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model_params_pytorch.json
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model_params_pytorch.json
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{
"pytorch": {
"resnet18": {
"model_src_dir": "image_recognition/torchvision_models/quantization/ptq/cpu/eager",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnet18_fx": {
"model_src_dir": "image_recognition/torchvision_models/quantization/ptq/cpu/fx/",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnet18_ipex":{
"model_src_dir": "image_recognition/torchvision_models/quantization/ptq/cpu/ipex",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf_ipex.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnet50": {
"model_src_dir": "image_recognition/torchvision_models/quantization/ptq/cpu/eager",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnet50_ipex": {
"model_src_dir": "image_recognition/torchvision_models/quantization/ptq/cpu/ipex",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf_ipex.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnext101_32x16d_wsl_ipex": {
"model_src_dir": "image_recognition/torchvision_models/quantization/ptq/cpu/ipex",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf_ipex.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"rnnt_ipex": {
"model_src_dir": "speech_recognition/rnnt/quantization/ptq_static/ipex",
"dataset_location": "/tf_dataset/pytorch/rnnt/convert_dataset/",
"input_model": "/tf_dataset/pytorch/rnnt/rnnt.pt",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"distilbert_base_ipex":{
"model_src_dir": "nlp/huggingface_models/question-answering/quantization/ptq_static/ipex",
"dataset_location": "",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 8,
"new_benchmark": false
},
"bert_large_ipex":{
"model_src_dir": "nlp/huggingface_models/question-answering/quantization/ptq_static/ipex",
"dataset_location": "",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 8,
"new_benchmark": false
},
"bert_large_1_10_ipex":{
"model_src_dir": "nlp/huggingface_models/question-answering/quantization/ptq_static/ipex",
"dataset_location": "/tf_dataset/pytorch/squad/dev-v1.1.json",
"input_model": "/tf_dataset/pytorch/bert_large_ipex",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 8,
"new_benchmark": false
},
"resnet50_gpu": {
"model_src_dir": "image_recognition/torchvision_models/quantization/ptq/gpu/eager/",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnext101_32x8d": {
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"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"inception_v3": {
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"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"mobilenet_v2": {
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"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnet18_qat": {
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"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnet18_buildin_qat": {
"model_src_dir": "image_recognition/torchvision_models/quantization/qat/eager",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnet18_qat_fx": {
"model_src_dir": "image_recognition/torchvision_models/quantization/qat/fx",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnet50_qat": {
"model_src_dir": "image_recognition/torchvision_models/quantization/qat/eager",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnet101_qat": {
"model_src_dir": "image_recognition/torchvision_models/quantization/qat/eager",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"mobilenet_v2_qat": {
"model_src_dir": "image_recognition/torchvision_models/quantization/qat/eager",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"peleenet": {
"model_src_dir": "image_recognition/peleenet/quantization/ptq/eager",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "/tf_dataset/pytorch/peleenet/peleenet_acc7208.pth.tar",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"resnest50": {
"model_src_dir": "image_recognition/resnest/quantization/ptq/eager",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"se_resnext50_32x4d": {
"model_src_dir": "image_recognition/se_resnext/quantization/ptq/eager",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"yolo_v3": {
"model_src_dir": "object_detection/yolo_v3/quantization/ptq/eager",
"dataset_location": "/tf_dataset/pytorch/coco_data_yolo",
"input_model": "/tf_dataset/pytorch/coco_data_yolo/yolov3.weights",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 100,
"new_benchmark": false
},
"efficientnet_b0_fx": {
"model_src_dir": "image_recognition/torchvision_models/quantization/ptq/cpu/fx/",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "mse_v2",
"batch_size": 100,
"new_benchmark": false
},
"efficientnet_b3_fx": {
"model_src_dir": "image_recognition/torchvision_models/quantization/ptq/cpu/fx/",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "mse_v2",
"batch_size": 100,
"new_benchmark": false
},
"efficientnet_b7_fx": {
"model_src_dir": "image_recognition/torchvision_models/quantization/ptq/cpu/fx/",
"dataset_location": "/tf_dataset/pytorch/ImageNet/raw",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "mse_v2",
"batch_size": 100,
"new_benchmark": false
},
"bert_base_MRPC": {
"model_src_dir": "nlp/huggingface_models/text-classification/quantization/ptq_static/fx",
"dataset_location": "",
"input_model": "/tf_dataset/pytorch/glue_data/base_weights/bert_MRPC_output",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 64,
"new_benchmark": false
},
"bert_base_CoLA": {
"model_src_dir": "nlp/huggingface_models/text-classification/quantization/ptq_static/fx",
"dataset_location": "",
"input_model": "/tf_dataset/pytorch/glue_data/base_weights/bert_CoLA_output",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 64,
"new_benchmark": false
},
"bert_base_STS-B": {
"model_src_dir": "nlp/huggingface_models/text-classification/quantization/ptq_static/fx",
"dataset_location": "",
"input_model": "/tf_dataset/pytorch/glue_data/base_weights/bert_STS-B_output",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 64,
"new_benchmark": false
},
"bert_base_SST-2": {
"model_src_dir": "nlp/huggingface_models/text-classification/quantization/ptq_static/fx",
"dataset_location": "",
"input_model": "/tf_dataset/pytorch/glue_data/base_weights/bert_SST-2_output",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 64,
"new_benchmark": false
},
"bert_base_RTE": {
"model_src_dir": "nlp/huggingface_models/text-classification/quantization/ptq_static/fx",
"dataset_location": "",
"input_model": "/tf_dataset/pytorch/glue_data/base_weights/bert_RTE_output",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 64,
"new_benchmark": false
},
"bert_large_MRPC": {
"model_src_dir": "nlp/huggingface_models/text-classification/quantization/ptq_static/fx",
"dataset_location": "",
"input_model": "/tf_dataset/pytorch/glue_data/weights/bert_MRPC_output",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 64,
"new_benchmark": false
},
"bert_large_SQuAD": {
"model_src_dir": "nlp/huggingface_models/question-answering/quantization/ptq_static/fx",
"dataset_location": "",
"input_model": "",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 64,
"new_benchmark": false
},
"bert_large_QNLI": {
"model_src_dir": "nlp/huggingface_models/text-classification/quantization/ptq_static/fx",
"dataset_location": "",
"input_model": "/tf_dataset/pytorch/glue_data/weights/bert_QNLI_output",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 64,
"new_benchmark": false
},
"bert_large_RTE": {
"model_src_dir": "nlp/huggingface_models/text-classification/quantization/ptq_dynamic/fx",
"dataset_location": "",
"input_model": "/tf_dataset/pytorch/glue_data/weights/bert_large_rte",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 64,
"new_benchmark": false
},
"bert_large_CoLA": {
"model_src_dir": "nlp/huggingface_models/text-classification/quantization/ptq_static/fx",
"dataset_location": "",
"input_model": "/tf_dataset/pytorch/glue_data/weights/bert_CoLA_output",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 64,
"new_benchmark": false
},
"dlrm": {
"model_src_dir": "recommendation/dlrm/quantization/ptq/eager",
"dataset_location": "/mnt/local_disk3/dataset/dlrm/dlrm/input",
"input_model": "/mnt/local_disk3/dataset/dlrm/dlrm/dlrm_weight/tb00_40M.pt",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 16384,
"new_benchmark": false
},
"dlrm_fx": {
"model_src_dir": "recommendation/dlrm/quantization/ptq/fx",
"dataset_location": "/mnt/local_disk3/dataset/dlrm/dlrm/input",
"input_model": "/mnt/local_disk3/dataset/dlrm/dlrm/dlrm_weight/tb00_40M.pt",
"yaml": "conf.yaml",
"strategy": "basic",
"batch_size": 16384,
"new_benchmark": false
},
"dlrm_ipex": {
"model_src_dir": "recommendation/dlrm/quantization/ptq/ipex",
"dataset_location": "/mnt/local_disk3/dataset/dlrm/dlrm/input",
"input_model": "/mnt/local_disk3/dataset/dlrm/dlrm/dlrm_weight/tb00_40M.pt",
"yaml": "conf_ipex.yaml",
"strategy": "basic",
"batch_size": 16384,
"new_benchmark": false
},
"blendcnn": {
"model_src_dir": "nlp/blendcnn/quantization/ptq/eager",
"dataset_location": "/tf_dataset/pytorch/blendcnn/MRPC/",
"input_model": "/tf_dataset/pytorch/blendcnn/models/",
"yaml": "blendcnn.yaml",
"strategy": "basic",
"batch_size": 32,
"new_benchmark": false
},
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