Add QairtPipelinePass: single-pass QAIRT LLM pipeline via YAML recipe#2465
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qti-kromero wants to merge 8 commits into
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Add QairtPipelinePass: single-pass QAIRT LLM pipeline via YAML recipe#2465qti-kromero wants to merge 8 commits into
qti-kromero wants to merge 8 commits into
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QairtEncapsulation needs config.json and generation_config.json to generate genai_config.json. Copy them from the source HF model if not already present.
qti-kromero
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Use snapshot_download(local_files_only=True) to resolve the local HF cache path before copying config.json and generation_config.json. Fixes the case where model.model_path is a HuggingFace repo ID rather than a local directory.
The pipeline export writes chat_template.jinja and tokenizer_config.json into a chat_template/ subdirectory, but QairtEncapsulation expects them as flat files in the model root. Mirror the existing config.json and generation_config.json copy step so encapsulation can resolve both files without changes on the consumer side.
… fixture clarity - Fix log_level description to match QairtLogLevel enum (WARNING/TRACE, not WARN) - Add logger.warning() to bare except in HF cache resolution block - Add comment to validate_config noting sub-module limitation - Simplify recipe fixtures to empty files with clarifying comments - Remove unused yaml import from test file
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Describe your changes
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QairtPipelinePass, a new Olive pass that runs QAIRT'sLLMPipelineend-to-end from a YAML recipe, replacing the multi-stepQairtPreparation → QairtGenAIBuilderworkflow with a single configurable pass.HfModelHandlerand a YAML recipe path; executes the full pipeline (model loading, quantization, compilation) and emits aQairtModelHandler.HfModelHandleris the authoritative model source — if the recipe also specifiesmodel_id_or_pathand it conflicts with the handler's path, the pass raises aValueError.cache_dirandlog_levelconfig params allow Olive-level overrides of the corresponding recipe fields.Files changed:
olive/passes/qairt/pipeline.py— newQairtPipelinePassimplementationolive/olive_config.json— registers the pass forQNNExecutionProvider/NPUtest/passes/qairt/test_pipeline_pass.py— unit tests covering success, model-id conflict, override params, missing recipe, invalid input model, and import error casesChecklist before requesting a review
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