, - datefmt='%Y-%m-%d %H:%M:%S', - force=True + datefmt="%Y-%m-%d %H:%M:%S", + force=True, ) EMBEDDINGS_BATCH_SIZE: int = 100_000 NUM_SUBSAMPLES: int = 100 SMALL_DATA_SAMPLE: int = 10000 + class OfflineIVF: def __init__(self, cfg, args, nprobe, index_factory_str): - #faiss_sanity_check() self.input_d = cfg["d"] - self.dt = cfg["datasets"][args.xb]["files"][0][ - "dtype" - ] + self.dt = cfg["datasets"][args.xb]["files"][0]["dtype"] assert self.input_d > 0 output_dir = cfg["output"] assert os.path.exists(output_dir) self.index_factory = index_factory_str assert self.index_factory != None self.index_factory_fn = self.index_factory.replace(",", "_") - self.index_template_file = f"{output_dir}/{args.xb}/{self.index_factory_fn}.empty.faissindex" + self.index_template_file = ( + f"{output_dir}/{args.xb}/{self.index_factory_fn}.empty.faissindex" + ) logging.info(f"index template: {self.index_template_file}") if not args.xq: @@ -67,10 +73,18 @@ def __init__(self, cfg, args, nprobe, index_factory_str): self.index = {} # to keep a reference to opened indices, self.ivls = {} # hstack inverted lists, self.index_shards = {} # and index shards - self.index_shard_prefix = f"{xb_output_dir}/{self.index_factory_fn}.shard_" - self.xq_index_shard_prefix = f"{xq_output_dir}/{self.index_factory_fn}.shard_" - self.index_file = f"{xb_output_dir}/{self.index_factory_fn}.faissindex" # TODO: added back temporarily for evaluate, handle name of non-sharded index file and remove. - self.xq_index_file = f"{xq_output_dir}/{self.index_factory_fn}.faissindex" + self.index_shard_prefix = ( + f"{xb_output_dir}/{self.index_factory_fn}.shard_" + ) + self.xq_index_shard_prefix = ( + f"{xq_output_dir}/{self.index_factory_fn}.shard_" + ) + self.index_file = ( # TODO: added back temporarily for evaluate, handle name of non-sharded index file and remove. + f"{xb_output_dir}/{self.index_factory_fn}.faissindex" + ) + self.xq_index_file = ( + f"{xq_output_dir}/{self.index_factory_fn}.faissindex" + ) self.training_sample = cfg["training_sample"] self.evaluation_sample = cfg["evaluation_sample"] self.xq_ds = create_dataset_from_oivf_config(cfg, args.xq) @@ -86,15 +100,23 @@ def __init__(self, cfg, args, nprobe, index_factory_str): self.xq_nshards += 1 self.nprobe = nprobe assert self.nprobe > 0, "Invalid nprobe parameter." - if 'deduper' in cfg: - self.deduper = cfg['deduper'] - self.deduper_codec_fn = [f"{xb_output_dir}/deduper_codec_{codec.replace(',', '_')}" for codec in self.deduper] - self.deduper_idx_fn = [f"{xb_output_dir}/deduper_idx_{codec.replace(',', '_')}" for codec in self.deduper] + if "deduper" in cfg: + self.deduper = cfg["deduper"] + self.deduper_codec_fn = [ + f"{xb_output_dir}/deduper_codec_{codec.replace(',', '_')}" + for codec in self.deduper + ] + self.deduper_idx_fn = [ + f"{xb_output_dir}/deduper_idx_{codec.replace(',', '_')}" + for codec in self.deduper + ] else: self.deduper = None self.k = cfg["k"] assert self.k > 0, "Invalid number of neighbours parameter." - self.knn_output_file_suffix = f"{self.index_factory_fn}_np{self.nprobe}.npy" + self.knn_output_file_suffix = ( + f"{self.index_factory_fn}_np{self.nprobe}.npy" + ) fp = 32 if self.dt == "float16": @@ -123,8 +145,8 @@ def __init__(self, cfg, args, nprobe, index_factory_str): os.system("nvidia-smi") os.system("nvcc --version") - self.knn_queries_memory_limit = 4 * 1024 * 1024 * 1024 # 4 GB - self.knn_vectors_memory_limit = 8 * 1024 * 1024 * 1024 # 8 GB + self.knn_queries_memory_limit = 4 * 1024 * 1024 * 1024 # 4 GB + self.knn_vectors_memory_limit = 8 * 1024 * 1024 * 1024 # 8 GB def input_stats(self): """ @@ -139,7 +161,7 @@ def input_stats(self): def dedupe(self): logging.info(self.deduper) if self.deduper == None: - logging.info('No deduper configured') + logging.info("No deduper configured") return codecs = [] codesets = [] @@ -151,21 +173,26 @@ def dedupe(self): else: logging.info(f"training dedupe codec: {factory}") codec = faiss.index_factory(self.input_d, factory) - xb_sample = np.unique(self.xb_ds.get_first_n(100_000, np.float32), axis=0) + xb_sample = np.unique( + self.xb_ds.get_first_n(100_000, np.float32), axis=0 + ) faiss.ParameterSpace().set_index_parameter(codec, "verbose", 1) codec.train(xb_sample) logging.info(f"writing trained dedupe codec: {filename}") faiss.write_index(codec, filename) codecs.append(codec) codesets.append(faiss.CodeSet(codec.sa_code_size())) - idxs.append(np.empty((0, ), dtype=np.uint32)) + idxs.append(np.empty((0,), dtype=np.uint32)) bs = 1_000_000 i = 0 for buffer in tqdm(self.xb_ds.iterate(0, bs, np.float32)): for j in range(len(codecs)): codec, codeset, idx = codecs[j], codesets[j], idxs[j] uniq = codeset.insert(codec.sa_encode(buffer)) - idxs[j] = np.append(idx, np.arange(i, i + buffer.shape[0], dtype=np.uint32)[uniq]) + idxs[j] = np.append( + idx, + np.arange(i, i + buffer.shape[0], dtype=np.uint32)[uniq], + ) i += buffer.shape[0] for idx, filename in zip(idxs, self.deduper_idx_fn): logging.info(f"writing {filename}, shape: {idx.shape}") @@ -176,12 +203,17 @@ def train_index(self): """ Trains the index using a subsample of the first chunk of data in the database and saves it in the template file (with no vectors added). """ - assert not os.path.exists( - self.index_template_file - ), "The train command has been ran, the index template file already exists." - xb_sample = np.unique(self.xb_ds.get_first_n(self.training_sample, np.float32), axis=0) + assert not os.path.exists(self.index_template_file), ( + "The train command has been ran, the index template file already" + " exists." + ) + xb_sample = np.unique( + self.xb_ds.get_first_n(self.training_sample, np.float32), axis=0 + ) logging.info(f"input shape: {xb_sample.shape}") - index = faiss.index_factory(self.input_d, self.index_factory, self.metric) + index = faiss.index_factory( + self.input_d, self.index_factory, self.metric + ) index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) index_ivf.by_residual = True faiss.ParameterSpace().set_index_parameter(index, "verbose", 1) @@ -206,9 +238,10 @@ def index_shard_and_quantize(self): assert os.path.exists(self.index_template_file) index = faiss.read_index(self.index_template_file) index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) - assert ( - self.nprobe <= index_ivf.quantizer.ntotal - ), f"the number of vectors {index_ivf.quantizer.ntotal} is not enough to retrieve {self.nprobe} neighbours, check." + assert self.nprobe <= index_ivf.quantizer.ntotal, ( + f"the number of vectors {index_ivf.quantizer.ntotal} is not enough" + f" to retrieve {self.nprobe} neighbours, check." + ) if is_pretransform_index(index): d = index.chain.at(0).d_out @@ -225,9 +258,16 @@ def index_shard_and_quantize(self): index.reset() start = i * self.shard_size j = 0 - quantizer = faiss.index_cpu_to_all_gpus(index_ivf.quantizer) + quantizer = faiss.index_cpu_to_all_gpus( + index_ivf.quantizer + ) for xb_j in tqdm( - self._iterate_transformed(self.xb_ds, start, EMBEDDINGS_BATCH_SIZE, np.float32), + self._iterate_transformed( + self.xb_ds, + start, + EMBEDDINGS_BATCH_SIZE, + np.float32, + ), file=sys.stdout, ): assert xb_j.shape[1] == d @@ -256,9 +296,10 @@ def index_shard(self): assert os.path.exists(self.index_template_file) index = faiss.read_index(self.index_template_file) index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) - assert ( - self.nprobe <= index_ivf.quantizer.ntotal - ), f"the number of vectors {index_ivf.quantizer.ntotal} is not enough to retrieve {self.nprobe} neighbours, check." + assert self.nprobe <= index_ivf.quantizer.ntotal, ( + f"the number of vectors {index_ivf.quantizer.ntotal} is not enough" + f" to retrieve {self.nprobe} neighbours, check." + ) cpu_quantizer = index_ivf.quantizer gpu_quantizer = faiss.index_cpu_to_all_gpus(cpu_quantizer) @@ -270,21 +311,37 @@ def index_shard(self): with open(sfn, "xb"): start = i * self.shard_size jj = 0 - embeddings_batch_size = min(EMBEDDINGS_BATCH_SIZE, self.shard_size) + embeddings_batch_size = min( + EMBEDDINGS_BATCH_SIZE, self.shard_size + ) assert ( self.shard_size % embeddings_batch_size == 0 or EMBEDDINGS_BATCH_SIZE % embeddings_batch_size == 0 - ), f"the shard size {self.shard_size} and embeddings shard size {EMBEDDINGS_BATCH_SIZE} are not divisible" + ), ( + f"the shard size {self.shard_size} and embeddings" + f" shard size {EMBEDDINGS_BATCH_SIZE} are not" + " divisible" + ) for xb_j in tqdm( - self._iterate_transformed(self.xb_ds, start, embeddings_batch_size, np.float32), + self._iterate_transformed( + self.xb_ds, + start, + embeddings_batch_size, + np.float32, + ), file=sys.stdout, ): assert xb_j.shape[1] == index.d - index.add_with_ids(xb_j, np.arange(start + jj, start + jj + xb_j.shape[0])) + index.add_with_ids( + xb_j, + np.arange(start + jj, start + jj + xb_j.shape[0]), + ) jj += xb_j.shape[0] logging.info(jj) - assert jj <= self.shard_size, f"jj {jj} and shard_zide {self.shard_size}" + assert ( + jj <= self.shard_size + ), f"jj {jj} and shard_zide {self.shard_size}" if jj == self.shard_size: break logging.info(f"writing {sfn}...") @@ -299,10 +356,14 @@ def merge_index(self): ivf_file = f"{self.index_file}.ivfdata" assert os.path.exists(self.index_template_file) - assert not os.path.exists(ivf_file), f"file with embeddings data {ivf_file} not found, check." + assert not os.path.exists( + ivf_file + ), f"file with embeddings data {ivf_file} not found, check." assert not os.path.exists(self.index_file) index = faiss.read_index(self.index_template_file) - block_fnames = [f"{self.index_shard_prefix}{i}" for i in range(self.nshards)] + block_fnames = [ + f"{self.index_shard_prefix}{i}" for i in range(self.nshards) + ] for fn in block_fnames: assert os.path.exists(fn) logging.info(block_fnames) @@ -334,14 +395,18 @@ def _cached_search( else: logging.info("ground truth computations") db_iterator = xb_ds.iterate(0, 100_000, np.float32) - D, I = knn_ground_truth(xq, db_iterator, self.k, metric_type=self.metric) + D, I = knn_ground_truth( + xq, db_iterator, self.k, metric_type=self.metric + ) assert np.amin(I) >= 0 np.save(I_file, I) np.save(D_file, D) else: assert os.path.exists(idx_file), f"file {idx_file} does not exist " - assert os.path.exists(vecs_file), f"file {vecs_file} does not exist " + assert os.path.exists( + vecs_file + ), f"file {vecs_file} does not exist " assert os.path.exists(I_file), f"file {I_file} does not exist " assert os.path.exists(D_file), f"file {D_file} does not exist " I = np.load(I_file) @@ -381,29 +446,54 @@ def _refine_distances(self, xq_ds, idx, xb_ds, I): raise ValueError(f"metric not supported {self.metric}") def evaluate(self): - self._evaluate(self.index_factory_fn, self.index_file, self.xq_index_file, self.nprobe) + self._evaluate( + self.index_factory_fn, + self.index_file, + self.xq_index_file, + self.nprobe, + ) def _evaluate(self, index_factory_fn, index_file, xq_index_file, nprobe): idx_a_file = f"{self.eval_dir}/idx_a.npy" idx_b_gt_file = f"{self.eval_dir}/idx_b_gt.npy" - idx_b_ann_file = f"{self.eval_dir}/idx_b_ann_{index_factory_fn}_np{nprobe}.npy" + idx_b_ann_file = ( + f"{self.eval_dir}/idx_b_ann_{index_factory_fn}_np{nprobe}.npy" + ) vecs_a_file = f"{self.eval_dir}/vecs_a.npy" vecs_b_gt_file = f"{self.eval_dir}/vecs_b_gt.npy" - vecs_b_ann_file = f"{self.eval_dir}/vecs_b_ann_{index_factory_fn}_np{nprobe}.npy" + vecs_b_ann_file = ( + f"{self.eval_dir}/vecs_b_ann_{index_factory_fn}_np{nprobe}.npy" + ) D_a_gt_file = f"{self.eval_dir}/D_a_gt.npy" - D_a_ann_file = f"{self.eval_dir}/D_a_ann_{index_factory_fn}_np{nprobe}.npy" + D_a_ann_file = ( + f"{self.eval_dir}/D_a_ann_{index_factory_fn}_np{nprobe}.npy" + ) D_a_ann_refined_file = f"{self.eval_dir}/D_a_ann_refined_{index_factory_fn}_np{nprobe}.npy" D_b_gt_file = f"{self.eval_dir}/D_b_gt.npy" - D_b_ann_file = f"{self.eval_dir}/D_b_ann_{index_factory_fn}_np{nprobe}.npy" - D_b_ann_gt_file = f"{self.eval_dir}/D_b_ann_gt_{index_factory_fn}_np{nprobe}.npy" + D_b_ann_file = ( + f"{self.eval_dir}/D_b_ann_{index_factory_fn}_np{nprobe}.npy" + ) + D_b_ann_gt_file = ( + f"{self.eval_dir}/D_b_ann_gt_{index_factory_fn}_np{nprobe}.npy" + ) I_a_gt_file = f"{self.eval_dir}/I_a_gt.npy" - I_a_ann_file = f"{self.eval_dir}/I_a_ann_{index_factory_fn}_np{nprobe}.npy" + I_a_ann_file = ( + f"{self.eval_dir}/I_a_ann_{index_factory_fn}_np{nprobe}.npy" + ) I_b_gt_file = f"{self.eval_dir}/I_b_gt.npy" - I_b_ann_file = f"{self.eval_dir}/I_b_ann_{index_factory_fn}_np{nprobe}.npy" - I_b_ann_gt_file = f"{self.eval_dir}/I_b_ann_gt_{index_factory_fn}_np{nprobe}.npy" + I_b_ann_file = ( + f"{self.eval_dir}/I_b_ann_{index_factory_fn}_np{nprobe}.npy" + ) + I_b_ann_gt_file = ( + f"{self.eval_dir}/I_b_ann_gt_{index_factory_fn}_np{nprobe}.npy" + ) margin_gt_file = f"{self.eval_dir}/margin_gt.npy" - margin_refined_file = f"{self.eval_dir}/margin_refined_{index_factory_fn}_np{nprobe}.npy" - margin_ann_file = f"{self.eval_dir}/margin_ann_{index_factory_fn}_np{nprobe}.npy" + margin_refined_file = ( + f"{self.eval_dir}/margin_refined_{index_factory_fn}_np{nprobe}.npy" + ) + margin_ann_file = ( + f"{self.eval_dir}/margin_ann_{index_factory_fn}_np{nprobe}.npy" + ) logging.info("exact search forward") # xq -> xb AKA a -> b @@ -431,18 +521,25 @@ def _evaluate(self, index_factory_fn, index_file, xq_index_file, nprobe): nprobe, ) - logging.info("calculate refined distances on approximate search forward") + logging.info( + "calculate refined distances on approximate search forward" + ) if os.path.exists(D_a_ann_refined_file): D_a_ann_refined = np.load(D_a_ann_refined_file) assert D_a_ann.shape == D_a_ann_refined.shape else: - D_a_ann_refined = self._refine_distances(self.xq_ds, idx_a, self.xb_ds, I_a_ann) + D_a_ann_refined = self._refine_distances( + self.xq_ds, idx_a, self.xb_ds, I_a_ann + ) np.save(D_a_ann_refined_file, D_a_ann_refined) if self.evaluate_by_margin: k_extract = self.k margin_threshold = 1.05 - logging.info("exact search backward from the k_extract NN results of forward search") + logging.info( + "exact search backward from the k_extract NN results of" + " forward search" + ) # xb -> xq AKA b -> a D_a_b_gt = D_a_gt[:, :k_extract].ravel() idx_b_gt = I_a_gt[:, :k_extract].ravel() @@ -473,7 +570,10 @@ def _evaluate(self, index_factory_fn, index_file, xq_index_file, nprobe): ) np.save(margin_gt_file, margin_gt) - logging.info("exact search backward from the k_extract NN results of approximate forward search") + logging.info( + "exact search backward from the k_extract NN results of" + " approximate forward search" + ) D_a_b_refined = D_a_ann_refined[:, :k_extract].ravel() idx_b_ann = I_a_ann[:, :k_extract].ravel() assert len(idx_b_ann) == self.evaluation_sample * k_extract @@ -537,7 +637,9 @@ def _evaluate(self, index_factory_fn, index_file, xq_index_file, nprobe): logging.info(I_a_ann) for i in range(1, self.k + 1): - logging.info(f"{i}: {knn_intersection_measure(I_a_gt[:,:i], I_a_ann[:,:i])}") + logging.info( + f"{i}: {knn_intersection_measure(I_a_gt[:,:i], I_a_ann[:,:i])}" + ) logging.info(f"mean of gt distances: {D_a_gt.mean()}") logging.info(f"mean of approx distances: {D_a_ann.mean()}") @@ -583,7 +685,9 @@ def search(self): ngpu = faiss.get_num_gpus() logging.info(f"number of gpus: {ngpu}") - self.all_gpu_resources = [faiss.StandardGpuResources() for _ in range(ngpu)] + self.all_gpu_resources = [ + faiss.StandardGpuResources() for _ in range(ngpu) + ] self._knn_function( np.zeros((10, 10), dtype=np.float16), np.zeros((10, 10), dtype=np.float16), @@ -596,40 +700,62 @@ def search(self): index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) logging.info(f"setting nprobe to {self.nprobe}") index_ivf.nprobe = self.nprobe - #quantizer = faiss.index_cpu_to_all_gpus(index_ivf.quantizer) + # quantizer = faiss.index_cpu_to_all_gpus(index_ivf.quantizer) for i in range(0, self.xq_ds.size, self.xq_bs): Ifn = f"{self.knn_dir}/I{(i):010}_{self.knn_output_file_suffix}" Dfn = f"{self.knn_dir}/D_approx{(i):010}_{self.knn_output_file_suffix}" CPfn = f"{self.knn_dir}/CP{(i):010}_{self.knn_output_file_suffix}" if slurm_job_id: - worker_record = self.knn_dir+f"/record_{(i):010}_{self.knn_output_file_suffix}.txt" - if not os.path.exists(worker_record): - logging.info(f"creating record file {worker_record} and saving job id: {slurm_job_id}") - with open(worker_record,"w") as h: + worker_record = ( + self.knn_dir + + f"/record_{(i):010}_{self.knn_output_file_suffix}.txt" + ) + if not os.path.exists(worker_record): + logging.info( + f"creating record file {worker_record} and saving job" + f" id: {slurm_job_id}" + ) + with open(worker_record, "w") as h: h.write(slurm_job_id) - else: - old_slurm_id = open( worker_record,'r').read() - logging.info(f"old job slurm id {old_slurm_id} and current job id: {slurm_job_id}") - if old_slurm_id == slurm_job_id: - if os.path.getsize(Ifn) == 0: - logging.info(f"cleaning up zero length files {Ifn} and {Dfn}") + else: + old_slurm_id = open(worker_record, "r").read() + logging.info( + f"old job slurm id {old_slurm_id} and current job id:" + f" {slurm_job_id}" + ) + if old_slurm_id == slurm_job_id: + if os.path.getsize(Ifn) == 0: + logging.info( + f"cleaning up zero length files {Ifn} and" + f" {Dfn}" + ) os.remove(Ifn) os.remove(Dfn) - try: # TODO: modify shape for pretransform case with open(Ifn, "xb") as f, open(Dfn, "xb") as g: - xq_i = np.empty(shape=(self.xq_bs, self.input_d), dtype=np.float16) - q_assign = np.empty((self.xq_bs, self.nprobe), dtype=np.int32) + xq_i = np.empty( + shape=(self.xq_bs, self.input_d), dtype=np.float16 + ) + q_assign = np.empty( + (self.xq_bs, self.nprobe), dtype=np.int32 + ) j = 0 - quantizer = faiss.index_cpu_to_all_gpus(index_ivf.quantizer) + quantizer = faiss.index_cpu_to_all_gpus( + index_ivf.quantizer + ) for xq_i_j in tqdm( - self._iterate_transformed(self.xq_ds, i, min(100_000, self.xq_bs), np.float16), + self._iterate_transformed( + self.xq_ds, i, min(100_000, self.xq_bs), np.float16 + ), file=sys.stdout, ): xq_i[j : j + xq_i_j.shape[0]] = xq_i_j - _, q_assign[j : j + xq_i_j.shape[0]] = quantizer.search(xq_i_j, self.nprobe) + ( + _, + q_assign[j : j + xq_i_j.shape[0]], + ) = quantizer.search(xq_i_j, self.nprobe) j += xq_i_j.shape[0] assert j <= xq_i.shape[0] if j == xq_i.shape[0]: @@ -638,7 +764,7 @@ def search(self): q_assign = q_assign[:j] assert q_assign.shape == (xq_i.shape[0], index_ivf.nprobe) - del quantizer + del quantizer logging.info(f"computing: {Ifn}") logging.info(f"computing: {Dfn}") prefetch_threads = faiss.get_num_gpus() @@ -655,15 +781,16 @@ def search(self): computation_threads=faiss.get_num_gpus(), q_assign=q_assign, checkpoint=CPfn, - checkpoint_freq=7200, # in seconds + checkpoint_freq=7200, # in seconds ) - assert np.amin(I) >= 0, f"{I}, there exists negative indices, check" + assert ( + np.amin(I) >= 0 + ), f"{I}, there exists negative indices, check" logging.info(f"saving: {Ifn}") np.save(f, I) logging.info(f"saving: {Dfn}") np.save(g, D_ann) - if os.path.exists(CPfn): logging.info(f"removing: {CPfn}") os.remove(CPfn) @@ -678,7 +805,9 @@ def _open_index_shard(self, fn): index_shard = self.index_shards[fn] else: logging.info(f"open index shard: {fn}") - index_shard = faiss.read_index(fn, faiss.IO_FLAG_MMAP | faiss.IO_FLAG_READ_ONLY) + index_shard = faiss.read_index( + fn, faiss.IO_FLAG_MMAP | faiss.IO_FLAG_READ_ONLY + ) self.index_shards[fn] = index_shard return index_shard @@ -688,7 +817,9 @@ def _open_sharded_index(self, index_shard_prefix=None, nshards=None): nshards = self.nshards if index_shard_prefix in self.index: return self.index[index_shard_prefix] - assert os.path.exists(self.index_template_file), f"file {self.index_template_file} does not exist " + assert os.path.exists( + self.index_template_file + ), f"file {self.index_template_file} does not exist " logging.info(f"open index template: {self.index_template_file}") index = faiss.read_index(self.index_template_file) index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) @@ -698,7 +829,9 @@ def _open_sharded_index(self, index_shard_prefix=None, nshards=None): assert os.path.exists(fn), f"file {fn} does not exist " logging.info(fn) index_shard = self._open_index_shard(fn) - il = faiss.downcast_index(faiss.extract_index_ivf(index_shard)).invlists + il = faiss.downcast_index( + faiss.extract_index_ivf(index_shard) + ).invlists ilv.push_back(il) hsil = faiss.HStackInvertedLists(ilv.size(), ilv.data()) index_ivf.replace_invlists(hsil, False) @@ -710,7 +843,9 @@ def index_shard_stats(self): for i in range(self.nshards): fn = f"{self.index_shard_prefix}{i}" assert os.path.exists(fn) - index = faiss.read_index(fn, faiss.IO_FLAG_MMAP | faiss.IO_FLAG_READ_ONLY) + index = faiss.read_index( + fn, faiss.IO_FLAG_MMAP | faiss.IO_FLAG_READ_ONLY + ) index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) il = index_ivf.invlists il.print_stats() @@ -734,7 +869,7 @@ def consistency_check(self): assert os.path.exists(self.index_template_file) index = faiss.read_index(self.index_template_file) - offset = 0 # 2**24 + offset = 0 # 2**24 assert self.shard_size > offset + SMALL_DATA_SAMPLE logging.info("index shards...") @@ -748,9 +883,10 @@ def consistency_check(self): index_ivf.nprobe = 1 _, I = index.search(xb, 100) for j in range(SMALL_DATA_SAMPLE): - assert ( - np.where(I[j] == j + r)[0].size > 0 - ), f"I[j]: {I[j]}, j: {j}, i: {i}, shard_size: {self.shard_size}" + assert np.where(I[j] == j + r)[0].size > 0, ( + f"I[j]: {I[j]}, j: {j}, i: {i}, shard_size:" + f" {self.shard_size}" + ) logging.info("merged index...") index = self._open_sharded_index() @@ -761,9 +897,10 @@ def consistency_check(self): xb = next(self.xb_ds.iterate(r, SMALL_DATA_SAMPLE, np.float32)) _, I = index.search(xb, 100) for j in range(SMALL_DATA_SAMPLE): - assert ( - np.where(I[j] == j + r)[0].size > 0 - ), f"I[j]: {I[j]}, j: {j}, i: {i}, shard_size: {self.shard_size}" + assert np.where(I[j] == j + r)[0].size > 0, ( + f"I[j]: {I[j]}, j: {j}, i: {i}, shard_size:" + f" {self.shard_size}" + ) logging.info("search results...") index_ivf.nprobe = self.nprobe @@ -788,12 +925,21 @@ def consistency_check(self): xq = next(self.xq_ds.iterate(i, SMALL_DATA_SAMPLE, np.float32)) D_online, I_online = index.search(xq, self.k) assert ( - np.where(I[:SMALL_DATA_SAMPLE] == I_online)[0].size / (self.k * SMALL_DATA_SAMPLE) > 0.95 - ), f"the ratio is {np.where(I[:SMALL_DATA_SAMPLE] == I_online)[0].size / (self.k * SMALL_DATA_SAMPLE)}" + np.where(I[:SMALL_DATA_SAMPLE] == I_online)[0].size + / (self.k * SMALL_DATA_SAMPLE) + > 0.95 + ), ( + "the ratio is" + f" {np.where(I[:SMALL_DATA_SAMPLE] == I_online)[0].size / (self.k * SMALL_DATA_SAMPLE)}" + ) assert np.allclose( D[:SMALL_DATA_SAMPLE].sum(axis=1), D_online.sum(axis=1), - rtol=0.01) , f"the difference is {D[:SMALL_DATA_SAMPLE].sum(axis=1), D_online.sum(axis=1)}" + rtol=0.01, + ), ( + "the difference is" + f" {D[:SMALL_DATA_SAMPLE].sum(axis=1), D_online.sum(axis=1)}" + ) logging.info("done") @@ -809,7 +955,9 @@ def _split_files(self, file_type: str, save_output_id: str): The assumption about the input files are all of size xq_bs except possible for the last one, that can be shorter. """ - logging.info(f"split_npy_files, output dir in {self.postprocess_output_dir}") + logging.info( + f"split_npy_files, output dir in {self.postprocess_output_dir}" + ) if not os.path.exists(self.postprocess_output_dir): os.makedirs(self.postprocess_output_dir) @@ -821,9 +969,12 @@ def _split_files(self, file_type: str, save_output_id: str): I_dtype = last_input_file.dtype remainder = total_output_size - (num_input_files - 1) * self.xq_bs assert ( - last_input_file.shape[0] == remainder and last_input_file.shape[1] == self.k + last_input_file.shape[0] == remainder + and last_input_file.shape[1] == self.k ), f"wrong size for input data file, check file: {I_files[-1]}" - for i in range(num_input_files - 1): # check all files except the last one, which is checked above + for i in range( + num_input_files - 1 + ): # check all files except the last one, which is checked above I_matrix = np.load(I_files[i], mmap_mode="r") assert ( I_matrix.shape[0] == self.xq_bs and I_matrix.shape[1] == self.k @@ -837,19 +988,30 @@ def _split_files(self, file_type: str, save_output_id: str): output_file = np.empty((0, self.k), dtype=I_dtype) while output_file.shape[0] < current_output_file_size: still_need = current_output_file_size - output_file.shape[0] - I_current_file = np.load(I_files[current_input_file_index], mmap_mode="r") + I_current_file = np.load( + I_files[current_input_file_index], mmap_mode="r" + ) max_we_can_read_from_current_input = min( - I_current_file.shape[0], current_input_file_offset + still_need + I_current_file.shape[0], + current_input_file_offset + still_need, ) - input_chunk = I_current_file[current_input_file_offset:max_we_can_read_from_current_input,] + input_chunk = I_current_file[ + current_input_file_offset:max_we_can_read_from_current_input, + ] output_file = np.vstack([output_file, input_chunk]) current_input_file_offset = max_we_can_read_from_current_input if current_input_file_offset == I_current_file.shape[0]: current_input_file_index += 1 current_input_file_offset = 0 output_files.append(output_file) - logging.info(f"saving files: mm5_p5.x2y.{(jj):03}.{save_output_id}") - np.save(f"{self.postprocess_output_dir}" + f"/mm5_p5.x2y.{(jj):03}.{save_output_id}", output_file) + logging.info( + f"saving files: mm5_p5.x2y.{(jj):03}.{save_output_id}" + ) + np.save( + f"{self.postprocess_output_dir}" + + f"/mm5_p5.x2y.{(jj):03}.{save_output_id}", + output_file, + ) def cast_to_uint32(self): self._cast_to_unint32(file_type="I") @@ -860,8 +1022,12 @@ def _cast_to_unint32(self, file_type: str): for I_file in I_files: I_matrix = np.load(I_file, mmap_mode="r") assert ( - np.all(I_matrix) >= 0 and np.all(I_matrix) < np.iinfo(np.uint32).max - ), f"Some indices are less than zero or exceed {np.iinfo(np.uint32).max}, canno cast to uint32" + np.all(I_matrix) >= 0 + and np.all(I_matrix) < np.iinfo(np.uint32).max + ), ( + "Some indices are less than zero or exceed" + f" {np.iinfo(np.uint32).max}, canno cast to uint32" + ) filename = I_file.rsplit(".", 1)[0] np.save(filename + "_uint32.npy", I_matrix.astype(np.uint32)) @@ -869,6 +1035,6 @@ def _cast_to_unint32(self, file_type: str): def _get_output_files(self, file_type): return [ - (f"{self.knn_dir}/{file_type}{(i):010}_{self.knn_output_file_suffix}") + f"{self.knn_dir}/{file_type}{(i):010}_{self.knn_output_file_suffix}" for i in range(0, self.xq_ds.size, self.xq_bs) ] diff --git a/demos/offline_ivf/run.py b/demos/offline_ivf/run.py index 420d403881..dfa831d6f0 100644 --- a/demos/offline_ivf/run.py +++ b/demos/offline_ivf/run.py @@ -3,14 +3,13 @@ # LICENSE file in the root directory of this source tree. import argparse -from typing import Dict from utils import ( load_config, add_group_args, ) from offline_ivf import OfflineIVF import faiss -from typing import List,Callable, Dict +from typing import List, Callable, Dict import submitit @@ -28,7 +27,12 @@ def join_lists_in_dict(poss: List[str]) -> List[str]: return poss["prod"] -def main(args: argparse.Namespace, cfg: Dict[str, str], nprobe: int, index_factory_str: str) -> None: +def main( + args: argparse.Namespace, + cfg: Dict[str, str], + nprobe: int, + index_factory_str: str, +) -> None: oivf = OfflineIVF(cfg, args, nprobe, index_factory_str) eval(f"oivf.{args.command}()") @@ -51,14 +55,21 @@ def process_options_and_run_jobs(args: argparse.Namespace) -> None: for nprobe in all_nprobes: launch_job(main, args, cfg, nprobe, index_factory_str) else: - launch_job(main, args, cfg, nprobes["prod"][-1], index_strings["prod"][-1]) + launch_job( + main, args, cfg, nprobes["prod"][-1], index_strings["prod"][-1] + ) else: if args.cluster_run: all_index_strings = join_lists_in_dict(index_strings) for index_factory_str in all_index_strings: - launch_job(main, args, cfg, nprobes["prod"][-1], index_factory_str) + launch_job( + main, args, cfg, nprobes["prod"][-1], index_factory_str + ) else: - launch_job(main, args, cfg, nprobes["prod"][-1], index_strings["prod"][-1]) + launch_job( + main, args, cfg, nprobes["prod"][-1], index_strings["prod"][-1] + ) + def launch_job( func: Callable, @@ -68,7 +79,7 @@ def launch_job( index_str: str, ) -> None: """ - Launches an array of slurm jobs to the cluster using the submitit library. + Launches an array of slurm jobs to the cluster using the submitit library. """ if args.cluster_run: @@ -85,7 +96,7 @@ def launch_job( slurm_time=70 * 60, ) if args.slurm_constraint: - executor.update_parameters(slurm_constraint=args.slurm_constrain) + executor.update_parameters(slurm_constraint=args.slurm_constrain) job = executor.submit(func, args, cfg, n_probe, index_str) print(f"Job id: {job.job_id}") @@ -98,9 +109,21 @@ def launch_job( group = parser.add_argument_group("general") add_group_args(group, "--command", required=True, help="command to run") - add_group_args(group, "--config", required=True, help="config yaml with the dataset specs") - add_group_args(group, "--nt", type=int, default=96, help="nb search threads") - add_group_args(group, "--no_residuals", action="store_false", help="set index.by_residual to False during train index.") + add_group_args( + group, + "--config", + required=True, + help="config yaml with the dataset specs", + ) + add_group_args( + group, "--nt", type=int, default=96, help="nb search threads" + ) + add_group_args( + group, + "--no_residuals", + action="store_false", + help="set index.by_residual to False during train index.", + ) group = parser.add_argument_group("slurm_job") @@ -113,7 +136,7 @@ def launch_job( add_group_args( group, "--job_name", - type=str, + type=str, default="oivf", help="cluster job name", ) @@ -169,7 +192,19 @@ def launch_job( type=str, default="learnlab", help="specify which partition to use if ran on cluster with job arrays", - choices=["learnfair", "devlab", "scavenge", "learnlab", "nllb", "seamless", "seamless_medium", "learnaccel","onellm_low","learn","scavenge"], + choices=[ + "learnfair", + "devlab", + "scavenge", + "learnlab", + "nllb", + "seamless", + "seamless_medium", + "learnaccel", + "onellm_low", + "learn", + "scavenge", + ], ) group = parser.add_argument_group("dataset") diff --git a/demos/offline_ivf/tests/test_iterate_input.py b/demos/offline_ivf/tests/test_iterate_input.py index cc9bfb2f55..3f59071102 100644 --- a/demos/offline_ivf/tests/test_iterate_input.py +++ b/demos/offline_ivf/tests/test_iterate_input.py @@ -17,10 +17,12 @@ SMALL_SAMPLE_SIZE: int = 1000 NUM_FILES: int = 3 + class TestUtilsMethods(unittest.TestCase): """ Unit tests for iterate and decreasing_matrix methods. """ + def test_iterate_input_file_smaller_than_batch(self): """ Tests when batch size is larger than the file size. @@ -35,14 +37,18 @@ def test_iterate_input_file_smaller_than_batch(self): data_creator.create_test_data() args = data_creator.setup_cli() cfg = load_config(args.config) - db_iterator = create_dataset_from_oivf_config(cfg, args.xb).iterate(0, TEST_BATCH_SIZE, np.float32) + db_iterator = create_dataset_from_oivf_config( + cfg, args.xb + ).iterate(0, TEST_BATCH_SIZE, np.float32) for i in range(len(SMALL_FILE_SIZES) - 1): vecs = next(db_iterator) if i != 1: self.assertEqual(vecs.shape[0], TEST_BATCH_SIZE) else: - self.assertEqual(vecs.shape[0], sum(SMALL_FILE_SIZES) - TEST_BATCH_SIZE) + self.assertEqual( + vecs.shape[0], sum(SMALL_FILE_SIZES) - TEST_BATCH_SIZE + ) def test_iterate_input_file_larger_than_batch(self): """ @@ -58,14 +64,19 @@ def test_iterate_input_file_larger_than_batch(self): data_creator.create_test_data() args = data_creator.setup_cli() cfg = load_config(args.config) - db_iterator = create_dataset_from_oivf_config(cfg, args.xb).iterate(0, TEST_BATCH_SIZE, np.float32) + db_iterator = create_dataset_from_oivf_config( + cfg, args.xb + ).iterate(0, TEST_BATCH_SIZE, np.float32) for i in range(len(LARGE_FILE_SIZES) - 1): vecs = next(db_iterator) if i != 9: self.assertEqual(vecs.shape[0], TEST_BATCH_SIZE) else: - self.assertEqual(vecs.shape[0], sum(LARGE_FILE_SIZES) - TEST_BATCH_SIZE * 9) + self.assertEqual( + vecs.shape[0], + sum(LARGE_FILE_SIZES) - TEST_BATCH_SIZE * 9, + ) def test_get_vs_iterate(self) -> None: """ @@ -85,7 +96,9 @@ def test_get_vs_iterate(self) -> None: cfg = load_config(args.config) ds = create_dataset_from_oivf_config(cfg, args.xb) vecs_by_iterator = np.vstack(list(ds.iterate(0, 317, np.float32))) - self.assertEqual(vecs_by_iterator.shape[0], SMALL_SAMPLE_SIZE * NUM_FILES) + self.assertEqual( + vecs_by_iterator.shape[0], SMALL_SAMPLE_SIZE * NUM_FILES + ) vecs_by_get = ds.get(list(range(vecs_by_iterator.shape[0]))) self.assertTrue(np.all(vecs_by_iterator == vecs_by_get)) @@ -107,8 +120,13 @@ def test_iterate_back(self) -> None: cfg = load_config(args.config) ds = create_dataset_from_oivf_config(cfg, args.xb) vecs_by_iterator = np.vstack(list(ds.iterate(0, 317, np.float32))) - self.assertEqual(vecs_by_iterator.shape[0], SMALL_SAMPLE_SIZE * NUM_FILES) + self.assertEqual( + vecs_by_iterator.shape[0], SMALL_SAMPLE_SIZE * NUM_FILES + ) vecs_chunk = np.vstack( - [next(ds.iterate(i, 543, np.float32)) for i in range(0, SMALL_SAMPLE_SIZE * NUM_FILES, 543)] + [ + next(ds.iterate(i, 543, np.float32)) + for i in range(0, SMALL_SAMPLE_SIZE * NUM_FILES, 543) + ] ) self.assertTrue(np.all(vecs_by_iterator == vecs_chunk)) diff --git a/demos/offline_ivf/tests/test_offline_ivf.py b/demos/offline_ivf/tests/test_offline_ivf.py index 094db9f81d..b3501122ca 100644 --- a/demos/offline_ivf/tests/test_offline_ivf.py +++ b/demos/offline_ivf/tests/test_offline_ivf.py @@ -15,14 +15,24 @@ from run import process_options_and_run_jobs INDEX_TEMPLATE_FILE: str = "/tests/test_data/IVF256_PQ4.empty.faissindex" -OPQ_INDEX_TEMPLATE_FILE: str = "/tests/test_data/OPQ4_IVF256_PQ4.empty.faissindex" -KNN_RESULTS_FILE: str = "/my_test_data_in_my_test_data/knn/I0000000000_IVF256_PQ4_np2.npy" +OPQ_INDEX_TEMPLATE_FILE: str = ( + "/tests/test_data/OPQ4_IVF256_PQ4.empty.faissindex" +) +KNN_RESULTS_FILE: str = ( + "/my_test_data_in_my_test_data/knn/I0000000000_IVF256_PQ4_np2.npy" +) TEST_INDEX_A: str = "/tests/test_data/goku_lang/IVF256_PQ4.faissindex" -TEST_INDEX_DATA_A: str = "/tests/test_data/goku_lang/IVF256_PQ4.faissindex.ivfdata" +TEST_INDEX_DATA_A: str = ( + "/tests/test_data/goku_lang/IVF256_PQ4.faissindex.ivfdata" +) TEST_INDEX_B: str = "/tests/test_data/coco_lang/IVF256_PQ4.faissindex" -TEST_INDEX_DATA_B: str = "/tests/test_data/coco_lang/IVF256_PQ4.faissindex.ivfdata" +TEST_INDEX_DATA_B: str = ( + "/tests/test_data/coco_lang/IVF256_PQ4.faissindex.ivfdata" +) TEST_INDEX_OPQ: str = "/tests/test_data/goku_lang/OPQ4_IVF256_PQ4.faissindex" -TEST_INDEX_DATA_OPQ: str = "/tests/test_data/goku_lang/OPQ4_IVF256_PQ4.faissindex.ivfdata" +TEST_INDEX_DATA_OPQ: str = ( + "/tests/test_data/goku_lang/OPQ4_IVF256_PQ4.faissindex.ivfdata" +) A_INDEX_FILES: List[str] = [ "I_a_gt.npy", "D_a_gt.npy", @@ -51,10 +61,12 @@ "idx_b_ann_IVF256_PQ4_np2.npy", ] + class TestOIVF(unittest.TestCase): """ Unit tests for OIVF. Some of these unit tests first copy the required test data objects and puts them in the tempdir created by the context manager. """ + def assert_file_exists(self, filepath: str) -> None: path = pl.Path(filepath) self.assertEqual((str(path), path.is_file()), (str(path), True)) @@ -78,7 +90,9 @@ def test_consistency_check(self) -> None: ) data_creator.create_test_data() test_args = data_creator.setup_cli("consistency_check") - self.assertRaises(AssertionError, process_options_and_run_jobs, test_args) + self.assertRaises( + AssertionError, process_options_and_run_jobs, test_args + ) def test_train_index(self) -> None: """ @@ -101,7 +115,12 @@ def test_train_index(self) -> None: test_args = data_creator.setup_cli("train_index") cfg = load_config(test_args.config) process_options_and_run_jobs(test_args) - empty_index = cfg["output"] + "/my_test_data/" + cfg["index"]["prod"][-1].replace(",", "_") + ".empty.faissindex" + empty_index = ( + cfg["output"] + + "/my_test_data/" + + cfg["index"]["prod"][-1].replace(",", "_") + + ".empty.faissindex" + ) self.assert_file_exists(empty_index) def test_index_shard_equal_file_sizes(self) -> None: @@ -111,7 +130,7 @@ def test_index_shard_equal_file_sizes(self) -> None: with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE - new_path=f"{tmpdirname}/my_test_data/" + new_path = f"{tmpdirname}/my_test_data/" os.makedirs(new_path, exist_ok=True) shutil.copy(test_index_path, new_path) index_shard_size = 10000 @@ -143,7 +162,10 @@ def test_index_shard_equal_file_sizes(self) -> None: print(f"number of shards:{num_shards}") for i in range(num_shards): index_shard_file = ( - cfg["output"] + "/my_test_data/" + cfg["index"]["prod"][-1].replace(",", "_") + f".shard_{i}" + cfg["output"] + + "/my_test_data/" + + cfg["index"]["prod"][-1].replace(",", "_") + + f".shard_{i}" ) self.assert_file_exists(index_shard_file) @@ -153,7 +175,7 @@ def test_index_shard_unequal_file_sizes(self) -> None: """ with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE - new_path=f"{tmpdirname}/my_test_data/" + new_path = f"{tmpdirname}/my_test_data/" os.makedirs(new_path, exist_ok=True) shutil.copy(test_index_path, new_path) file_sizes = [20000, 15001, 13990] @@ -182,7 +204,10 @@ def test_index_shard_unequal_file_sizes(self) -> None: print(f"number of shards:{num_shards}") for i in range(num_shards): index_shard_file = ( - cfg["output"] + "/my_test_data/" + cfg["index"]["prod"][-1].replace(",", "_") + f".shard_{i}" + cfg["output"] + + "/my_test_data/" + + cfg["index"]["prod"][-1].replace(",", "_") + + f".shard_{i}" ) self.assert_file_exists(index_shard_file) @@ -192,13 +217,16 @@ def test_search(self) -> None: """ with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE - new_path=f"{tmpdirname}/my_test_data/" + new_path = f"{tmpdirname}/my_test_data/" os.makedirs(new_path, exist_ok=True) shutil.copy(test_index_path, new_path) os.makedirs(tmpdirname + "/my_test_data/", exist_ok=True) num_files = 3 for i in range(num_files): - test_index_shard = os.getcwd() + f"/tests/test_data/goku_lang/IVF256_PQ4.shard_{i}" + test_index_shard = ( + os.getcwd() + + f"/tests/test_data/goku_lang/IVF256_PQ4.shard_{i}" + ) shutil.copy(test_index_shard, tmpdirname + "/my_test_data/") file_size = 10000 query_batch_size = 10000 @@ -234,7 +262,7 @@ def test_evaluate_without_margin(self) -> None: """ with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE - new_path=f"{tmpdirname}/my_test_data/" + new_path = f"{tmpdirname}/my_test_data/" os.makedirs(new_path, exist_ok=True) shutil.copy(test_index_path, new_path) goku_index_file = os.getcwd() + TEST_INDEX_A @@ -271,7 +299,7 @@ def test_evaluate_without_margin_OPQ(self) -> None: """ with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + OPQ_INDEX_TEMPLATE_FILE - new_path=f"{tmpdirname}/my_test_data/" + new_path = f"{tmpdirname}/my_test_data/" os.makedirs(new_path, exist_ok=True) shutil.copy(test_index_path, new_path) goku_index_file = os.getcwd() + TEST_INDEX_OPQ @@ -309,7 +337,7 @@ def test_evaluate_with_margin(self) -> None: """ with tempfile.TemporaryDirectory() as tmpdirname: test_index_path = os.getcwd() + INDEX_TEMPLATE_FILE - new_path=f"{tmpdirname}/my_test_data/" + new_path = f"{tmpdirname}/my_test_data/" os.makedirs(new_path, exist_ok=True) shutil.copy(test_index_path, new_path) goku_index_file = os.getcwd() + TEST_INDEX_A @@ -318,10 +346,10 @@ def test_evaluate_with_margin(self) -> None: shutil.copy(goku_index_data, new_path) coco_index_file = os.getcwd() + TEST_INDEX_B coco_index_data = os.getcwd() + TEST_INDEX_DATA_B - queries_path=f"{tmpdirname}/my_queries_data/" + queries_path = f"{tmpdirname}/my_queries_data/" os.makedirs(queries_path, exist_ok=True) - shutil.copy(coco_index_file,queries_path) - shutil.copy(coco_index_data,queries_path) + shutil.copy(coco_index_file, queries_path) + shutil.copy(coco_index_data, queries_path) data_creator = TestDataCreator( tempdir=tmpdirname, @@ -381,16 +409,29 @@ def test_split_batch_size_bigger_than_file_sizes(self) -> None: process_options_and_run_jobs(test_args) common_path = tmpdirname + "/my_queries_data_in_my_test_data/knn/" - I_groundtruth_files = ["I0000000000_IVF256_PQ4_np2.npy", "I0000040000_IVF256_PQ4_np2.npy"] + I_groundtruth_files = [ + "I0000000000_IVF256_PQ4_np2.npy", + "I0000040000_IVF256_PQ4_np2.npy", + ] first_file_gt = I_groundtruth_files.pop(0) I_groundtruth = np.load(common_path + first_file_gt) for batched_file in I_groundtruth_files: - I_groundtruth = np.vstack([I_groundtruth, np.load(common_path + batched_file)]) + I_groundtruth = np.vstack( + [I_groundtruth, np.load(common_path + batched_file)] + ) split_files = sorted( - ["mm5_p5.x2y.002.idx.npy", "mm5_p5.x2y.003.idx.npy", "mm5_p5.x2y.000.idx.npy", "mm5_p5.x2y.001.idx.npy"] + [ + "mm5_p5.x2y.002.idx.npy", + "mm5_p5.x2y.003.idx.npy", + "mm5_p5.x2y.000.idx.npy", + "mm5_p5.x2y.001.idx.npy", + ] ) first_file = split_files.pop(0) - output_path = common_path + "dists5_p5.my_test_data-my_queries_data.IVF256_PQ4.k2.np2.fp32-shard/" + output_path = ( + common_path + + "dists5_p5.my_test_data-my_queries_data.IVF256_PQ4.k2.np2.fp32-shard/" + ) I_all_splits = np.load(output_path + first_file) for filename in split_files: @@ -442,9 +483,16 @@ def test_split_batch_size_smaller_than_file_sizes(self) -> None: first_file_gt = I_groundtruth_files.pop(0) I_groundtruth = np.load(common_path + first_file_gt) for batched_file in I_groundtruth_files: - I_groundtruth = np.vstack([I_groundtruth, np.load(common_path + batched_file)]) - split_files = sorted(["mm5_p5.x2y.000.dist.npy", "mm5_p5.x2y.001.dist.npy"]) - output_path = common_path + "dists5_p5.my_test_data-my_queries_data.IVF256_PQ4.k2.np2.fp32-shard/" + I_groundtruth = np.vstack( + [I_groundtruth, np.load(common_path + batched_file)] + ) + split_files = sorted( + ["mm5_p5.x2y.000.dist.npy", "mm5_p5.x2y.001.dist.npy"] + ) + output_path = ( + common_path + + "dists5_p5.my_test_data-my_queries_data.IVF256_PQ4.k2.np2.fp32-shard/" + ) first_file = split_files.pop(0) I_all_splits = np.load(output_path + first_file) for filename in split_files: @@ -483,11 +531,15 @@ def test_split_files_with_corrupted_input_file(self) -> None: process_options_and_run_jobs(test_args) test_args = data_creator.setup_cli("search") process_options_and_run_jobs(test_args) - #Corrupts the last file + # Corrupts the last file common_path = tmpdirname + "/my_queries_data_in_my_test_data/knn/" - D_corrupt_file = np.empty((0,k),dtype=np.float32) - np.save(common_path+"D_approx0000015000_IVF256_PQ4_np2.npy",D_corrupt_file) + D_corrupt_file = np.empty((0, k), dtype=np.float32) + np.save( + common_path + "D_approx0000015000_IVF256_PQ4_np2.npy", + D_corrupt_file, + ) test_args = data_creator.setup_cli("split_files") - self.assertRaises(AssertionError,process_options_and_run_jobs, test_args) - + self.assertRaises( + AssertionError, process_options_and_run_jobs, test_args + ) diff --git a/demos/offline_ivf/tests/testing_utils.py b/demos/offline_ivf/tests/testing_utils.py index 77a32346a5..34751f278a 100644 --- a/demos/offline_ivf/tests/testing_utils.py +++ b/demos/offline_ivf/tests/testing_utils.py @@ -7,7 +7,15 @@ import numpy as np from typing import Dict, List, Optional -OIVF_TEST_ARGS: List[str] = ["--config", "--xb", "--xq", "--command", "--cluster_run","--no_residuals"] +OIVF_TEST_ARGS: List[str] = [ + "--config", + "--xb", + "--xq", + "--command", + "--cluster_run", + "--no_residuals", +] + def get_test_parser(args) -> argparse.ArgumentParser: parser = argparse.ArgumentParser() @@ -155,7 +163,9 @@ def _create_data_files(self, name_of_file="my_data") -> List[str]: filenames = [] for i, file_size in enumerate(self.file_sizes): # np.random.seed(i) - db_vectors = np.random.random((file_size, self.dimension)).astype(self.data_type) + db_vectors = np.random.random((file_size, self.dimension)).astype( + self.data_type + ) filename = name_of_file + f"{i:02}" + ".npy" filenames.append(filename) np.save(self.tempdir + "/" + filename, db_vectors) @@ -167,4 +177,4 @@ def _create_config_yaml(self, dict_file: Dict[str, str]) -> None: """ filename = self.tempdir + "/config_test.yaml" with open(filename, "w") as file: - yaml.dump(dict_file, file, default_flow_style=False) \ No newline at end of file + yaml.dump(dict_file, file, default_flow_style=False) diff --git a/demos/offline_ivf/utils.py b/demos/offline_ivf/utils.py index 3b23dd1cfe..378af00c30 100644 --- a/demos/offline_ivf/utils.py +++ b/demos/offline_ivf/utils.py @@ -4,16 +4,18 @@ import numpy as np import os -from typing import Any, Dict, List +from typing import Dict import yaml import faiss from faiss.contrib.datasets import SyntheticDataset + def load_config(config): assert os.path.exists(config) with open(config, "r") as f: return yaml.safe_load(f) + def faiss_sanity_check(): ds = SyntheticDataset(256, 0, 100, 100) xq = ds.get_queries() @@ -27,6 +29,7 @@ def faiss_sanity_check(): assert np.all(I_cpu == I_gpu), "faiss sanity check failed" assert np.all(np.isclose(D_cpu, D_gpu)), "faiss sanity check failed" + def margin(sample, idx_a, idx_b, D_a_b, D_a, D_b, k, k_extract, threshold): """ two datasets: xa, xb; n = number of pairs @@ -63,10 +66,14 @@ def margin(sample, idx_a, idx_b, D_a_b, D_a, D_b, k, k_extract, threshold): print(margin[above_threshold]) return margin + def add_group_args(group, *args, **kwargs): return group.add_argument(*args, **kwargs) -def get_intersection_cardinality_frequencies(I: np.ndarray, I_gt: np.ndarray) -> Dict[int, int]: + +def get_intersection_cardinality_frequencies( + I: np.ndarray, I_gt: np.ndarray +) -> Dict[int, int]: """ Computes the frequencies for the cardinalities of the intersection of neighbour indices. """ @@ -77,10 +84,11 @@ def get_intersection_cardinality_frequencies(I: np.ndarray, I_gt: np.ndarray) -> values, counts = np.unique(res, return_counts=True) return dict(zip(values, counts)) + def is_pretransform_index(index): if index.__class__ == faiss.IndexPreTransform: assert hasattr(index, "chain") return True else: assert not hasattr(index, "chain") - return False \ No newline at end of file + return False From 823d1ae8f45b64fce920e37fbd7caf9b8d99aab7 Mon Sep 17 00:00:00 2001 From: Maria Date: Mon, 18 Dec 2023 14:04:29 -0800 Subject: [PATCH 4/5] fixed nits --- demos/offline_ivf/README.md | 2 -- demos/offline_ivf/offline_ivf.py | 23 +++++++++++------------ 2 files changed, 11 insertions(+), 14 deletions(-) diff --git a/demos/offline_ivf/README.md b/demos/offline_ivf/README.md index a53f378d53..df848ba0ab 100644 --- a/demos/offline_ivf/README.md +++ b/demos/offline_ivf/README.md @@ -2,8 +2,6 @@ # Offline IVF This folder contains the code for the offline ivf algorithm powered by faiss big batch search. -![oivf_new](https://github.com/fairinternal/faiss_improvements/assets/4427136/ff96b614-66dd-42cc-968d-4864bf081be6) - Create a conda env: diff --git a/demos/offline_ivf/offline_ivf.py b/demos/offline_ivf/offline_ivf.py index b96000d517..752e5c0e0f 100644 --- a/demos/offline_ivf/offline_ivf.py +++ b/demos/offline_ivf/offline_ivf.py @@ -41,7 +41,7 @@ def __init__(self, cfg, args, nprobe, index_factory_str): output_dir = cfg["output"] assert os.path.exists(output_dir) self.index_factory = index_factory_str - assert self.index_factory != None + assert self.index_factory is not None self.index_factory_fn = self.index_factory.replace(",", "_") self.index_template_file = ( f"{output_dir}/{args.xb}/{self.index_factory_fn}.empty.faissindex" @@ -160,7 +160,7 @@ def input_stats(self): def dedupe(self): logging.info(self.deduper) - if self.deduper == None: + if self.deduper is None: logging.info("No deduper configured") return codecs = [] @@ -415,17 +415,17 @@ def _cached_search( assert D.shape == (sample, self.k), f"{D_file} shape mismatch" return (D, I) - def _index_search(self, index_shard_prefix, nshards, xq, nprobe): - assert nprobe != None - logging.info(f"open sharded index: {index_shard_prefix}, {nshards}") - index = self._open_sharded_index(index_shard_prefix, nshards) + def _index_search(self, index_shard_prefix, xq, nprobe): + assert nprobe is not None + logging.info(f"open sharded index: {index_shard_prefix}, {self.nshards}") + index = self._open_sharded_index(index_shard_prefix) index_ivf = faiss.downcast_index(faiss.extract_index_ivf(index)) logging.info(f"setting nprobe to {nprobe}") index_ivf.nprobe = nprobe return index.search(xq, self.k) def _index_nonsharded_search(self, index_file, xq, nprobe): - assert nprobe != None + assert nprobe is not None logging.info(f"index {index_file}") assert os.path.exists(index_file), f"file {index_file} does not exist " index = faiss.read_index(index_file, faiss.IO_FLAG_ONDISK_SAME_DIR) @@ -751,10 +751,10 @@ def search(self): ), file=sys.stdout, ): - xq_i[j : j + xq_i_j.shape[0]] = xq_i_j + xq_i[j:j + xq_i_j.shape[0]] = xq_i_j ( _, - q_assign[j : j + xq_i_j.shape[0]], + q_assign[j:j + xq_i_j.shape[0]], ) = quantizer.search(xq_i_j, self.nprobe) j += xq_i_j.shape[0] assert j <= xq_i.shape[0] @@ -811,10 +811,9 @@ def _open_index_shard(self, fn): self.index_shards[fn] = index_shard return index_shard - def _open_sharded_index(self, index_shard_prefix=None, nshards=None): - if index_shard_prefix == None: + def _open_sharded_index(self, index_shard_prefix=None): + if index_shard_prefix is None: index_shard_prefix = self.index_shard_prefix - nshards = self.nshards if index_shard_prefix in self.index: return self.index[index_shard_prefix] assert os.path.exists( From 0d02ec8d91cb24e32d36677e79980a499fcff266 Mon Sep 17 00:00:00 2001 From: Maria Date: Mon, 18 Dec 2023 14:42:25 -0800 Subject: [PATCH 5/5] removed unnecessary try/except block --- demos/offline_ivf/offline_ivf.py | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/demos/offline_ivf/offline_ivf.py b/demos/offline_ivf/offline_ivf.py index 752e5c0e0f..a2babd762e 100644 --- a/demos/offline_ivf/offline_ivf.py +++ b/demos/offline_ivf/offline_ivf.py @@ -128,10 +128,7 @@ def __init__(self, cfg, args, nprobe, index_factory_str): self.xq_bs = cfg["query_batch_size"] if "metric" in cfg: - try: - self.metric = eval(f'faiss.{cfg["metric"]}') - except: - assert False, f"Metric {cfg['metric']} is not supported." + self.metric = eval(f'faiss.{cfg["metric"]}') else: self.metric = faiss.METRIC_L2 @@ -663,7 +660,7 @@ def _knn_function(self, xq, xb, k, metric, thread_id=None): vectorsMemoryLimit=self.knn_vectors_memory_limit, queriesMemoryLimit=self.knn_queries_memory_limit, ) - except: + except Exception: logging.info(f"knn_function failed: {xq.shape}, {xb.shape}") raise

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