diff --git a/airbyte_cdk/sources/file_based/file_types/unstructured_parser.py b/airbyte_cdk/sources/file_based/file_types/unstructured_parser.py index f55675e0a..a27458800 100644 --- a/airbyte_cdk/sources/file_based/file_types/unstructured_parser.py +++ b/airbyte_cdk/sources/file_based/file_types/unstructured_parser.py @@ -3,31 +3,14 @@ # import logging import os -import traceback -from datetime import datetime -from io import BytesIO, IOBase -from typing import Any, Dict, Iterable, List, Mapping, Optional, Tuple, Union - -import backoff -import dpath -import nltk -import requests -from unstructured.file_utils.filetype import ( - EXT_TO_FILETYPE, - FILETYPE_TO_MIMETYPE, - STR_TO_FILETYPE, - FileType, - detect_filetype, -) +import tempfile +from io import IOBase +from typing import Any, Iterable, Mapping + +from markitdown import MarkItDown -from airbyte_cdk.models import FailureType from airbyte_cdk.sources.file_based.config.file_based_stream_config import FileBasedStreamConfig -from airbyte_cdk.sources.file_based.config.unstructured_format import ( - APIParameterConfigModel, - APIProcessingConfigModel, - LocalProcessingConfigModel, - UnstructuredFormat, -) +from airbyte_cdk.sources.file_based.config.unstructured_format import UnstructuredFormat from airbyte_cdk.sources.file_based.exceptions import FileBasedSourceError, RecordParseError from airbyte_cdk.sources.file_based.file_based_stream_reader import ( AbstractFileBasedStreamReader, @@ -36,99 +19,74 @@ from airbyte_cdk.sources.file_based.file_types.file_type_parser import FileTypeParser from airbyte_cdk.sources.file_based.remote_file import RemoteFile from airbyte_cdk.sources.file_based.schema_helpers import SchemaType -from airbyte_cdk.utils import is_cloud_environment -from airbyte_cdk.utils.traced_exception import AirbyteTracedException -unstructured_partition_pdf = None -unstructured_partition_docx = None -unstructured_partition_pptx = None +_markitdown_instance: MarkItDown | None = None -AIRBYTE_NLTK_DATA_DIR = "/airbyte/nltk_data" -TMP_NLTK_DATA_DIR = "/tmp/nltk_data" +# File extensions that MarkItDown can handle (beyond plain text) +_MARKITDOWN_EXTENSIONS = {".pdf", ".docx", ".pptx", ".xlsx", ".html", ".htm", ".xls"} +# Plain text extensions that should be returned as-is +_PLAINTEXT_EXTENSIONS = {".md", ".txt"} -def get_nltk_temp_folder() -> str: - """ - For non-root connectors /tmp is not currently writable, but we should allow it in the future. - It's safe to use /airbyte for now. Fallback to /tmp for local development. - """ - try: - nltk_data_dir = AIRBYTE_NLTK_DATA_DIR - os.makedirs(nltk_data_dir, exist_ok=True) - except OSError: - nltk_data_dir = TMP_NLTK_DATA_DIR - os.makedirs(nltk_data_dir, exist_ok=True) - return nltk_data_dir - - -try: - nltk_data_dir = get_nltk_temp_folder() - nltk.data.path.append(nltk_data_dir) - nltk.data.find("tokenizers/punkt.zip") - nltk.data.find("tokenizers/punkt_tab.zip") - nltk.data.find("tokenizers/averaged_perceptron_tagger_eng.zip") -except LookupError: - nltk.download("punkt", download_dir=nltk_data_dir, quiet=True) - nltk.download("punkt_tab", download_dir=nltk_data_dir, quiet=True) - nltk.download("averaged_perceptron_tagger_eng", download_dir=nltk_data_dir, quiet=True) - - -def optional_decode(contents: Union[str, bytes]) -> str: - if isinstance(contents, bytes): - return contents.decode("utf-8") - return contents +# All supported extensions +_SUPPORTED_EXTENSIONS = _MARKITDOWN_EXTENSIONS | _PLAINTEXT_EXTENSIONS +# Map of MIME types to file extensions for type detection +_MIME_TO_EXTENSION: dict[str, str] = { + "application/pdf": ".pdf", + "application/vnd.openxmlformats-officedocument.wordprocessingml.document": ".docx", + "application/vnd.openxmlformats-officedocument.presentationml.presentation": ".pptx", + "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet": ".xlsx", + "application/vnd.ms-excel": ".xls", + "text/markdown": ".md", + "text/plain": ".txt", + "text/html": ".html", +} -def _import_unstructured() -> None: - """Dynamically imported as needed, due to slow import speed.""" - global unstructured_partition_pdf - global unstructured_partition_docx - global unstructured_partition_pptx - from unstructured.partition.docx import partition_docx - from unstructured.partition.pdf import partition_pdf - from unstructured.partition.pptx import partition_pptx - # separate global variables to properly propagate typing - unstructured_partition_pdf = partition_pdf - unstructured_partition_docx = partition_docx - unstructured_partition_pptx = partition_pptx +def _get_markitdown() -> MarkItDown: + """Return a lazily-initialized singleton `MarkItDown` instance.""" + global _markitdown_instance + if _markitdown_instance is None: + _markitdown_instance = MarkItDown() + return _markitdown_instance -def user_error(e: Exception) -> bool: - """ - Return True if this exception is caused by user error, False otherwise. - """ - if not isinstance(e, RecordParseError): - return False - if not isinstance(e, requests.exceptions.RequestException): - return False - return bool(e.response and 400 <= e.response.status_code < 500) +def _get_file_extension(uri: str) -> str | None: + """Extract the file extension from a URI, or `None` if there is no extension.""" + _, ext = os.path.splitext(uri) + return ext.lower() if ext else None -CLOUD_DEPLOYMENT_MODE = "cloud" +def _resolve_extension(uri: str, mime_type: str | None) -> str | None: + """Resolve the effective file extension from the URI or MIME type.""" + extension = _get_file_extension(uri) + if extension: + return extension + if mime_type and mime_type in _MIME_TO_EXTENSION: + return _MIME_TO_EXTENSION[mime_type] + return None class UnstructuredParser(FileTypeParser): + """Parses document files (PDF, DOCX, PPTX, MD, TXT, etc.) into markdown text. + + Uses Microsoft's `MarkItDown` library for document-to-markdown conversion. + Plain text and markdown files are returned as-is without conversion. + """ + @property - def parser_max_n_files_for_schema_inference(self) -> Optional[int]: - """ - Just check one file as the schema is static - """ + def parser_max_n_files_for_schema_inference(self) -> int | None: + """Just check one file as the schema is static.""" return 1 @property - def parser_max_n_files_for_parsability(self) -> Optional[int]: - """ - Do not check any files for parsability because it might be an expensive operation and doesn't give much confidence whether the sync will succeed. - """ + def parser_max_n_files_for_parsability(self) -> int | None: + """Do not check any files for parsability because it might be an expensive operation.""" return 0 - def get_parser_defined_primary_key(self, config: FileBasedStreamConfig) -> Optional[str]: - """ - Return the document_key field as the primary key. - - his will pre-select the document key column as the primary key when setting up a connection, making it easier for the user to configure normalization in the destination. - """ + def get_parser_defined_primary_key(self, config: FileBasedStreamConfig) -> str | None: + """Return the `document_key` field as the primary key.""" return "document_key" async def infer_schema( @@ -138,29 +96,27 @@ async def infer_schema( stream_reader: AbstractFileBasedStreamReader, logger: logging.Logger, ) -> SchemaType: - format = _extract_format(config) - with stream_reader.open_file(file, self.file_read_mode, None, logger) as file_handle: - filetype = self._get_filetype(file_handle, file) - if filetype not in self._supported_file_types() and not format.skip_unprocessable_files: - raise self._create_parse_error( - file, - self._get_file_type_error_message(filetype), - ) - - return { - "content": { - "type": "string", - "description": "Content of the file as markdown. Might be null if the file could not be parsed", - }, - "document_key": { - "type": "string", - "description": "Unique identifier of the document, e.g. the file path", - }, - "_ab_source_file_parse_error": { - "type": "string", - "description": "Error message if the file could not be parsed even though the file is supported", - }, - } + format_config = _extract_format(config) + extension = _resolve_extension(file.uri, file.mime_type) + + if extension is not None and extension not in _SUPPORTED_EXTENSIONS: + if not format_config.skip_unprocessable_files: + raise _create_parse_error(file, _unsupported_file_message(extension)) + + return { + "content": { + "type": "string", + "description": "Content of the file as markdown. Might be null if the file could not be parsed", + }, + "document_key": { + "type": "string", + "description": "Unique identifier of the document, e.g. the file path", + }, + "_ab_source_file_parse_error": { + "type": "string", + "description": "Error message if the file could not be parsed even though the file is supported", + }, + } def parse_records( self, @@ -168,313 +124,115 @@ def parse_records( file: RemoteFile, stream_reader: AbstractFileBasedStreamReader, logger: logging.Logger, - discovered_schema: Optional[Mapping[str, SchemaType]], - ) -> Iterable[Dict[str, Any]]: - format = _extract_format(config) + discovered_schema: Mapping[str, SchemaType] | None, + ) -> Iterable[dict[str, Any]]: + format_config = _extract_format(config) with stream_reader.open_file(file, self.file_read_mode, None, logger) as file_handle: try: - markdown = self._read_file(file_handle, file, format, logger) + markdown = self._read_file(file_handle, file, format_config, logger) yield { "content": markdown, "document_key": file.uri, "_ab_source_file_parse_error": None, } except RecordParseError as e: - # RecordParseError is raised when the file can't be parsed because of a problem with the file content (either the file is not supported or the file is corrupted) - # if the skip_unprocessable_files flag is set, we log a warning and pass the error as part of the document - # otherwise, we raise the error to fail the sync - if format.skip_unprocessable_files: + if format_config.skip_unprocessable_files: exception_str = str(e) - logger.warn(f"File {file.uri} caused an error during parsing: {exception_str}.") + logger.warn(f"File {file.uri} cannot be parsed. Skipping it.") yield { "content": None, "document_key": file.uri, "_ab_source_file_parse_error": exception_str, } - logger.warn(f"File {file.uri} cannot be parsed. Skipping it.") else: - raise e - except Exception as e: - exception_str = str(e) - logger.error(f"File {file.uri} caused an error during parsing: {exception_str}.") - raise e + raise def _read_file( self, file_handle: IOBase, remote_file: RemoteFile, - format: UnstructuredFormat, + format_config: UnstructuredFormat, logger: logging.Logger, ) -> str: - _import_unstructured() - if ( - (not unstructured_partition_pdf) - or (not unstructured_partition_docx) - or (not unstructured_partition_pptx) - ): - # check whether unstructured library is actually available for better error message and to ensure proper typing (can't be None after this point) - raise Exception("unstructured library is not available") - - filetype: FileType | None = self._get_filetype(file_handle, remote_file) - - if filetype is None or filetype not in self._supported_file_types(): - raise self._create_parse_error( - remote_file, - self._get_file_type_error_message(filetype), - ) - if filetype in {FileType.MD, FileType.TXT}: - file_content: bytes = file_handle.read() - decoded_content: str = optional_decode(file_content) - return decoded_content - if format.processing.mode == "local": - return self._read_file_locally( - file_handle, - filetype, - format.strategy, - remote_file, - ) - elif format.processing.mode == "api": - try: - result: str = self._read_file_remotely_with_retries( - file_handle, - format.processing, - filetype, - format.strategy, - remote_file, - ) - except Exception as e: - # If a parser error happens during remotely processing the file, this means the file is corrupted. This case is handled by the parse_records method, so just rethrow. - # - # For other exceptions, re-throw as config error so the sync is stopped as problems with the external API need to be resolved by the user and are not considered part of the SLA. - # Once this parser leaves experimental stage, we should consider making this a system error instead for issues that might be transient. - if isinstance(e, RecordParseError): - raise e - raise AirbyteTracedException.from_exception( - e, failure_type=FailureType.config_error - ) + extension = _resolve_extension(remote_file.uri, remote_file.mime_type) - return result - - def _params_to_dict( - self, params: Optional[List[APIParameterConfigModel]], strategy: str - ) -> Dict[str, Union[str, List[str]]]: - result_dict: Dict[str, Union[str, List[str]]] = {"strategy": strategy} - if params is None: - return result_dict - for item in params: - key = item.name - value = item.value - if key in result_dict: - existing_value = result_dict[key] - # If the key already exists, append the new value to its list - if isinstance(existing_value, list): - existing_value.append(value) - else: - result_dict[key] = [existing_value, value] - else: - # If the key doesn't exist, add it to the dictionary - result_dict[key] = value - - return result_dict - - def check_config(self, config: FileBasedStreamConfig) -> Tuple[bool, Optional[str]]: - """ - Perform a connection check for the parser config: - - Verify that encryption is enabled if the API is hosted on a cloud instance. - - Verify that the API can extract text from a file. - - For local processing, we don't need to perform any additional checks, implicit pydantic validation is enough. - """ - format_config = _extract_format(config) - if isinstance(format_config.processing, LocalProcessingConfigModel): - if format_config.strategy == "hi_res": - return False, "Hi-res strategy is not supported for local processing" - return True, None - - if is_cloud_environment() and not format_config.processing.api_url.startswith("https://"): - return False, "Base URL must start with https://" - - try: - self._read_file_remotely( - BytesIO(b"# Airbyte source connection test"), - format_config.processing, - FileType.MD, - "auto", - RemoteFile(uri="test", last_modified=datetime.now()), - ) - except Exception: - return False, "".join(traceback.format_exc()) + if extension is not None and extension not in _SUPPORTED_EXTENSIONS: + raise _create_parse_error(remote_file, _unsupported_file_message(extension)) - return True, None + # Plain text and markdown files are returned as-is + if extension in _PLAINTEXT_EXTENSIONS: + file_content: bytes = file_handle.read() + return _optional_decode(file_content) - @backoff.on_exception( - backoff.expo, requests.exceptions.RequestException, max_tries=5, giveup=user_error - ) - def _read_file_remotely_with_retries( - self, - file_handle: IOBase, - format: APIProcessingConfigModel, - filetype: FileType, - strategy: str, - remote_file: RemoteFile, - ) -> str: - """ - Read a file remotely, retrying up to 5 times if the error is not caused by user error. This is useful for transient network errors or the API server being overloaded temporarily. - """ - return self._read_file_remotely(file_handle, format, filetype, strategy, remote_file) + # Use MarkItDown for document conversion. + # For files without a recognized extension (extension is None), + # MarkItDown will attempt content-type auto-detection. + return self._convert_with_markitdown(file_handle, remote_file, extension) - def _read_file_remotely( + def _convert_with_markitdown( self, file_handle: IOBase, - format: APIProcessingConfigModel, - filetype: FileType, - strategy: str, remote_file: RemoteFile, + extension: str | None, ) -> str: - headers = {"accept": "application/json", "unstructured-api-key": format.api_key} - - data = self._params_to_dict(format.parameters, strategy) - - file_data = {"files": ("filename", file_handle, FILETYPE_TO_MIMETYPE[filetype])} - - response = requests.post( - f"{format.api_url}/general/v0/general", headers=headers, data=data, files=file_data - ) - - if response.status_code == 422: - # 422 means the file couldn't be processed, but the API is working. Treat this as a parsing error (passing an error record to the destination). - raise self._create_parse_error(remote_file, response.json()) - else: - # Other error statuses are raised as requests exceptions (retry everything except user errors) - response.raise_for_status() - - json_response = response.json() + md = _get_markitdown() - return self._render_markdown(json_response) - - def _read_file_locally( - self, file_handle: IOBase, filetype: FileType, strategy: str, remote_file: RemoteFile - ) -> str: - _import_unstructured() - if ( - (not unstructured_partition_pdf) - or (not unstructured_partition_docx) - or (not unstructured_partition_pptx) - ): - # check whether unstructured library is actually available for better error message and to ensure proper typing (can't be None after this point) - raise Exception("unstructured library is not available") - - file: Any = file_handle - - # before the parsing logic is entered, the file is read completely to make sure it is in local memory - file_handle.seek(0) - file_handle.read() file_handle.seek(0) + content = file_handle.read() - try: - if filetype == FileType.PDF: - # for PDF, read the file into a BytesIO object because some code paths in pdf parsing are doing an instance check on the file object and don't work with file-like objects - file_handle.seek(0) - with BytesIO(file_handle.read()) as file: - file_handle.seek(0) - elements = unstructured_partition_pdf(file=file, strategy=strategy) - elif filetype == FileType.DOCX: - elements = unstructured_partition_docx(file=file) - elif filetype == FileType.PPTX: - elements = unstructured_partition_pptx(file=file) - except Exception as e: - raise self._create_parse_error(remote_file, str(e)) - - return self._render_markdown([element.to_dict() for element in elements]) - - def _create_parse_error( - self, - remote_file: RemoteFile, - message: str, - ) -> RecordParseError: - return RecordParseError( - FileBasedSourceError.ERROR_PARSING_RECORD, filename=remote_file.uri, message=message - ) - - def _get_filetype(self, file: IOBase, remote_file: RemoteFile) -> Optional[FileType]: - """ - Detect the file type based on the file name and the file content. - - There are three strategies to determine the file type: - 1. Use the mime type if available (only some sources support it) - 2. Use the file name if available - 3. Use the file content - """ - if remote_file.mime_type and remote_file.mime_type in STR_TO_FILETYPE: - return STR_TO_FILETYPE[remote_file.mime_type] - - # set name to none, otherwise unstructured will try to get the modified date from the local file system - if hasattr(file, "name"): - file.name = None - - # detect_filetype is either using the file name or file content - # if possible, try to leverage the file name to detect the file type - # if the file name is not available, use the file content - file_type: FileType | None = None - try: - file_type = detect_filetype( - filename=remote_file.uri, - ) - except Exception: - # Path doesn't exist locally. Try something else... - pass - - if file_type and file_type != FileType.UNK: - return file_type - - type_based_on_content = detect_filetype(file=file) - file.seek(0) # detect_filetype is reading to read the file content, so we need to reset - - if type_based_on_content and type_based_on_content != FileType.UNK: - return type_based_on_content + suffix = extension or "" + with tempfile.NamedTemporaryFile(suffix=suffix, delete=True) as tmp: + tmp.write(content) + tmp.flush() + try: + result = md.convert(tmp.name) + except Exception as e: + raise _create_parse_error(remote_file, str(e)) - extension = "." + remote_file.uri.split(".")[-1].lower() - if extension in EXT_TO_FILETYPE: - return EXT_TO_FILETYPE[extension] + return result.markdown - return None + def check_config(self, config: FileBasedStreamConfig) -> tuple[bool, str | None]: + """Validate that the parser config is valid. - def _supported_file_types(self) -> List[Any]: - return [FileType.MD, FileType.PDF, FileType.DOCX, FileType.PPTX, FileType.TXT] + For MarkItDown-based parsing, we just verify the library is available and + that API mode is not configured (since it is no longer supported). + """ + format_config = _extract_format(config) - def _get_file_type_error_message( - self, - file_type: FileType | None, - ) -> str: - supported_file_types = ", ".join([str(type) for type in self._supported_file_types()]) - return f"File type {file_type or 'None'!s} is not supported. Supported file types are {supported_file_types}" - - def _render_markdown(self, elements: List[Any]) -> str: - return "\n\n".join((self._convert_to_markdown(el) for el in elements)) - - def _convert_to_markdown(self, el: Dict[str, Any]) -> str: - if dpath.get(el, "type") == "Title": - category_depth = dpath.get(el, "metadata/category_depth", default=1) or 1 - if not isinstance(category_depth, int): - category_depth = ( - int(category_depth) if isinstance(category_depth, (str, float)) else 1 + if hasattr(format_config, "processing") and hasattr(format_config.processing, "mode"): + if format_config.processing.mode == "api": + return False, ( + "API processing mode is no longer supported. " + "The parser now uses local MarkItDown-based processing. " + "Remove the API processing configuration." ) - heading_str = "#" * category_depth - return f"{heading_str} {dpath.get(el, 'text')}" - elif dpath.get(el, "type") == "ListItem": - return f"- {dpath.get(el, 'text')}" - elif dpath.get(el, "type") == "Formula": - return f"```\n{dpath.get(el, 'text')}\n```" - else: - return str(dpath.get(el, "text", default="")) + + return True, None @property def file_read_mode(self) -> FileReadMode: return FileReadMode.READ_BINARY +def _optional_decode(contents: str | bytes) -> str: + if isinstance(contents, bytes): + return contents.decode("utf-8") + return contents + + def _extract_format(config: FileBasedStreamConfig) -> UnstructuredFormat: config_format = config.format if not isinstance(config_format, UnstructuredFormat): raise ValueError(f"Invalid format config: {config_format}") return config_format + + +def _create_parse_error(remote_file: RemoteFile, message: str) -> RecordParseError: + return RecordParseError( + FileBasedSourceError.ERROR_PARSING_RECORD, filename=remote_file.uri, message=message + ) + + +def _unsupported_file_message(extension: str | None) -> str: + supported = ", ".join(sorted(_SUPPORTED_EXTENSIONS)) + return f"File extension '{extension or 'None'}' is not supported. 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and python_version >= \"3.14\""] +cffi = ["cffi (>=1.17,<2.0)", "cffi (>=2.0.0b)"] [extras] dev = ["pytest"] -file-based = ["avro", "fastavro", "markdown", "openpyxl", "pdf2image", "pdfminer.six", "pyarrow", "pytesseract", "python-calamine", "python-snappy", "unstructured", "unstructured.pytesseract"] +file-based = ["avro", "fastavro", "markdown", "markitdown", "onnxruntime", "openpyxl", "pyarrow", "python-calamine", "python-snappy"] manifest-server = ["ddtrace", "fastapi", "uvicorn"] sql = ["sqlalchemy"] vector-db-based = ["cohere", "langchain_community", "langchain_core", "langchain_text_splitters", "openai", "tiktoken"] [metadata] -lock-version = "2.1" +lock-version = "2.0" python-versions = ">=3.10,<3.14" -content-hash = "7bd20be9acbc22b3108cdb8b6b94da4038dd052f20cece071e3d27a68ffd27fe" +content-hash = "cdb9fd64b9787d3c63d04d0c1ed8ac7c5703148791ad4f7c790e947ccbff89cd" diff --git a/pyproject.toml b/pyproject.toml index 0e74e3a23..54051d642 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -54,7 +54,7 @@ python-ulid = "^3.0.0" PyYAML = "^6.0.1" rapidfuzz = "^3.10.1" # TODO: Remove if unused requests = "*" -requests_cache = "*" +requests_cache = ">=1.2.1,<1.3" rich = "*" # Use whichever version meets other constraints rich-click = "^1.8.8" typing-extensions = "*" # Transitive dependency used directly in code @@ -68,17 +68,15 @@ langchain_core = { version = "^1.2.5", optional = true } langchain_text_splitters = { version = "^1.0.0", optional = true } markdown = { version = "*", optional = true } # TODO: Remove if unused openai = { version = "0.27.9", extras = ["embeddings"], optional = true } # Used indirectly by langchain library -pdf2image = { version = "1.16.3", optional = true } -"pdfminer.six" = { version = "20221105", optional = true } # Used indirectly by unstructured library + pyarrow = { version = "^19.0.0", optional = true } -pytesseract = { version = "0.3.10", optional = true } # Used indirectly by unstructured library + python-calamine = { version = "0.2.3", optional = true } # TODO: Remove if unused openpyxl = { version = "^3.1.0", optional = true } python-snappy = { version = "0.7.3", optional = true } # TODO: remove if unused tiktoken = { version = "0.8.0", optional = true } -nltk = { version = "3.9.1", optional = true } -unstructured = { version = "0.10.27", extras = ["docx", "pptx"], optional = true } -"unstructured.pytesseract" = { version = ">=0.3.12", optional = true } +markitdown = { version = ">=0.1.4,<0.2.0", extras = ["pdf", "docx", "pptx"], optional = true } +onnxruntime = { version = ">=1.17.0,<1.24", optional = true } # Capped at <1.24: 1.24+ dropped Python 3.10 wheels pyjwt = "^2.8.0" cryptography = ">=44.0.0,!=45.0.0,!=45.0.1" # 45.0.0-45.0.1 had regressions (pyca/cryptography#12958); upper cap removed so >=48.0.1 (ASN.1 OOB read fix) can be installed pytz = ">=2024.2" @@ -122,7 +120,7 @@ deptry = "^0.23.0" dagger-io = "0.19.0" [tool.poetry.extras] -file-based = ["avro", "fastavro", "pyarrow", "unstructured", "pdf2image", "pdfminer.six", "unstructured.pytesseract", "pytesseract", "markdown", "python-calamine", "openpyxl", "python-snappy"] +file-based = ["avro", "fastavro", "pyarrow", "markitdown", "onnxruntime", "markdown", "python-calamine", "openpyxl", "python-snappy"] vector-db-based = ["langchain_community", "langchain_core", "langchain_text_splitters", "openai", "cohere", "tiktoken"] sql = ["sqlalchemy"] dev = ["pytest"] @@ -254,13 +252,10 @@ DEP002 = [ "markdown", "openai", "openpyxl", - "pdf2image", - "pdfminer.six", - "pytesseract", "python-calamine", "python-snappy", "tiktoken", - "unstructured.pytesseract", + "onnxruntime", # Transitive dep of markitdown (via magika); pinned to cap at <1.24 for Python 3.10 compat ] # DEP003: Project should not use transitive dependencies. diff --git a/unit_tests/sources/file_based/file_types/test_unstructured_parser.py b/unit_tests/sources/file_based/file_types/test_unstructured_parser.py index 374a02eed..f6a7b7671 100644 --- a/unit_tests/sources/file_based/file_types/test_unstructured_parser.py +++ b/unit_tests/sources/file_based/file_types/test_unstructured_parser.py @@ -4,73 +4,70 @@ import asyncio from datetime import datetime -from unittest import mock -from unittest.mock import MagicMock, call, mock_open, patch +from unittest.mock import MagicMock, mock_open import pytest -import requests -from unstructured.documents.elements import ElementMetadata, Formula, ListItem, Text, Title -from unstructured.file_utils.filetype import FileType -from airbyte_cdk.models import FailureType from airbyte_cdk.sources.file_based.config.file_based_stream_config import FileBasedStreamConfig from airbyte_cdk.sources.file_based.config.unstructured_format import ( - APIParameterConfigModel, APIProcessingConfigModel, UnstructuredFormat, ) from airbyte_cdk.sources.file_based.exceptions import RecordParseError from airbyte_cdk.sources.file_based.file_types import UnstructuredParser from airbyte_cdk.sources.file_based.remote_file import RemoteFile -from airbyte_cdk.utils.traced_exception import AirbyteTracedException FILE_URI = "path/to/file.xyz" @pytest.mark.parametrize( - "filetype, format_config, raises", + "file_uri, format_config, raises", [ pytest.param( - FileType.MD, + "file.md", UnstructuredFormat(skip_unprocessable_files=False), False, id="markdown_file", ), pytest.param( - FileType.CSV, + "file.csv", UnstructuredFormat(skip_unprocessable_files=False), True, id="wrong_file_format", ), pytest.param( - FileType.CSV, + "file.csv", UnstructuredFormat(skip_unprocessable_files=True), False, id="wrong_file_format_skipping", ), pytest.param( - FileType.PDF, + "file.pdf", UnstructuredFormat(skip_unprocessable_files=False), False, id="pdf_file", ), pytest.param( - FileType.DOCX, + "file.docx", UnstructuredFormat(skip_unprocessable_files=False), False, id="docx_file", ), pytest.param( - FileType.PPTX, + "file.pptx", UnstructuredFormat(skip_unprocessable_files=False), False, id="pptx_file", ), + pytest.param( + "file.txt", + UnstructuredFormat(skip_unprocessable_files=False), + False, + id="txt_file", + ), ], ) -@patch("airbyte_cdk.sources.file_based.file_types.unstructured_parser.detect_filetype") -def test_infer_schema(mock_detect_filetype, filetype, format_config, raises): - # use a fresh event loop to avoid leaking into other tests +def test_infer_schema(file_uri, format_config, raises): main_loop = asyncio.get_event_loop() loop = asyncio.new_event_loop() asyncio.set_event_loop(loop) @@ -78,9 +75,9 @@ def test_infer_schema(mock_detect_filetype, filetype, format_config, raises): stream_reader = MagicMock() mock_open(stream_reader.open_file) fake_file = MagicMock() - fake_file.uri = FILE_URI + fake_file.uri = file_uri + fake_file.mime_type = None logger = MagicMock() - mock_detect_filetype.return_value = filetype config = MagicMock() config.format = format_config if raises: @@ -90,7 +87,7 @@ def test_infer_schema(mock_detect_filetype, filetype, format_config, raises): ) else: schema = loop.run_until_complete( - UnstructuredParser().infer_schema(config, MagicMock(), MagicMock(), MagicMock()) + UnstructuredParser().infer_schema(config, fake_file, stream_reader, logger) ) assert schema == { "content": { @@ -111,154 +108,52 @@ def test_infer_schema(mock_detect_filetype, filetype, format_config, raises): @pytest.mark.parametrize( - "filetype, format_config, parse_result, raises, expected_records, parsing_error", + "file_uri, format_config, file_content, raises, expected_content_substring", [ pytest.param( - FileType.MD, + "file.md", UnstructuredFormat(skip_unprocessable_files=False), - "test", - False, - [ - { - "content": "test", - "document_key": FILE_URI, - "_ab_source_file_parse_error": None, - } - ], + b"# Hello markdown", False, + "# Hello markdown", id="markdown_file", ), pytest.param( - FileType.CSV, + "file.txt", UnstructuredFormat(skip_unprocessable_files=False), - None, - True, - None, + b"Plain text content", False, - id="wrong_file_format", + "Plain text content", + id="txt_file", ), pytest.param( - FileType.CSV, - UnstructuredFormat(skip_unprocessable_files=True), - None, - False, - [ - { - "content": None, - "document_key": FILE_URI, - "_ab_source_file_parse_error": "Error parsing record. This could be due to a mismatch between the config's file type and the actual file type, or because the file or record is not parseable. Contact Support if you need assistance.\nfilename=path/to/file.xyz message=File type FileType.CSV is not supported. Supported file types are FileType.MD, FileType.PDF, FileType.DOCX, FileType.PPTX, FileType.TXT", - } - ], - False, - id="skip_unprocessable_files", - ), - pytest.param( - FileType.PDF, + "file.csv", UnstructuredFormat(skip_unprocessable_files=False), - [ - Title("heading"), - Text("This is the text"), - ListItem("This is a list item"), - Formula("This is a formula"), - ], - False, - [ - { - "content": "# heading\n\nThis is the text\n\n- This is a list item\n\n```\nThis is a formula\n```", - "document_key": FILE_URI, - "_ab_source_file_parse_error": None, - } - ], - False, - id="pdf_file", - ), - pytest.param( - FileType.PDF, - UnstructuredFormat(skip_unprocessable_files=False), - [ - Title("first level heading", metadata=ElementMetadata(category_depth=1)), - Title("second level heading", metadata=ElementMetadata(category_depth=2)), - ], - False, - [ - { - "content": "# first level heading\n\n## second level heading", - "document_key": FILE_URI, - "_ab_source_file_parse_error": None, - } - ], - False, - id="multi_level_headings", - ), - pytest.param( - FileType.DOCX, - UnstructuredFormat(skip_unprocessable_files=False), - [ - Title("heading"), - Text("This is the text"), - ListItem("This is a list item"), - Formula("This is a formula"), - ], - False, - [ - { - "content": "# heading\n\nThis is the text\n\n- This is a list item\n\n```\nThis is a formula\n```", - "document_key": FILE_URI, - "_ab_source_file_parse_error": None, - } - ], - False, - id="docx_file", + b"col1,col2", + True, + None, + id="unsupported_file_type_raises", ), pytest.param( - FileType.DOCX, + "file.csv", UnstructuredFormat(skip_unprocessable_files=True), - "", + b"col1,col2", False, - [ - { - "content": None, - "document_key": FILE_URI, - "_ab_source_file_parse_error": "Error parsing record. This could be due to a mismatch between the config's file type and the actual file type, or because the file or record is not parseable. Contact Support if you need assistance.\nfilename=path/to/file.xyz message=weird parsing error", - } - ], - True, - id="exception_during_parsing", + None, + id="unsupported_file_type_skipped", ), ], ) -@patch("unstructured.partition.pdf.partition_pdf") -@patch("unstructured.partition.pptx.partition_pptx") -@patch("unstructured.partition.docx.partition_docx") -@patch("airbyte_cdk.sources.file_based.file_types.unstructured_parser.detect_filetype") -def test_parse_records( - mock_detect_filetype, - mock_partition_docx, - mock_partition_pptx, - mock_partition_pdf, - filetype, - format_config, - parse_result, - raises, - expected_records, - parsing_error, -): +def test_parse_records(file_uri, format_config, file_content, raises, expected_content_substring): stream_reader = MagicMock() - mock_open(stream_reader.open_file, read_data=bytes(str(parse_result), "utf-8")) - fake_file = RemoteFile(uri=FILE_URI, last_modified=datetime.now()) - fake_file.uri = FILE_URI + mock_open(stream_reader.open_file, read_data=file_content) + fake_file = RemoteFile(uri=file_uri, last_modified=datetime.now()) + fake_file.uri = file_uri + fake_file.mime_type = None logger = MagicMock() config = MagicMock() config.format = format_config - mock_detect_filetype.return_value = filetype - if parsing_error: - mock_partition_docx.side_effect = Exception("weird parsing error") - mock_partition_pptx.side_effect = Exception("weird parsing error") - mock_partition_pdf.side_effect = Exception("weird parsing error") - else: - mock_partition_docx.return_value = parse_result - mock_partition_pptx.return_value = parse_result - mock_partition_pdf.return_value = parse_result + if raises: with pytest.raises(RecordParseError): list( @@ -267,410 +162,53 @@ def test_parse_records( ) ) else: - assert ( - list( - UnstructuredParser().parse_records( - config, fake_file, stream_reader, logger, MagicMock() - ) + records = list( + UnstructuredParser().parse_records( + config, fake_file, stream_reader, logger, MagicMock() ) - == expected_records ) + assert len(records) == 1 + record = records[0] + assert record["document_key"] == file_uri + if expected_content_substring: + assert expected_content_substring in record["content"] + assert record["_ab_source_file_parse_error"] is None + else: + # Skipped unsupported file + assert record["content"] is None + assert record["_ab_source_file_parse_error"] is not None @pytest.mark.parametrize( - "format_config, raises_for_status, json_response, is_ok, expected_error", + "format_config, is_ok, expected_error", [ pytest.param( - UnstructuredFormat(skip_unprocessable_file_types=False), - False, - {"status": "ok"}, - True, - None, - id="local", - ), - pytest.param( - UnstructuredFormat(skip_unprocessable_file_types=False, strategy="fast"), - False, - {"status": "ok"}, - True, - None, - id="local_ok_strategy", - ), - pytest.param( - UnstructuredFormat(skip_unprocessable_file_types=False, strategy="hi_res"), - False, - {"status": "ok"}, - False, - "Hi-res strategy is not supported for local processing", - id="local_unsupported_strategy", - ), - pytest.param( - UnstructuredFormat( - skip_unprocessable_file_types=False, - processing=APIProcessingConfigModel(mode="api", api_key="test"), - ), - False, - [{"type": "Title", "text": "Airbyte source connection test"}], + UnstructuredFormat(skip_unprocessable_files=False), True, None, - id="api_ok", + id="local_default", ), pytest.param( - UnstructuredFormat( - skip_unprocessable_file_types=False, - processing=APIProcessingConfigModel(mode="api", api_key="test"), - ), + UnstructuredFormat(skip_unprocessable_files=False, strategy="fast"), True, None, - False, - "API error", - id="api_error", + id="local_strategy_ignored", ), pytest.param( UnstructuredFormat( - skip_unprocessable_file_types=False, + skip_unprocessable_files=False, processing=APIProcessingConfigModel(mode="api", api_key="test"), ), False, - {"unexpected": "response"}, - False, - "Error", - id="unexpected_handling_error", + "API processing mode is no longer supported", + id="api_mode_rejected", ), ], ) -@patch("airbyte_cdk.sources.file_based.file_types.unstructured_parser.requests") -def test_check_config( - requests_mock, format_config, raises_for_status, json_response, is_ok, expected_error -): - mock_response = MagicMock() - mock_response.json.return_value = json_response - if raises_for_status: - mock_response.raise_for_status.side_effect = Exception("API error") - requests_mock.post.return_value = mock_response +def test_check_config(format_config, is_ok, expected_error): result, error = UnstructuredParser().check_config( FileBasedStreamConfig(name="test", format=format_config) ) assert result == is_ok if expected_error: assert expected_error in error - - -@pytest.mark.parametrize( - "filetype, format_config, raises_for_status, file_content, json_response, expected_requests, raises, expected_records, http_status_code", - [ - pytest.param( - FileType.PDF, - UnstructuredFormat( - skip_unprocessable_file_types=False, - processing=APIProcessingConfigModel(mode="api", api_key="test"), - ), - None, - "test", - [{"type": "Text", "text": "test"}], - [ - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ) - ], - False, - [{"content": "test", "document_key": FILE_URI, "_ab_source_file_parse_error": None}], - 200, - id="basic_request", - ), - pytest.param( - FileType.PDF, - UnstructuredFormat( - skip_unprocessable_file_types=False, - strategy="hi_res", - processing=APIProcessingConfigModel( - mode="api", - api_key="test", - api_url="http://localhost:8000", - parameters=[ - APIParameterConfigModel(name="include_page_breaks", value="true"), - APIParameterConfigModel(name="ocr_languages", value="eng"), - APIParameterConfigModel(name="ocr_languages", value="kor"), - ], - ), - ), - None, - "test", - [{"type": "Text", "text": "test"}], - [ - call( - "http://localhost:8000/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={ - "strategy": "hi_res", - "include_page_breaks": "true", - "ocr_languages": ["eng", "kor"], - }, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ) - ], - False, - [{"content": "test", "document_key": FILE_URI, "_ab_source_file_parse_error": None}], - 200, - id="request_with_params", - ), - pytest.param( - FileType.MD, - UnstructuredFormat( - skip_unprocessable_file_types=False, - processing=APIProcessingConfigModel(mode="api", api_key="test"), - ), - None, - "# Mymarkdown", - None, - None, - False, - [ - { - "content": "# Mymarkdown", - "document_key": FILE_URI, - "_ab_source_file_parse_error": None, - } - ], - 200, - id="handle_markdown_locally", - ), - pytest.param( - FileType.PDF, - UnstructuredFormat( - skip_unprocessable_file_types=False, - processing=APIProcessingConfigModel(mode="api", api_key="test"), - ), - [ - requests.exceptions.RequestException("API error"), - requests.exceptions.RequestException("API error"), - requests.exceptions.RequestException("API error"), - requests.exceptions.RequestException("API error"), - requests.exceptions.RequestException("API error"), - ], - "test", - None, - [ - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ), - call().raise_for_status(), - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ), - call().raise_for_status(), - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ), - call().raise_for_status(), - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ), - call().raise_for_status(), - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ), - call().raise_for_status(), - ], - True, - None, - 200, - id="retry_and_raise_on_api_error", - ), - pytest.param( - FileType.PDF, - UnstructuredFormat( - skip_unprocessable_file_types=False, - processing=APIProcessingConfigModel(mode="api", api_key="test"), - ), - [ - requests.exceptions.RequestException("API error"), - requests.exceptions.RequestException("API error"), - None, - ], - "test", - [{"type": "Text", "text": "test"}], - [ - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ), - call().raise_for_status(), - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ), - call().raise_for_status(), - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ), - call().raise_for_status(), - ], - False, - [{"content": "test", "document_key": FILE_URI, "_ab_source_file_parse_error": None}], - 200, - id="retry_and_recover", - ), - pytest.param( - FileType.PDF, - UnstructuredFormat( - skip_unprocessable_file_types=False, - processing=APIProcessingConfigModel(mode="api", api_key="test"), - ), - [ - Exception("Unexpected error"), - ], - "test", - [{"type": "Text", "text": "test"}], - [ - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ), - call().raise_for_status(), - ], - True, - None, - 200, - id="no_retry_on_unexpected_error", - ), - pytest.param( - FileType.PDF, - UnstructuredFormat( - skip_unprocessable_file_types=False, - processing=APIProcessingConfigModel(mode="api", api_key="test"), - ), - [ - requests.exceptions.RequestException( - "API error", response=MagicMock(status_code=400) - ), - ], - "test", - [{"type": "Text", "text": "test"}], - [ - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ), - call().raise_for_status(), - ], - True, - None, - 400, - id="no_retry_on_400_error", - ), - pytest.param( - FileType.PDF, - UnstructuredFormat( - skip_unprocessable_file_types=False, - processing=APIProcessingConfigModel(mode="api", api_key="test"), - ), - None, - "test", - [{"detail": "Something went wrong"}], - [ - call( - "https://api.unstructured.io/general/v0/general", - headers={"accept": "application/json", "unstructured-api-key": "test"}, - data={"strategy": "auto"}, - files={"files": ("filename", mock.ANY, "application/pdf")}, - ), - ], - False, - [ - { - "content": None, - "document_key": FILE_URI, - "_ab_source_file_parse_error": "Error parsing record. This could be due to a mismatch between the config's file type and the actual file type, or because the file or record is not parseable. Contact Support if you need assistance.\nfilename=path/to/file.xyz message=[{'detail': 'Something went wrong'}]", - } - ], - 422, - id="error_record_on_422_error", - ), - ], -) -@patch("airbyte_cdk.sources.file_based.file_types.unstructured_parser.requests") -@patch("airbyte_cdk.sources.file_based.file_types.unstructured_parser.detect_filetype") -@patch("time.sleep", side_effect=lambda _: None) -def test_parse_records_remotely( - time_mock, - mock_detect_filetype, - requests_mock, - filetype, - format_config, - raises_for_status, - file_content, - json_response, - expected_requests, - raises, - expected_records, - http_status_code, -): - stream_reader = MagicMock() - mock_open(stream_reader.open_file, read_data=bytes(str(file_content), "utf-8")) - fake_file = RemoteFile(uri=FILE_URI, last_modified=datetime.now()) - fake_file.uri = FILE_URI - logger = MagicMock() - config = MagicMock() - config.format = format_config - mock_detect_filetype.return_value = filetype - mock_response = MagicMock() - mock_response.json.return_value = json_response - mock_response.status_code = http_status_code - if raises_for_status: - mock_response.raise_for_status.side_effect = raises_for_status - requests_mock.post.return_value = mock_response - requests_mock.exceptions.RequestException = requests.exceptions.RequestException - - if raises: - with pytest.raises(AirbyteTracedException) as exc: - list( - UnstructuredParser().parse_records( - config, fake_file, stream_reader, logger, MagicMock() - ) - ) - # Failures from the API are treated as config errors - assert exc.value.failure_type == FailureType.config_error - else: - assert ( - list( - UnstructuredParser().parse_records( - config, fake_file, stream_reader, logger, MagicMock() - ) - ) - == expected_records - ) - - if expected_requests: - requests_mock.post.assert_has_calls(expected_requests) - else: - requests_mock.post.assert_not_called() diff --git a/unit_tests/sources/file_based/scenarios/unstructured_scenarios.py b/unit_tests/sources/file_based/scenarios/unstructured_scenarios.py index c0db46e7a..1e4b5ea58 100644 --- a/unit_tests/sources/file_based/scenarios/unstructured_scenarios.py +++ b/unit_tests/sources/file_based/scenarios/unstructured_scenarios.py @@ -3,16 +3,10 @@ # import base64 -import nltk - from airbyte_cdk.utils.traced_exception import AirbyteTracedException from unit_tests.sources.file_based.scenarios.file_based_source_builder import FileBasedSourceBuilder from unit_tests.sources.file_based.scenarios.scenario_builder import TestScenarioBuilder -# import nltk data for pdf parser -nltk.download("punkt") -nltk.download("averaged_perceptron_tagger") - json_schema = { "type": "object", "properties": { @@ -292,7 +286,7 @@ "document_key": "a.csv", "_ab_source_file_last_modified": "2023-06-05T03:54:07.000000Z", "_ab_source_file_url": "a.csv", - "_ab_source_file_parse_error": "Error parsing record. This could be due to a mismatch between the config's file type and the actual file type, or because the file or record is not parseable. Contact Support if you need assistance.\nfilename=a.csv message=File type FileType.CSV is not supported. Supported file types are FileType.MD, FileType.PDF, FileType.DOCX, FileType.PPTX, FileType.TXT", + "_ab_source_file_parse_error": "Error parsing record. This could be due to a mismatch between the config's file type and the actual file type, or because the file or record is not parseable. Contact Support if you need assistance.\nfilename=a.csv message=File extension '.csv' is not supported. Supported extensions are .docx, .htm, .html, .md, .pdf, .pptx, .txt, .xls, .xlsx", }, "stream": "stream1", } @@ -434,7 +428,7 @@ { "data": { "document_key": "sample.pdf", - "content": "# Hello World", + "content": "Hello World\n\n", "_ab_source_file_last_modified": "2023-06-05T03:54:07.000000Z", "_ab_source_file_url": "sample.pdf", }, @@ -443,7 +437,7 @@ { "data": { "document_key": "sample.docx", - "content": "# Content", + "content": "Content", "_ab_source_file_last_modified": "2023-06-06T03:54:07.000000Z", "_ab_source_file_url": "sample.docx", }, @@ -452,7 +446,7 @@ { "data": { "document_key": "sample.pptx", - "content": "# Title", + "content": "\n# Title", "_ab_source_file_last_modified": "2023-06-07T03:54:07.000000Z", "_ab_source_file_url": "sample.pptx", }, @@ -482,7 +476,7 @@ .set_files( { "sample.pdf": { - # bytes that can't be parsed as pdf + # bytes that can't be parsed as pdf - MarkItDown falls back to plain text "contents": bytes("___ corrupted file ___", "utf-8"), "last_modified": "2023-06-05T03:54:07.000Z", }, @@ -510,7 +504,7 @@ { "data": { "document_key": "sample.pdf", - "_ab_source_file_parse_error": "Error parsing record. This could be due to a mismatch between the config's file type and the actual file type, or because the file or record is not parseable. Contact Support if you need assistance.\nfilename=sample.pdf message=No /Root object! - Is this really a PDF?", + "content": "___ corrupted file ___", "_ab_source_file_last_modified": "2023-06-05T03:54:07.000000Z", "_ab_source_file_url": "sample.pdf", }, @@ -545,7 +539,7 @@ "last_modified": "2023-06-05T03:54:07.000Z", }, "docx_without_extension": { - # same file, but can't be detected via file extesion + # same file, but can't be detected via file extension "contents": docx_file, "last_modified": "2023-06-06T03:54:07.000Z", }, @@ -578,7 +572,7 @@ { "data": { "document_key": "pdf_without_extension", - "content": "# Hello World", + "content": "Hello World\n\n", "_ab_source_file_last_modified": "2023-06-05T03:54:07.000000Z", "_ab_source_file_url": "pdf_without_extension", }, @@ -587,7 +581,7 @@ { "data": { "document_key": "docx_without_extension", - "content": "# Content", + "content": "Content", "_ab_source_file_last_modified": "2023-06-06T03:54:07.000000Z", "_ab_source_file_url": "docx_without_extension", }, @@ -596,7 +590,7 @@ { "data": { "document_key": "pptx_without_extension", - "content": "# Title", + "content": "\n# Title", "_ab_source_file_last_modified": "2023-06-07T03:54:07.000000Z", "_ab_source_file_url": "pptx_without_extension", },