fix(converter): Cache same pipeline class with different options (#1152)
* Update document_converter.py Fixing caching same class with different options by using composite key (class, options) # TODO this will ignore if different options have been defined for the same pipeline class. at row 292 Signed-off-by: mislavmartinic <mislav.martinic@pontistechnology.com> * formatted script * removed unnecessary hasattr check * pre-commit chain run --------- Signed-off-by: mislavmartinic <mislav.martinic@pontistechnology.com>
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@ -1,3 +1,4 @@
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import hashlib
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import logging
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import math
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import sys
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@ -181,7 +182,14 @@ class DocumentConverter:
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)
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for format in self.allowed_formats
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}
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self.initialized_pipelines: Dict[Type[BasePipeline], BasePipeline] = {}
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self.initialized_pipelines: Dict[
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Tuple[Type[BasePipeline], str], BasePipeline
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] = {}
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def _get_pipeline_options_hash(self, pipeline_options: PipelineOptions) -> str:
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"""Generate a hash of pipeline options to use as part of the cache key."""
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options_str = str(pipeline_options.model_dump())
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return hashlib.md5(options_str.encode("utf-8")).hexdigest()
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def initialize_pipeline(self, format: InputFormat):
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"""Initialize the conversion pipeline for the selected format."""
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@ -279,31 +287,36 @@ class DocumentConverter:
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yield item
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def _get_pipeline(self, doc_format: InputFormat) -> Optional[BasePipeline]:
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"""Retrieve or initialize a pipeline, reusing instances based on class and options."""
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fopt = self.format_to_options.get(doc_format)
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if fopt is None:
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if fopt is None or fopt.pipeline_options is None:
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return None
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else:
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pipeline_class = fopt.pipeline_cls
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pipeline_options = fopt.pipeline_options
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if pipeline_options is None:
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return None
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# TODO this will ignore if different options have been defined for the same pipeline class.
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if (
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pipeline_class not in self.initialized_pipelines
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or self.initialized_pipelines[pipeline_class].pipeline_options
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!= pipeline_options
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):
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self.initialized_pipelines[pipeline_class] = pipeline_class(
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pipeline_class = fopt.pipeline_cls
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pipeline_options = fopt.pipeline_options
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options_hash = self._get_pipeline_options_hash(pipeline_options)
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# Use a composite key to cache pipelines
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cache_key = (pipeline_class, options_hash)
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if cache_key not in self.initialized_pipelines:
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_log.info(
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f"Initializing pipeline for {pipeline_class.__name__} with options hash {options_hash}"
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)
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self.initialized_pipelines[cache_key] = pipeline_class(
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pipeline_options=pipeline_options
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)
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return self.initialized_pipelines[pipeline_class]
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else:
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_log.debug(
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f"Reusing cached pipeline for {pipeline_class.__name__} with options hash {options_hash}"
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)
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return self.initialized_pipelines[cache_key]
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def _process_document(
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self, in_doc: InputDocument, raises_on_error: bool
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) -> ConversionResult:
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valid = (
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self.allowed_formats is not None and in_doc.format in self.allowed_formats
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)
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@ -345,7 +358,6 @@ class DocumentConverter:
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else:
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if raises_on_error:
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raise ConversionError(f"Input document {in_doc.file} is not valid.")
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else:
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# invalid doc or not of desired format
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conv_res = ConversionResult(
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