diff --git a/libs/community/langchain_google_community/__init__.py b/libs/community/langchain_google_community/__init__.py index e5196e236..a769a571b 100644 --- a/libs/community/langchain_google_community/__init__.py +++ b/libs/community/langchain_google_community/__init__.py @@ -1,7 +1,12 @@ from langchain_google_community.bigquery_vector_search import BigQueryVectorSearch +from langchain_google_community.docai import DocAIParser, DocAIParsingResults from langchain_google_community.documentai_warehouse import DocumentAIWarehouseRetriever +from langchain_google_community.gcs_directory import GCSDirectoryLoader +from langchain_google_community.gcs_file import GCSFileLoader from langchain_google_community.gmail.loader import GMailLoader from langchain_google_community.gmail.toolkit import GmailToolkit +from langchain_google_community.google_speech_to_text import GoogleSpeechToTextLoader +from langchain_google_community.googledrive import GoogleDriveLoader from langchain_google_community.vertex_ai_search import ( VertexAIMultiTurnSearchRetriever, VertexAISearchRetriever, @@ -9,9 +14,15 @@ __all__ = [ "BigQueryVectorSearch", + "DocAIParser", + "DocAIParsingResults", "DocumentAIWarehouseRetriever", + "GCSDirectoryLoader", + "GCSFileLoader", "GMailLoader", "GmailToolkit", + "GoogleDriveLoader", + "GoogleSpeechToTextLoader", "VertexAIMultiTurnSearchRetriever", "VertexAISearchRetriever", ] diff --git a/libs/community/langchain_google_community/_utils.py b/libs/community/langchain_google_community/_utils.py new file mode 100644 index 000000000..ac7f6e3ef --- /dev/null +++ b/libs/community/langchain_google_community/_utils.py @@ -0,0 +1,41 @@ +"""Utilities to init Vertex AI.""" + +from importlib import metadata +from typing import Optional, Tuple + +from google.api_core.gapic_v1.client_info import ClientInfo + + +def get_user_agent(module: Optional[str] = None) -> Tuple[str, str]: + r"""Returns a custom user agent header. + + Args: + module (Optional[str]): + Optional. The module for a custom user agent header. + Returns: + Tuple[str, str] + """ + try: + langchain_version = metadata.version("langchain") + except metadata.PackageNotFoundError: + langchain_version = "0.0.0" + client_library_version = ( + f"{langchain_version}-{module}" if module else langchain_version + ) + return client_library_version, f"langchain/{client_library_version}" + + +def get_client_info(module: Optional[str] = None) -> "ClientInfo": + r"""Returns a client info object with a custom user agent header. + + Args: + module (Optional[str]): + Optional. The module for a custom user agent header. + Returns: + google.api_core.gapic_v1.client_info.ClientInfo + """ + client_library_version, user_agent = get_user_agent(module) + return ClientInfo( + client_library_version=client_library_version, + user_agent=user_agent, + ) diff --git a/libs/community/langchain_google_community/bigquery_vector_search.py b/libs/community/langchain_google_community/bigquery_vector_search.py index 1312f5df8..c610d5c88 100644 --- a/libs/community/langchain_google_community/bigquery_vector_search.py +++ b/libs/community/langchain_google_community/bigquery_vector_search.py @@ -13,7 +13,6 @@ import numpy as np from google.api_core.exceptions import ClientError -from langchain_community.utils.google import get_client_info from langchain_community.vectorstores.utils import ( DistanceStrategy, maximal_marginal_relevance, @@ -22,6 +21,8 @@ from langchain_core.embeddings import Embeddings from langchain_core.vectorstores import VectorStore +from langchain_google_community._utils import get_client_info + DEFAULT_DISTANCE_STRATEGY = DistanceStrategy.EUCLIDEAN_DISTANCE DEFAULT_DOC_ID_COLUMN_NAME = "doc_id" # document id DEFAULT_TEXT_EMBEDDING_COLUMN_NAME = "text_embedding" # embeddings vectors diff --git a/libs/community/langchain_google_community/docai.py b/libs/community/langchain_google_community/docai.py new file mode 100644 index 000000000..9ce9870b5 --- /dev/null +++ b/libs/community/langchain_google_community/docai.py @@ -0,0 +1,396 @@ +"""Module contains a PDF parser based on Document AI from Google Cloud. + +You need to install two libraries to use this parser: +pip install google-cloud-documentai +pip install google-cloud-documentai-toolbox +""" +import logging +import re +import time +from dataclasses import dataclass +from typing import TYPE_CHECKING, Iterator, List, Optional, Sequence + +from langchain_core.document_loaders import BaseBlobParser +from langchain_core.document_loaders.blob_loaders import Blob +from langchain_core.documents import Document +from langchain_core.utils.iter import batch_iterate + +from langchain_google_community._utils import get_client_info + +if TYPE_CHECKING: + from google.api_core.operation import Operation # type: ignore[import] + from google.cloud.documentai import ( # type: ignore[import] + DocumentProcessorServiceClient, + ) + + +logger = logging.getLogger(__name__) + + +@dataclass +class DocAIParsingResults: + """A dataclass to store Document AI parsing results.""" + + source_path: str + parsed_path: str + + +class DocAIParser(BaseBlobParser): + """`Google Cloud Document AI` parser. + + For a detailed explanation of Document AI, refer to the product documentation. + https://cloud.google.com/document-ai/docs/overview + """ + + def __init__( + self, + *, + client: Optional["DocumentProcessorServiceClient"] = None, + location: Optional[str] = None, + gcs_output_path: Optional[str] = None, + processor_name: Optional[str] = None, + ): + """Initializes the parser. + + Args: + client: a DocumentProcessorServiceClient to use + location: a Google Cloud location where a Document AI processor is located + gcs_output_path: a path on Google Cloud Storage to store parsing results + processor_name: full resource name of a Document AI processor or processor + version + + You should provide either a client or location (and then a client + would be instantiated). + """ + + if bool(client) == bool(location): + raise ValueError( + "You must specify either a client or a location to instantiate " + "a client." + ) + + pattern = r"projects\/[0-9]+\/locations\/[a-z\-0-9]+\/processors\/[a-z0-9]+" + if processor_name and not re.fullmatch(pattern, processor_name): + raise ValueError( + f"Processor name {processor_name} has the wrong format. If your " + "prediction endpoint looks like https://us-documentai.googleapis.com" + "/v1/projects/PROJECT_ID/locations/us/processors/PROCESSOR_ID:process," + " use only projects/PROJECT_ID/locations/us/processors/PROCESSOR_ID " + "part." + ) + + self._gcs_output_path = gcs_output_path + self._processor_name = processor_name + if client: + self._client = client + else: + try: + from google.api_core.client_options import ClientOptions + from google.cloud.documentai import DocumentProcessorServiceClient + except ImportError as exc: + raise ImportError( + "documentai package not found, please install it with" + " `pip install google-cloud-documentai`" + ) from exc + options = ClientOptions( + api_endpoint=f"{location}-documentai.googleapis.com" + ) + self._client = DocumentProcessorServiceClient( + client_options=options, + client_info=get_client_info(module="document-ai"), + ) + + def lazy_parse(self, blob: Blob) -> Iterator[Document]: + """Parses a blob lazily. + + Args: + blobs: a Blob to parse + + This is a long-running operation. A recommended way is to batch + documents together and use the `batch_parse()` method. + """ + yield from self.batch_parse([blob], gcs_output_path=self._gcs_output_path) + + def online_process( + self, + blob: Blob, + enable_native_pdf_parsing: bool = True, + field_mask: Optional[str] = None, + page_range: Optional[List[int]] = None, + ) -> Iterator[Document]: + """Parses a blob lazily using online processing. + + Args: + blob: a blob to parse. + enable_native_pdf_parsing: enable pdf embedded text extraction + field_mask: a comma-separated list of which fields to include in the + Document AI response. + suggested: "text,pages.pageNumber,pages.layout" + page_range: list of page numbers to parse. If `None`, + entire document will be parsed. + """ + try: + from google.cloud import documentai + from google.cloud.documentai_v1.types import ( # type: ignore[import] + IndividualPageSelector, + OcrConfig, + ProcessOptions, + ) + except ImportError as exc: + raise ImportError( + "documentai package not found, please install it with" + " `pip install google-cloud-documentai`" + ) from exc + try: + from google.cloud.documentai_toolbox.wrappers.page import ( + _text_from_layout, # type: ignore[import] + ) + except ImportError as exc: + raise ImportError( + "documentai_toolbox package not found, please install it with" + " `pip install google-cloud-documentai-toolbox`" + ) from exc + ocr_config = ( + OcrConfig(enable_native_pdf_parsing=enable_native_pdf_parsing) + if enable_native_pdf_parsing + else None + ) + individual_page_selector = ( + IndividualPageSelector(pages=page_range) if page_range else None + ) + + response = self._client.process_document( + documentai.ProcessRequest( + name=self._processor_name, + gcs_document=documentai.GcsDocument( + gcs_uri=blob.path, + mime_type=blob.mimetype or "application/pdf", + ), + process_options=ProcessOptions( + ocr_config=ocr_config, + individual_page_selector=individual_page_selector, + ), + skip_human_review=True, + field_mask=field_mask, + ) + ) + yield from ( + Document( + page_content=_text_from_layout(page.layout, response.document.text), + metadata={ + "page": page.page_number, + "source": blob.path, + }, + ) + for page in response.document.pages + ) + + def batch_parse( + self, + blobs: Sequence[Blob], + gcs_output_path: Optional[str] = None, + timeout_sec: int = 3600, + check_in_interval_sec: int = 60, + ) -> Iterator[Document]: + """Parses a list of blobs lazily. + + Args: + blobs: a list of blobs to parse. + gcs_output_path: a path on Google Cloud Storage to store parsing results. + timeout_sec: a timeout to wait for Document AI to complete, in seconds. + check_in_interval_sec: an interval to wait until next check + whether parsing operations have been completed, in seconds + This is a long-running operation. A recommended way is to decouple + parsing from creating LangChain Documents: + >>> operations = parser.docai_parse(blobs, gcs_path) + >>> parser.is_running(operations) + You can get operations names and save them: + >>> names = [op.operation.name for op in operations] + And when all operations are finished, you can use their results: + >>> operations = parser.operations_from_names(operation_names) + >>> results = parser.get_results(operations) + >>> docs = parser.parse_from_results(results) + """ + output_path = gcs_output_path or self._gcs_output_path + if not output_path: + raise ValueError( + "An output path on Google Cloud Storage should be provided." + ) + operations = self.docai_parse(blobs, gcs_output_path=output_path) + operation_names = [op.operation.name for op in operations] + logger.debug( + "Started parsing with Document AI, submitted operations %s", operation_names + ) + time_elapsed = 0 + while self.is_running(operations): + time.sleep(check_in_interval_sec) + time_elapsed += check_in_interval_sec + if time_elapsed > timeout_sec: + raise TimeoutError( + "Timeout exceeded! Check operations " f"{operation_names} later!" + ) + logger.debug(".") + + results = self.get_results(operations=operations) + yield from self.parse_from_results(results) + + def parse_from_results( + self, results: List[DocAIParsingResults] + ) -> Iterator[Document]: + try: + from google.cloud.documentai_toolbox.utilities.gcs_utilities import ( # type: ignore[import] + split_gcs_uri, + ) + from google.cloud.documentai_toolbox.wrappers.document import ( # type: ignore[import] + _get_shards, + ) + from google.cloud.documentai_toolbox.wrappers.page import _text_from_layout + except ImportError as exc: + raise ImportError( + "documentai_toolbox package not found, please install it with" + " `pip install google-cloud-documentai-toolbox`" + ) from exc + for result in results: + gcs_bucket_name, gcs_prefix = split_gcs_uri(result.parsed_path) + shards = _get_shards(gcs_bucket_name, gcs_prefix) + yield from ( + Document( + page_content=_text_from_layout(page.layout, shard.text), + metadata={"page": page.page_number, "source": result.source_path}, + ) + for shard in shards + for page in shard.pages + ) + + def operations_from_names(self, operation_names: List[str]) -> List["Operation"]: + """Initializes Long-Running Operations from their names.""" + try: + from google.longrunning.operations_pb2 import ( # type: ignore[import] + GetOperationRequest, + ) + except ImportError as exc: + raise ImportError( + "long running operations package not found, please install it with" + " `pip install gapic-google-longrunning`" + ) from exc + + return [ + self._client.get_operation(request=GetOperationRequest(name=name)) + for name in operation_names + ] + + def is_running(self, operations: List["Operation"]) -> bool: + return any(not op.done() for op in operations) + + def docai_parse( + self, + blobs: Sequence[Blob], + *, + gcs_output_path: Optional[str] = None, + processor_name: Optional[str] = None, + batch_size: int = 1000, + enable_native_pdf_parsing: bool = True, + field_mask: Optional[str] = None, + ) -> List["Operation"]: + """Runs Google Document AI PDF Batch Processing on a list of blobs. + + Args: + blobs: a list of blobs to be parsed + gcs_output_path: a path (folder) on GCS to store results + processor_name: name of a Document AI processor. + batch_size: amount of documents per batch + enable_native_pdf_parsing: a config option for the parser + field_mask: a comma-separated list of which fields to include in the + Document AI response. + suggested: "text,pages.pageNumber,pages.layout" + + Document AI has a 1000 file limit per batch, so batches larger than that need + to be split into multiple requests. + Batch processing is an async long-running operation + and results are stored in a output GCS bucket. + """ + try: + from google.cloud import documentai + from google.cloud.documentai_v1.types import OcrConfig, ProcessOptions + except ImportError as exc: + raise ImportError( + "documentai package not found, please install it with" + " `pip install google-cloud-documentai`" + ) from exc + + output_path = gcs_output_path or self._gcs_output_path + if output_path is None: + raise ValueError( + "An output path on Google Cloud Storage should be provided." + ) + processor_name = processor_name or self._processor_name + if processor_name is None: + raise ValueError("A Document AI processor name should be provided.") + + operations = [] + for batch in batch_iterate(size=batch_size, iterable=blobs): + input_config = documentai.BatchDocumentsInputConfig( + gcs_documents=documentai.GcsDocuments( + documents=[ + documentai.GcsDocument( + gcs_uri=blob.path, + mime_type=blob.mimetype or "application/pdf", + ) + for blob in batch + ] + ) + ) + + output_config = documentai.DocumentOutputConfig( + gcs_output_config=documentai.DocumentOutputConfig.GcsOutputConfig( + gcs_uri=output_path, field_mask=field_mask + ) + ) + + process_options = ( + ProcessOptions( + ocr_config=OcrConfig( + enable_native_pdf_parsing=enable_native_pdf_parsing + ) + ) + if enable_native_pdf_parsing + else None + ) + operations.append( + self._client.batch_process_documents( + documentai.BatchProcessRequest( + name=processor_name, + input_documents=input_config, + document_output_config=output_config, + process_options=process_options, + skip_human_review=True, + ) + ) + ) + return operations + + def get_results(self, operations: List["Operation"]) -> List[DocAIParsingResults]: + try: + from google.cloud.documentai_v1 import ( # type: ignore[import] + BatchProcessMetadata, + ) + except ImportError as exc: + raise ImportError( + "documentai package not found, please install it with" + " `pip install google-cloud-documentai`" + ) from exc + + return [ + DocAIParsingResults( + source_path=status.input_gcs_source, + parsed_path=status.output_gcs_destination, + ) + for op in operations + for status in ( + op.metadata.individual_process_statuses + if isinstance(op.metadata, BatchProcessMetadata) + else BatchProcessMetadata.deserialize( + op.metadata.value + ).individual_process_statuses + ) + ] diff --git a/libs/community/langchain_google_community/documentai_warehouse.py b/libs/community/langchain_google_community/documentai_warehouse.py index 8367c9f08..71958b45c 100644 --- a/libs/community/langchain_google_community/documentai_warehouse.py +++ b/libs/community/langchain_google_community/documentai_warehouse.py @@ -1,13 +1,14 @@ """Retriever wrapper for Google Cloud Document AI Warehouse.""" from typing import TYPE_CHECKING, Any, Dict, List, Optional -from langchain_community.utilities.vertexai import get_client_info from langchain_core.callbacks import CallbackManagerForRetrieverRun from langchain_core.documents import Document from langchain_core.pydantic_v1 import root_validator from langchain_core.retrievers import BaseRetriever from langchain_core.utils import get_from_dict_or_env +from langchain_google_community._utils import get_client_info + if TYPE_CHECKING: from google.cloud.contentwarehouse_v1 import ( # type: ignore[import] DocumentServiceClient, diff --git a/libs/community/langchain_google_community/gcs_directory.py b/libs/community/langchain_google_community/gcs_directory.py new file mode 100644 index 000000000..496d0f87a --- /dev/null +++ b/libs/community/langchain_google_community/gcs_directory.py @@ -0,0 +1,58 @@ +from typing import Callable, List, Optional + +from langchain_core.document_loaders import BaseLoader +from langchain_core.documents import Document + +from langchain_google_community._utils import get_client_info +from langchain_google_community.gcs_file import GCSFileLoader + + +class GCSDirectoryLoader(BaseLoader): + """Load from GCS directory.""" + + def __init__( + self, + project_name: str, + bucket: str, + prefix: str = "", + loader_func: Optional[Callable[[str], BaseLoader]] = None, + ): + """Initialize with bucket and key name. + + Args: + project_name: The ID of the project for the GCS bucket. + bucket: The name of the GCS bucket. + prefix: The prefix of the GCS bucket. + loader_func: A loader function that instantiates a loader based on a + file_path argument. If nothing is provided, the GCSFileLoader + would use its default loader. + """ + self.project_name = project_name + self.bucket = bucket + self.prefix = prefix + self._loader_func = loader_func + + def load(self) -> List[Document]: + """Load documents.""" + try: + from google.cloud import storage # type: ignore[attr-defined] + except ImportError: + raise ImportError( + "Could not import google-cloud-storage python package. " + "Please install it with `pip install google-cloud-storage`." + ) + client = storage.Client( + project=self.project_name, + client_info=get_client_info(module="google-cloud-storage"), + ) + docs = [] + for blob in client.list_blobs(self.bucket, prefix=self.prefix): + # we shall just skip directories since GCSFileLoader creates + # intermediate directories on the fly + if blob.name.endswith("/"): + continue + loader = GCSFileLoader( + self.project_name, self.bucket, blob.name, loader_func=self._loader_func + ) + docs.extend(loader.load()) + return docs diff --git a/libs/community/langchain_google_community/gcs_file.py b/libs/community/langchain_google_community/gcs_file.py new file mode 100644 index 000000000..098ffb651 --- /dev/null +++ b/libs/community/langchain_google_community/gcs_file.py @@ -0,0 +1,93 @@ +import os +import tempfile +from typing import Callable, List, Optional + +from langchain_core.document_loaders import BaseLoader +from langchain_core.documents import Document + +from langchain_google_community._utils import get_client_info + + +class GCSFileLoader(BaseLoader): + """Load from GCS file.""" + + def __init__( + self, + project_name: str, + bucket: str, + blob: str, + loader_func: Optional[Callable[[str], BaseLoader]] = None, + ): + """Initialize with bucket and key name. + + Args: + project_name: The name of the project to load + bucket: The name of the GCS bucket. + blob: The name of the GCS blob to load. + loader_func: A loader function that instantiates a loader based on a + file_path argument. If nothing is provided, the + UnstructuredFileLoader is used. + + Examples: + To use an alternative PDF loader: + >> from from langchain_community.document_loaders import PyPDFLoader + >> loader = GCSFileLoader(..., loader_func=PyPDFLoader) + + To use UnstructuredFileLoader with additional arguments: + >> loader = GCSFileLoader(..., + >> loader_func=lambda x: UnstructuredFileLoader(x, mode="elements")) + + """ + self.bucket = bucket + self.blob = blob + self.project_name = project_name + + def default_loader_func(file_path: str) -> BaseLoader: + try: + from langchain_community.document_loaders.unstructured import ( + UnstructuredFileLoader, + ) + except ImportError: + message = ( + "UnstructuredFileLoader loader not found! Either provide a " + "custom loader with loader_func argument, or install " + " `pip install langchain_community`" + ) + print(message) + return UnstructuredFileLoader(file_path) + + self._loader_func = loader_func if loader_func else default_loader_func + + def load(self) -> List[Document]: + """Load documents.""" + try: + from google.cloud import storage # type: ignore[attr-defined] + except ImportError: + raise ImportError( + "Could not import google-cloud-storage python package. " + "Please install it with `pip install google-cloud-storage`." + ) + + # initialize a client + storage_client = storage.Client( + self.project_name, client_info=get_client_info("google-cloud-storage") + ) + # Create a bucket object for our bucket + bucket = storage_client.get_bucket(self.bucket) + # Create a blob object from the filepath + blob = bucket.blob(self.blob) + # retrieve custom metadata associated with the blob + metadata = bucket.get_blob(self.blob).metadata + with tempfile.TemporaryDirectory() as temp_dir: + file_path = f"{temp_dir}/{self.blob}" + os.makedirs(os.path.dirname(file_path), exist_ok=True) + # Download the file to a destination + blob.download_to_filename(file_path) + loader = self._loader_func(file_path) + docs = loader.load() + for doc in docs: + if "source" in doc.metadata: + doc.metadata["source"] = f"gs://{self.bucket}/{self.blob}" + if metadata: + doc.metadata.update(metadata) + return docs diff --git a/libs/community/langchain_google_community/google_speech_to_text.py b/libs/community/langchain_google_community/google_speech_to_text.py new file mode 100644 index 000000000..bcfb817ed --- /dev/null +++ b/libs/community/langchain_google_community/google_speech_to_text.py @@ -0,0 +1,137 @@ +from __future__ import annotations + +from typing import TYPE_CHECKING, List, Optional + +from langchain_core.document_loaders import BaseLoader +from langchain_core.documents import Document + +from langchain_google_community._utils import get_client_info + +if TYPE_CHECKING: + from google.cloud.speech_v2 import RecognitionConfig # type: ignore[import] + from google.protobuf.field_mask_pb2 import FieldMask + + +class GoogleSpeechToTextLoader(BaseLoader): + """ + Loader for Google Cloud Speech-to-Text audio transcripts. + + It uses the Google Cloud Speech-to-Text API to transcribe audio files + and loads the transcribed text into one or more Documents, + depending on the specified format. + + To use, you should have the ``google-cloud-speech`` python package installed. + + Audio files can be specified via a Google Cloud Storage uri or a local file path. + + For a detailed explanation of Google Cloud Speech-to-Text, refer to the product + documentation. + https://cloud.google.com/speech-to-text + """ + + def __init__( + self, + project_id: str, + file_path: str, + location: str = "us-central1", + recognizer_id: str = "_", + config: Optional[RecognitionConfig] = None, + config_mask: Optional[FieldMask] = None, + ): + """ + Initializes the GoogleSpeechToTextLoader. + + Args: + project_id: Google Cloud Project ID. + file_path: A Google Cloud Storage URI or a local file path. + location: Speech-to-Text recognizer location. + recognizer_id: Speech-to-Text recognizer id. + config: Recognition options and features. + For more information: + https://cloud.google.com/python/docs/reference/speech/latest/google.cloud.speech_v2.types.RecognitionConfig + config_mask: The list of fields in config that override the values in the + ``default_recognition_config`` of the recognizer during this + recognition request. + For more information: + https://cloud.google.com/python/docs/reference/speech/latest/google.cloud.speech_v2.types.RecognizeRequest + """ + try: + from google.api_core.client_options import ClientOptions + from google.cloud.speech_v2 import ( + AutoDetectDecodingConfig, + RecognitionConfig, + RecognitionFeatures, + SpeechClient, + ) + except ImportError as exc: + raise ImportError( + "Could not import google-cloud-speech python package. " + "Please install it with `pip install google-cloud-speech`." + ) from exc + + self.project_id = project_id + self.file_path = file_path + self.location = location + self.recognizer_id = recognizer_id + # Config must be set in speech recognition request. + self.config = config or RecognitionConfig( + auto_decoding_config=AutoDetectDecodingConfig(), + language_codes=["en-US"], + model="chirp", + features=RecognitionFeatures( + # Automatic punctuation could be useful for language applications + enable_automatic_punctuation=True, + ), + ) + self.config_mask = config_mask + + self._client = SpeechClient( + client_info=get_client_info(module="speech-to-text"), + client_options=( + ClientOptions(api_endpoint=f"{location}-speech.googleapis.com") + if location != "global" + else None + ), + ) + self._recognizer_path = self._client.recognizer_path( + project_id, location, recognizer_id + ) + + def load(self) -> List[Document]: + """Transcribes the audio file and loads the transcript into documents. + + It uses the Google Cloud Speech-to-Text API to transcribe the audio file + and blocks until the transcription is finished. + """ + try: + from google.cloud.speech_v2 import RecognizeRequest + except ImportError as exc: + raise ImportError( + "Could not import google-cloud-speech python package. " + "Please install it with `pip install google-cloud-speech`." + ) from exc + + request = RecognizeRequest( + recognizer=self._recognizer_path, + config=self.config, + config_mask=self.config_mask, + ) + + if "gs://" in self.file_path: + request.uri = self.file_path + else: + with open(self.file_path, "rb") as f: + request.content = f.read() + + response = self._client.recognize(request=request) + + return [ + Document( + page_content=result.alternatives[0].transcript, + metadata={ + "language_code": result.language_code, + "result_end_offset": result.result_end_offset, + }, + ) + for result in response.results + ] diff --git a/libs/community/langchain_google_community/googledrive.py b/libs/community/langchain_google_community/googledrive.py new file mode 100644 index 000000000..2848608d2 --- /dev/null +++ b/libs/community/langchain_google_community/googledrive.py @@ -0,0 +1,361 @@ +# Prerequisites: +# 1. Create a Google Cloud project +# 2. Enable the Google Drive API: +# https://console.cloud.google.com/flows/enableapi?apiid=drive.googleapis.com +# 3. Authorize credentials for desktop app: +# https://developers.google.com/drive/api/quickstart/python#authorize_credentials_for_a_desktop_application # noqa: E501 +# 4. For service accounts visit +# https://cloud.google.com/iam/docs/service-accounts-create + +import os +from pathlib import Path +from typing import Any, Dict, List, Optional, Sequence, Union + +from langchain_core.document_loaders import BaseLoader +from langchain_core.documents import Document +from langchain_core.pydantic_v1 import BaseModel, root_validator, validator + +SCOPES = ["https://www.googleapis.com/auth/drive.readonly"] + + +class GoogleDriveLoader(BaseLoader, BaseModel): + """Load Google Docs from `Google Drive`.""" + + service_account_key: Path = Path.home() / ".credentials" / "keys.json" + """Path to the service account key file.""" + credentials_path: Path = Path.home() / ".credentials" / "credentials.json" + """Path to the credentials file.""" + token_path: Path = Path.home() / ".credentials" / "token.json" + """Path to the token file.""" + folder_id: Optional[str] = None + """The folder id to load from.""" + document_ids: Optional[List[str]] = None + """The document ids to load from.""" + file_ids: Optional[List[str]] = None + """The file ids to load from.""" + recursive: bool = False + """Whether to load recursively. Only applies when folder_id is given.""" + file_types: Optional[Sequence[str]] = None + """The file types to load. Only applies when folder_id is given.""" + load_trashed_files: bool = False + """Whether to load trashed files. Only applies when folder_id is given.""" + # NOTE(MthwRobinson) - changing the file_loader_cls to type here currently + # results in pydantic validation errors + file_loader_cls: Any = None + """The file loader class to use.""" + file_loader_kwargs: Dict["str", Any] = {} + """The file loader kwargs to use.""" + + @root_validator + def validate_inputs(cls, values: Dict[str, Any]) -> Dict[str, Any]: + """Validate that either folder_id or document_ids is set, but not both.""" + if values.get("folder_id") and ( + values.get("document_ids") or values.get("file_ids") + ): + raise ValueError( + "Cannot specify both folder_id and document_ids nor " + "folder_id and file_ids" + ) + if ( + not values.get("folder_id") + and not values.get("document_ids") + and not values.get("file_ids") + ): + raise ValueError("Must specify either folder_id, document_ids, or file_ids") + + file_types = values.get("file_types") + if file_types: + if values.get("document_ids") or values.get("file_ids"): + raise ValueError( + "file_types can only be given when folder_id is given," + " (not when document_ids or file_ids are given)." + ) + type_mapping = { + "document": "application/vnd.google-apps.document", + "sheet": "application/vnd.google-apps.spreadsheet", + "pdf": "application/pdf", + } + allowed_types = list(type_mapping.keys()) + list(type_mapping.values()) + short_names = ", ".join([f"'{x}'" for x in type_mapping.keys()]) + full_names = ", ".join([f"'{x}'" for x in type_mapping.values()]) + for file_type in file_types: + if file_type not in allowed_types: + raise ValueError( + f"Given file type {file_type} is not supported. " + f"Supported values are: {short_names}; and " + f"their full-form names: {full_names}" + ) + + # replace short-form file types by full-form file types + def full_form(x: str) -> str: + return type_mapping[x] if x in type_mapping else x + + values["file_types"] = [full_form(file_type) for file_type in file_types] + return values + + @validator("credentials_path") + def validate_credentials_path(cls, v: Any, **kwargs: Any) -> Any: + """Validate that credentials_path exists.""" + if not v.exists(): + raise ValueError(f"credentials_path {v} does not exist") + return v + + def _load_credentials(self) -> Any: + """Load credentials.""" + # Adapted from https://developers.google.com/drive/api/v3/quickstart/python + try: + from google.auth import default # type: ignore[import] + from google.auth.transport.requests import Request # type: ignore[import] + from google.oauth2 import service_account # type: ignore[import] + from google.oauth2.credentials import Credentials # type: ignore[import] + from google_auth_oauthlib.flow import ( # type: ignore[import] + InstalledAppFlow, + ) + except ImportError: + raise ImportError( + "You must run " + "`pip install --upgrade " + "google-api-python-client google-auth-httplib2 " + "google-auth-oauthlib` " + "to use the Google Drive loader." + ) + + creds = None + if self.service_account_key.exists(): + return service_account.Credentials.from_service_account_file( + str(self.service_account_key), scopes=SCOPES + ) + + if self.token_path.exists(): + creds = Credentials.from_authorized_user_file(str(self.token_path), SCOPES) + + if not creds or not creds.valid: + if creds and creds.expired and creds.refresh_token: + creds.refresh(Request()) + elif "GOOGLE_APPLICATION_CREDENTIALS" not in os.environ: + creds, project = default() + creds = creds.with_scopes(SCOPES) + # no need to write to file + if creds: + return creds + else: + flow = InstalledAppFlow.from_client_secrets_file( + str(self.credentials_path), SCOPES + ) + creds = flow.run_local_server(port=0) + with open(self.token_path, "w") as token: + token.write(creds.to_json()) + + return creds + + def _load_sheet_from_id(self, id: str) -> List[Document]: + """Load a sheet and all tabs from an ID.""" + + from googleapiclient.discovery import build # type: ignore[import] + + creds = self._load_credentials() + sheets_service = build("sheets", "v4", credentials=creds) + spreadsheet = sheets_service.spreadsheets().get(spreadsheetId=id).execute() + sheets = spreadsheet.get("sheets", []) + + documents = [] + for sheet in sheets: + sheet_name = sheet["properties"]["title"] + result = ( + sheets_service.spreadsheets() + .values() + .get(spreadsheetId=id, range=sheet_name) + .execute() + ) + values = result.get("values", []) + if not values: + continue # empty sheet + + header = values[0] + for i, row in enumerate(values[1:], start=1): + metadata = { + "source": ( + f"https://docs.google.com/spreadsheets/d/{id}/" + f"edit?gid={sheet['properties']['sheetId']}" + ), + "title": f"{spreadsheet['properties']['title']} - {sheet_name}", + "row": i, + } + content = [] + for j, v in enumerate(row): + title = header[j].strip() if len(header) > j else "" + content.append(f"{title}: {v.strip()}") + + page_content = "\n".join(content) + documents.append(Document(page_content=page_content, metadata=metadata)) + + return documents + + def _load_document_from_id(self, id: str) -> Document: + """Load a document from an ID.""" + from io import BytesIO + + from googleapiclient.discovery import build + from googleapiclient.errors import HttpError # type: ignore[import] + from googleapiclient.http import MediaIoBaseDownload # type: ignore[import] + + creds = self._load_credentials() + service = build("drive", "v3", credentials=creds) + + file = ( + service.files() + .get(fileId=id, supportsAllDrives=True, fields="modifiedTime,name") + .execute() + ) + request = service.files().export_media(fileId=id, mimeType="text/plain") + fh = BytesIO() + downloader = MediaIoBaseDownload(fh, request) + done = False + try: + while done is False: + status, done = downloader.next_chunk() + + except HttpError as e: + if e.resp.status == 404: + print("File not found: {}".format(id)) # noqa: T201 + else: + print("An error occurred: {}".format(e)) # noqa: T201 + + text = fh.getvalue().decode("utf-8") + metadata = { + "source": f"https://docs.google.com/document/d/{id}/edit", + "title": f"{file.get('name')}", + "when": f"{file.get('modifiedTime')}", + } + return Document(page_content=text, metadata=metadata) + + def _load_documents_from_folder( + self, folder_id: str, *, file_types: Optional[Sequence[str]] = None + ) -> List[Document]: + """Load documents from a folder.""" + from googleapiclient.discovery import build + + creds = self._load_credentials() + service = build("drive", "v3", credentials=creds) + files = self._fetch_files_recursive(service, folder_id) + # If file types filter is provided, we'll filter by the file type. + if file_types: + _files = [f for f in files if f["mimeType"] in file_types] # type: ignore + else: + _files = files + + returns = [] + for file in _files: + if file["trashed"] and not self.load_trashed_files: + continue + elif file["mimeType"] == "application/vnd.google-apps.document": + returns.append(self._load_document_from_id(file["id"])) # type: ignore + elif file["mimeType"] == "application/vnd.google-apps.spreadsheet": + returns.extend(self._load_sheet_from_id(file["id"])) # type: ignore + elif ( + file["mimeType"] == "application/pdf" + or self.file_loader_cls is not None + ): + returns.extend(self._load_file_from_id(file["id"])) # type: ignore + else: + pass + return returns + + def _fetch_files_recursive( + self, service: Any, folder_id: str + ) -> List[Dict[str, Union[str, List[str]]]]: + """Fetch all files and subfolders recursively.""" + results = ( + service.files() + .list( + q=f"'{folder_id}' in parents", + pageSize=1000, + includeItemsFromAllDrives=True, + supportsAllDrives=True, + fields="nextPageToken, files(id, name, mimeType, parents, trashed)", + ) + .execute() + ) + files = results.get("files", []) + returns = [] + for file in files: + if file["mimeType"] == "application/vnd.google-apps.folder": + if self.recursive: + returns.extend(self._fetch_files_recursive(service, file["id"])) + else: + returns.append(file) + + return returns + + def _load_documents_from_ids(self) -> List[Document]: + """Load documents from a list of IDs.""" + if not self.document_ids: + raise ValueError("document_ids must be set") + + return [self._load_document_from_id(doc_id) for doc_id in self.document_ids] + + def _load_file_from_id(self, id: str) -> List[Document]: + """Load a file from an ID.""" + from io import BytesIO + + from googleapiclient.discovery import build + from googleapiclient.http import MediaIoBaseDownload + + creds = self._load_credentials() + service = build("drive", "v3", credentials=creds) + + file = service.files().get(fileId=id, supportsAllDrives=True).execute() + request = service.files().get_media(fileId=id) + fh = BytesIO() + downloader = MediaIoBaseDownload(fh, request) + done = False + while done is False: + status, done = downloader.next_chunk() + + if self.file_loader_cls is not None: + fh.seek(0) + loader = self.file_loader_cls(file=fh, **self.file_loader_kwargs) + docs = loader.load() + for doc in docs: + doc.metadata["source"] = f"https://drive.google.com/file/d/{id}/view" + if "title" not in doc.metadata: + doc.metadata["title"] = f"{file.get('name')}" + return docs + + else: + from PyPDF2 import PdfReader # type: ignore[import] + + content = fh.getvalue() + pdf_reader = PdfReader(BytesIO(content)) + + return [ + Document( + page_content=page.extract_text(), + metadata={ + "source": f"https://drive.google.com/file/d/{id}/view", + "title": f"{file.get('name')}", + "page": i, + }, + ) + for i, page in enumerate(pdf_reader.pages) + ] + + def _load_file_from_ids(self) -> List[Document]: + """Load files from a list of IDs.""" + if not self.file_ids: + raise ValueError("file_ids must be set") + docs = [] + for file_id in self.file_ids: + docs.extend(self._load_file_from_id(file_id)) + return docs + + def load(self) -> List[Document]: + """Load documents.""" + if self.folder_id: + return self._load_documents_from_folder( + self.folder_id, file_types=self.file_types + ) + elif self.document_ids: + return self._load_documents_from_ids() + else: + return self._load_file_from_ids() diff --git a/libs/community/langchain_google_community/vertex_ai_search.py b/libs/community/langchain_google_community/vertex_ai_search.py index d65bf2c53..7997304db 100644 --- a/libs/community/langchain_google_community/vertex_ai_search.py +++ b/libs/community/langchain_google_community/vertex_ai_search.py @@ -14,13 +14,14 @@ from google.api_core.client_options import ClientOptions from google.api_core.exceptions import InvalidArgument from google.protobuf.json_format import MessageToDict -from langchain_community.utilities.vertexai import get_client_info from langchain_core.callbacks import CallbackManagerForRetrieverRun from langchain_core.documents import Document from langchain_core.pydantic_v1 import BaseModel, Extra, Field, root_validator from langchain_core.retrievers import BaseRetriever from langchain_core.utils import get_from_dict_or_env +from langchain_google_community._utils import get_client_info + if TYPE_CHECKING: from google.cloud.discoveryengine_v1beta import ( # type: ignore[import] ConversationalSearchServiceClient, diff --git a/libs/community/poetry.lock b/libs/community/poetry.lock index 353243916..edac23ab4 100644 --- a/libs/community/poetry.lock +++ b/libs/community/poetry.lock @@ -176,6 +176,64 @@ tests = ["attrs[tests-no-zope]", "zope-interface"] tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"] tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"] +[[package]] +name = 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+google-cloud-documentai = "^2.24.2" +google-cloud-documentai-toolbox = "^0.13.3a0" [tool.poetry.group.codespell] optional = true diff --git a/libs/community/tests/unit_tests/test_docai.py b/libs/community/tests/unit_tests/test_docai.py new file mode 100644 index 000000000..b6c422a04 --- /dev/null +++ b/libs/community/tests/unit_tests/test_docai.py @@ -0,0 +1,24 @@ +"""Tests for the Google Cloud DocAI parser.""" +from unittest.mock import ANY, patch + +import pytest + +from langchain_google_community.docai import DocAIParser + + +def test_docai_parser_valid_processor_name() -> None: + processor_name = "projects/123456/locations/us-central1/processors/ab123dfg" + with patch("google.cloud.documentai.DocumentProcessorServiceClient") as test_client: + parser = DocAIParser(processor_name=processor_name, location="us") + test_client.assert_called_once_with(client_options=ANY, client_info=ANY) + assert parser._processor_name == processor_name + + +@pytest.mark.parametrize( + "processor_name", + ["projects/123456/locations/us-central1/processors/ab123dfg:publish", "ab123dfg"], +) +def test_docai_parser_invalid_processor_name(processor_name: str) -> None: + with patch("google.cloud.documentai.DocumentProcessorServiceClient"): + with pytest.raises(ValueError): + _ = DocAIParser(processor_name=processor_name, location="us")