forked from OSSInnovation/mindspore
384 lines
410 KiB
Plaintext
384 lines
410 KiB
Plaintext
{"op_name": "InitData", "inputs": [], "outputs": [], "attr": [{"name": "queue_name", "type": "str"}], "fusion_type": "OPAQUE", "dtype_format": [], "imply_type": "AiCPU"}
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{"op_name": "DropoutGenMask", "inputs": [{"index": 0, "name": "x1", "param_type": "required"}, {"index": 1, "name": "x2", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [{"name": "Seed0", "type": "int"}, {"name": "Seed1", "type": "int"}], "fusion_type": "OPAQUE", "dtype_format": [[["int32", "NCHW"], ["float16", "NCHW"], ["uint8", "NCHW"]]], "imply_type": "AiCPU"}
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{"op_name": "GetNext", "inputs": [], "outputs": [{"index": 0, "name": "y", "param_type": "dynamic"}], "attr": [{"name": "shared_name", "type": "str"}], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "DefaultFormat"]], [["int8", "DefaultFormat"]], [["int16", "DefaultFormat"]], [["int32", "DefaultFormat"]], [["int64", "DefaultFormat"]], [["float16", "DefaultFormat"]], [["uint8", "DefaultFormat"]], [["uint16", "DefaultFormat"]], [["uint32", "DefaultFormat"]], [["uint64", "DefaultFormat"]], [["float32", "DefaultFormat"]]], "imply_type": "AiCPU"}
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{"op_name": "Print", "inputs": [{"index": 0, "name": "x", "param_type": "dynamic"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int16", "DefaultFormat"], ["int16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "AiCPU"}
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{"op_name": "TopK", "inputs": [{"index": 0, "name": "intput", "param_type": "required"}, {"index": 1, "name": "k", "param_type": "required"}], "outputs": [{"index": 0, "name": "values", "param_type": "required"}, {"index": 1, "name": "indices", "param_type": "required"}], "attr": [{"name": "sorted", "type": "bool"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"], ["int32", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]]], "imply_type": "AiCPU"}
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{"op_name": "IsFinite", "inputs": [{"index": 0, "name": "x", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int8", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int16", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int32", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int64", "DefaultFormat"], ["bool", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["bool", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["bool", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["bool", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["bool", "DefaultFormat"]], [["float16", "DefaultFormat"], ["bool", "DefaultFormat"]], [["float32", "DefaultFormat"], ["bool", "DefaultFormat"]], [["float64", "DefaultFormat"], ["bool", "DefaultFormat"]], [["bool", "NCHW"], ["bool", "NCHW"]], [["int8", "NCHW"], ["bool", "NCHW"]], [["int16", "NCHW"], ["bool", "NCHW"]], [["int32", "NCHW"], ["bool", "NCHW"]], [["int64", "NCHW"], ["bool", "NCHW"]], [["uint8", "NCHW"], ["bool", "NCHW"]], [["uint16", "NCHW"], ["bool", "NCHW"]], [["uint32", "NCHW"], ["bool", "NCHW"]], [["uint64", "NCHW"], ["bool", "NCHW"]], [["float16", "NCHW"], ["bool", "NCHW"]], [["float32", "NCHW"], ["bool", "NCHW"]], [["float64", "NCHW"], ["bool", "NCHW"]]], "imply_type": "AiCPU"}
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{"op_name": "Reshape", "inputs": [{"index": 0, "name": "x", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int16", "DefaultFormat"], ["int16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float64", "DefaultFormat"], ["float64", "DefaultFormat"]], [["bool", "NCHW"], ["bool", "NCHW"]], [["int8", "NCHW"], ["int8", "NCHW"]], [["int16", "NCHW"], ["int16", "NCHW"]], [["int32", "NCHW"], ["int32", "NCHW"]], [["int64", "NCHW"], ["int64", "NCHW"]], [["uint8", "NCHW"], ["uint8", "NCHW"]], [["uint16", "NCHW"], ["uint16", "NCHW"]], [["uint32", "NCHW"], ["uint32", "NCHW"]], [["uint64", "NCHW"], ["uint64", "NCHW"]], [["float16", "NCHW"], ["float16", "NCHW"]], [["float32", "NCHW"], ["float32", "NCHW"]], [["float64", "NCHW"], ["float64", "NCHW"]]], "imply_type": "AiCPU"}
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{"op_name": "Flatten", "inputs": [{"index": 0, "name": "x", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int16", "DefaultFormat"], ["int16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int8", "NCHW"], ["int8", "NCHW"]], [["int16", "NCHW"], ["int16", "NCHW"]], [["int32", "NCHW"], ["int32", "NCHW"]], [["int64", "NCHW"], ["int64", "NCHW"]], [["uint8", "NCHW"], ["uint8", "NCHW"]], [["uint16", "NCHW"], ["uint16", "NCHW"]], [["uint32", "NCHW"], ["uint32", "NCHW"]], [["uint64", "NCHW"], ["uint64", "NCHW"]], [["float16", "NCHW"], ["float16", "NCHW"]], [["float32", "NCHW"], ["float32", "NCHW"]]], "imply_type": "AiCPU"}
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{"op_name": "Squeeze", "inputs": [{"index": 0, "name": "x", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int16", "DefaultFormat"], ["int16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float64", "DefaultFormat"], ["float64", "DefaultFormat"]], [["bool", "NCHW"], ["bool", "NCHW"]], [["int8", "NCHW"], ["int8", "NCHW"]], [["int16", "NCHW"], ["int16", "NCHW"]], [["int32", "NCHW"], ["int32", "NCHW"]], [["int64", "NCHW"], ["int64", "NCHW"]], [["uint8", "NCHW"], ["uint8", "NCHW"]], [["uint16", "NCHW"], ["uint16", "NCHW"]], [["uint32", "NCHW"], ["uint32", "NCHW"]], [["uint64", "NCHW"], ["uint64", "NCHW"]], [["float16", "NCHW"], ["float16", "NCHW"]], [["float32", "NCHW"], ["float32", "NCHW"]], [["float64", "NCHW"], ["float64", "NCHW"]]], "imply_type": "AiCPU"}
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{"op_name": "ExpandDims", "inputs": [{"index": 0, "name": "x", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int16", "DefaultFormat"], ["int16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float64", "DefaultFormat"], ["float64", "DefaultFormat"]], [["bool", "NCHW"], ["bool", "NCHW"]], [["int8", "NCHW"], ["int8", "NCHW"]], [["int16", "NCHW"], ["int16", "NCHW"]], [["int32", "NCHW"], ["int32", "NCHW"]], [["int64", "NCHW"], ["int64", "NCHW"]], [["uint8", "NCHW"], ["uint8", "NCHW"]], [["uint16", "NCHW"], ["uint16", "NCHW"]], [["uint32", "NCHW"], ["uint32", "NCHW"]], [["uint64", "NCHW"], ["uint64", "NCHW"]], [["float16", "NCHW"], ["float16", "NCHW"]], [["float32", "NCHW"], ["float32", "NCHW"]], [["float64", "NCHW"], ["float64", "NCHW"]]], "imply_type": "AiCPU"}
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{"op_name": "RandomChoiceWithMask", "inputs": [{"index": 0, "name": "x", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}, {"index": 1, "name": "mask", "param_type": "required"}], "attr": [{"name": "count", "type": "int"}, {"name": "seed", "type": "int"}, {"name": "seed2", "type": "int"}], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "NCHW"], ["int32", "NCHW"], ["bool", "NCHW"]], [["bool", "DefaultFormat"], ["int32", "DefaultFormat"], ["bool", "DefaultFormat"]]], "imply_type": "AiCPU"}
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{"op_name": "Pack", "inputs": [{"index": 0, "name": "x", "param_type": "dynamic"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [{"name": "axis", "type": "int"}], "fusion_type": "OPAQUE", "dtype_format": [[["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int16", "DefaultFormat"], ["int16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float64", "DefaultFormat"], ["float64", "DefaultFormat"]], [["bool", "DefaultFormat"], ["bool", "DefaultFormat"]]], "imply_type": "AiCPU"}
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{"op_name": "Normal", "inputs": [{"index": 0, "name": "shape", "param_type": "required"}, {"index": 1, "name": "mean", "param_type": "required"}, {"index": 2, "name": "stddev", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [{"name": "seed", "type": "int"}], "fusion_type": "OPAQUE", "dtype_format": [[["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "NCHW"], ["float32", "NCHW"], ["float32", "NCHW"], ["float32", "NCHW"]]], "imply_type": "AiCPU"}
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{"op_name": "CTCLoss", "inputs": [{"index": 0, "name": "inputs", "param_type": "required"}, {"index": 1, "name": "labels_indices", "param_type": "required"}, {"index": 2, "name": "labels_values", "param_type": "required"}, {"index": 3, "name": "sequence_length", "param_type": "required"}], "outputs": [{"index": 0, "name": "loss", "param_type": "required"}, {"index": 1, "name": "gradient", "param_type": "required"}], "attr": [{"name": "preprocess_collapse_repeated", "type": "bool"}, {"name": "ctc_merge_repeated", "type": "bool"}, {"name": "ignore_longer_outputs_than_inputs", "type": "bool"}], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "DefaultFormat"], ["int64", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float64", "DefaultFormat"], ["int64", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float64", "DefaultFormat"], ["float64", "DefaultFormat"]], [["float32", "NCHW"], ["int64", "NCHW"], ["int32", "NCHW"], ["int32", "NCHW"], ["float32", "NCHW"], ["float32", "NCHW"]], [["float64", "NCHW"], ["int64", "NCHW"], ["int32", "NCHW"], ["int32", "NCHW"], ["float64", "NCHW"], ["float64", "NCHW"]]], "imply_type": "AiCPU"}
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{"op_name": "ReverseSequence", "inputs": [{"index": 0, "name": "x", "param_type": "required"}, {"index": 1, "name": "seq_lengths", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [{"name": "seq_dim", "type": "int"}, {"name": "batch_dim", "type": "int"}], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "DefaultFormat"], ["int32", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int32", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int16", "DefaultFormat"], ["int32", "DefaultFormat"], ["int16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int32", "DefaultFormat"], ["int64", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["int32", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["int32", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["int32", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["int32", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float64", "DefaultFormat"], ["int32", "DefaultFormat"], ["float64", "DefaultFormat"]], [["bool", "NCHW"], ["int32", "NCHW"], ["bool", "NCHW"]], [["int8", "NCHW"], ["int32", "NCHW"], ["int8", "NCHW"]], [["int16", "NCHW"], ["int32", "NCHW"], ["int16", "NCHW"]], [["int32", "NCHW"], ["int32", "NCHW"], ["int32", "NCHW"]], [["int64", "NCHW"], ["int32", "NCHW"], ["int64", "NCHW"]], [["uint8", "NCHW"], ["int32", "NCHW"], ["uint8", "NCHW"]], [["uint16", "NCHW"], ["int32", "NCHW"], ["uint16", "NCHW"]], [["uint32", "NCHW"], ["int32", "NCHW"], ["uint32", "NCHW"]], [["uint64", "NCHW"], ["int32", "NCHW"], ["uint64", "NCHW"]], [["float16", "NCHW"], ["int32", "NCHW"], ["float16", "NCHW"]], [["float32", "NCHW"], ["int32", "NCHW"], ["float32", "NCHW"]], [["float64", "NCHW"], ["int32", "NCHW"], ["float64", "NCHW"]], [["bool", "DefaultFormat"], ["int64", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int64", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int16", "DefaultFormat"], ["int64", "DefaultFormat"], ["int16", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"], ["int64", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["int64", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["int64", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["int64", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["int64", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["float16", "DefaultFormat"], ["int64", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int64", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float64", "DefaultFormat"], ["int64", "DefaultFormat"], ["float64", "DefaultFormat"]], [["bool", "NCHW"], ["int64", "NCHW"], ["bool", "NCHW"]], [["int8", "NCHW"], ["int64", "NCHW"], ["int8", "NCHW"]], [["int16", "NCHW"], ["int64", "NCHW"], ["int16", "NCHW"]], [["int32", "NCHW"], ["int64", "NCHW"], ["int32", "NCHW"]], [["int64", "NCHW"], ["int64", "NCHW"], ["int64", "NCHW"]], [["uint8", "NCHW"], ["int64", "NCHW"], ["uint8", "NCHW"]], [["uint16", "NCHW"], ["int64", "NCHW"], ["uint16", "NCHW"]], [["uint32", "NCHW"], ["int64", "NCHW"], ["uint32", "NCHW"]], [["uint64", "NCHW"], ["int64", "NCHW"], ["uint64", "NCHW"]], [["float16", "NCHW"], ["int64", "NCHW"], ["float16", "NCHW"]], [["float32", "NCHW"], ["int64", "NCHW"], ["float32", "NCHW"]], [["float64", "NCHW"], ["int64", "NCHW"], ["float64", "NCHW"]]], "imply_type": "AiCPU"}
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{"op_name": "CropAndResize", "inputs": [{"index": 0, "name": "image", "param_type": "required"}, {"index": 1, "name": "boxes", "param_type": "required"}, {"index": 2, "name": "box_index", "param_type": "required"}, {"index": 3, "name": "crop_size", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [{"name": "method", "type": "str"}, {"name": "extrapolation_value", "type": "float"}], "fusion_type": "OPAQUE", "dtype_format": [[["int8", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int16", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float64", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int8", "NHWC"], ["float32", "NHWC"], ["int32", "NHWC"], ["int32", "NHWC"], ["float32", "NHWC"]], [["int16", "NHWC"], ["float32", "NHWC"], ["int32", "NHWC"], ["int32", "NHWC"], ["float32", "NHWC"]], [["int32", "NHWC"], ["float32", "NHWC"], ["int32", "NHWC"], ["int32", "NHWC"], ["float32", "NHWC"]], [["int64", "NHWC"], ["float32", "NHWC"], ["int32", "NHWC"], ["int32", "NHWC"], ["float32", "NHWC"]], [["float16", "NHWC"], ["float32", "NHWC"], ["int32", "NHWC"], ["int32", "NHWC"], ["float32", "NHWC"]], [["float32", "NHWC"], ["float32", "NHWC"], ["int32", "NHWC"], ["int32", "NHWC"], ["float32", "NHWC"]], [["float64", "NHWC"], ["float32", "NHWC"], ["int32", "NHWC"], ["int32", "NHWC"], ["float32", "NHWC"]], [["uint8", "NHWC"], ["float32", "NHWC"], ["int32", "NHWC"], ["int32", "NHWC"], ["float32", "NHWC"]], [["uint16", "NHWC"], ["float32", "NHWC"], ["int32", "NHWC"], ["int32", "NHWC"], ["float32", "NHWC"]]], "imply_type": "AiCPU"}
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{"op_name": "EndOfSequence", "inputs": [{"index": 0, "name": "x", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "param_type": "required"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]]], "imply_type": "AiCPU"}
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{"op_name": "Abs", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
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{"op_name": "AddN", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "dynamic", "name": "inputs"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
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{"op_name": "TensorAdd", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "int32", "float16", "int32", "float32", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "NC1HWC0", "FracZ", "FracZ", "FracZ", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "x"}, {"index": 1, "dtype": ["float16", "int32", "float16", "int32", "float32", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "NC1HWC0", "FracZ", "FracZ", "FracZ", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "y"}], "outputs": [{"index": 0, "dtype": ["float16", "int32", "float16", "int32", "float32", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "NC1HWC0", "FracZ", "FracZ", "FracZ", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "ApplyMomentum", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [{"name": "use_nesterov", "param_type": "optional", "type": "bool"}, {"name": "gradient_scale", "param_type": "optional", "type": "float"}], "inputs": [{"index": 0, "dtype": ["float32", "float32", "float32"], "format": ["DefaultFormat", "NC1HWC0", "FracZ"], "name": "variable"}, {"index": 1, "dtype": ["float32", "float32", "float32"], "format": ["DefaultFormat", "NC1HWC0", "FracZ"], "name": "accumulation"}, {"index": 2, "dtype": ["float32", "float32", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat"], "name": "learning_rate"}, {"index": 3, "dtype": ["float32", "float32", "float32"], "format": ["DefaultFormat", "NC1HWC0", "FracZ"], "name": "gradient"}, {"index": 4, "dtype": ["float32", "float32", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat"], "name": "momentum"}], "outputs": [{"index": 0, "dtype": ["float32", "float32", "float32"], "format": ["DefaultFormat", "NC1HWC0", "FracZ"], "name": "output"}]}
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|
{"op_name": "Assign", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [], "inputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FracZ"], "name": "ref"}, {"index": 1, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FracZ"], "name": "value"}], "outputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FracZ"], "name": "output"}]}
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|
{"op_name": "InplaceAssign", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [{"name": "fake_output", "param_type": "optional", "type": "bool"}], "inputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FracZ"], "name": "x"}, {"index": 1, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FracZ"], "name": "y"}, {"index": 2, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FracZ"], "name": "z"}], "outputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FracZ"], "name": "output"}]}
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|
{"op_name": "AssignAdd", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "ref"}, {"index": 1, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "value"}], "outputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "BiasAddGrad", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [{"name": "data_format", "param_type": "optional", "type": "listStr"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["NHWC", "NHWC", "NC1HWC0", "NC1HWC0", "DefaultFormat", "DefaultFormat"], "name": "dout"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "DefaultFormat"], "name": "output"}]}
|
|
{"op_name": "BiasAdd", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [{"name": "data_format", "param_type": "optional", "type": "listStr"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["NHWC", "NHWC", "NC1HWC0", "NC1HWC0", "DefaultFormat", "DefaultFormat"], "name": "x"}, {"index": 1, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["NHWC", "NHWC", "NC1HWC0", "NC1HWC0", "DefaultFormat", "DefaultFormat"], "name": "b"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "DefaultFormat"], "name": "output"}]}
|
|
{"op_name": "Cast", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [{"name": "dst_type", "param_type": "required", "type": "str"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "bool", "bool", "float16", "float32", "int32", "int32", "bool", "float16", "float32", "bool", "bool", "float16", "float32", "bool", "bool"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float32", "float16", "int32", "float16", "int32", "int32", "float16", "float32", "float32", "float32", "float16", "int32", "float32", "float32", "float16", "int32", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "ClearZero", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [{"name": "pad_mod", "param_type": "optional", "type": "string"}, {"name": "window", "param_type": "optional", "type": "int"}, {"name": "pad", "param_type": "optional", "type": "int"}, {"name": "stride", "param_type": "optional", "type": "int"}], "inputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": []}
|
|
{"op_name": "ConvBN1", "imply_type": "AutoDiff", "fusion_type": "CONVLUTION", "attr": [{"name": "x_shape", "param_type": "required", "type": "listInt"}, {"name": "w_shape", "param_type": "required", "type": "listInt"}, {"name": "pad_list", "param_type": "required", "type": "listInt"}, {"name": "stride", "param_type": "optional", "type": "int"}, {"name": "dilation", "param_type": "optional", "type": "int"}], "inputs": [{"index": 0, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["float16"], "format": ["FracZ"], "name": "w"}], "outputs": [{"index": 0, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "conv_res_16"}, {"index": 1, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "var_part"}, {"index": 2, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "mean"}]}
|
|
{"op_name": "Conv2DBackpropFilter", "imply_type": "AutoDiff", "fusion_type": "CONVLUTION", "attr": [{"name": "input_shape", "param_type": "required", "type": "listInt"}, {"name": "filter_sizes", "param_type": "required", "type": "listInt"}, {"name": "stride", "param_type": "optional", "type": "int"}, {"name": "pad_list", "param_type": "required", "type": "listInt"}, {"name": "dilation", "param_type": "optional", "type": "int"}], "inputs": [{"index": 0, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "out_backprop"}, {"index": 1, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "input"}], "outputs": [{"index": 0, "dtype": ["float32"], "format": ["FracZ"], "name": "output"}]}
|
|
{"op_name": "Conv2DBackpropInput", "imply_type": "AutoDiff", "fusion_type": "CONVLUTION", "attr": [{"name": "input_sizes", "param_type": "required", "type": "listInt"}, {"name": "filter_shape", "param_type": "required", "type": "listInt"}, {"name": "stride", "param_type": "optional", "type": "int"}, {"name": "pad_list", "param_type": "required", "type": "listInt"}, {"name": "dilation", "param_type": "optional", "type": "int"}], "inputs": [{"index": 0, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "out_backprop"}, {"index": 1, "dtype": ["float16"], "format": ["FracZ"], "name": "filter"}], "outputs": [{"index": 0, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "Conv2D", "imply_type": "AutoDiff", "fusion_type": "CONVLUTION", "attr": [{"name": "x_shape", "param_type": "required", "type": "listInt"}, {"name": "w_shape", "param_type": "required", "type": "listInt"}, {"name": "pad_list", "param_type": "required", "type": "listInt"}, {"name": "stride", "param_type": "optional", "type": "int"}, {"name": "dilation", "param_type": "optional", "type": "int"}], "inputs": [{"index": 0, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["float16"], "format": ["FracZ"], "name": "w"}], "outputs": [{"index": 0, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "Div", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "y"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "EqualCount", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [], "inputs": [{"index": 0, "dtype": ["int32"], "format": ["DefaultFormat"], "name": "x"}, {"index": 1, "dtype": ["int32"], "format": ["DefaultFormat"], "name": "y"}], "outputs": [{"index": 0, "dtype": ["int32"], "format": ["DefaultFormat"], "name": "output"}]}
|
|
{"op_name": "Exp", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "Five2Four", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "shape4d", "param_type": "required", "type": "listInt"}, {"name": "dstType", "param_type": "required", "type": "str"}, {"name": "output_format", "param_type": "required", "type": "str"}], "inputs": [{"index": 0, "dtype": ["float16", "float16", "float16", "float32", "float16", "float32"], "format": ["NC1HWC0", "NC1HWC0", "NC1HWC0", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float16", "float32", "float32", "float32", "float32"], "format": ["DefaultFormat", "NHWC", "DefaultFormat", "DefaultFormat", "NHWC", "NHWC"], "name": "output"}]}
|
|
{"op_name": "Four2Five", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "data_format", "param_type": "optional", "type": "listStr"}, {"name": "dst_type", "param_type": "required", "type": "str"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float32", "float16", "float32", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NHWC", "NHWC", "NHWC"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float16", "float32", "float16", "float16", "float32"], "format": ["NC1HWC0", "NC1HWC0", "NC1HWC0", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "FusedBatchNormGrad", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "data_format", "param_type": "optional", "type": "listStr"}], "inputs": [{"index": 0, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "dy"}, {"index": 1, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "x"}, {"index": 2, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "scale"}, {"index": 3, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "save_mean"}, {"index": 4, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "save_inv_variance"}], "outputs": [{"index": 0, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "dx"}, {"index": 1, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "bn_scale"}, {"index": 2, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "bn_bias"}]}
|
|
{"op_name": "FusedBatchNormInfer", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "momentum", "param_type": "optional", "type": "float"}, {"name": "epsilon", "param_type": "optional", "type": "float"}, {"name": "data_format", "param_type": "optional", "type": "listStr"}], "inputs": [{"index": 0, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "scale"}, {"index": 2, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "b"}, {"index": 3, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "mean"}, {"index": 4, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "variance"}], "outputs": [{"index": 0, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "y"}]}
|
|
{"op_name": "FusedBatchNorm", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "momentum", "param_type": "optional", "type": "float"}, {"name": "epsilon", "param_type": "optional", "type": "float"}, {"name": "data_format", "param_type": "optional", "type": "listStr"}], "inputs": [{"index": 0, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "scale"}, {"index": 2, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "b"}, {"index": 3, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "mean"}, {"index": 4, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "variance"}], "outputs": [{"index": 0, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "y"}, {"index": 1, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "running_mean"}, {"index": 2, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "running_variance"}, {"index": 3, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "save_mean"}, {"index": 4, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "save_inv_variance"}]}
|
|
{"op_name": "BNGrad1", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "dy"}, {"index": 1, "dtype": ["float16", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "data"}, {"index": 2, "dtype": ["float32", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "mean"}], "outputs": [{"index": 0, "dtype": ["float32", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "output"}, {"index": 1, "dtype": ["float32", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "output"}, {"index": 2, "dtype": ["float32", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "FusedBN1", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "data"}], "outputs": [{"index": 0, "dtype": ["float32", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "output"}, {"index": 1, "dtype": ["float32", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "BNGrad2", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [{"name": "eps", "param_type": "optional", "type": "float"}, {"name": "data_shape", "param_type": "optional", "type": "listInt"}], "inputs": [{"index": 0, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "dgamma_red_hw"}, {"index": 1, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "dbeta_red_hw"}, {"index": 2, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "variance"}, {"index": 3, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "gamma"}], "outputs": [{"index": 0, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "output"}, {"index": 1, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "output"}, {"index": 2, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "output"}, {"index": 3, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "output"}, {"index": 4, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "FusedBN2", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [{"name": "momentum", "param_type": "optional", "type": "float"}], "inputs": [{"index": 0, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "mean"}, {"index": 1, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "var_part"}, {"index": 2, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "running_mean"}, {"index": 3, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "running_var"}], "outputs": [{"index": 0, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "output"}, {"index": 1, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "output"}, {"index": 2, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "BNGrad3", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "dy"}, {"index": 1, "dtype": ["float32", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "rs"}, {"index": 2, "dtype": ["float32", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "dgamma_dx"}, {"index": 3, "dtype": ["float32", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "dbeta_dx"}, {"index": 4, "dtype": ["float32", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "data_minus_mean"}], "outputs": [{"index": 0, "dtype": ["float16", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "FusedBN3", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [{"name": "eps", "param_type": "optional", "type": "float"}], "inputs": [{"index": 0, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "data"}, {"index": 1, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "mean"}, {"index": 2, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "variance"}, {"index": 3, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "gamma"}, {"index": 4, "dtype": ["float32"], "format": ["NC1HWC0"], "name": "beta"}], "outputs": [{"index": 0, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "GatherV2", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [{"name": "axis", "param_type": "optional", "type": "int"}], "inputs": [{"index": 0, "dtype": ["int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat"], "name": "params"}, {"index": 1, "dtype": ["int32", "int32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat"], "name": "indices"}], "outputs": [{"index": 0, "dtype": ["int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat"], "name": "output"}]}
|
|
{"op_name": "Less", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float16"], "format": ["DefaultFormat", "NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["float16", "float16"], "format": ["DefaultFormat", "NC1HWC0"], "name": "y"}], "outputs": [{"index": 0, "dtype": ["bool", "bool"], "format": ["DefaultFormat", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "Log", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "MatMul", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "transpose_a", "param_type": "optional", "type": "bool"}, {"name": "transpose_b", "param_type": "optional", "type": "bool"}], "inputs": [{"index": 0, "dtype": ["float16", "float32"], "format": ["DefaultFormat", "DefaultFormat"], "name": "x1"}, {"index": 1, "dtype": ["float16", "float32"], "format": ["DefaultFormat", "DefaultFormat"], "name": "x2"}], "outputs": [{"index": 0, "dtype": ["float16", "float32"], "format": ["DefaultFormat", "DefaultFormat"], "name": "output"}]}
|
|
{"op_name": "BatchMatMul", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "transpose_a", "param_type": "optional", "type": "bool"}, {"name": "transpose_b", "param_type": "optional", "type": "bool"}], "inputs": [{"index": 0, "dtype": ["float16"], "format": ["FRACTAL_NZ"], "name": "x1"}, {"index": 1, "dtype": ["float16"], "format": ["FRACTAL_NZ"], "name": "x2"}], "outputs": [{"index": 0, "dtype": ["float16"], "format": ["FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "MaxPoolGradWithArgmax", "imply_type": "AutoDiff", "fusion_type": "CONVLUTION", "attr": [{"name": "pad_mode", "param_type": "optional", "type": "str"}, {"name": "window", "param_type": "optional", "type": "int"}, {"name": "pad", "param_type": "optional", "type": "int"}, {"name": "stride", "param_type": "optional", "type": "int"}], "inputs": [{"index": 0, "dtype": ["float16", "float16"], "format": ["NC1HWC0", "NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["float16", "float32"], "format": ["DefaultFormat", "DefaultFormat"], "name": "argmax"}, {"index": 2, "dtype": ["float16", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "grad"}], "outputs": [{"index": 0, "dtype": ["float16", "float32"], "format": ["NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "MaxPoolWithArgmax", "imply_type": "AutoDiff", "fusion_type": "CONVLUTION", "attr": [{"name": "pad_mode", "param_type": "optional", "type": "str"}, {"name": "window", "param_type": "optional", "type": "int"}, {"name": "pad", "param_type": "optional", "type": "int"}, {"name": "stride", "param_type": "optional", "type": "int"}], "inputs": [{"index": 0, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16"], "format": ["NC1HWC0"], "name": "output"}, {"index": 1, "dtype": ["float16"], "format": ["DefaultFormat"], "name": "argmax"}]}
|
|
{"op_name": "Max", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [{"name": "axis", "param_type": "required", "type": "listInt"}, {"name": "keep_dims", "param_type": "required", "type": "bool"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "Maximum", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "param_type": "required", "name": "x"}, {"index": 1, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "param_type": "required", "name": "y"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "SimpleMeanGrad", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [{"name": "input_shape", "param_type": "required", "type": "listInt"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "HEAD"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "SimpleMean", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "Minimum", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "x"}, {"index": 1, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "y"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "Mul", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [{"name": "x_shape", "param_type": "required", "type": "listInt"}, {"name": "y_shape", "param_type": "required", "type": "listInt"}, {"name": "data_format", "param_type": "required", "type": "listStr"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32", "float16", "float32"], "format": ["FracZ", "FracZ", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "x"}, {"index": 1, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32", "float16", "float32"], "format": ["FracZ", "FracZ", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "y"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32", "float16", "float32"], "format": ["FracZ", "FracZ", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "Neg", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "OneHot", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "depth", "param_type": "required", "type": "int"}, {"name": "axis", "param_type": "required", "type": "int"}], "inputs": [{"index": 0, "dtype": ["int32", "int32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat"], "name": "indices"}, {"index": 1, "dtype": ["int32", "float32", "float16"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat"], "name": "on_value"}, {"index": 2, "dtype": ["int32", "float32", "float16"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat"], "name": "off_value"}], "outputs": [{"index": 0, "dtype": ["int32", "float32", "float16"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat"], "name": "output"}]}
|
|
{"op_name": "Pow", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "int32", "float16", "int32", "float32", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "NC1HWC0"], "param_type": "required", "name": "x"}, {"index": 1, "dtype": ["float16", "int32", "float16", "int32", "float32", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "NC1HWC0"], "param_type": "required", "name": "power"}], "outputs": [{"index": 0, "dtype": ["float16", "int32", "float16", "int32", "float32", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "RealDiv", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "x"}, {"index": 1, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "y"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "Reciprocal", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "ReduceMax", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [{"name": "axis", "param_type": "required", "type": "listInt"}, {"name": "keep_dims", "param_type": "required", "type": "bool"}], "inputs": [{"index": 0, "dtype": ["float16", "float16"], "format": ["DefaultFormat", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float16"], "format": ["DefaultFormat", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "ReduceMean", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [{"name": "axis", "param_type": "required", "type": "listInt"}, {"name": "keep_dims", "param_type": "required", "type": "bool"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "ReduceSum", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [{"name": "axis", "param_type": "required", "type": "listInt"}, {"name": "keep_dims", "param_type": "required", "type": "bool"}, {"name": "atomic_add", "param_type": "optional", "type": "str"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "ReluGrad", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0"], "name": "y_backprop"}, {"index": 1, "dtype": ["float16", "float32", "float16"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "ReLU", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "Reshape", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "shape", "param_type": "required", "type": "listInt"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "tensor"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "Round", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "Rsqrt", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "param_type": "required", "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "Select", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["bool", "bool", "bool", "bool", "bool", "bool"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "NC1HWC0"], "param_type": "required", "name": "condition"}, {"index": 1, "dtype": ["float16", "int32", "float16", "int32", "float32", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "NC1HWC0"], "param_type": "required", "name": "x"}, {"index": 2, "dtype": ["float16", "int32", "float16", "int32", "float32", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "NC1HWC0"], "param_type": "required", "name": "y"}], "outputs": [{"index": 0, "dtype": ["float16", "int32", "float16", "int32", "float32", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "DefaultFormat", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "Softmax", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [{"name": "axis", "param_type": "required", "type": "listInt"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "SparseSoftmaxCrossEntropyWithLogits", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "is_grad", "param_type": "optional", "type": "bool"}, {"name": "sens", "param_type": "optional", "type": "float"}], "inputs": [{"index": 0, "dtype": ["float32"], "format": ["DefaultFormat"], "name": "features"}, {"index": 1, "dtype": ["int32"], "format": ["DefaultFormat"], "name": "labels"}], "outputs": [{"index": 0, "dtype": ["float32"], "format": ["DefaultFormat"], "name": "output"}]}
|
|
{"op_name": "Sqrt", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "param_type": "required", "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "StridedSlice", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "begin", "param_type": "required", "type": "listInt"}, {"name": "end", "param_type": "required", "type": "listInt"}, {"name": "strides", "param_type": "required", "type": "listInt"}, {"name": "begin_mask", "param_type": "required", "type": "int"}, {"name": "end_mask", "param_type": "required", "type": "int"}, {"name": "ellipsis_mask", "param_type": "required", "type": "int"}, {"name": "new_axis_mask", "param_type": "required", "type": "int"}, {"name": "shrink_axis_mask", "param_type": "required", "type": "int"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
|
|
{"op_name": "Sub", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FracZ", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "x"}, {"index": 1, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FracZ", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "y"}], "outputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0", "FracZ", "FracZ", "FracZ", "FRACTAL_NZ", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "Sum", "imply_type": "AutoDiff", "fusion_type": "COMMREDUCE", "attr": [{"name": "axis", "param_type": "required", "type": "listInt"}, {"name": "keepdims", "param_type": "required", "type": "bool"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "param_type": "required", "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "output"}]}
|
|
{"op_name": "Tile", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "multiples", "param_type": "required", "type": "listInt"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "int32", "float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
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|
{"op_name": "ZerosLike", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
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|
{"op_name": "Argmax", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "axis", "param_type": "optional", "type": "int"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["int32", "int32", "int32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
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|
{"op_name": "FloorDiv", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "y"}], "outputs": [{"index": 0, "dtype": ["int32", "int32", "int32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
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|
{"op_name": "Equal", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "y"}], "outputs": [{"index": 0, "dtype": ["bool", "bool", "bool", "bool", "bool", "bool"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
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|
{"op_name": "GreaterEqual", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "y"}], "outputs": [{"index": 0, "dtype": ["bool", "bool", "bool", "bool", "bool", "bool"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
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|
{"op_name": "LessEqual", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["int32", "float16", "float32", "int32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "y"}], "outputs": [{"index": 0, "dtype": ["bool", "bool", "bool", "bool", "bool", "bool"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat", "NC1HWC0", "NC1HWC0", "NC1HWC0"], "name": "output"}]}
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|
{"op_name": "ExpandDims", "imply_type": "AutoDiff", "fusion_type": "OPAQUE", "attr": [{"name": "axis", "param_type": "required", "type": "int"}], "inputs": [{"index": 0, "dtype": ["float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "int32"], "format": ["DefaultFormat", "DefaultFormat", "DefaultFormat"], "name": "y"}]}
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|
{"op_name": "Greater", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float16", "float32", "float32"], "format": ["DefaultFormat", "NC1HWC0", "DefaultFormat", "NC1HWC0"], "name": "x"}, {"index": 1, "dtype": ["float16", "float16", "float32", "float32"], "format": ["DefaultFormat", "NC1HWC0", "DefaultFormat", "NC1HWC0"], "name": "y"}], "outputs": [{"index": 0, "dtype": ["bool", "bool", "bool", "bool"], "format": ["DefaultFormat", "NC1HWC0", "DefaultFormat", "NC1HWC0"], "name": "output"}]}
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|
{"op_name": "EquivFormat", "imply_type": "AutoDiff", "fusion_type": "ELEMWISE", "attr": [], "inputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["DefaultFormat", "DefaultFormat", "FRACTAL_NZ", "FRACTAL_NZ"], "name": "x"}], "outputs": [{"index": 0, "dtype": ["float16", "float32", "float16", "float32"], "format": ["FRACTAL_NZ", "FRACTAL_NZ", "DefaultFormat", "DefaultFormat"], "name": "output"}]}
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|
{"op_name": "Cast", "inputs": [{"index": 0, "name": "x"}], "outputs": [{"index": 0, "name": "output"}], "attr": [{"name": "dst_type", "param_type": "required", "type": "str"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["bool", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "Equal", "inputs": [{"index": 0, "name": "x"}, {"index": 1, "name": "y"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["bool", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["bool", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "SimpleMean", "inputs": [{"index": 0, "name": "x"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "SimpleMeanGrad", "inputs": [{"index": 0, "name": "HEAD"}], "outputs": [{"index": 0, "name": "output"}], "attr": [{"name": "input_shape", "param_type": "required", "type": "listInt"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "Mul", "inputs": [{"index": 0, "name": "x"}, {"index": 1, "name": "y"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "ReLU6", "inputs": [{"index": 0, "name": "x"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "ReLU6Grad", "inputs": [{"index": 0, "name": "y_grad"}, {"index": 1, "name": "x"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "Squeeze", "inputs": [{"index": 0, "name": "x"}], "outputs": [{"index": 0, "name": "output"}], "attr": [{"name": "axis", "param_type": "optional", "type": "listInt"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "SqueezeGrad", "inputs": [{"index": 0, "name": "y_grad"}], "outputs": [{"index": 0, "name": "output"}], "attr": [{"name": "x_shape", "param_type": "required", "type": "listInt"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "Tile", "inputs": [{"index": 0, "name": "x"}], "outputs": [{"index": 0, "name": "output"}], "attr": [{"name": "multiples", "param_type": "required", "type": "listInt"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "HSigmoid", "inputs": [{"index": 0, "name": "x"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "HSigmoidGrad", "inputs": [{"index": 0, "name": "y_grad"}, {"index": 1, "name": "x"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "HSwish", "inputs": [{"index": 0, "name": "x"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "HSwishGrad", "inputs": [{"index": 0, "name": "y_grad"}, {"index": 1, "name": "x"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "Sub", "inputs": [{"index": 0, "name": "x"}, {"index": 1, "name": "y"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "LogicalAnd", "inputs": [{"index": 0, "name": "x"}, {"index": 1, "name": "y"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "DefaultFormat"], ["bool", "DefaultFormat"], ["bool", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "LogicalNot", "inputs": [{"index": 0, "name": "x"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "DefaultFormat"], ["bool", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "LogicalOr", "inputs": [{"index": 0, "name": "x"}, {"index": 1, "name": "y"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "DefaultFormat"], ["bool", "DefaultFormat"], ["bool", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "LessEqual", "inputs": [{"index": 0, "name": "x"}, {"index": 1, "name": "y"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["bool", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["bool", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "NotEqual", "inputs": [{"index": 0, "name": "x"}, {"index": 1, "name": "y"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["bool", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["bool", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "GreaterEqual", "inputs": [{"index": 0, "name": "x"}, {"index": 1, "name": "y"}], "outputs": [{"index": 0, "name": "output"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["bool", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["bool", "DefaultFormat"]]], "imply_type": "AutoDiff", "processor": "cuda"}
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|
{"op_name": "Abs", "inputs": [{"index": 0, "name": "x", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]], [["int32", ""], ["int32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "abs.so", "compute_cost": 10, "kernel_name": "abs", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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|
{"op_name": "InplaceAdd", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "v", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "indices", "param_type": "required", "type": "listInt", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "inplace_add_d.so", "compute_cost": 10, "kernel_name": "inplace_add_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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|
{"op_name": "InplaceSub", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "v", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "indices", "param_type": "required", "type": "listInt", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "inplace_sub_d.so", "compute_cost": 10, "kernel_name": "inplace_sub_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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|
{"op_name": "AbsGrad", "inputs": [{"index": 0, "name": "y", "param_type": "required"}, {"index": 1, "name": "dy", "param_type": "required"}], "outputs": [{"index": 0, "name": "z", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "FracZ"], ["float16", "FracZ"], ["float16", "FracZ"]], [["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "abs_grad.so", "compute_cost": 10, "kernel_name": "abs_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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|
{"op_name": "ACos", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "acos.so", "compute_cost": 10, "kernel_name": "acos", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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|
{"op_name": "ACosGrad", "inputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "dy", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "z", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "FracZ"], ["float16", "FracZ"], ["float16", "FracZ"]], [["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "acos_grad.so", "compute_cost": 10, "kernel_name": "acos_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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|
{"op_name": "Acosh", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "acosh.so", "compute_cost": 10, "kernel_name": "acosh", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Cast", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "dst_type", "param_type": "required", "type": "int", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["bool", ""], ["float16", ""]], [["bool", ""], ["uint8", ""]], [["bool", ""], ["float32", ""]], [["bool", ""], ["int32", ""]], [["int8", ""], ["float16", ""]], [["int8", ""], ["float32", ""]], [["int8", ""], ["int32", ""]], [["uint8", ""], ["float16", ""]], [["uint8", ""], ["float32", ""]], [["uint8", ""], ["int32", ""]], [["int32", ""], ["bool", ""]], [["int32", ""], ["float16", ""]], [["int32", ""], ["float32", ""]], [["int32", ""], ["int8", ""]], [["int32", ""], ["uint8", ""]], [["float16", ""], ["uint8", ""]], [["float16", ""], ["float32", ""]], [["float16", ""], ["int32", ""]], [["float32", ""], ["float16", ""]], [["float32", ""], ["int32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "cast.so", "compute_cost": 10, "kernel_name": "cast", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Conv2DBackpropFilter", "inputs": [{"index": 0, "name": "out_backprop", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "filter_sizes", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "stride", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "pad_list", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "dilation", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "groups", "param_type": "optional", "type": "int", "value": "all"}, {"name": "data_format", "param_type": "optional", "type": "str", "value": "all"}], "fusion_type": "CONVLUTION", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float32", "FracZ"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "conv2d_backprop_filter_d.so", "compute_cost": 10, "kernel_name": "conv2d_backprop_filter_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Conv2DBackpropInput", "inputs": [{"index": 0, "name": "out_backprop", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "filter", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [{"name": "input_sizes", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "stride", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "pad_list", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "dilation", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "group", "param_type": "optional", "type": "int", "value": "all"}, {"name": "data_format", "param_type": "optional", "type": "str", "value": "all"}], "fusion_type": "CONVLUTION", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "FracZ"], ["float16", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "conv2d_backprop_input_d.so", "compute_cost": 10, "kernel_name": "conv2d_backprop_input_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ConfusionMulGrad", "inputs": [{"index": 0, "name": "input0", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "input1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "input2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "output0", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "output1", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "keep_dims", "param_type": "required", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "", "compute_cost": 10, "kernel_name": "", "partial_flag": false, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "DropoutDoMask", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "mask", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "keep_prob", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["", ""], ["", ""], ["", ""], ["", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "drop_out_do_mask.so", "compute_cost": 10, "kernel_name": "drop_out_do_mask", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "dynamicFormat"}
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{"op_name": "Gelu", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "gelu.so", "compute_cost": 10, "kernel_name": "gelu", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "GeluGrad", "inputs": [{"index": 0, "name": "dy", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "z", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "gelu_grad.so", "compute_cost": 10, "kernel_name": "gelu_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "MaxPool", "inputs": [{"index": 0, "name": "input_data", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "output_data", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "ksize", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "strides", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "padding", "param_type": "required", "type": "str", "value": "all"}, {"name": "data_format", "param_type": "required", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "max_pool.so", "compute_cost": 10, "kernel_name": "max_pool", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "MaxPoolGrad", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "grad", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "ksize", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "strides", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "padding", "param_type": "required", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "max_pool_grad.so", "compute_cost": 10, "kernel_name": "max_pool_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "MaxPoolGradWithArgmax", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "grad", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "argmax", "need_compile": false, "param_type": "optional", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "ksize", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "strides", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "padding", "param_type": "required", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["uint16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["int64", "NC1HWC0"], ["float16", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "max_pool_grad_with_argmax.so", "compute_cost": 10, "kernel_name": "max_pool_grad_with_argmax", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "MaxPoolWithArgmax", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "argmax", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "ksize", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "strides", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "padding", "param_type": "required", "type": "str", "value": "all"}], "fusion_type": "CONVLUTION", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["uint16", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "max_pool_with_argmax.so", "compute_cost": 10, "kernel_name": "max_pool_with_argmax", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Mul", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "output", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["", ""], ["", ""], ["", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "mul.so", "compute_cost": 10, "kernel_name": "mul", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "dynamicFormat"}
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{"op_name": "RealDiv", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "z", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", ""], ["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "realdiv.so", "compute_cost": 10, "kernel_name": "realdiv", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "ReLU", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["int8", ""], ["int8", ""]], [["int32", ""], ["int32", ""]], [["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "relu.so", "compute_cost": 10, "kernel_name": "relu", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "ReluGrad", "inputs": [{"index": 0, "name": "gradients", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "features", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "backprops", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["int8", ""], ["int8", ""], ["int8", ""]], [["uint8", ""], ["uint8", ""], ["uint8", ""]], [["int32", ""], ["int32", ""], ["int32", ""]], [["float16", ""], ["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "relugrad.so", "compute_cost": 10, "kernel_name": "relugrad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "ReLU6", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]], [["int32", ""], ["int32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "relu6.so", "compute_cost": 10, "kernel_name": "relu6", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "ReLU6Grad", "inputs": [{"index": 0, "name": "gradients", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "features", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "backprops", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"]], [["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "relu6_grad.so", "compute_cost": 10, "kernel_name": "relu6_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "FloorDiv", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["int8", ""], ["int8", ""], ["int8", ""]], [["uint8", ""], ["uint8", ""], ["uint8", ""]], [["int32", ""], ["int32", ""], ["int32", ""]], [["float16", ""], ["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "floordiv.so", "compute_cost": 10, "kernel_name": "floordiv", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "ZerosLike", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["bool", ""], ["bool", ""]], [["int8", ""], ["int8", ""]], [["uint8", ""], ["uint8", ""]], [["int32", ""], ["int32", ""]], [["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "zeros_like.so", "compute_cost": 10, "kernel_name": "zeros_like", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Neg", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["int32", ""], ["int32", ""]], [["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "neg.so", "compute_cost": 10, "kernel_name": "neg", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "NPUClearFloatStatus", "inputs": [{"index": 0, "name": "addr", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "data", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "n_p_u_clear_float_status.so", "compute_cost": 10, "kernel_name": "n_p_u_clear_float_status", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "NPUGetFloatStatus", "inputs": [{"index": 0, "name": "addr", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "data", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "n_p_u_get_float_status.so", "compute_cost": 10, "kernel_name": "n_p_u_get_float_status", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "NPUAllocFloatStatus", "inputs": [], "outputs": [{"index": 0, "name": "data", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "n_p_u_alloc_float_status.so", "compute_cost": 10, "kernel_name": "n_p_u_alloc_float_status", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "OneHot", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "on_value", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "off_value", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "depth", "param_type": "required", "type": "int", "value": "all"}, {"name": "axis", "param_type": "required", "type": "int", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["uint8", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int32", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "one_hot.so", "compute_cost": 10, "kernel_name": "one_hot", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Equal", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["int8", ""], ["int8", ""], ["bool", ""]], [["uint8", ""], ["uint8", ""], ["bool", ""]], [["int32", ""], ["int32", ""], ["bool", ""]], [["float16", ""], ["float16", ""], ["bool", ""]], [["float32", ""], ["float32", ""], ["bool", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "equal.so", "compute_cost": 10, "kernel_name": "equal", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "Less", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int8", ""], ["int8", ""], ["bool", ""]], [["uint8", ""], ["uint8", ""], ["bool", ""]], [["int32", ""], ["int32", ""], ["bool", ""]], [["float16", ""], ["float16", ""], ["bool", ""]], [["float32", ""], ["float32", ""], ["bool", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "less.so", "compute_cost": 10, "kernel_name": "less", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "LessEqual", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "begin_norm_axis", "param_type": "required", "type": "int", "value": "all"}, {"name": "begin_params_axis", "param_type": "required", "type": "int", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["int8", ""], ["int8", ""], ["bool", ""]], [["uint8", ""], ["uint8", ""], ["bool", ""]], [["int32", ""], ["int32", ""], ["bool", ""]], [["float16", ""], ["float16", ""], ["bool", ""]], [["float32", ""], ["float32", ""], ["bool", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "less_equal.so", "compute_cost": 10, "kernel_name": "less_equal", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "LogicalAnd", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["bool", ""], ["bool", ""], ["bool", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "logical_and.so", "compute_cost": 10, "kernel_name": "logical_and", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "LogicalNot", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["bool", ""], ["bool", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "logical_not.so", "compute_cost": 10, "kernel_name": "logical_not", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "LogicalOr", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["bool", ""], ["bool", ""], ["bool", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "logical_or.so", "compute_cost": 10, "kernel_name": "logical_or", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "ReduceMax", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "optional", "type": "listInt", "value": "all"}, {"name": "keep_dims", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["bool", ""], ["bool", ""]], [["int8", ""], ["int8", ""]], [["uint8", ""], ["uint8", ""]], [["int32", ""], ["int32", ""]], [["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "reduce_max_d.so", "compute_cost": 10, "kernel_name": "reduce_max_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "reduce"}
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{"op_name": "ReduceMin", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "keep_dims", "param_type": "required", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["int8", ""], ["int8", ""]], [["uint8", ""], ["uint8", ""]], [["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "reduce_min_d.so", "compute_cost": 10, "kernel_name": "reduce_min_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "reduce"}
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{"op_name": "ReduceSum", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "optional", "type": "listInt", "value": "all"}, {"name": "keep_dims", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "reduce_sum_d.so", "compute_cost": 10, "kernel_name": "reduce_sum_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "reduce"}
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{"op_name": "Round", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]], [["int32", ""], ["int32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "round.so", "compute_cost": 10, "kernel_name": "round", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Tanh", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "tanh.so", "compute_cost": 10, "kernel_name": "tanh", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "TanhGrad", "inputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "dy", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "z", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "tanh_grad.so", "compute_cost": 10, "kernel_name": "tanh_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Softmax", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "optional", "type": "listInt", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "softmax.so", "compute_cost": 10, "kernel_name": "softmax", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Softsign", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "softsign.so", "compute_cost": 10, "kernel_name": "softsign", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Softplus", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "softplus.so", "compute_cost": 10, "kernel_name": "softplus", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "SoftplusGrad", "inputs": [{"index": 0, "name": "gradients", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "features", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "backprops", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", ""], ["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "softplus_grad.so", "compute_cost": 10, "kernel_name": "softplus_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "SoftmaxGradExt", "inputs": [{"index": 0, "name": "grad", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "keepdims", "param_type": "required", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["", ""], ["", ""], ["", ""], ["", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "softmax_grad_ext.so", "compute_cost": 10, "kernel_name": "softmax_grad_ext", "partial_flag": true, "reshape_type": "", "dynamic_format": true, "op_pattern": "dynamicFormat"}
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{"op_name": "Square", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int32", ""], ["int32", ""]], [["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "square.so", "compute_cost": 10, "kernel_name": "square", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Sqrt", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "sqrt.so", "compute_cost": 10, "kernel_name": "sqrt", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "SparseApplyFtrl", "inputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "accum", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "linear", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "grad", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "indices", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "accum", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "linear", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "lr", "param_type": "required", "type": "float", "value": "all"}, {"name": "l1", "param_type": "required", "type": "float", "value": "all"}, {"name": "l2", "param_type": "required", "type": "float", "value": "all"}, {"name": "lr_power", "param_type": "required", "type": "float", "value": "all"}, {"name": "use_locking", "param_type": "optional", "type": "bool", "value": "true,false", "default_value": "false"}], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "NCHW"], ["float32", "NCHW"], ["float32", "NCHW"], ["float32", "NCHW"], ["int32", "NCHW"], ["float32", "NCHW"], ["float32", "NCHW"], ["float32", "NCHW"]], [["float32", "NHWC"], ["float32", "NHWC"], ["float32", "NHWC"], ["float32", "NHWC"], ["int32", "NHWC"], ["float32", "NHWC"], ["float32", "NHWC"], ["float32", "NHWC"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "sparse_apply_ftrl.so", "compute_cost": 10, "kernel_name": "sparse_apply_ftrl", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Sign", "inputs": [{"index": 0, "name": "x", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]], [["int32", ""], ["int32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "sign.so", "compute_cost": 10, "kernel_name": "sign", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Greater", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int8", ""], ["int8", ""], ["bool", ""]], [["uint8", ""], ["uint8", ""], ["bool", ""]], [["int32", ""], ["int32", ""], ["bool", ""]], [["float16", ""], ["float16", ""], ["bool", ""]], [["float32", ""], ["float32", ""], ["bool", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "greater.so", "compute_cost": 10, "kernel_name": "greater", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "ClipByNormNoDivSum", "inputs": [{"index": 0, "name": "input_x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "input1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "input2", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "input3", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "output_y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "clip_by_norm_no_div_sum.so", "compute_cost": 10, "kernel_name": "clip_by_norm_no_div_sum", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ClipByValue", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "clip_value_min", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "clip_value_max", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "dst_type", "param_type": "required", "type": "int", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["int32", ""], ["int32", ""], ["int32", ""], ["int32", ""]], [["float16", ""], ["float16", ""], ["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "clip_by_value.so", "compute_cost": 10, "kernel_name": "clip_by_value", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "LayerNormBetaGammaBackprop", "inputs": [{"index": 0, "name": "dy", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "variance", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "mean", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "pd_gamma", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "pd_beta", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "shape_gamma", "param_type": "required", "type": "listInt", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", ""], ["float16", ""], ["float16", ""], ["float16", ""], ["float32", ""], ["float32", ""]], [["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "layer_norm_beta_gamma_backprop.so", "compute_cost": 10, "kernel_name": "layer_norm_beta_gamma_backprop", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "dynamicFormat"}
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{"op_name": "LayerNorm", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "gamma", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "beta", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "mean", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "variance", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "begin_norm_axis", "param_type": "required", "type": "int", "value": "all"}, {"name": "begin_params_axis", "param_type": "required", "type": "int", "value": "all"}, {"name": "epsilon", "param_type": "optional", "type": "float", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", ""], ["float16", ""], ["float16", ""], ["float16", ""], ["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "layer_norm.so", "compute_cost": 10, "kernel_name": "layer_norm", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "dynamicFormat"}
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{"op_name": "LayerNormGrad", "inputs": [{"index": 0, "name": "dy", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "variance", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "mean", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "gamma", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "pd_x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "pd_gamma", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "pd_beta", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "layer_norm_grad.so", "compute_cost": 10, "kernel_name": "layer_norm_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "LayerNormXBackprop", "inputs": [{"index": 0, "name": "dy", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "variance", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "mean", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "gamma", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "pd_x", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", ""], ["float16", ""], ["float16", ""], ["float16", ""], ["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "layer_norm_x_backprop.so", "compute_cost": 10, "kernel_name": "layer_norm_x_backprop", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "dynamicFormat"}
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{"op_name": "L2Loss", "inputs": [{"index": 0, "name": "x", "param_type": "required"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "FracZ"], ["float16", "DefaultFormat"]], [["float16", "FRACTAL_NZ"], ["float16", "DefaultFormat"]], [["float16", "NC1HWC0"], ["float16", "DefaultFormat"]], [["float16", "C1HWNCoC0"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "FracZ"], ["float32", "DefaultFormat"]], [["float32", "FRACTAL_NZ"], ["float32", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "DefaultFormat"]], [["float32", "C1HWNCoC0"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "l2_loss.so", "compute_cost": 10, "kernel_name": "l2_loss", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "L2Normalize", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "epsilon", "param_type": "required", "type": "float", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "l2_normalize.so", "compute_cost": 10, "kernel_name": "l2_normalize", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "L2NormalizeGrad", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "dy", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "dx", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "epsilon", "param_type": "required", "type": "float", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "l2_normalize_grad.so", "compute_cost": 10, "kernel_name": "l2_normalize_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "SquareSumV1", "inputs": [{"index": 0, "name": "input_x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "output1", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "optional", "type": "listInt", "value": "all"}, {"name": "keep_dims", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "square_sum_v1.so", "compute_cost": 10, "kernel_name": "square_sum_v1", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "SquareSumV2", "inputs": [{"index": 0, "name": "input_x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "output1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "output2", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "optional", "type": "listInt", "value": "all"}, {"name": "keep_dims", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "square_sum_v2.so", "compute_cost": 10, "kernel_name": "square_sum_v2", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ConfusionTransposeD", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "perm", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "shape", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "transpose_first", "param_type": "required", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["", ""], ["", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "confusion_transpose_d.so", "compute_cost": 10, "kernel_name": "confusion_transpose_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "dynamicFormat"}
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{"op_name": "ConfusionSoftmaxGrad", "inputs": [{"index": 0, "name": "grad", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "confusion_softmax_grad.so", "compute_cost": 10, "kernel_name": "confusion_softmax_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "LambUpdateWithLrV2", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "x3", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "x4", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "x5", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 5, "name": "greater_y", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 6, "name": "select_e", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "lamb_update_with_lr_v2.so", "compute_cost": 10, "kernel_name": "lamb_update_with_lr_v2", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "LambNextMV", "inputs": [{"index": 0, "name": "input1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "input2", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "input3", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "input4", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "input5", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 5, "name": "input6", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 6, "name": "input7", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 7, "name": "input8", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 8, "name": "input9", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 9, "name": "inputx0", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 10, "name": "inputx1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 11, "name": "inputx2", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 12, "name": "inputx3", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "output1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "output2", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "output3", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "output4", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "lamb_next_m_v.so", "compute_cost": 10, "kernel_name": "lamb_next_m_v", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Pad", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "paddings", "param_type": "optional", "type": "listListInt", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "pad_d.so", "compute_cost": 10, "kernel_name": "pad_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ArgMaxWithValue", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "indice", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "values", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "int", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "arg_max_with_value.so", "compute_cost": 10, "kernel_name": "arg_max_with_value", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ArgMinWithValue", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "indice", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "values", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "int", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "arg_min_with_value.so", "compute_cost": 10, "kernel_name": "arg_min_with_value", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "SmoothL1Loss", "inputs": [{"index": 0, "name": "predict", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "label", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "loss", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "sigma", "param_type": "required", "type": "float", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "FracZ"], ["float16", "FracZ"], ["float16", "FracZ"]], [["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "smooth_l1_loss.so", "compute_cost": 10, "kernel_name": "smooth_l1_loss", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "SmoothL1LossGrad", "inputs": [{"index": 0, "name": "predict", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "label", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "dout", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "loss", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "sigma", "param_type": "required", "type": "float", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "FracZ"], ["float16", "FracZ"], ["float16", "FracZ"], ["float16", "FracZ"]], [["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "smooth_l1_loss_grad.so", "compute_cost": 10, "kernel_name": "smooth_l1_loss_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "FusedMulAdd", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "x3", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["", ""], ["", ""], ["", ""], ["", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "fused_mul_add.so", "compute_cost": 10, "kernel_name": "fused_mul_add", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "dynamicFormat"}
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{"op_name": "FusedMulAddN", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "x3", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "DefaultFormat"], ["float16", "NC1HWC0"]], [["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"], ["float16", "DefaultFormat"], ["float16", "C1HWNCoC0"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "FracZ"], ["float16", "FracZ"], ["float16", "DefaultFormat"], ["float16", "FracZ"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "DefaultFormat"], ["float32", "NC1HWC0"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "DefaultFormat"], ["float32", "C1HWNCoC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "FracZ"], ["float32", "FracZ"], ["float32", "DefaultFormat"], ["float32", "FracZ"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "fused_mul_add_n.so", "compute_cost": 10, "kernel_name": "fused_mul_add_n", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Fill", "inputs": [{"index": 0, "name": "value", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "dims", "param_type": "required", "type": "listInt", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "FracZ"], ["float16", "FracZ"]], [["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "FracZ"], ["float32", "FracZ"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "NC1HWC0"], ["int32", "NC1HWC0"]], [["int32", "FracZ"], ["int32", "FracZ"]], [["int32", "C1HWNCoC0"], ["int32", "C1HWNCoC0"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int8", "NC1HWC0"], ["int8", "NC1HWC0"]], [["int8", "FracZ"], ["int8", "FracZ"]], [["int8", "C1HWNCoC0"], ["int8", "C1HWNCoC0"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "NC1HWC0"], ["uint8", "NC1HWC0"]], [["uint8", "FracZ"], ["uint8", "FracZ"]], [["uint8", "C1HWNCoC0"], ["uint8", "C1HWNCoC0"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "fill_d.so", "compute_cost": 10, "kernel_name": "fill_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Erf", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "erf.so", "compute_cost": 10, "kernel_name": "erf", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "DepthwiseConv2dNative", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "filter", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "bias", "need_compile": false, "param_type": "optional", "shape": "all"}, {"index": 3, "name": "offset_w", "need_compile": false, "param_type": "optional", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [{"name": "stride", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "dilation", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "pads", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "data_format", "param_type": "required", "type": "str", "value": "all"}, {"name": "offset_a", "param_type": "optional", "type": "int", "value": "all"}], "fusion_type": "CONVLUTION", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "C1HWNCoC0"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "depthwise_conv2d.so", "compute_cost": 10, "kernel_name": "depthwise_conv2d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "DepthwiseConv2dNativeBackpropFilter", "inputs": [{"index": 0, "name": "input", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "out_backprop", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "filter_grad", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "filter_size", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "stride", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "dilation", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "pads", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "data_format", "param_type": "required", "type": "str", "value": "all"}], "fusion_type": "CONVLUTION", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float32", "C1HWNCoC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "depthwise_conv2d_backprop_filter_d.so", "compute_cost": 10, "kernel_name": "depthwise_conv2d_backprop_filter_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "DepthwiseConv2dNativeBackpropInput", "inputs": [{"index": 0, "name": "filter", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "out_backprop", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "input_grad", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "input_size", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "stride", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "dilation", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "pads", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "data_format", "param_type": "required", "type": "str", "value": "all"}], "fusion_type": "CONVLUTION", "dtype_format": [[["float16", "C1HWNCoC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "depthwise_conv2d_backprop_input_d.so", "compute_cost": 10, "kernel_name": "depthwise_conv2d_backprop_input_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "GreaterEqual", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int8", ""], ["int8", ""], ["bool", ""]], [["uint8", ""], ["uint8", ""], ["bool", ""]], [["int32", ""], ["int32", ""], ["bool", ""]], [["float16", ""], ["float16", ""], ["bool", ""]], [["float32", ""], ["float32", ""], ["bool", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "greater_equal.so", "compute_cost": 10, "kernel_name": "greater_equal", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "NotEqual", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["int8", ""], ["int8", ""], ["bool", ""]], [["uint8", ""], ["uint8", ""], ["bool", ""]], [["int32", ""], ["int32", ""], ["bool", ""]], [["float16", ""], ["float16", ""], ["bool", ""]], [["float32", ""], ["float32", ""], ["bool", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "not_equal.so", "compute_cost": 10, "kernel_name": "not_equal", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "FloorMod", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""], ["float32", ""]], [["int32", ""], ["int32", ""], ["int32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "floor_mod.so", "compute_cost": 10, "kernel_name": "floor_mod", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "ScatterNdUpdate", "inputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "indices", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "updates", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "use_locking", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int32", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["int32", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["bool", "DefaultFormat"], ["int32", "DefaultFormat"], ["bool", "DefaultFormat"], ["bool", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "scatter_nd_update.so", "compute_cost": 10, "kernel_name": "scatter_nd_update", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "AvgPool", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "ksize", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "strides", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "padding", "param_type": "required", "type": "str", "value": "all"}, {"name": "data_format", "param_type": "optional", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "avg_pool.so", "compute_cost": 10, "kernel_name": "avg_pool", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "AvgPoolGrad", "inputs": [{"index": 0, "name": "input_grad", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "mean_matrix", "need_compile": false, "param_type": "optional", "shape": "all"}, {"index": 2, "name": "kernel_matrix", "need_compile": false, "param_type": "optional", "shape": "all"}], "outputs": [{"index": 0, "name": "out_grad", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [{"name": "x_origin", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "ksize", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "strides", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "padding", "param_type": "required", "type": "str", "value": "all"}, {"name": "data_format", "param_type": "optional", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "C1HWNCoC0"], ["float16", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "avg_pool_grad_d.so", "compute_cost": 10, "kernel_name": "avg_pool_grad_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "OnesLike", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["uint8", ""], ["uint8", ""]], [["int8", ""], ["int8", ""]], [["int32", ""], ["int32", ""]], [["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "ones_like.so", "compute_cost": 10, "kernel_name": "ones_like", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "BatchToSpace", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "block_size", "param_type": "required", "type": "int", "value": "all"}, {"name": "crops", "param_type": "required", "type": "listListInt", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "batch_to_space_d.so", "compute_cost": 10, "kernel_name": "batch_to_space_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "SpaceToBatch", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "block_size", "param_type": "required", "type": "int", "value": "all"}, {"name": "paddings", "param_type": "required", "type": "listListInt", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "space_to_batch_d.so", "compute_cost": 10, "kernel_name": "space_to_batch_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "DepthToSpace", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "block_size", "param_type": "required", "type": "int", "value": "all"}, {"name": "data_format", "param_type": "optional", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NHWC"], ["float16", "NHWC"]], [["float32", "NHWC"], ["float32", "NHWC"]], [["int8", "NHWC"], ["int8", "NHWC"]], [["int16", "NHWC"], ["int16", "NHWC"]], [["int32", "NHWC"], ["int32", "NHWC"]], [["int64", "NHWC"], ["int64", "NHWC"]], [["uint8", "NHWC"], ["uint8", "NHWC"]], [["uint16", "NHWC"], ["uint16", "NHWC"]], [["uint32", "NHWC"], ["uint32", "NHWC"]], [["uint64", "NHWC"], ["uint64", "NHWC"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "depth_to_space.so", "compute_cost": 10, "kernel_name": "depth_to_space", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "SpaceToDepth", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "block_size", "param_type": "required", "type": "int", "value": "all"}, {"name": "data_format", "param_type": "optional", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NHWC"], ["float16", "NHWC"]], [["float32", "NHWC"], ["float32", "NHWC"]], [["int8", "NHWC"], ["int8", "NHWC"]], [["int16", "NHWC"], ["int16", "NHWC"]], [["int32", "NHWC"], ["int32", "NHWC"]], [["int64", "NHWC"], ["int64", "NHWC"]], [["uint8", "NHWC"], ["uint8", "NHWC"]], [["uint16", "NHWC"], ["uint16", "NHWC"]], [["uint32", "NHWC"], ["uint32", "NHWC"]], [["uint64", "NHWC"], ["uint64", "NHWC"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "space_to_depth.so", "compute_cost": 10, "kernel_name": "space_to_depth", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Floor", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "floor.so", "compute_cost": 10, "kernel_name": "floor", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Ceil", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "ceil.so", "compute_cost": 10, "kernel_name": "ceil", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Log1p", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "log1p.so", "compute_cost": 10, "kernel_name": "log1p", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "ResizeBilinear", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "size", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "align_corners", "param_type": "optional", "type": "bool", "value": "all"}, {"name": "half_pixel_centers", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "resize_bilinear_v2_d.so", "compute_cost": 10, "kernel_name": "resize_bilinear_v2_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ResizeBilinearGrad", "inputs": [{"index": 0, "name": "grads", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "original_image", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "align_corners", "param_type": "optional", "type": "bool", "value": "all"}, {"name": "half_pixel_centers", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "resize_bilinear_v2_grad.so", "compute_cost": 10, "kernel_name": "resize_bilinear_v2_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Flatten", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["int16", "DefaultFormat"], ["int16", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "flatten.so", "compute_cost": 10, "kernel_name": "flatten", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ROIAlign", "inputs": [{"index": 0, "name": "features", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "rois", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "rois_n", "need_compile": false, "param_type": "optional", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "spatial_scale", "param_type": "required", "type": "float", "value": "all"}, {"name": "pooled_height", "param_type": "required", "type": "int", "value": "all"}, {"name": "pooled_width", "param_type": "required", "type": "int", "value": "all"}, {"name": "sample_num", "param_type": "optional", "type": "int", "value": "all", "default_value": "2"}, {"name": "roi_end_mode", "param_type": "optional", "type": "0,1", "value": "1"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "NC1HWC0"]], [["float32", "NC1HWC0"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "roi_align.so", "compute_cost": 10, "kernel_name": "roi_align", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ROIAlignGrad", "inputs": [{"index": 0, "name": "ydiff", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "rois", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "rois_n", "need_compile": false, "param_type": "optional", "shape": "all"}], "outputs": [{"index": 0, "name": "xdiff", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "xdiff_shape", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "pooled_width", "param_type": "required", "type": "int", "value": "all"}, {"name": "pooled_height", "param_type": "required", "type": "int", "value": "all"}, {"name": "spatial_scale", "param_type": "required", "type": "float", "value": "all"}, {"name": "sample_num", "param_type": "optional", "type": "int", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "NC1HWC0"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "roi_align_grad.so", "compute_cost": 10, "kernel_name": "roi_align_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "SGD", "inputs": [{"index": 0, "name": "parameters", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "gradient", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "learning_rate", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "accum", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "momentum", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 5, "name": "stat", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "parameters", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "dampening", "param_type": "optional", "type": "float", "value": "all"}, {"name": "weight_decay", "param_type": "optional", "type": "float", "value": "all"}, {"name": "nesterov", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "DefaultFormat"], ["float16", "NC1HWC0"], ["float16", "DefaultFormat"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "FracZ"], ["float16", "FracZ"], ["float16", "DefaultFormat"], ["float16", "FracZ"], ["float16", "DefaultFormat"], ["float16", "FracZ"], ["float16", "FracZ"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "DefaultFormat"], ["float32", "NC1HWC0"], ["float32", "DefaultFormat"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "FracZ"], ["float32", "FracZ"], ["float32", "DefaultFormat"], ["float32", "FracZ"], ["float32", "DefaultFormat"], ["float32", "FracZ"], ["float32", "FracZ"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "sgd.so", "compute_cost": 10, "kernel_name": "sgd", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Argmin", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "int", "value": "all"}, {"name": "output_dtype", "param_type": "optional", "type": "type", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["int32", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "arg_min_d.so", "compute_cost": 10, "kernel_name": "arg_min_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "BNTrainingUpdateV2", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all", "reshape_type": "NC"}, {"index": 1, "name": "sum", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "square_sum", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "scale", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "offset", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all", "reshape_type": "NC"}, {"index": 1, "name": "batch_mean", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "batch_variance", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "epsilon", "param_type": "required", "type": "float", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float16", ""], ["float32", ""], ["float32", ""]], [["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "bn_training_update_v2.so", "compute_cost": 10, "kernel_name": "bn_training_update_v2", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "dynamicFormat"}
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{"op_name": "BNTrainingUpdateV3", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all", "reshape_type": "NC"}, {"index": 1, "name": "sum", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "square_sum", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "scale", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "offset", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all", "reshape_type": "NC"}, {"index": 1, "name": "batch_mean", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "batch_variance", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "reserve_1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "reserve_2", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "epsilon", "param_type": "required", "type": "float", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float16", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "bn_training_update_v3.so", "compute_cost": 10, "kernel_name": "bn_training_update_v3", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "SquareSumAll", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "y2", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "square_sum_all.so", "compute_cost": 10, "kernel_name": "square_sum", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Pack", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "dynamic", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "optional", "type": "int", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int16", "DefaultFormat"], ["int16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["bool", "DefaultFormat"], ["bool", "DefaultFormat"]], [["int8", "NDHWC"], ["int8", "NDHWC"]], [["int16", "NDHWC"], ["int16", "NDHWC"]], [["int32", "NDHWC"], ["int32", "NDHWC"]], [["int64", "NDHWC"], ["int64", "NDHWC"]], [["uint8", "NDHWC"], ["uint8", "NDHWC"]], [["uint16", "NDHWC"], ["uint16", "NDHWC"]], [["uint32", "NDHWC"], ["uint32", "NDHWC"]], [["uint64", "NDHWC"], ["uint64", "NDHWC"]], [["float16", "NDHWC"], ["float16", "NDHWC"]], [["float32", "NDHWC"], ["float32", "NDHWC"]], [["bool", "NDHWC"], ["bool", "NDHWC"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "pack.so", "compute_cost": 10, "kernel_name": "pack", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Unpack", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "dynamic", "shape": "all"}], "attr": [{"name": "num", "param_type": "optional", "type": "int", "value": "all"}, {"name": "axis", "param_type": "required", "type": "int", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int16", "DefaultFormat"], ["int16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint16", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["uint32", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["uint64", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int8", "NC1HWC0"], ["int8", "NC1HWC0"]], [["int16", "NC1HWC0"], ["int16", "NC1HWC0"]], [["int32", "NC1HWC0"], ["int32", "NC1HWC0"]], [["int64", "NC1HWC0"], ["int64", "NC1HWC0"]], [["uint8", "NC1HWC0"], ["uint8", "NC1HWC0"]], [["uint16", "NC1HWC0"], ["uint16", "NC1HWC0"]], [["uint32", "NC1HWC0"], ["uint32", "NC1HWC0"]], [["uint64", "NC1HWC0"], ["uint64", "NC1HWC0"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "unpack.so", "compute_cost": 10, "kernel_name": "unpack", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ScatterUpdate", "inputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "indices", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "updates", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "use_locking", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int32", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["int32", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["bool", "DefaultFormat"], ["int32", "DefaultFormat"], ["bool", "DefaultFormat"], ["bool", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "scatter_update.so", "compute_cost": 10, "kernel_name": "scatter_update", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "PReLU", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "weight", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "NCHW"], ["float16", "DefaultFormat"], ["float16", "NCHW"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "NCHW"], ["float32", "DefaultFormat"], ["float32", "NCHW"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "prelu.so", "compute_cost": 10, "kernel_name": "prelu", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "PReLUGrad", "inputs": [{"index": 0, "name": "grads", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "features", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "weights", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "dx", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 0, "name": "da", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float32", "NCHW"], ["float32", "NCHW"], ["float32", "DefaultFormat"], ["float32", "NCHW"], ["float32", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "prelu_grad.so", "compute_cost": 10, "kernel_name": "prelu_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "BinaryCrossEntropy", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "weight", "need_compile": false, "param_type": "optional", "shape": "all"}], "outputs": [{"index": 0, "name": "output", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "reduction", "param_type": "optional", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["", ""], ["", ""], ["", ""], ["", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "binary_cross_entropy.so", "compute_cost": 10, "kernel_name": "binary_cross_entropy", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "dynamicFormat"}
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{"op_name": "BinaryCrossEntropyGrad", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "grad_output", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "weight", "need_compile": false, "param_type": "optional", "shape": "all"}], "outputs": [{"index": 0, "name": "output", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "reduction", "param_type": "optional", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "binary_cross_entropy_grad.so", "compute_cost": 10, "kernel_name": "binary_cross_entropy_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Sin", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "sin.so", "compute_cost": 10, "kernel_name": "sin", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Cos", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "cos.so", "compute_cost": 10, "kernel_name": "cos", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "CumSum", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "optional", "type": "int", "value": "all", "default_value": "0"}, {"name": "exclusive", "param_type": "optional", "type": "bool", "value": "true,false", "default_value": "fales"}, {"name": "reverse", "param_type": "optional", "type": "bool", "value": "true,false", "default_value": "false"}], "fusion_type": "OPAQUE", "dtype_format": [[["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "cumsum_d.so", "compute_cost": 10, "kernel_name": "cumsum_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ApplyRMSProp", "inputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "ms", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "mom", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "lr", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "grad", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "ms", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "mom", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "rho", "param_type": "required", "type": "float", "value": "all"}, {"name": "momentum", "param_type": "required", "type": "float", "value": "all"}, {"name": "epsilon", "param_type": "required", "type": "float", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"], ["float32", "DefaultFormat"], ["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "DefaultFormat"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "DefaultFormat"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "apply_rms_prop.so", "compute_cost": 10, "kernel_name": "apply_rms_prop_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "CumProd", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "optional", "type": "int", "value": "all"}, {"name": "exclusive", "param_type": "optional", "type": "bool", "value": "all"}, {"name": "reverse", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "cumprod_d.so", "compute_cost": 10, "kernel_name": "cumprod_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ReduceProd", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "keep_dims", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["int8", ""], ["int8", ""]], [["uint8", ""], ["uint8", ""]], [["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "reduce_prod_d.so", "compute_cost": 10, "kernel_name": "reduce_prod_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "reduce"}
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{"op_name": "FlattenGrad", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "shape", "param_type": "required", "type": "listInt", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "reshape.so", "compute_cost": 10, "kernel_name": "reshape", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ScatterAdd", "inputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "indices", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "updates", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "use_locking", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int32", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["int32", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "scatter_add.so", "compute_cost": 10, "kernel_name": "scatter_add", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Atan2", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "atan2.so", "compute_cost": 10, "kernel_name": "atan2", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "BesselI0e", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "bessel_i0e.so", "compute_cost": 10, "kernel_name": "bessel_i0e", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "BesselI1e", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "bessel_i1e.so", "compute_cost": 10, "kernel_name": "bessel_i1e", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "BatchToSpaceND", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all", "reshape_type": "NH"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all", "reshape_type": "NH"}], "attr": [{"name": "block_shape", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "crops", "param_type": "required", "type": "listListInt", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "batch_to_space_nd_d.so", "compute_cost": 10, "kernel_name": "batch_to_space_nd_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "SpaceToBatchND", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all", "reshape_type": "NH"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all", "reshape_type": "NH"}], "attr": [{"name": "block_shape", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "paddings", "param_type": "required", "type": "listListInt", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "space_to_batch_nd_d.so", "compute_cost": 10, "kernel_name": "space_to_batch_nd_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "BitwiseAnd", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int16", ""], ["int16", ""], ["int16", ""]], [["uint16", ""], ["uint16", ""], ["uint16", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "bitwise_and.so", "compute_cost": 10, "kernel_name": "bitwise_and", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "BitwiseOr", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int16", ""], ["int16", ""], ["int16", ""]], [["uint16", ""], ["uint16", ""], ["uint16", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "bitwise_or.so", "compute_cost": 10, "kernel_name": "bitwise_or", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "BitwiseXor", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int16", ""], ["int16", ""], ["int16", ""]], [["uint16", ""], ["uint16", ""], ["uint16", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "bitwise_xor.so", "compute_cost": 10, "kernel_name": "bitwise_xor", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "ReduceAll", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "keep_dims", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["bool", ""], ["bool", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "reduce_all_d.so", "compute_cost": 10, "kernel_name": "reduce_all_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "reduce"}
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{"op_name": "SparseApplyAdagrad", "inputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "accum", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "grad", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "indices", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "accum", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "lr", "param_type": "required", "type": "float", "value": "all"}, {"name": "update_slots", "param_type": "optional", "type": "bool", "value": "all"}, {"name": "use_locking", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "NCHW"], ["float32", "NCHW"], ["float32", "NCHW"], ["int32", "NCHW"], ["float32", "NCHW"], ["float32", "NCHW"]], [["float32", "NHWC"], ["float32", "NHWC"], ["float32", "NHWC"], ["int32", "NHWC"], ["float32", "NHWC"], ["float32", "NHWC"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "sparse_apply_adagrad_d.so", "compute_cost": 10, "kernel_name": "sparse_apply_adagrad_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "UnsortedSegmentMin", "inputs": [{"index": 0, "name": "data", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "segment_ids", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "num_segments", "param_type": "required", "type": "int", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["int32", "DefaultFormat"], ["float16", "NC1HWC0"]], [["float16", "FracZ"], ["int32", "DefaultFormat"], ["float16", "FracZ"]], [["float16", "C1HWNCoC0"], ["int32", "DefaultFormat"], ["float16", "C1HWNCoC0"]], [["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "NC1HWC0"], ["int32", "DefaultFormat"], ["float32", "NC1HWC0"]], [["float32", "FracZ"], ["int32", "DefaultFormat"], ["float32", "FracZ"]], [["float32", "C1HWNCoC0"], ["int32", "DefaultFormat"], ["float32", "C1HWNCoC0"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "NC1HWC0"], ["int32", "DefaultFormat"], ["int32", "NC1HWC0"]], [["int32", "FracZ"], ["int32", "DefaultFormat"], ["int32", "FracZ"]], [["int32", "C1HWNCoC0"], ["int32", "DefaultFormat"], ["int32", "C1HWNCoC0"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "unsorted_segment_min_d.so", "compute_cost": 10, "kernel_name": "unsorted_segment_min_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Asin", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "asin.so", "compute_cost": 10, "kernel_name": "asin", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "AsinGrad", "inputs": [{"index": 0, "name": "y", "param_type": "required", "shape": "all"}, {"index": 1, "name": "dy", "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "z", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "FracZ"], ["float16", "FracZ"], ["float16", "FracZ"]], [["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "asin_grad.so", "compute_cost": 10, "kernel_name": "asin_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "AsinhGrad", "inputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "dy", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "z", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "FracZ"], ["float16", "FracZ"], ["float16", "FracZ"]], [["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "FracZ"], ["float32", "FracZ"], ["float32", "FracZ"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "asinh_grad.so", "compute_cost": 10, "kernel_name": "asinh_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "DivNoNan", "inputs": [{"index": 0, "name": "x1", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "x2", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["int8", ""], ["int8", ""], ["int8", ""]], [["uint8", ""], ["uint8", ""], ["uint8", ""]], [["int32", ""], ["int32", ""], ["int32", ""]], [["float16", ""], ["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "div_no_nan.so", "compute_cost": 10, "kernel_name": "div_no_nan", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "Atan", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "atan.so", "compute_cost": 10, "kernel_name": "atan", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "AtanGrad", "inputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "dy", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "z", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "FracZ"], ["float16", "FRACTAL_NZ"], ["float16", "FracZ"]], [["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"], ["float16", "C1HWNCoC0"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["float32", "FracZ"], ["float32", "FRACTAL_NZ"], ["float32", "FracZ"]], [["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"], ["float32", "C1HWNCoC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "atan_grad.so", "compute_cost": 10, "kernel_name": "atan_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Atanh", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "atanh.so", "compute_cost": 10, "kernel_name": "atanh", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Cosh", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "cosh.so", "compute_cost": 10, "kernel_name": "cosh", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Sinh", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": true, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "sinh.so", "compute_cost": 10, "kernel_name": "sinh", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "Inv", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int32", ""], ["int32", ""]], [["float32", ""], ["float32", ""]], [["float16", ""], ["float16", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "inv.so", "compute_cost": 10, "kernel_name": "inv", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "InvGrad", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "grad", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", ""], ["float16", ""], ["float16", ""]], [["float32", ""], ["float32", ""], ["float32", ""]], [["int32", ""], ["int32", ""], ["int32", ""]], [["int8", ""], ["int8", ""], ["int8", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "inv_grad.so", "compute_cost": 10, "kernel_name": "inv_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "broadcast"}
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{"op_name": "Invert", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int16", ""], ["int16", ""]], [["uint16", ""], ["uint16", ""]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "invert.so", "compute_cost": 10, "kernel_name": "invert", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": "formatAgnostic"}
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{"op_name": "BasicLSTMCell", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "h", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "c", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "w", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "b", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 5, "name": "mask", "need_compile": false, "param_type": "optional", "shape": "all"}], "outputs": [{"index": 0, "name": "ct", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "ht", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "it", "need_compile": false, "param_type": "optional", "shape": "all"}, {"index": 3, "name": "jt", "need_compile": false, "param_type": "optional", "shape": "all"}, {"index": 4, "name": "ft", "need_compile": false, "param_type": "optional", "shape": "all"}, {"index": 5, "name": "ot", "need_compile": false, "param_type": "optional", "shape": "all"}, {"index": 6, "name": "tanhct", "need_compile": false, "param_type": "optional", "shape": "all"}], "attr": [{"name": "keep_prob", "param_type": "optional", "type": "float", "value": "all"}, {"name": "forget_bias", "param_type": "optional", "type": "float", "value": "all"}, {"name": "state_is_tuple", "param_type": "optional", "type": "bool", "value": "true"}, {"name": "activation", "param_type": "optional", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float16", "FracZ"], ["float32", "DefaultFormat"], ["uint8", "DefaultFormat"], ["float32", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"]], [["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FracZ"], ["float16", "DefaultFormat"], ["uint8", "DefaultFormat"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "basic_lstm_cell.so", "compute_cost": 10, "kernel_name": "basic_lstm_cell", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "BasicLSTMCellCStateGrad", "inputs": [{"index": 0, "name": "c", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "dht", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "dct", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 3, "name": "it", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 4, "name": "jt", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 5, "name": "ft", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 6, "name": "ot", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 7, "name": "tanhct", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "dgate", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "dct_1", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "forget_bias", "param_type": "optional", "type": "float", "value": "all"}, {"name": "activation", "param_type": "optional", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"]], [["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "basic_lstm_cell_c_state_grad.so", "compute_cost": 10, "kernel_name": "basic_lstm_cell_c_state_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "BasicLSTMCellWeightGrad", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "h", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "dgate", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "dw", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "db", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FracZ"], ["float32", "DefaultFormat"]], [["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"], ["float16", "FracZ"], ["float16", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "basic_lstm_cell_weight_grad.so", "compute_cost": 10, "kernel_name": "basic_lstm_cell_weight_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "BasicLSTMCellInputGrad", "inputs": [{"index": 0, "name": "dgate", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "w", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "dropout_mask", "need_compile": false, "param_type": "optional", "shape": "all"}], "outputs": [{"index": 0, "name": "dxt", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "dht", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "keep_prob", "param_type": "optional", "type": "float", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "FRACTAL_NZ"], ["float16", "FracZ"], ["uint8", "DefaultFormat"], ["float32", "FRACTAL_NZ"], ["float32", "FRACTAL_NZ"]], [["float16", "FRACTAL_NZ"], ["float16", "FracZ"], ["uint8", "DefaultFormat"], ["float16", "FRACTAL_NZ"], ["float16", "FRACTAL_NZ"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "basic_lstm_cell_input_grad.so", "compute_cost": 10, "kernel_name": "basic_lstm_cell_input_grad", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ConfusionMatrix", "inputs": [{"index": 0, "name": "labels", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "predictions", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "weights", "need_compile": false, "param_type": "optional", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "num_classes", "param_type": "required", "type": "int", "value": "all"}, {"name": "dtype", "param_type": "required", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "confusion_matrix.so", "compute_cost": 10, "kernel_name": "confusion_matrix", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "BroadcastTo", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "shape", "param_type": "required", "type": "listInt", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["uint16", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "broadcast_to_d.so", "compute_cost": 10, "kernel_name": "broadcast_to_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "StridedRead", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "int", "value": "all"}, {"name": "stride", "param_type": "required", "type": "int", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["int8", "NC1HWC0"], ["int8", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "strided_read.so", "compute_cost": 10, "kernel_name": "strided_read", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "StridedWrite", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "axis", "param_type": "required", "type": "int", "value": "all"}, {"name": "stride", "param_type": "required", "type": "int", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["int8", "NC1HWC0"], ["int8", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "strided_write.so", "compute_cost": 10, "kernel_name": "strided_write", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "Range", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "start", "param_type": "required", "type": "float", "value": "all"}, {"name": "limit", "param_type": "required", "type": "float", "value": "all"}, {"name": "delta", "param_type": "required", "type": "float", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "range_d.so", "compute_cost": 10, "kernel_name": "range_d", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ScatterSub", "inputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "indices", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "updates", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "use_locking", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int32", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["int32", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "scatter_sub.so", "compute_cost": 10, "kernel_name": "scatter_sub", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ScatterMul", "inputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "indices", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "updates", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "use_locking", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int32", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["int32", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "scatter_mul.so", "compute_cost": 10, "kernel_name": "scatter_mul", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ScatterDiv", "inputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "indices", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "updates", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "var", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "use_locking", "param_type": "optional", "type": "bool", "value": "all"}], "fusion_type": "ELEMWISE", "dtype_format": [[["float16", "DefaultFormat"], ["int32", "DefaultFormat"], ["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float32", "DefaultFormat"], ["int32", "DefaultFormat"], ["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int8", "DefaultFormat"], ["int32", "DefaultFormat"], ["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["uint8", "DefaultFormat"], ["int32", "DefaultFormat"], ["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "scatter_div.so", "compute_cost": 10, "kernel_name": "scatter_div", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "MaxPoolGradGradWithArgmax", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 1, "name": "grad", "need_compile": false, "param_type": "required", "shape": "all"}, {"index": 2, "name": "argmax", "need_compile": false, "param_type": "optional", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "ksize", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "strides", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "padding", "param_type": "required", "type": "str", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["uint16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"], ["int64", "NC1HWC0"], ["float16", "NC1HWC0"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "max_pool_grad_grad_with_argmax.so", "compute_cost": 10, "kernel_name": "max_pool_grad_grad_with_argmax", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "PopulationCount", "inputs": [{"index": 0, "name": "x", "need_compile": false, "param_type": "required", "shape": "all"}], "outputs": [{"index": 0, "name": "y", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [], "fusion_type": "OPAQUE", "dtype_format": [[["int16", "NC1HWC0"], ["uint8", "NC1HWC0"]], [["int16", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint16", "NC1HWC0"], ["uint8", "NC1HWC0"]], [["uint16", "DefaultFormat"], ["uint8", "DefaultFormat"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "population_count.so", "compute_cost": 10, "kernel_name": "population_count", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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{"op_name": "ParallelConcat", "inputs": [{"index": 0, "name": "values", "need_compile": false, "param_type": "dynamic", "shape": "all"}], "outputs": [{"index": 0, "name": "output_data", "need_compile": false, "param_type": "required", "shape": "all"}], "attr": [{"name": "shape", "param_type": "required", "type": "listInt", "value": "all"}, {"name": "N", "param_type": "required", "type": "int", "value": "all"}], "fusion_type": "OPAQUE", "dtype_format": [[["bool", "DefaultFormat"], ["bool", "DefaultFormat"]], [["bool", "NC1HWC0"], ["bool", "NC1HWC0"]], [["int8", "DefaultFormat"], ["int8", "DefaultFormat"]], [["int8", "NC1HWC0"], ["int8", "NC1HWC0"]], [["uint8", "DefaultFormat"], ["uint8", "DefaultFormat"]], [["uint8", "NC1HWC0"], ["uint8", "NC1HWC0"]], [["int16", "DefaultFormat"], ["int16", "DefaultFormat"]], [["int16", "NC1HWC0"], ["int16", "NC1HWC0"]], [["uint16", "DefaultFormat"], ["uint16", "DefaultFormat"]], [["uint16", "NC1HWC0"], ["uint16", "NC1HWC0"]], [["int32", "DefaultFormat"], ["int32", "DefaultFormat"]], [["int32", "NC1HWC0"], ["int32", "NC1HWC0"]], [["uint32", "DefaultFormat"], ["uint32", "DefaultFormat"]], [["uint32", "NC1HWC0"], ["uint32", "NC1HWC0"]], [["int64", "DefaultFormat"], ["int64", "DefaultFormat"]], [["int64", "NC1HWC0"], ["int64", "NC1HWC0"]], [["uint64", "DefaultFormat"], ["uint64", "DefaultFormat"]], [["uint64", "NC1HWC0"], ["uint64", "NC1HWC0"]], [["float16", "DefaultFormat"], ["float16", "DefaultFormat"]], [["float16", "NC1HWC0"], ["float16", "NC1HWC0"]], [["float32", "DefaultFormat"], ["float32", "DefaultFormat"]], [["float32", "NC1HWC0"], ["float32", "NC1HWC0"]], [["bool", "NHWC"], ["bool", "NHWC"]], [["bool", "NCHW"], ["bool", "NCHW"]], [["int8", "NHWC"], ["int8", "NHWC"]], [["int8", "NCHW"], ["int8", "NCHW"]], [["uint8", "NHWC"], ["uint8", "NHWC"]], [["uint8", "NCHW"], ["uint8", "NCHW"]], [["int16", "NHWC"], ["int16", "NHWC"]], [["int16", "NCHW"], ["int16", "NCHW"]], [["uint16", "NHWC"], ["uint16", "NHWC"]], [["uint16", "NCHW"], ["uint16", "NCHW"]], [["int32", "NHWC"], ["int32", "NHWC"]], [["int32", "NCHW"], ["int32", "NCHW"]], [["uint32", "NHWC"], ["uint32", "NHWC"]], [["uint32", "NCHW"], ["uint32", "NCHW"]], [["int64", "NHWC"], ["int64", "NHWC"]], [["int64", "NCHW"], ["int64", "NCHW"]], [["uint64", "NHWC"], ["uint64", "NHWC"]], [["uint64", "NCHW"], ["uint64", "NCHW"]], [["float16", "NHWC"], ["float16", "NHWC"]], [["float16", "NCHW"], ["float16", "NCHW"]], [["float32", "NHWC"], ["float32", "NHWC"]], [["float32", "NCHW"], ["float32", "NCHW"]]], "imply_type": "TBE", "async_flag": false, "binfile_name": "parallel_concat.so", "compute_cost": 10, "kernel_name": "parallel_concat", "partial_flag": true, "reshape_type": "", "dynamic_format": false, "op_pattern": ""}
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