From 86cfa048864f4933e8f1553a73c87f4af5e8db36 Mon Sep 17 00:00:00 2001
From: jamesrichards <james.richards@cabinetoffice.gov.uk>
Date: Mon, 9 Sep 2024 16:40:20 +0100
Subject: [PATCH] Fixed settings to unstructured to make largest chunks the
 proper size. Refactored loaders now they're so similar to make the whole
 setup simpler

---
 django_app/poetry.lock                | 938 +++++++++++++-------------
 django_app/pyproject.toml             |   6 +-
 redbox-core/redbox/chains/ingest.py   |  11 +-
 redbox-core/redbox/loader/__init__.py |   4 -
 redbox-core/redbox/loader/base.py     |  17 -
 redbox-core/redbox/loader/ingester.py |  19 +-
 redbox-core/redbox/loader/loaders.py  |  75 +-
 redbox-core/tests/test_ingest.py      |  34 +-
 8 files changed, 530 insertions(+), 574 deletions(-)
 delete mode 100644 redbox-core/redbox/loader/base.py

diff --git a/django_app/poetry.lock b/django_app/poetry.lock
index 5826e2aa6..def30fdde 100644
--- a/django_app/poetry.lock
+++ b/django_app/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -375,13 +375,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "boto3-stubs"
-version = "1.35.11"
-description = "Type annotations for boto3 1.35.11 generated with mypy-boto3-builder 8.0.1"
+version = "1.35.14"
+description = "Type annotations for boto3 1.35.14 generated with mypy-boto3-builder 8.0.1"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3_stubs-1.35.11-py3-none-any.whl", hash = "sha256:43611ee8fe11402b78241d76a2866086dc836541ef1332bf558f852bf465ac85"},
-    {file = "boto3_stubs-1.35.11.tar.gz", hash = "sha256:c2d803a9a125648afdda5551e108a59f1ce0d70070b7ef39b27c09699b74735a"},
+    {file = "boto3_stubs-1.35.14-py3-none-any.whl", hash = "sha256:c9b3c92b5b9b1278ca03bbb942075c5f9378f4bd26d7bce3ab1068246b088928"},
+    {file = "boto3_stubs-1.35.14.tar.gz", hash = "sha256:cfa0d7189862cbd02c6cef1c6ce597728340056687547e8a2c50d2033bf979b6"},
 ]
 
 [package.dependencies]
@@ -431,7 +431,7 @@ bedrock-agent = ["mypy-boto3-bedrock-agent (>=1.35.0,<1.36.0)"]
 bedrock-agent-runtime = ["mypy-boto3-bedrock-agent-runtime (>=1.35.0,<1.36.0)"]
 bedrock-runtime = ["mypy-boto3-bedrock-runtime (>=1.35.0,<1.36.0)"]
 billingconductor = ["mypy-boto3-billingconductor (>=1.35.0,<1.36.0)"]
-boto3 = ["boto3 (==1.35.11)", "botocore (==1.35.11)"]
+boto3 = ["boto3 (==1.35.14)", "botocore (==1.35.14)"]
 braket = ["mypy-boto3-braket (>=1.35.0,<1.36.0)"]
 budgets = ["mypy-boto3-budgets (>=1.35.0,<1.36.0)"]
 ce = ["mypy-boto3-ce (>=1.35.0,<1.36.0)"]
@@ -800,13 +800,13 @@ crt = ["awscrt (==0.21.2)"]
 
 [[package]]
 name = "botocore-stubs"
-version = "1.35.11"
+version = "1.35.14"
 description = "Type annotations and code completion for botocore"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore_stubs-1.35.11-py3-none-any.whl", hash = "sha256:e69d1352a230d1c34be91a7ab94679c9fec5148d818c19f31cc4e49da2731296"},
-    {file = "botocore_stubs-1.35.11.tar.gz", hash = "sha256:af7e1e669c6cf35524a19bb0bb1c18b2bf673cccc9707f129cce02374704047e"},
+    {file = "botocore_stubs-1.35.14-py3-none-any.whl", hash = "sha256:72071a5b05ec56b9915b70c71fe7e9820278e1ab637eb5e928e418fdb0eb0cf6"},
+    {file = "botocore_stubs-1.35.14.tar.gz", hash = "sha256:cc40e48d3d2f22a74f3ca8c07d05789cf7d2f7c29acbfb701a2f5dc69bbf473e"},
 ]
 
 [package.dependencies]
@@ -828,78 +828,78 @@ files = [
 
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 [package.dependencies]
@@ -1432,12 +1432,12 @@ files = [
 
 [[package]]
 name = "django-allauth"
-version = "64.2.0"
+version = "64.2.1"
 description = "Integrated set of Django applications addressing authentication, registration, account management as well as 3rd party (social) account authentication."
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -1836,19 +1836,19 @@ vectorstore-mmr = ["numpy (>=1)", "simsimd (>=3)"]
 
 [[package]]
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 [[package]]
 name = "flask"
@@ -2494,42 +2494,42 @@ langchain-core = ">=0.2.38,<0.3.0"
 
 [[package]]
 name = "langgraph"
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 [package.dependencies]
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 langgraph-checkpoint = ">=1.0.2,<2.0.0"
 
 [[package]]
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 description = "Library with base interfaces for LangGraph checkpoint savers."
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 python-versions = "<4.0.0,>=3.9.0"
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 [package.dependencies]
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 [[package]]
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 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
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 python-versions = "<4.0,>=3.8.1"
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 ]
 
 [package.dependencies]
@@ -2873,13 +2873,13 @@ files = [
 
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+version = "1.44.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
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 [[package]]
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 description = "pytest plugin that allows you to add environment variables."
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+test = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "pytest-mock (>=3.14)"]
 
 [[package]]
 name = "pytest-mock"
@@ -3624,13 +3627,13 @@ dev = ["pre-commit", "pytest-asyncio", "tox"]
 
 [[package]]
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 [[package]]
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 [[package]]
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 ]
 
 [package.dependencies]
diff --git a/django_app/pyproject.toml b/django_app/pyproject.toml
index a634622b8..31e7b82ab 100644
--- a/django_app/pyproject.toml
+++ b/django_app/pyproject.toml
@@ -80,4 +80,8 @@ build-backend = "poetry.core.masonry.api"
 DJANGO_SETTINGS_MODULE = "redbox_app.settings"
 testpaths = "tests"
 norecursedirs = "tests/test_ai.py"
-
+env_override_existing_values = 1
+env_files = [
+    ".env.test",
+    ".env"
+]
diff --git a/redbox-core/redbox/chains/ingest.py b/redbox-core/redbox/chains/ingest.py
index d3afab406..041fe333d 100644
--- a/redbox-core/redbox/chains/ingest.py
+++ b/redbox-core/redbox/chains/ingest.py
@@ -3,12 +3,13 @@
 from io import BytesIO
 from functools import partial
 
+from annotated_types import doc
 from langchain.vectorstores import VectorStore
 from langchain_core.documents.base import Document
 from langchain_core.runnables import RunnableLambda, chain, Runnable
 
+from redbox.loader.loaders import UnstructuredChunkLoader
 from redbox.models.settings import Settings
-from redbox.loader.base import BaseRedboxFileLoader
 
 
 if TYPE_CHECKING:
@@ -26,20 +27,20 @@ def log_chunks(chunks: list[Document]):
     return chunks
 
 
-def document_loader(document_loader_type: type[BaseRedboxFileLoader], s3_client: S3Client, env: Settings) -> Runnable:
+def document_loader(document_loader: UnstructuredChunkLoader, s3_client: S3Client, env: Settings) -> Runnable:
     @chain
     def wrapped(file_name: str):
         file_bytes = s3_client.get_object(Bucket=env.bucket_name, Key=file_name)["Body"].read()
-        return document_loader_type(file_name=file_name, file_bytes=BytesIO(file_bytes), env=env).lazy_load()
+        return document_loader.lazy_load(file_name=file_name, file_bytes=BytesIO(file_bytes))
 
     return wrapped
 
 
 def ingest_from_loader(
-    document_loader_type: type[BaseRedboxFileLoader], s3_client: S3Client, vectorstore: VectorStore, env: Settings
+    loader: UnstructuredChunkLoader, s3_client: S3Client, vectorstore: VectorStore, env: Settings
 ) -> Runnable:
     return (
-        document_loader(document_loader_type=document_loader_type, s3_client=s3_client, env=env)
+        document_loader(document_loader=loader, s3_client=s3_client, env=env)
         | RunnableLambda(list)
         | log_chunks
         | RunnableLambda(partial(vectorstore.add_documents, create_index_if_not_exists=False))  # type: ignore[arg-type]
diff --git a/redbox-core/redbox/loader/__init__.py b/redbox-core/redbox/loader/__init__.py
index aac935263..e69de29bb 100644
--- a/redbox-core/redbox/loader/__init__.py
+++ b/redbox-core/redbox/loader/__init__.py
@@ -1,4 +0,0 @@
-from .loaders import UnstructuredTitleLoader
-from .loaders import UnstructuredLargeChunkLoader
-
-__all__ = ["UnstructuredTitleLoader", "UnstructuredLargeChunkLoader"]
diff --git a/redbox-core/redbox/loader/base.py b/redbox-core/redbox/loader/base.py
deleted file mode 100644
index 9194ffd00..000000000
--- a/redbox-core/redbox/loader/base.py
+++ /dev/null
@@ -1,17 +0,0 @@
-from io import BytesIO
-
-from langchain_core.document_loaders import BaseLoader
-
-from redbox.models.settings import Settings
-
-
-class BaseRedboxFileLoader(BaseLoader):
-    def __init__(self, file_name: str, file_bytes: BytesIO, env: Settings) -> None:
-        """Initialize the loader with a file path.
-
-        Args:
-            file: The Redbox File to load
-        """
-        self.file_name = file_name
-        self.file_bytes = file_bytes
-        self.env = env
diff --git a/redbox-core/redbox/loader/ingester.py b/redbox-core/redbox/loader/ingester.py
index 2acc478f8..d24982c81 100644
--- a/redbox-core/redbox/loader/ingester.py
+++ b/redbox-core/redbox/loader/ingester.py
@@ -6,8 +6,9 @@
 
 from redbox.chains.components import get_embeddings
 from redbox.chains.ingest import ingest_from_loader
-from redbox.loader import UnstructuredLargeChunkLoader, UnstructuredTitleLoader
+from redbox.loader.loaders import UnstructuredChunkLoader
 from redbox.models import Settings
+from redbox.models.file import ChunkResolution
 
 if TYPE_CHECKING:
     from mypy_boto3_s3.client import S3Client
@@ -43,14 +44,26 @@ def ingest_file(file_name: str) -> str | None:
     es.indices.create(index=es_index_name, ignore=[400])
 
     chunk_ingest_chain = ingest_from_loader(
-        document_loader_type=UnstructuredTitleLoader,
+        loader=UnstructuredChunkLoader(
+            chunk_resolution=ChunkResolution.normal,
+            env=env,
+            min_chunk_size=env.worker_ingest_min_chunk_size,
+            max_chunk_size=env.worker_ingest_max_chunk_size,
+            overlap_chars=0
+        ),
         s3_client=env.s3_client(),
         vectorstore=get_elasticsearch_store(es, es_index_name),
         env=env,
     )
 
     large_chunk_ingest_chain = ingest_from_loader(
-        document_loader_type=UnstructuredLargeChunkLoader,
+        loader=UnstructuredChunkLoader(
+            chunk_resolution=ChunkResolution.largest,
+            env=env,
+            min_chunk_size=env.worker_ingest_largest_chunk_size,
+            max_chunk_size=env.worker_ingest_largest_chunk_size,
+            overlap_chars=env.worker_ingest_largest_chunk_overlap
+        ),
         s3_client=env.s3_client(),
         vectorstore=get_elasticsearch_store_without_embeddings(es, es_index_name),
         env=env,
diff --git a/redbox-core/redbox/loader/loaders.py b/redbox-core/redbox/loader/loaders.py
index 27d4fb0a8..8ae9d0afe 100644
--- a/redbox-core/redbox/loader/loaders.py
+++ b/redbox-core/redbox/loader/loaders.py
@@ -1,5 +1,6 @@
 from collections.abc import Iterator
 from datetime import UTC, datetime
+from io import BytesIO
 from typing import TYPE_CHECKING
 
 import requests
@@ -7,7 +8,7 @@
 from langchain_core.documents import Document
 
 from redbox.models.file import ChunkResolution, ChunkMetadata
-from redbox.loader.base import BaseRedboxFileLoader
+from redbox.models.settings import Settings
 
 encoding = tiktoken.get_encoding("cl100k_base")
 
@@ -17,57 +18,18 @@
     S3Client = object
 
 
-class UnstructuredLargeChunkLoader(BaseRedboxFileLoader):
+class UnstructuredChunkLoader:
     """Load, partition and chunk a document using local unstructured library"""
 
-    def lazy_load(self) -> Iterator[Document]:  # <-- Does not take any arguments
-        """A lazy loader that reads a file line by line.
-
-        When you're implementing lazy load methods, you should use a generator
-        to yield documents one by one.
-        """
-
-        url = f"http://{self.env.unstructured_host}:8000/general/v0/general"
-        files = {
-            "files": (self.file_name, self.file_bytes),
-        }
-        response = requests.post(
-            url,
-            files=files,
-            data={
-                "strategy": "fast",
-                "max_characters": self.env.worker_ingest_largest_chunk_size,
-                "overlap": self.env.worker_ingest_largest_chunk_overlap,
-                "overlap_all": True,
-            },
-        )
-
-        if response.status_code != 200:
-            raise ValueError(response.text)
-
-        elements = response.json()
+    def __init__(self, chunk_resolution: ChunkResolution, env: Settings, min_chunk_size: int, max_chunk_size: int, overlap_chars: int = 0, overlap_all_chunks: bool = True):
+        self.chunk_resolution = chunk_resolution
+        self.env = env
+        self._min_chunk_size = min_chunk_size
+        self._max_chunk_size = max_chunk_size
+        self._overlap_chars = overlap_chars
+        self._overlap_all_chunks = overlap_all_chunks
 
-        if not elements:
-            raise ValueError("Unstructured failed to extract text for this file")
-
-        for i, raw_chunk in enumerate(elements):
-            yield Document(
-                page_content=raw_chunk["text"],
-                metadata=ChunkMetadata(
-                    index=i,
-                    file_name=raw_chunk["metadata"].get("filename"),
-                    page_number=raw_chunk["metadata"].get("page_number"),
-                    created_datetime=datetime.now(UTC),
-                    token_count=len(encoding.encode(raw_chunk["text"])),
-                    chunk_resolution=ChunkResolution.largest,
-                ).model_dump(),
-            )
-
-
-class UnstructuredTitleLoader(BaseRedboxFileLoader):
-    """Load, partition and chunk a document using local unstructured library"""
-
-    def lazy_load(self) -> Iterator[Document]:  # <-- Does not take any arguments
+    def lazy_load(self, file_name: str, file_bytes: BytesIO) -> Iterator[Document]:
         """A lazy loader that reads a file line by line.
 
         When you're implementing lazy load methods, you should use a generator
@@ -75,18 +37,19 @@ def lazy_load(self) -> Iterator[Document]:  # <-- Does not take any arguments
         """
 
         url = f"http://{self.env.unstructured_host}:8000/general/v0/general"
-
         files = {
-            "files": (self.file_name, self.file_bytes),
+            "files": (file_name, file_bytes),
         }
         response = requests.post(
             url,
             files=files,
             data={
-                "chunking_strategy": "by_title",
                 "strategy": "fast",
-                "combine_under_n_chars": self.env.worker_ingest_min_chunk_size,
-                "max_characters": self.env.worker_ingest_max_chunk_size,
+                "chunking_strategy": "by_title",
+                "max_characters": self._max_chunk_size,
+                "combine_under_n_chars": self._min_chunk_size,
+                "overlap": self._overlap_chars,
+                "overlap_all": self._overlap_all_chunks,
             },
         )
 
@@ -107,6 +70,6 @@ def lazy_load(self) -> Iterator[Document]:  # <-- Does not take any arguments
                     page_number=raw_chunk["metadata"].get("page_number"),
                     created_datetime=datetime.now(UTC),
                     token_count=len(encoding.encode(raw_chunk["text"])),
-                    chunk_resolution=ChunkResolution.normal,
+                    chunk_resolution=self.chunk_resolution,
                 ).model_dump(),
-            )
+            )
\ No newline at end of file
diff --git a/redbox-core/tests/test_ingest.py b/redbox-core/tests/test_ingest.py
index 1a8259509..c4a3ba1d6 100644
--- a/redbox-core/tests/test_ingest.py
+++ b/redbox-core/tests/test_ingest.py
@@ -14,9 +14,7 @@
 from redbox.loader import ingester
 from redbox.loader.ingester import ingest_file
 from redbox.chains.ingest import document_loader, ingest_from_loader
-from redbox.loader.base import BaseRedboxFileLoader
-from redbox.loader.loaders import UnstructuredTitleLoader
-from redbox.loader.loaders import UnstructuredLargeChunkLoader
+from redbox.loader.loaders import UnstructuredChunkLoader
 from redbox.models.settings import Settings
 from redbox.retriever.queries import make_query_filter
 from redbox.models.file import ChunkResolution
@@ -49,12 +47,8 @@ def make_file_query(file_name: str, resolution: ChunkResolution | None = None) -
 
 
 @patch("redbox.loader.loaders.requests.post")
-@pytest.mark.parametrize(
-    "document_loader_type",
-    [UnstructuredTitleLoader, UnstructuredLargeChunkLoader],
-)
 def test_document_loader(
-    mock_post: MagicMock, document_loader_type: type[BaseRedboxFileLoader], s3_client: S3Client, env: Settings
+    mock_post: MagicMock, s3_client: S3Client, env: Settings
 ):
     """
     Given that I have written a text File to s3
@@ -77,10 +71,16 @@ def test_document_loader(
             },
         }
     ]
+    loader = UnstructuredChunkLoader(
+        chunk_resolution=ChunkResolution.normal,
+        env=env,
+        min_chunk_size=env.worker_ingest_min_chunk_size,
+        max_chunk_size=env.worker_ingest_max_chunk_size
+    )
 
     # Upload file and and call
     file = file_to_s3("html/example.html", s3_client, env)
-    loader = document_loader(document_loader_type, s3_client, env)
+    loader = document_loader(loader, s3_client, env)
     chunks = list(loader.invoke(file))
 
     assert len(chunks) > 0
@@ -88,15 +88,14 @@ def test_document_loader(
 
 @patch("redbox.loader.loaders.requests.post")
 @pytest.mark.parametrize(
-    "document_loader_type, resolution, has_embeddings",
+    "resolution, has_embeddings",
     [
-        (UnstructuredTitleLoader, ChunkResolution.normal, True),
-        (UnstructuredLargeChunkLoader, ChunkResolution.largest, False),
+        (ChunkResolution.normal, True),
+        (ChunkResolution.largest, False),
     ],
 )
 def test_ingest_from_loader(
     mock_post: MagicMock,
-    document_loader_type: type[BaseRedboxFileLoader],
     resolution: ChunkResolution,
     has_embeddings: bool,
     monkeypatch: MonkeyPatch,
@@ -127,13 +126,20 @@ def test_ingest_from_loader(
         }
     ]
 
+    loader = UnstructuredChunkLoader(
+        chunk_resolution=resolution,
+        env=env,
+        min_chunk_size=env.worker_ingest_min_chunk_size,
+        max_chunk_size=env.worker_ingest_max_chunk_size
+    )
+
     # Mock embeddings
     monkeypatch.setattr(ingester, "get_embeddings", lambda _: FakeEmbeddings(size=3072))
 
     # Upload file and call
     file_name = file_to_s3(filename="html/example.html", s3_client=s3_client, env=env)
     ingest_chain = ingest_from_loader(
-        document_loader_type=document_loader_type, s3_client=s3_client, vectorstore=es_vector_store, env=env
+        loader=loader, s3_client=s3_client, vectorstore=es_vector_store, env=env
     )
 
     _ = ingest_chain.invoke(file_name)