olive-recipes/openai-whisper-large-v3-turbo/olive/whisper_large_v3_turbo_decoder_qdq.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_decoder_load.py",
        "io_config": {
            "input_names": ["input_ids",
                            "attention_mask",
                            "k_cache_self_0_in",
                            "v_cache_self_0_in",
                            "k_cache_self_1_in",
                            "v_cache_self_1_in",
                            "k_cache_self_2_in",
                            "v_cache_self_2_in",
                            "k_cache_self_3_in",
                            "v_cache_self_3_in",
                            "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",
                            "position_ids" ],
            "output_names": ["logits",
                            "k_cache_self_0_out",
                            "v_cache_self_0_out",
                            "k_cache_self_1_out",
                            "v_cache_self_1_out",
                            "k_cache_self_2_out",
                            "v_cache_self_2_out",
                            "k_cache_self_3_out",
                            "v_cache_self_3_out"]
        },
        "dummy_inputs_func": "generate_dummy_inputs"
    },
    "systems": {
        "local_system": {
            "type": "LocalSystem",
            "accelerators": [ { "device": "cpu", "execution_providers": [ "CPUExecutionProvider" ] } ]
        }
    },
    "data_configs": [
        {
            "name": "quantize_data_config",
            "user_script": "whisper_decoder_load.py",
            "load_dataset_config": { "type": "local_dataset" },
            "dataloader_config": { "type": "decoder_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
        }
    },
    "log_severity_level": 0,
    "host": "local_system",
    "target": "local_system",
    "cache_dir": "cache",
    "output_dir": "models/whisper_decoder_qdq"
}