olive-recipes/openai-whisper-large-v3-turbo/olive/whisper_large_v3_turbo_encoder_qdq_ctx.json at main · microsoft/olive-recipes · GitHub

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{
    "input_model": {
        "type": "PyTorchModel",
        "model_path": "openai/whisper-large-v3-turbo",
        "model_loader": "model_loader",
        "model_script": "whisper_encoder_load.py",
        "io_config": {
            "input_names": [ "input_features" ],
            "output_names": [ "k_cache_cross_0",
                              "v_cache_cross_0",
                              "k_cache_cross_1",
                              "v_cache_cross_1",
                              "k_cache_cross_2",
                              "v_cache_cross_2",
                              "k_cache_cross_3",
                              "v_cache_cross_3" ]
        },
        "dummy_inputs_func": "generate_dummy_inputs"
    },
    "systems": {
        "local_system": {
            "type": "LocalSystem",
            "accelerators": [ { "device": "npu", "execution_providers": [ "QNNExecutionProvider" ] } ]
        }
    },
    "data_configs": [
        {
            "name": "quantize_data_config",
            "user_script": "whisper_encoder_load.py",
            "load_dataset_config": { "type": "local_dataset" },
            "dataloader_config": { "type": "encoder_data_loader",
                                   "data_path": ".\\data\\quantization_data" }
        }
    ],
    "passes": {
        "convert": { "type": "OnnxConversion", "target_opset": 20 },
        "quantization": {
            "type": "OnnxStaticQuantization",
            "data_config": "quantize_data_config",
            "activation_type": "uint16",
            "precision": "uint8",
            "calibrate_method": "MinMax",
            "quant_preprocess": true
        },
        "cb": {
            "type": "EPContextBinaryGenerator",
            "provider_options": {
                "htp_performance_mode": "burst",
                "htp_graph_finalization_optimization_mode": "3",
                "offload_graph_io_quantization": "0",
                "soc_model": "60"
            }
        }
    },
    "log_severity_level": 0,
    "host": "local_system",
    "target": "local_system",
    "cache_dir": "cache",
    "output_dir": "models/whisper_encoder_qdq_ctx"
}