automatic/configs/olive/sdxl/text_encoder_2.json

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{
"input_model": {
"type": "PyTorchModel",
"config": {
"model_path": "",
"model_loader": "text_encoder_2_load",
"model_script": "modules/olive_script.py",
"io_config": {
"input_names": ["input_ids", "output_hidden_states"],
"output_names": [
"text_embeds",
"last_hidden_state",
"hidden_states.0",
"hidden_states.1",
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],
"dynamic_axes": {
"input_ids": { "0": "batch_size", "1": "sequence_length" },
"text_embeds": { "0": "batch_size" },
"last_hidden_state": { "0": "batch_size", "1": "sequence_length" },
"hidden_states.0": { "0": "batch_size", "1": "sequence_length" },
"hidden_states.1": { "0": "batch_size", "1": "sequence_length" },
"hidden_states.2": { "0": "batch_size", "1": "sequence_length" },
"hidden_states.3": { "0": "batch_size", "1": "sequence_length" },
"hidden_states.4": { "0": "batch_size", "1": "sequence_length" },
"hidden_states.5": { "0": "batch_size", "1": "sequence_length" },
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"hidden_states.16": { "0": "batch_size", "1": "sequence_length" },
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"hidden_states.29": { "0": "batch_size", "1": "sequence_length" },
"hidden_states.30": { "0": "batch_size", "1": "sequence_length" },
"hidden_states.31": { "0": "batch_size", "1": "sequence_length" },
"hidden_states.32": { "0": "batch_size", "1": "sequence_length" }
}
},
"dummy_inputs_func": "text_encoder_2_conversion_inputs"
}
},
"systems": {
"local_system": {
"type": "LocalSystem",
"config": {
"accelerators": [
{
"device": "gpu",
"execution_providers": ["DmlExecutionProvider"]
}
]
}
}
},
"evaluators": {
"common_evaluator": {
"metrics": [
{
"name": "latency",
"type": "latency",
"sub_types": [{ "name": "avg" }],
"user_config": {
"user_script": "modules/olive_script.py",
"dataloader_func": "text_encoder_2_data_loader",
"batch_size": 1
}
}
]
}
},
"passes": {
"optimize_DmlExecutionProvider": {
"type": "OrtTransformersOptimization",
"config": {
"model_type": "clip",
"opt_level": 0,
"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]
}
}
},
"optimize_CUDAExecutionProvider": {
"type": "OrtTransformersOptimization",
"config": {
"model_type": "clip",
"opt_level": 0,
"float16": true,
"use_gpu": true,
"keep_io_types": true
}
},
"optimize_ROCMExecutionProvider": {
"type": "OrtTransformersOptimization",
"config": {
"model_type": "clip",
"opt_level": 0,
"float16": true,
"use_gpu": true,
"keep_io_types": true
}
}
},
"pass_flows": [["optimize_AutoExecutionProvider"]],
"engine": {
"evaluator": "common_evaluator",
"evaluate_input_model": false,
"host": "local_system",
"target": "local_system",
"cache_dir": "cache",
"output_name": "text_encoder_2",
"output_dir": "footprints"
}
}