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recipe(swin2sr): add QNN NPU configs #1396

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65 changes: 65 additions & 0 deletions examples/recipes/caidas_swin2SR-classical-sr-x2-64/qnn/npu/image-to-image_fp32_config.json
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{
"auto": false,
"export": {
"opset_version": 17,
"batch_size": 1,
"export_params": true,
"do_constant_folding": true,
"verbose": false,
"dynamo": false,
"enable_hierarchy_tags": true,
"clean_onnx": false,
"hierarchy_tag_format": "full",
"input_tensors": [
{
"name": "pixel_values",
"dtype": "float32",
"shape": [
1,
3,
64,
64
],
"value_range": [
0,
1
]
}
],
"output_tensors": [
{
"name": "reconstruction"
}
],
"compatibility": {
"transformers_attention": "eager"
}
},
"optim": {
"gelu_fusion": true,
"highdimRTR_lowdimRTR": true,
"matmul_add_fusion": false
},
"quant": null,
"compile": {
"execution_provider": "qnn",
"provider_options": {
"device_type": "NPU",
"htp_performance_mode": "burst",
"htp_graph_finalization_optimization_mode": "3"
},
"provider_option_file_keys": [],
"enable_ep_context": true,
"embed_context": false,
"compiler": "ort",
"qnn_sdk_root": null,
"device": "npu",
"ep_device": null,
"validate": true
},
"loader": {
"task": "image-to-image",
"model_class": "AutoModelForImageToImage",
"model_type": "swin2sr"
}
}
85 changes: 85 additions & 0 deletions examples/recipes/caidas_swin2SR-classical-sr-x2-64/qnn/npu/image-to-image_w8a16_config.json
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Original file line number Diff line number Diff line change
@@ -0,0 +1,85 @@
{
"auto": false,
"export": {
"opset_version": 17,
"batch_size": 1,
"export_params": true,
"do_constant_folding": true,
"verbose": false,
"dynamo": false,
"enable_hierarchy_tags": true,
"clean_onnx": false,
"hierarchy_tag_format": "full",
"input_tensors": [
{
"name": "pixel_values",
"dtype": "float32",
"shape": [
1,
3,
64,
64
],
"value_range": [
0,
1
]
}
],
"output_tensors": [
{
"name": "reconstruction"
}
],
"compatibility": {
"transformers_attention": "eager"
}
},
"optim": {
"gelu_fusion": true,
"highdimRTR_lowdimRTR": true,
"matmul_add_fusion": false
},
"quant": {
"mode": "static",
"samples": 10,
"calibration_method": "minmax",
"weight_type": "uint8",
"activation_type": "uint16",
"per_channel": false,
"symmetric": false,
"weight_symmetric": null,
"activation_symmetric": null,
"save_calibration": false,
"distribution": "uniform",
"seed": 42,
"calibration_load_path": null,
"calibration_save_path": null,
"op_types_to_quantize": null,
"nodes_to_exclude": null,
"task": "image-to-image",
"model_id": "caidas/swin2SR-classical-sr-x2-64",
"model_type": "swin2sr"
},
"compile": {
"execution_provider": "qnn",
"provider_options": {
"device_type": "NPU",
"htp_performance_mode": "burst",
"htp_graph_finalization_optimization_mode": "3"
},
"provider_option_file_keys": [],
"enable_ep_context": true,
"embed_context": false,
"compiler": "ort",
"qnn_sdk_root": null,
"device": "npu",
"ep_device": null,
"validate": true
},
"loader": {
"task": "image-to-image",
"model_class": "AutoModelForImageToImage",
"model_type": "swin2sr"
}
}
85 changes: 85 additions & 0 deletions examples/recipes/caidas_swin2SR-classical-sr-x2-64/qnn/npu/image-to-image_w8a8_config.json
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Open in desktop
Original file line number Diff line number Diff line change
@@ -0,0 +1,85 @@
{
"auto": false,
"export": {
"opset_version": 17,
"batch_size": 1,
"export_params": true,
"do_constant_folding": true,
"verbose": false,
"dynamo": false,
"enable_hierarchy_tags": true,
"clean_onnx": false,
"hierarchy_tag_format": "full",
"input_tensors": [
{
"name": "pixel_values",
"dtype": "float32",
"shape": [
1,
3,
64,
64
],
"value_range": [
0,
1
]
}
],
"output_tensors": [
{
"name": "reconstruction"
}
],
"compatibility": {
"transformers_attention": "eager"
}
},
"optim": {
"gelu_fusion": true,
"highdimRTR_lowdimRTR": true,
"matmul_add_fusion": false
},
"quant": {
"mode": "static",
"samples": 10,
"calibration_method": "minmax",
"weight_type": "uint8",
"activation_type": "uint8",
"per_channel": false,
"symmetric": false,
"weight_symmetric": null,
"activation_symmetric": null,
"save_calibration": false,
"distribution": "uniform",
"seed": 42,
"calibration_load_path": null,
"calibration_save_path": null,
"op_types_to_quantize": null,
"nodes_to_exclude": null,
"task": "image-to-image",
"model_id": "caidas/swin2SR-classical-sr-x2-64",
"model_type": "swin2sr"
},
"compile": {
"execution_provider": "qnn",
"provider_options": {
"device_type": "NPU",
"htp_performance_mode": "burst",
"htp_graph_finalization_optimization_mode": "3"
},
"provider_option_file_keys": [],
"enable_ep_context": true,
"embed_context": false,
"compiler": "ort",
"qnn_sdk_root": null,
"device": "npu",
"ep_device": null,
"validate": true
},
"loader": {
"task": "image-to-image",
"model_class": "AutoModelForImageToImage",
"model_type": "swin2sr"
}
}
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