diff --git a/docling/pipeline/async_standard_pdf_pipeline.py b/docling/pipeline/async_standard_pdf_pipeline.py index db6002ed..e5a1bc5b 100644 --- a/docling/pipeline/async_standard_pdf_pipeline.py +++ b/docling/pipeline/async_standard_pdf_pipeline.py @@ -54,6 +54,38 @@ class QueueTerminator: error: Optional[Exception] = None +class UpstreamAwareQueue(asyncio.Queue): + """Queue that tracks upstream completion to optimize batch processing""" + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + self.upstream_complete = asyncio.Event() + self.items_in_flight = 0 + + async def put(self, item): + """Track items and upstream completion signals""" + if isinstance(item, QueueTerminator): + self.upstream_complete.set() + else: + self.items_in_flight += 1 + await super().put(item) + + async def get(self): + """Track when items are consumed""" + item = await super().get() + if not isinstance(item, QueueTerminator): + self.items_in_flight -= 1 + return item + + def should_stop_waiting_for_batch(self) -> bool: + """Determine if we should stop waiting and process current batch""" + return ( + self.upstream_complete.is_set() + and self.items_in_flight == 0 + and self.empty() + ) + + class AsyncStandardPdfPipeline(AsyncPipeline): """Async pipeline implementation with cross-document batching using structured concurrency""" @@ -187,9 +219,11 @@ class AsyncStandardPdfPipeline(AsyncPipeline): ) -> AsyncIterable[ConversionResult]: """Main async processing with structured concurrency and proper exception handling""" # Create queues for pipeline stages - page_queue = asyncio.Queue(maxsize=self.pipeline_options.extraction_queue_size) - completed_queue = asyncio.Queue() - completed_docs = asyncio.Queue() + page_queue = UpstreamAwareQueue( + maxsize=self.pipeline_options.extraction_queue_size + ) + completed_queue = UpstreamAwareQueue() + completed_docs = UpstreamAwareQueue() # Track active documents for proper termination doc_tracker = {"active_docs": 0, "extraction_done": False} @@ -254,7 +288,7 @@ class AsyncStandardPdfPipeline(AsyncPipeline): async def _extract_documents_wrapper( self, input_docs: AsyncIterable[InputDocument], - page_queue: asyncio.Queue, + page_queue: UpstreamAwareQueue, track_document_start, exception_event: asyncio.Event, doc_tracker: Dict[str, Any], @@ -279,8 +313,8 @@ class AsyncStandardPdfPipeline(AsyncPipeline): async def _process_pages_wrapper( self, - page_queue: asyncio.Queue, - completed_queue: asyncio.Queue, + page_queue: UpstreamAwareQueue, + completed_queue: UpstreamAwareQueue, exception_event: asyncio.Event, ): """Wrapper for page processing with exception handling""" @@ -295,8 +329,8 @@ class AsyncStandardPdfPipeline(AsyncPipeline): async def _aggregate_results_wrapper( self, - completed_queue: asyncio.Queue, - completed_docs: asyncio.Queue, + completed_queue: UpstreamAwareQueue, + completed_docs: UpstreamAwareQueue, track_document_complete, exception_event: asyncio.Event, ): @@ -313,7 +347,7 @@ class AsyncStandardPdfPipeline(AsyncPipeline): raise async def _yield_results( - self, completed_docs: asyncio.Queue, exception_event: asyncio.Event + self, completed_docs: UpstreamAwareQueue, exception_event: asyncio.Event ): """Yield results as they complete""" while True: @@ -334,7 +368,7 @@ class AsyncStandardPdfPipeline(AsyncPipeline): async def _extract_documents_safe( self, input_docs: AsyncIterable[InputDocument], - page_queue: asyncio.Queue, + page_queue: UpstreamAwareQueue, track_document_start, exception_event: asyncio.Event, ) -> None: @@ -401,17 +435,17 @@ class AsyncStandardPdfPipeline(AsyncPipeline): async def _process_pages_safe( self, - page_queue: asyncio.Queue, - completed_queue: asyncio.Queue, + page_queue: UpstreamAwareQueue, + completed_queue: UpstreamAwareQueue, exception_event: asyncio.Event, ) -> None: """Process pages through model pipeline with proper termination""" # Process batches through each model stage - preprocessing_queue = asyncio.Queue() - ocr_queue = asyncio.Queue() - layout_queue = asyncio.Queue() - table_queue = asyncio.Queue() - assemble_queue = asyncio.Queue() + preprocessing_queue = UpstreamAwareQueue() + ocr_queue = UpstreamAwareQueue() + layout_queue = UpstreamAwareQueue() + table_queue = UpstreamAwareQueue() + assemble_queue = UpstreamAwareQueue() # Start processing stages using TaskGroup async with asyncio.TaskGroup() as tg: @@ -489,8 +523,8 @@ class AsyncStandardPdfPipeline(AsyncPipeline): async def _batch_process_stage_safe( self, - input_queue: asyncio.Queue, - output_queue: asyncio.Queue, + input_queue: UpstreamAwareQueue, + output_queue: UpstreamAwareQueue, process_func, batch_size: int, timeout: float, @@ -523,9 +557,19 @@ class AsyncStandardPdfPipeline(AsyncPipeline): batch.pages.append(item[0]) batch.conv_results.append(item[1]) - # Try to fill batch up to batch_size + # Try to fill batch up to batch_size or until upstream exhausted while len(batch.pages) < batch_size: + # Check if upstream is exhausted and we should process immediately + if input_queue.should_stop_waiting_for_batch(): + break + + # Calculate remaining time for batch timeout remaining_time = timeout - (time.time() - batch.start_time) + + # If upstream is complete, use minimal timeout to drain quickly + if input_queue.upstream_complete.is_set(): + remaining_time = min(remaining_time, 0.05) + if remaining_time <= 0: break @@ -679,8 +723,8 @@ class AsyncStandardPdfPipeline(AsyncPipeline): async def _finalize_pages_safe( self, - input_queue: asyncio.Queue, - output_queue: asyncio.Queue, + input_queue: UpstreamAwareQueue, + output_queue: UpstreamAwareQueue, exception_event: asyncio.Event, ) -> None: """Finalize pages and track completion with proper termination""" @@ -715,8 +759,8 @@ class AsyncStandardPdfPipeline(AsyncPipeline): async def _aggregate_results_safe( self, - completed_queue: asyncio.Queue, - completed_docs: asyncio.Queue, + completed_queue: UpstreamAwareQueue, + completed_docs: UpstreamAwareQueue, track_document_complete, exception_event: asyncio.Event, ) -> None: diff --git a/pyproject.toml b/pyproject.toml index 65919200..28c09640 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -41,7 +41,7 @@ authors = [ { name = "Panos Vagenas", email = "pva@zurich.ibm.com" }, { name = "Peter Staar", email = "taa@zurich.ibm.com" }, ] -requires-python = '>=3.9,<4.0' +requires-python = '>=3.11,<4.0' dependencies = [ 'pydantic (>=2.0.0,<3.0.0)', 'docling-core[chunking] (>=2.42.0,<3.0.0)', diff --git a/uv.lock b/uv.lock index 76e71334..4f542de2 100644 --- a/uv.lock +++ b/uv.lock @@ -1,23 +1,16 @@ version = 1 revision = 2 -requires-python = ">=3.9, <4.0" +requires-python = ">=3.11, <4.0" resolution-markers = [ - 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