automatic/configs/olive/sdxl_vae_encoder.json

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{
"input_model": {
"type": "PyTorchModel",
"config": {
"model_path": "",
"model_loader": "vae_encoder_load",
"model_script": "modules/olive.py",
"io_config": {
"input_names": ["sample", "return_dict"],
"output_names": ["latent_sample"],
"dynamic_axes": {
"sample": {
"0": "batch_size",
"1": "num_channels",
"2": "height",
"3": "width"
},
"latent_sample": {
"0": "batch_size",
"1": "num_channels_latent",
"2": "height_latent",
"3": "width_latent"
}
}
},
"dummy_inputs_func": "vae_encoder_conversion_inputs"
}
},
"systems": {
"local_system": {
"type": "LocalSystem",
"config": {
"accelerators": ["gpu"]
}
}
},
"evaluators": {
"common_evaluator": {
"metrics": [
{
"name": "latency",
"type": "latency",
"sub_types": [{ "name": "avg" }],
"user_config": {
"user_script": "modules/olive.py",
"dataloader_func": "vae_encoder_data_loader",
"batch_size": 1
}
}
]
}
},
"passes": {
"optimize": {
"type": "OrtTransformersOptimization",
"disable_search": true,
"config": {
"model_type": "vae",
"float16": true,
"use_gpu": true,
"keep_io_types": true,
"optimization_options": {
"enable_gelu": true,
"enable_layer_norm": true,
"enable_attention": true,
"use_multi_head_attention": true,
"enable_skip_layer_norm": false,
"enable_embed_layer_norm": true,
"enable_bias_skip_layer_norm": false,
"enable_bias_gelu": true,
"enable_gelu_approximation": false,
"enable_qordered_matmul": false,
"enable_shape_inference": true,
"enable_gemm_fast_gelu": false,
"enable_nhwc_conv": false,
"enable_group_norm": true,
"enable_bias_splitgelu": false,
"enable_packed_qkv": true,
"enable_packed_kv": true,
"enable_bias_add": false,
"group_norm_channels_last": false
},
"force_fp32_ops": ["RandomNormalLike"],
"force_fp16_inputs": {
"GroupNorm": [0, 1, 2]
}
}
}
},
"engine": {
"search_strategy": {
"execution_order": "joint",
"search_algorithm": "exhaustive"
},
"evaluator": "common_evaluator",
"evaluate_input_model": false,
"host": "local_system",
"target": "local_system",
"cache_dir": "cache",
"output_name": "vae_encoder",
"output_dir": "footprints",
"execution_providers": ["DmlExecutionProvider"]
}
}