diff --git a/langchain_postgres/vectorstores.py b/langchain_postgres/vectorstores.py index a05fe99a..047c6f5a 100644 --- a/langchain_postgres/vectorstores.py +++ b/langchain_postgres/vectorstores.py @@ -11,6 +11,7 @@ Callable, Dict, Generator, + Iterable, List, Optional, Sequence, @@ -26,7 +27,6 @@ import sqlalchemy from langchain_core.documents import Document from langchain_core.embeddings import Embeddings -from langchain_core.indexing import UpsertResponse from langchain_core.utils import get_from_dict_or_env from langchain_core.vectorstores import VectorStore from sqlalchemy import SQLColumnExpression, cast, create_engine, delete, func, select @@ -764,7 +764,9 @@ def add_embeddings( """ assert not self._async_engine, "This method must be called with sync_mode" if ids is None: - ids = [str(uuid.uuid4()) for _ in texts] + ids_ = [str(uuid.uuid4()) for _ in texts] + else: + ids_ = [id if id is not None else str(uuid.uuid4()) for id in ids] if not metadatas: metadatas = [{} for _ in texts] @@ -782,7 +784,7 @@ def add_embeddings( "cmetadata": metadata or {}, } for text, metadata, embedding, id in zip( - texts, metadatas, embeddings, ids + texts, metadatas, embeddings, ids_ ) ] stmt = insert(self.EmbeddingStore).values(data) @@ -798,7 +800,7 @@ def add_embeddings( session.execute(on_conflict_stmt) session.commit() - return ids + return ids_ async def aadd_embeddings( self, @@ -819,8 +821,11 @@ async def aadd_embeddings( kwargs: vectorstore specific parameters """ await self.__apost_init__() # Lazy async init + if ids is None: - ids = [str(uuid.uuid1()) for _ in texts] + ids_ = [str(uuid.uuid4()) for _ in texts] + else: + ids_ = [id if id is not None else str(uuid.uuid4()) for id in ids] if not metadatas: metadatas = [{} for _ in texts] @@ -838,7 +843,7 @@ async def aadd_embeddings( "cmetadata": metadata or {}, } for text, metadata, embedding, id in zip( - texts, metadatas, embeddings, ids + texts, metadatas, embeddings, ids_ ) ] stmt = insert(self.EmbeddingStore).values(data) @@ -854,7 +859,67 @@ async def aadd_embeddings( await session.execute(on_conflict_stmt) await session.commit() - return ids + return ids_ + + def add_texts( + self, + texts: Iterable[str], + metadatas: Optional[List[dict]] = None, + ids: Optional[List[str]] = None, + **kwargs: Any, + ) -> List[str]: + """Run more texts through the embeddings and add to the vectorstore. + + Args: + texts: Iterable of strings to add to the vectorstore. + metadatas: Optional list of metadatas associated with the texts. + ids: Optional list of ids for the texts. + If not provided, will generate a new id for each text. + kwargs: vectorstore specific parameters + + Returns: + List of ids from adding the texts into the vectorstore. + """ + assert not self._async_engine, "This method must be called without async_mode" + texts_ = list(texts) + embeddings = self.embedding_function.embed_documents(texts_) + return self.add_embeddings( + texts=texts_, + embeddings=list(embeddings), + metadatas=list(metadatas) if metadatas else None, + ids=list(ids) if ids else None, + **kwargs, + ) + + async def aadd_texts( + self, + texts: Iterable[str], + metadatas: Optional[List[dict]] = None, + ids: Optional[List[str]] = None, + **kwargs: Any, + ) -> List[str]: + """Run more texts through the embeddings and add to the vectorstore. + + Args: + texts: Iterable of strings to add to the vectorstore. + metadatas: Optional list of metadatas associated with the texts. + ids: Optional list of ids for the texts. + If not provided, will generate a new id for each text. + kwargs: vectorstore specific parameters + + Returns: + List of ids from adding the texts into the vectorstore. + """ + await self.__apost_init__() # Lazy async init + texts_ = list(texts) + embeddings = await self.embedding_function.aembed_documents(texts_) + return await self.aadd_embeddings( + texts=texts_, + embeddings=list(embeddings), + metadatas=list(metadatas) if metadatas else None, + ids=list(ids) if ids else None, + **kwargs, + ) def similarity_search( self, @@ -2162,64 +2227,6 @@ async def _make_async_session(self) -> AsyncGenerator[AsyncSession, None]: async with self.session_maker() as session: yield typing_cast(AsyncSession, session) - def upsert(self, items: Sequence[Document], /, **kwargs: Any) -> UpsertResponse: - """Upsert documents into the vectorstore. - - Args: - items: Sequence of documents to upsert. - kwargs: vectorstore specific parameters - - Returns: - UpsertResponse - """ - if self._async_engine: - raise AssertionError("This method must be called in sync mode.") - texts = [item.page_content for item in items] - metadatas = [item.metadata for item in items] - ids = [item.id if item.id is not None else str(uuid.uuid4()) for item in items] - embeddings = self.embedding_function.embed_documents(list(texts)) - added_ids = self.add_embeddings( - texts=texts, embeddings=embeddings, metadatas=metadatas, ids=ids, **kwargs - ) - return { - "succeeded": added_ids, - "failed": [ - item.id - for item in items - if item.id is not None and item.id not in added_ids - ], - } - - async def aupsert( - self, items: Sequence[Document], /, **kwargs: Any - ) -> UpsertResponse: - """Upsert documents into the vectorstore. - - Args: - items: Sequence of documents to upsert. - kwargs: vectorstore specific parameters - - Returns: - UpsertResponse - """ - if not self._async_engine: - raise AssertionError("This method must be called with async_mode") - texts = [item.page_content for item in items] - metadatas = [item.metadata for item in items] - ids = [item.id if item.id is not None else str(uuid.uuid4()) for item in items] - embeddings = await self.embedding_function.aembed_documents(list(texts)) - added_ids = await self.aadd_embeddings( - texts=texts, embeddings=embeddings, metadatas=metadatas, ids=ids, **kwargs - ) - return { - "succeeded": added_ids, - "failed": [ - item.id - for item in items - if item.id is not None and item.id not in added_ids - ], - } - def get_by_ids(self, ids: Sequence[str], /) -> List[Document]: """Get documents by ids.""" documents = [] diff --git a/poetry.lock b/poetry.lock index f37ffe00..37670a06 100644 --- a/poetry.lock +++ b/poetry.lock @@ -31,13 +31,13 @@ docs = ["sphinx (==7.2.6)", "sphinx-mdinclude (==0.5.3)"] [[package]] name = "annotated-types" -version = "0.6.0" +version = "0.7.0" description = "Reusable constraint types to use with typing.Annotated" optional = false python-versions = ">=3.8" files = [ - {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"}, - {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"}, + {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"}, + {file = "annotated_types-0.7.0.tar.gz", hash = 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docs = ["furo", "sphinx", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinxext-opengraph"] -tests = ["pytest", "pytest-cov"] +tests = ["coverage[toml]"] [[package]] name = "webencodings" @@ -3305,17 +3188,17 @@ files = [ [[package]] name = "websocket-client" -version = "1.7.0" +version = "1.8.0" description = "WebSocket client for Python with low level API options" optional = false python-versions = ">=3.8" files = [ - {file = "websocket-client-1.7.0.tar.gz", hash = "sha256:10e511ea3a8c744631d3bd77e61eb17ed09304c413ad42cf6ddfa4c7787e8fe6"}, - {file = "websocket_client-1.7.0-py3-none-any.whl", hash = "sha256:f4c3d22fec12a2461427a29957ff07d35098ee2d976d3ba244e688b8b4057588"}, + {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"}, + {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"}, ] [package.extras] -docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"] +docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"] optional = ["python-socks", "wsaccel"] test = ["websockets"] @@ -3423,20 +3306,24 @@ test = ["mypy", "pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)"] [[package]] name = "zipp" -version = "3.18.1" +version = "3.20.1" description = "Backport of pathlib-compatible object wrapper for zip files" optional = false python-versions = ">=3.8" files = [ - {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"}, - {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"}, + {file = "zipp-3.20.1-py3-none-any.whl", hash = "sha256:9960cd8967c8f85a56f920d5d507274e74f9ff813a0ab8889a5b5be2daf44064"}, + {file = "zipp-3.20.1.tar.gz", hash = "sha256:c22b14cc4763c5a5b04134207736c107db42e9d3ef2d9779d465f5f1bcba572b"}, ] [package.extras] -docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] -testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] +check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"] +cover = ["pytest-cov"] +doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +enabler = ["pytest-enabler (>=2.2)"] +test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] +type = ["pytest-mypy"] [metadata] lock-version = "2.0" python-versions = "^3.8.1" -content-hash = "f962e29502f9b4da3add9eb605be840dc87c7d1a4046b0bd75d17697eb973079" +content-hash = "a6af2fc520631dae779a5063383ca3efbcb9c97eb13ad5d8ffb0f1d5fda2b838" diff --git a/pyproject.toml b/pyproject.toml index 44eeea12..bb5e4fc2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -34,7 +34,8 @@ pytest-asyncio = "^0.23.2" pytest-socket = "^0.7.0" pytest-cov = "^5.0.0" pytest-timeout = "^2.3.1" -langchain-standard-tests= {git = "https://github.com/langchain-ai/langchain.git", subdirectory = "libs/standard-tests/"} +langchain-core = {git = "https://github.com/langchain-ai/langchain.git", subdirectory = "libs/core/"} +langchain-standard-tests = {git = "https://github.com/langchain-ai/langchain.git", subdirectory = "libs/standard-tests/"} [tool.poetry.group.codespell] optional = true