diff --git a/pyproject.toml b/pyproject.toml index daf03d897..794f52c38 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -22,6 +22,7 @@ dependencies = [ "jsonpath-ng>=1.7.0", "mcp==1.26.0", "langchain-mcp-adapters==0.2.1", + "pillow>=12.1.1", ] classifiers = [ diff --git a/src/uipath_langchain/agent/multimodal/__init__.py b/src/uipath_langchain/agent/multimodal/__init__.py index b31e3703d..294d100b4 100644 --- a/src/uipath_langchain/agent/multimodal/__init__.py +++ b/src/uipath_langchain/agent/multimodal/__init__.py @@ -1,19 +1,27 @@ """Multimodal LLM input handling (images, PDFs, etc.).""" from .invoke import ( - build_file_content_block, + build_file_content_blocks_for, llm_call_with_files, ) -from .types import IMAGE_MIME_TYPES, FileInfo -from .utils import download_file_base64, is_image, is_pdf, sanitize_filename +from .types import IMAGE_MIME_TYPES, TIFF_MIME_TYPES, FileInfo +from .utils import ( + download_file_base64, + is_image, + is_pdf, + is_tiff, + sanitize_filename, +) __all__ = [ "FileInfo", "IMAGE_MIME_TYPES", - "build_file_content_block", + "TIFF_MIME_TYPES", + "build_file_content_blocks_for", "download_file_base64", "is_image", "is_pdf", + "is_tiff", "llm_call_with_files", "sanitize_filename", ] diff --git a/src/uipath_langchain/agent/multimodal/invoke.py b/src/uipath_langchain/agent/multimodal/invoke.py index 9f9688ba2..04a55a9d0 100644 --- a/src/uipath_langchain/agent/multimodal/invoke.py +++ b/src/uipath_langchain/agent/multimodal/invoke.py @@ -13,21 +13,27 @@ from langchain_core.messages.content import create_file_block, create_image_block from .types import MAX_FILE_SIZE_BYTES, FileInfo -from .utils import download_file_base64, is_image, is_pdf, sanitize_filename +from .utils import ( + download_file_base64, + is_image, + is_pdf, + is_tiff, + sanitize_filename, + stream_tiff_to_content_blocks, +) logger = logging.getLogger("uipath") -async def build_file_content_block( +async def build_file_content_blocks_for( file_info: FileInfo, *, max_size: int = MAX_FILE_SIZE_BYTES, -) -> DataContentBlock: - """Build a LangChain content block for a file attachment. +) -> list[DataContentBlock]: + """Build LangChain content blocks for a single file attachment. - Downloads the file with size enforcement and creates the content block. - Size validation happens during download (via Content-Length check and - streaming guard) to avoid loading oversized files into memory. + Handles all supported MIME types in one place: images, PDFs, and + TIFFs (multi-page, converted to individual PNG blocks). Args: file_info: File URL, name, and MIME type. @@ -35,25 +41,33 @@ async def build_file_content_block( enforce payload limits; base64 encoding adds ~30% overhead. Returns: - A DataContentBlock for the file (image or PDF). + A list of DataContentBlock instances for the file. Raises: ValueError: If the MIME type is not supported or the file exceeds the size limit for LLM payloads. """ + if is_tiff(file_info.mime_type): + try: + return await stream_tiff_to_content_blocks(file_info.url, max_size=max_size) + except ValueError as exc: + raise ValueError(f"File '{file_info.name}': {exc}") from exc + try: base64_file = await download_file_base64(file_info.url, max_size=max_size) except ValueError as exc: raise ValueError(f"File '{file_info.name}': {exc}") from exc if is_image(file_info.mime_type): - return create_image_block(base64=base64_file, mime_type=file_info.mime_type) + return [create_image_block(base64=base64_file, mime_type=file_info.mime_type)] if is_pdf(file_info.mime_type): - return create_file_block( - base64=base64_file, - mime_type=file_info.mime_type, - filename=sanitize_filename(file_info.name), - ) + return [ + create_file_block( + base64=base64_file, + mime_type=file_info.mime_type, + filename=sanitize_filename(file_info.name), + ) + ] raise ValueError(f"Unsupported mime_type={file_info.mime_type}") @@ -75,8 +89,8 @@ async def build_file_content_blocks(files: list[FileInfo]) -> list[DataContentBl file_content_blocks: list[DataContentBlock] = [] for file in files: - block = await build_file_content_block(file) - file_content_blocks.append(block) + blocks = await build_file_content_blocks_for(file) + file_content_blocks.extend(blocks) return file_content_blocks @@ -111,8 +125,8 @@ async def llm_call_with_files( content_blocks: list[Any] = [] for file_info in files: - content_block = await build_file_content_block(file_info) - content_blocks.append(content_block) + blocks = await build_file_content_blocks_for(file_info) + content_blocks.extend(blocks) file_message = HumanMessage(content_blocks=content_blocks) all_messages = list(messages) + [file_message] diff --git a/src/uipath_langchain/agent/multimodal/types.py b/src/uipath_langchain/agent/multimodal/types.py index bd0869ca5..aed06a384 100644 --- a/src/uipath_langchain/agent/multimodal/types.py +++ b/src/uipath_langchain/agent/multimodal/types.py @@ -11,6 +11,11 @@ "image/webp", } +TIFF_MIME_TYPES: set[str] = { + "image/tiff", + "image/x-tiff", +} + @dataclass class FileInfo: diff --git a/src/uipath_langchain/agent/multimodal/utils.py b/src/uipath_langchain/agent/multimodal/utils.py index 19696098e..133787e3f 100644 --- a/src/uipath_langchain/agent/multimodal/utils.py +++ b/src/uipath_langchain/agent/multimodal/utils.py @@ -1,13 +1,16 @@ """Utility functions for multimodal file handling.""" import base64 +import io import re from collections.abc import AsyncIterator +from contextlib import asynccontextmanager import httpx +from langchain_core.messages import DataContentBlock from uipath._utils._ssl_context import get_httpx_client_kwargs -from .types import IMAGE_MIME_TYPES +from .types import IMAGE_MIME_TYPES, TIFF_MIME_TYPES def sanitize_filename(filename: str) -> str: @@ -37,6 +40,11 @@ def is_image(mime_type: str) -> bool: return mime_type.lower() in IMAGE_MIME_TYPES +def is_tiff(mime_type: str) -> bool: + """Check if the MIME type represents a TIFF image.""" + return mime_type.lower() in TIFF_MIME_TYPES + + def _format_mb(size_bytes: int, decimals: int = 1) -> str: """Format a byte count as MB. @@ -97,22 +105,28 @@ async def encode_streamed_base64( return result -async def download_file_base64(url: str, *, max_size: int = 0) -> str: - """Download a file from a URL and return its content as a base64 string. +@asynccontextmanager +async def _stream_download(url: str, *, max_size: int = 0): + """Stream an HTTP download with size enforcement. + + Yields the validated response object. Checks Content-Length upfront + and raises ValueError if the file is known to exceed the limit. Args: url: The URL to download from. max_size: Maximum allowed file size in bytes. 0 means unlimited. + Yields: + The httpx response object, ready for streaming via aiter_bytes(). + Raises: - ValueError: If the file exceeds max_size. + ValueError: If the file exceeds max_size (Content-Length check). httpx.HTTPStatusError: If the HTTP request fails. """ async with httpx.AsyncClient(**get_httpx_client_kwargs()) as client: async with client.stream("GET", url) as response: response.raise_for_status() - # Fast reject via Content-Length before reading the body if max_size > 0: content_length = response.headers.get("content-length") if content_length: @@ -130,6 +144,67 @@ async def download_file_base64(url: str, *, max_size: int = 0) -> str: f" limit for Agent LLM payloads" ) - return await encode_streamed_base64( - response.aiter_bytes(), max_size=max_size - ) + yield response + + +async def stream_tiff_to_content_blocks( + url: str, *, max_size: int = 0 +) -> list[DataContentBlock]: + """Download a TIFF via streaming and convert each page to a content block. + + Streams the HTTP response directly into a buffer for PIL, enforcing + size limits as chunks arrive. Each TIFF page is converted to PNG, + base64-encoded, and wrapped in a DataContentBlock immediately so + the raw PNG bytes can be freed. + + Args: + url: The URL to download from. + max_size: Maximum allowed file size in bytes. 0 means unlimited. + + Returns: + A list of DataContentBlock instances, one per TIFF page. + + Raises: + ValueError: If the file exceeds max_size. + httpx.HTTPStatusError: If the HTTP request fails. + """ + from langchain_core.messages.content import create_image_block + from PIL import Image, ImageSequence + + async with _stream_download(url, max_size=max_size) as response: + buf = io.BytesIO() + total = 0 + async for chunk in response.aiter_bytes(): + total += len(chunk) + if max_size > 0 and total > max_size: + raise ValueError( + f"File exceeds the {_format_mb(max_size, decimals=0)}" + f" limit for LLM payloads" + f" (downloaded {_format_mb(total)} so far)" + ) + buf.write(chunk) + + buf.seek(0) + blocks: list[DataContentBlock] = [] + with Image.open(buf) as img: + for frame in ImageSequence.Iterator(img): + png_buf = io.BytesIO() + frame.convert("RGBA").save(png_buf, format="PNG") + png_b64 = base64.b64encode(png_buf.getvalue()).decode("ascii") + blocks.append(create_image_block(base64=png_b64, mime_type="image/png")) + return blocks + + +async def download_file_base64(url: str, *, max_size: int = 0) -> str: + """Download a file from a URL and return its content as a base64 string. + + Args: + url: The URL to download from. + max_size: Maximum allowed file size in bytes. 0 means unlimited. + + Raises: + ValueError: If the file exceeds max_size. + httpx.HTTPStatusError: If the HTTP request fails. + """ + async with _stream_download(url, max_size=max_size) as response: + return await encode_streamed_base64(response.aiter_bytes(), max_size=max_size) diff --git a/src/uipath_langchain/agent/tools/internal_tools/analyze_files_tool.py b/src/uipath_langchain/agent/tools/internal_tools/analyze_files_tool.py index 8553db470..ac2c7d0e5 100644 --- a/src/uipath_langchain/agent/tools/internal_tools/analyze_files_tool.py +++ b/src/uipath_langchain/agent/tools/internal_tools/analyze_files_tool.py @@ -24,7 +24,10 @@ AgentRuntimeError, AgentRuntimeErrorCode, ) -from uipath_langchain.agent.multimodal import FileInfo, build_file_content_block +from uipath_langchain.agent.multimodal import ( + FileInfo, + build_file_content_blocks_for, +) from uipath_langchain.agent.react.jsonschema_pydantic_converter import create_model from uipath_langchain.agent.tools.structured_tool_with_argument_properties import ( StructuredToolWithArgumentProperties, @@ -182,8 +185,8 @@ async def add_files_to_message( file_content_blocks: list[DataContentBlock] = [] for file in files: - block = await build_file_content_block(file) - file_content_blocks.append(block) + blocks = await build_file_content_blocks_for(file) + file_content_blocks.extend(blocks) return append_content_blocks_to_message( message, cast(list[ContentBlock], file_content_blocks) ) diff --git a/tests/agent/multimodal/test_utils.py b/tests/agent/multimodal/test_utils.py index 14db39cc4..a04539a48 100644 --- a/tests/agent/multimodal/test_utils.py +++ b/tests/agent/multimodal/test_utils.py @@ -1,12 +1,14 @@ """Tests for multimodal — file download, size limits, and content block creation.""" import base64 +import io import httpx import pytest +from PIL import Image from pytest_httpx import HTTPXMock -from uipath_langchain.agent.multimodal.invoke import build_file_content_block +from uipath_langchain.agent.multimodal.invoke import build_file_content_blocks_for from uipath_langchain.agent.multimodal.types import MAX_FILE_SIZE_BYTES, FileInfo from uipath_langchain.agent.multimodal.utils import ( download_file_base64, @@ -16,6 +18,17 @@ FILE_URL = "https://blob.storage.example.com/file.pdf" +def _make_tiff(num_pages: int = 1, width: int = 2, height: int = 2) -> bytes: + """Create a minimal valid TIFF image with the given number of pages.""" + frames = [ + Image.new("RGBA", (width, height), color=(i * 40, 0, 0, 255)) + for i in range(num_pages) + ] + buf = io.BytesIO() + frames[0].save(buf, format="TIFF", save_all=True, append_images=frames[1:]) + return buf.getvalue() + + class _ChunkedStream(httpx.AsyncByteStream): def __init__(self, chunks: list[bytes]) -> None: self._chunks = chunks @@ -148,26 +161,28 @@ async def test_file_exactly_at_limit_succeeds(self, httpx_mock: HTTPXMock) -> No assert result == base64.b64encode(content).decode("utf-8") -class TestBuildFileContentBlock: - """Tests for build_file_content_block — size limit enforced during download.""" +class TestBuildFileContentBlocksFor: + """Tests for build_file_content_blocks_for — size limit enforced during download.""" async def test_small_image_succeeds(self, httpx_mock: HTTPXMock) -> None: content = b"tiny image bytes" httpx_mock.add_response(url=FILE_URL, content=content) file_info = FileInfo(url=FILE_URL, name="photo.png", mime_type="image/png") - block = await build_file_content_block(file_info) + blocks = await build_file_content_blocks_for(file_info) - assert block["type"] == "image" + assert len(blocks) == 1 + assert blocks[0]["type"] == "image" async def test_small_pdf_succeeds(self, httpx_mock: HTTPXMock) -> None: content = b"tiny pdf bytes" httpx_mock.add_response(url=FILE_URL, content=content) file_info = FileInfo(url=FILE_URL, name="doc.pdf", mime_type="application/pdf") - block = await build_file_content_block(file_info) + blocks = await build_file_content_blocks_for(file_info) - assert block["type"] == "file" + assert len(blocks) == 1 + assert blocks[0]["type"] == "file" async def test_rejects_file_exceeding_default_limit( self, httpx_mock: HTTPXMock @@ -178,7 +193,7 @@ async def test_rejects_file_exceeding_default_limit( file_info = FileInfo(url=FILE_URL, name="huge.pdf", mime_type="application/pdf") with pytest.raises(ValueError, match="exceeds"): - await build_file_content_block(file_info) + await build_file_content_blocks_for(file_info) async def test_rejects_file_exceeding_custom_limit( self, httpx_mock: HTTPXMock @@ -189,7 +204,7 @@ async def test_rejects_file_exceeding_custom_limit( file_info = FileInfo(url=FILE_URL, name="big.png", mime_type="image/png") with pytest.raises(ValueError, match="exceeds"): - await build_file_content_block(file_info, max_size=10) + await build_file_content_blocks_for(file_info, max_size=10) async def test_file_within_custom_limit_succeeds( self, httpx_mock: HTTPXMock @@ -198,9 +213,10 @@ async def test_file_within_custom_limit_succeeds( httpx_mock.add_response(url=FILE_URL, content=content) file_info = FileInfo(url=FILE_URL, name="small.png", mime_type="image/png") - block = await build_file_content_block(file_info, max_size=1000) + blocks = await build_file_content_blocks_for(file_info, max_size=1000) - assert block["type"] == "image" + assert len(blocks) == 1 + assert blocks[0]["type"] == "image" async def test_unsupported_mime_type_raises(self, httpx_mock: HTTPXMock) -> None: content = b"some data" @@ -208,7 +224,7 @@ async def test_unsupported_mime_type_raises(self, httpx_mock: HTTPXMock) -> None file_info = FileInfo(url=FILE_URL, name="data.csv", mime_type="text/csv") with pytest.raises(ValueError, match="Unsupported"): - await build_file_content_block(file_info) + await build_file_content_blocks_for(file_info) async def test_error_includes_filename(self, httpx_mock: HTTPXMock) -> None: """ValueError from download includes the filename for debuggability.""" @@ -219,4 +235,72 @@ async def test_error_includes_filename(self, httpx_mock: HTTPXMock) -> None: ) with pytest.raises(ValueError, match="report.pdf"): - await build_file_content_block(file_info, max_size=100) + await build_file_content_blocks_for(file_info, max_size=100) + + async def test_single_page_tiff_returns_one_png_block( + self, httpx_mock: HTTPXMock + ) -> None: + tiff_bytes = _make_tiff(num_pages=1) + httpx_mock.add_response(url=FILE_URL, content=tiff_bytes) + file_info = FileInfo(url=FILE_URL, name="scan.tiff", mime_type="image/tiff") + + blocks = await build_file_content_blocks_for(file_info) + + assert len(blocks) == 1 + assert blocks[0]["type"] == "image" + assert blocks[0]["mime_type"] == "image/png" + + async def test_multi_page_tiff_returns_one_block_per_page( + self, httpx_mock: HTTPXMock + ) -> None: + tiff_bytes = _make_tiff(num_pages=3) + httpx_mock.add_response(url=FILE_URL, content=tiff_bytes) + file_info = FileInfo(url=FILE_URL, name="doc.tiff", mime_type="image/tiff") + + blocks = await build_file_content_blocks_for(file_info) + + assert len(blocks) == 3 + for block in blocks: + assert block["type"] == "image" + assert block["mime_type"] == "image/png" + + async def test_tiff_x_tiff_mime_type_accepted(self, httpx_mock: HTTPXMock) -> None: + tiff_bytes = _make_tiff(num_pages=1) + httpx_mock.add_response(url=FILE_URL, content=tiff_bytes) + file_info = FileInfo(url=FILE_URL, name="scan.tif", mime_type="image/x-tiff") + + blocks = await build_file_content_blocks_for(file_info) + + assert len(blocks) == 1 + assert blocks[0]["type"] == "image" + + async def test_tiff_rejects_exceeding_size_limit( + self, httpx_mock: HTTPXMock + ) -> None: + tiff_bytes = _make_tiff(num_pages=1) + httpx_mock.add_response(url=FILE_URL, content=tiff_bytes) + file_info = FileInfo(url=FILE_URL, name="big.tiff", mime_type="image/tiff") + + with pytest.raises(ValueError, match="exceeds"): + await build_file_content_blocks_for(file_info, max_size=10) + + async def test_tiff_error_includes_filename(self, httpx_mock: HTTPXMock) -> None: + tiff_bytes = _make_tiff(num_pages=1) + httpx_mock.add_response(url=FILE_URL, content=tiff_bytes) + file_info = FileInfo(url=FILE_URL, name="report.tiff", mime_type="image/tiff") + + with pytest.raises(ValueError, match="report.tiff"): + await build_file_content_blocks_for(file_info, max_size=10) + + async def test_tiff_png_blocks_contain_valid_base64( + self, httpx_mock: HTTPXMock + ) -> None: + tiff_bytes = 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