diff --git a/chat/retrievers/rules_bot_retriever.py b/chat/retrievers/rules_bot_retriever.py index 4afb1c7..9de4da4 100644 --- a/chat/retrievers/rules_bot_retriever.py +++ b/chat/retrievers/rules_bot_retriever.py @@ -1,6 +1,6 @@ -from langchain.schema import BaseRetriever from langchain_community.vectorstores import FAISS from langchain_core.callbacks.manager import CallbackManagerForRetrieverRun +from langchain_core.retrievers import BaseRetriever class RulesBotRetriever(BaseRetriever): @@ -15,10 +15,12 @@ class RulesBotRetriever(BaseRetriever): index: FAISS search_kwargs: dict - def get_relevant_documents(self, question): + def _get_relevant_documents( + self, query: str, *, run_manager: CallbackManagerForRetrieverRun + ): # TODO: Debug relevancy score and figure out if we should filter at a threshold docs_with_score = self.index.similarity_search_with_relevance_scores( - question, **self.search_kwargs + query, **self.search_kwargs ) docs = [] @@ -26,7 +28,7 @@ def get_relevant_documents(self, question): doc.metadata["relevancy_score"] = score docs.append(doc) - if self._is_setup_question(question): + if self._is_setup_question(query): # If the setup page is not already in the results, add it if not any(doc.metadata.get("setup_page") for doc in docs): setup_documents = self.index.similarity_search( @@ -39,11 +41,6 @@ def get_relevant_documents(self, question): return docs - def _get_relevant_documents( - self, query: str, *, run_manager: CallbackManagerForRetrieverRun - ): - return self.get_relevant_documents(query) - def _is_setup_question(self, question): question = question.lower() return ( diff --git a/chat/services/streaming_question_answering_service.py b/chat/services/streaming_question_answering_service.py index 853be9e..dbfbeb9 100644 --- a/chat/services/streaming_question_answering_service.py +++ b/chat/services/streaming_question_answering_service.py @@ -1,10 +1,12 @@ from enum import Enum, auto -from langchain.callbacks.base import BaseCallbackHandler -from langchain.chains import create_retrieval_chain -from langchain.chains.combine_documents import create_stuff_documents_chain -from langchain.chains.history_aware_retriever import create_history_aware_retriever -from langchain.schema.messages import AIMessage, HumanMessage +from langchain_classic.chains import create_retrieval_chain +from langchain_classic.chains.combine_documents import create_stuff_documents_chain +from langchain_classic.chains.history_aware_retriever import ( + create_history_aware_retriever, +) +from langchain_core.callbacks.base import BaseCallbackHandler +from langchain_core.messages import AIMessage, HumanMessage from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder from langchain_openai import ChatOpenAI diff --git a/chat/tests.py b/chat/tests.py index d0d72d3..f91a1ae 100644 --- a/chat/tests.py +++ b/chat/tests.py @@ -4,11 +4,11 @@ from django.contrib.auth.models import User from django.test import TestCase from django.urls import reverse -from langchain.schema.messages import AIMessage, HumanMessage from langchain_community.embeddings.fake import DeterministicFakeEmbedding from langchain_community.llms.fake import FakeListLLM, FakeStreamingListLLM from langchain_community.vectorstores import FAISS from langchain_core.documents.base import Document +from langchain_core.messages import AIMessage, HumanMessage from chat.models import ChatSession from chat.retrievers.rules_bot_retriever import RulesBotRetriever @@ -203,9 +203,7 @@ def test_happy_path(self): embedding=DeterministicFakeEmbedding(size=1536), ) - docs = RulesBotRetriever( - index=index, search_kwargs={"k": 3} - ).get_relevant_documents("clue") + docs = RulesBotRetriever(index=index, search_kwargs={"k": 3}).invoke("clue") self.assertEqual(len(docs), 3) self.assertEqual(docs[0].metadata["page"], 44) @@ -218,9 +216,9 @@ def test_setup_question_special_case(self): embedding=DeterministicFakeEmbedding(size=1536), ) - docs = RulesBotRetriever( - index=index, search_kwargs={"k": 3} - ).get_relevant_documents("how many pieces do you start with?") + docs = RulesBotRetriever(index=index, search_kwargs={"k": 3}).invoke( + "how many pieces do you start with?" + ) self.assertEqual(len(docs), 3) # Still only returns 3 results self.assertEqual( @@ -234,9 +232,9 @@ def test_setup_question_no_special_case(self): embedding=DeterministicFakeEmbedding(size=1536), ) - docs = RulesBotRetriever( - index=index, search_kwargs={"k": 3} - ).get_relevant_documents("instructions") + docs = RulesBotRetriever(index=index, search_kwargs={"k": 3}).invoke( + "instructions" + ) self.assertEqual(len(docs), 3) self.assertEqual( @@ -256,9 +254,9 @@ def test_setup_question_special_case_no_setup_page(self): embedding=DeterministicFakeEmbedding(size=1536), ) - docs = RulesBotRetriever( - index=index, search_kwargs={"k": 3} - ).get_relevant_documents("how many pieces do you start with?") + docs = RulesBotRetriever(index=index, search_kwargs={"k": 3}).invoke( + "how many pieces do you start with?" + ) self.assertEqual(len(docs), 3) # Return 3 results # None are a setup page because there are no setup pages diff --git a/games/loaders/pdf_loader_and_summarizer.py b/games/loaders/pdf_loader_and_summarizer.py index ed7f3e1..b87b212 100644 --- a/games/loaders/pdf_loader_and_summarizer.py +++ b/games/loaders/pdf_loader_and_summarizer.py @@ -1,7 +1,7 @@ -from langchain.schema import Document -from langchain.text_splitter import RecursiveCharacterTextSplitter from langchain_community.document_loaders import PyMuPDFLoader +from langchain_core.documents import Document from langchain_openai import ChatOpenAI +from langchain_text_splitters import RecursiveCharacterTextSplitter from rulesbot.settings import DEFAULT_CHATGPT_MODEL diff --git a/games/services/document_ingestion_service.py b/games/services/document_ingestion_service.py index a450fd7..098dbd6 100644 --- a/games/services/document_ingestion_service.py +++ b/games/services/document_ingestion_service.py @@ -51,7 +51,8 @@ def _valid_pdf(filename): Check that the file is a valid PDF file """ try: - PdfReader(filename) + with open(filename, "rb") as pdf_file: + PdfReader(pdf_file) return True except: return False diff --git a/games/tests.py b/games/tests.py index f26bfff..b3f7887 100644 --- a/games/tests.py +++ b/games/tests.py @@ -150,7 +150,7 @@ def test_ingest_setup_pages(self): "games.loaders.pdf_loader_and_summarizer.ChatOpenAI" ) as chat_opem_ai_mock: llm = mock.Mock(spec=ChatOpenAI) - llm.predict.return_value = "some summarized text" + llm.invoke.return_value = mock.Mock(content="some summarized text") chat_opem_ai_mock.return_value = llm ingest_document(document) diff --git a/games/vectorstores.py b/games/vectorstores.py index 0a97ea2..41fd8bb 100644 --- a/games/vectorstores.py +++ b/games/vectorstores.py @@ -1,3 +1,5 @@ +import importlib +import sys from functools import lru_cache from django.conf import settings @@ -8,6 +10,17 @@ EMBEDDING_LENGTH = 1536 +LEGACY_LANGCHAIN_MODULE_ALIASES = [ + # Compatibility aliases for FAISS blobs serialized before the LangChain 1.x migration. + # Once all persisted indexes have been rebuilt on 1.x, this alias map can be removed. + ("langchain.docstore", "langchain_classic.docstore"), + ("langchain.docstore.base", "langchain_classic.docstore.base"), + ("langchain.docstore.document", "langchain_classic.docstore.document"), + ("langchain.docstore.in_memory", "langchain_classic.docstore.in_memory"), + ("langchain.schema", "langchain_classic.schema"), + ("langchain.schema.document", "langchain_classic.schema.document"), +] + DEFAULT_EMBEDDING = ( DeterministicFakeEmbedding(size=1536) if settings.TESTING else OpenAIEmbeddings() ) @@ -64,17 +77,78 @@ def _try_load_index(self): If the index exists, load it. Otherwise return None """ try: - self.game.faiss_file.open() - return FAISS.deserialize_from_bytes( - self.game.faiss_file.read(), - self.embedding, - allow_dangerous_deserialization=True, - ) + self.game.faiss_file.open("rb") + try: + data = self.game.faiss_file.read() + finally: + self.game.faiss_file.close() + + self._register_legacy_langchain_module_aliases() + + try: + return FAISS.deserialize_from_bytes( + data, + self.embedding, + allow_dangerous_deserialization=True, + ) + except ModuleNotFoundError as e: + if self._register_legacy_langchain_module_alias(e.name): + return FAISS.deserialize_from_bytes( + data, + self.embedding, + allow_dangerous_deserialization=True, + ) + raise except ValueError as e: if "attribute has no file associated with it." in str(e): return None raise e + @classmethod + def _register_legacy_langchain_module_aliases(cls): + for module_name, target_module in LEGACY_LANGCHAIN_MODULE_ALIASES: + cls._register_legacy_langchain_module_alias( + module_name, preferred_target=target_module + ) + + @staticmethod + def _register_legacy_langchain_module_alias(module_name, preferred_target=None): + if not module_name or not module_name.startswith("langchain."): + return False + + candidates = [] + + if preferred_target is not None: + candidates.append(preferred_target) + + if module_name.startswith("langchain.docstore"): + candidates.append( + module_name.replace( + "langchain.docstore", "langchain_classic.docstore", 1 + ) + ) + candidates.append( + module_name.replace( + "langchain.docstore", "langchain_community.docstore", 1 + ) + ) + + if module_name.startswith("langchain.schema"): + candidates.append( + module_name.replace("langchain.schema", "langchain_classic.schema", 1) + ) + + candidates.append(module_name.replace("langchain.", "langchain_classic.", 1)) + + for candidate in candidates: + try: + sys.modules[module_name] = importlib.import_module(candidate) + return True + except ModuleNotFoundError: + continue + + return False + def 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["cffi (>=1.17)"] +cffi = ["cffi (>=1.17,<2.0)", "cffi (>=2.0.0b)"] [metadata] lock-version = "2.0" python-versions = ">=3.11.6,<3.15" -content-hash = "ea21a8721a0e7f0a6d70b649afd5f22b039ed75782fa8eec02537a8ffa087a48" +content-hash = "7d779d4386f759585ed1c94f78a8db3feb1514ef78923795f4217566086c0314" diff --git a/pyproject.toml b/pyproject.toml index 37a7244..b066f4c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -9,8 +9,8 @@ readme = "README.md" python = ">=3.11.6,<3.15" Django = "^5" pypdf = "^3.15.0" -langchain = "^0.3.0" -openai = "^1.0" +langchain = "^1.0" +openai = "^2.0" faiss-cpu = "^1.13.0" gunicorn = "^21.2.0" django-environ = "^0.10.0" @@ -23,8 +23,10 @@ django-resized = "^1.0.2" pymupdf = "^1.23.3" honcho = "^2.0.0" markdown = "^3.7" -langchain-community = "^0.3.27" -langchain-openai = "^0.3.31" +langchain-community = "^0.4" +langchain-openai = "^1.1" +langchain-classic = "^1.0" +langchain-text-splitters = "^1.1" [tool.poetry.group.dev.dependencies] diff --git a/rulesbot/settings.py b/rulesbot/settings.py index 77e503d..60f22e5 100644 --- a/rulesbot/settings.py +++ b/rulesbot/settings.py @@ -12,6 +12,7 @@ import os import sys +import tempfile from pathlib import Path import environ @@ -173,6 +174,13 @@ TESTING = len(sys.argv) > 1 and sys.argv[1] == "test" +if TESTING: + MEDIA_ROOT = Path(tempfile.mkdtemp(prefix="rulesbot-test-media-")) + STORAGES["default"] = { + "BACKEND": "django.core.files.storage.FileSystemStorage", + "OPTIONS": {"location": MEDIA_ROOT}, + } + # Configure logging LOGGING = { "version": 1, diff --git a/tests/debug/debug_rulebook.py b/tests/debug/debug_rulebook.py index 6a8770a..c12bc9b 100644 --- a/tests/debug/debug_rulebook.py +++ b/tests/debug/debug_rulebook.py @@ -15,8 +15,8 @@ from multiprocessing import SimpleQueue -from langchain.document_loaders import PyPDFLoader -from langchain.text_splitter import RecursiveCharacterTextSplitter +from langchain_community.document_loaders import PyPDFLoader +from langchain_text_splitters import RecursiveCharacterTextSplitter from chat.models import ChatSession from chat.services import streaming_question_answering_service