onnx-web-models / setup_56 /finetune /train_graph.json
zouinkhim's picture
3D full finetuning: NDHWC train_graph.json + torch_params.json, structured weight_map to_onnx, 3D runtime; 2D spike peak_mb corrected
3331842 verified
Raw History Blame Contribute Delete
24.5 kB
{
"format": "cellmap-train-graph/1",
"layout": "NDHWC",
"input": "input",
"output": "output",
"context": 88,
"params": {
"stem.conv1.weight": {
"shape": [
40,
1,
3,
3,
3
],
"trainable": true
},
"stem.conv1.bias": {
"shape": [
40
],
"trainable": true
},
"stem.norm1.weight": {
"shape": [
40
],
"trainable": true
},
"stem.norm1.bias": {
"shape": [
40
],
"trainable": true
},
"stem.conv2.weight": {
"shape": [
40,
40,
3,
3,
3
],
"trainable": true
},
"stem.conv2.bias": {
"shape": [
40
],
"trainable": true
},
"stem.norm2.weight": {
"shape": [
40
],
"trainable": true
},
"stem.norm2.bias": {
"shape": [
40
],
"trainable": true
},
"stem.skip.weight": {
"shape": [
40,
1,
1,
1,
1
],
"trainable": true
},
"stem.skip.bias": {
"shape": [
40
],
"trainable": true
},
"downs.0.conv.weight": {
"shape": [
80,
40,
2,
2,
2
],
"trainable": true
},
"downs.0.conv.bias": {
"shape": [
80
],
"trainable": true
},
"downs.1.conv.weight": {
"shape": [
160,
80,
2,
2,
2
],
"trainable": true
},
"downs.1.conv.bias": {
"shape": [
160
],
"trainable": true
},
"downs.2.conv.weight": {
"shape": [
320,
160,
2,
2,
2
],
"trainable": true
},
"downs.2.conv.bias": {
"shape": [
320
],
"trainable": true
},
"enc_blocks.0.0.conv1.weight": {
"shape": [
80,
80,
3,
3,
3
],
"trainable": true
},
"enc_blocks.0.0.conv1.bias": {
"shape": [
80
],
"trainable": true
},
"enc_blocks.0.0.norm1.weight": {
"shape": [
80
],
"trainable": true
},
"enc_blocks.0.0.norm1.bias": {
"shape": [
80
],
"trainable": true
},
"enc_blocks.0.0.conv2.weight": {
"shape": [
80,
80,
3,
3,
3
],
"trainable": true
},
"enc_blocks.0.0.conv2.bias": {
"shape": [
80
],
"trainable": true
},
"enc_blocks.0.0.norm2.weight": {
"shape": [
80
],
"trainable": true
},
"enc_blocks.0.0.norm2.bias": {
"shape": [
80
],
"trainable": true
},
"enc_blocks.1.0.conv1.weight": {
"shape": [
160,
160,
3,
3,
3
],
"trainable": true
},
"enc_blocks.1.0.conv1.bias": {
"shape": [
160
],
"trainable": true
},
"enc_blocks.1.0.norm1.weight": {
"shape": [
160
],
"trainable": true
},
"enc_blocks.1.0.norm1.bias": {
"shape": [
160
],
"trainable": true
},
"enc_blocks.1.0.conv2.weight": {
"shape": [
160,
160,
3,
3,
3
],
"trainable": true
},
"enc_blocks.1.0.conv2.bias": {
"shape": [
160
],
"trainable": true
},
"enc_blocks.1.0.norm2.weight": {
"shape": [
160
],
"trainable": true
},
"enc_blocks.1.0.norm2.bias": {
"shape": [
160
],
"trainable": true
},
"enc_blocks.2.0.conv1.weight": {
"shape": [
320,
320,
3,
3,
3
],
"trainable": true
},
"enc_blocks.2.0.conv1.bias": {
"shape": [
320
],
"trainable": true
},
"enc_blocks.2.0.norm1.weight": {
"shape": [
320
],
"trainable": true
},
"enc_blocks.2.0.norm1.bias": {
"shape": [
320
],
"trainable": true
},
"enc_blocks.2.0.conv2.weight": {
"shape": [
320,
320,
3,
3,
3
],
"trainable": true
},
"enc_blocks.2.0.conv2.bias": {
"shape": [
320
],
"trainable": true
},
"enc_blocks.2.0.norm2.weight": {
"shape": [
320
],
"trainable": true
},
"enc_blocks.2.0.norm2.bias": {
"shape": [
320
],
"trainable": true
},
"ups.0.reduce.weight": {
"shape": [
160,
320,
1,
1,
1
],
"trainable": true
},
"ups.0.reduce.bias": {
"shape": [
160
],
"trainable": true
},
"ups.1.reduce.weight": {
"shape": [
80,
160,
1,
1,
1
],
"trainable": true
},
"ups.1.reduce.bias": {
"shape": [
80
],
"trainable": true
},
"ups.2.reduce.weight": {
"shape": [
40,
80,
1,
1,
1
],
"trainable": true
},
"ups.2.reduce.bias": {
"shape": [
40
],
"trainable": true
},
"dec_blocks.0.0.conv1.weight": {
"shape": [
160,
320,
3,
3,
3
],
"trainable": true
},
"dec_blocks.0.0.conv1.bias": {
"shape": [
160
],
"trainable": true
},
"dec_blocks.0.0.norm1.weight": {
"shape": [
160
],
"trainable": true
},
"dec_blocks.0.0.norm1.bias": {
"shape": [
160
],
"trainable": true
},
"dec_blocks.0.0.conv2.weight": {
"shape": [
160,
160,
3,
3,
3
],
"trainable": true
},
"dec_blocks.0.0.conv2.bias": {
"shape": [
160
],
"trainable": true
},
"dec_blocks.0.0.norm2.weight": {
"shape": [
160
],
"trainable": true
},
"dec_blocks.0.0.norm2.bias": {
"shape": [
160
],
"trainable": true
},
"dec_blocks.0.0.skip.weight": {
"shape": [
160,
320,
1,
1,
1
],
"trainable": true
},
"dec_blocks.0.0.skip.bias": {
"shape": [
160
],
"trainable": true
},
"dec_blocks.1.0.conv1.weight": {
"shape": [
80,
160,
3,
3,
3
],
"trainable": true
},
"dec_blocks.1.0.conv1.bias": {
"shape": [
80
],
"trainable": true
},
"dec_blocks.1.0.norm1.weight": {
"shape": [
80
],
"trainable": true
},
"dec_blocks.1.0.norm1.bias": {
"shape": [
80
],
"trainable": true
},
"dec_blocks.1.0.conv2.weight": {
"shape": [
80,
80,
3,
3,
3
],
"trainable": true
},
"dec_blocks.1.0.conv2.bias": {
"shape": [
80
],
"trainable": true
},
"dec_blocks.1.0.norm2.weight": {
"shape": [
80
],
"trainable": true
},
"dec_blocks.1.0.norm2.bias": {
"shape": [
80
],
"trainable": true
},
"dec_blocks.1.0.skip.weight": {
"shape": [
80,
160,
1,
1,
1
],
"trainable": true
},
"dec_blocks.1.0.skip.bias": {
"shape": [
80
],
"trainable": true
},
"dec_blocks.2.0.conv1.weight": {
"shape": [
40,
80,
3,
3,
3
],
"trainable": true
},
"dec_blocks.2.0.conv1.bias": {
"shape": [
40
],
"trainable": true
},
"dec_blocks.2.0.norm1.weight": {
"shape": [
40
],
"trainable": true
},
"dec_blocks.2.0.norm1.bias": {
"shape": [
40
],
"trainable": true
},
"dec_blocks.2.0.conv2.weight": {
"shape": [
40,
40,
3,
3,
3
],
"trainable": true
},
"dec_blocks.2.0.conv2.bias": {
"shape": [
40
],
"trainable": true
},
"dec_blocks.2.0.norm2.weight": {
"shape": [
40
],
"trainable": true
},
"dec_blocks.2.0.norm2.bias": {
"shape": [
40
],
"trainable": true
},
"dec_blocks.2.0.skip.weight": {
"shape": [
40,
80,
1,
1,
1
],
"trainable": true
},
"dec_blocks.2.0.skip.bias": {
"shape": [
40
],
"trainable": true
},
"final_conv.weight": {
"shape": [
1,
40,
1,
1,
1
],
"trainable": true
},
"final_conv.bias": {
"shape": [
1
],
"trainable": true
}
},
"ops": [
{
"op": "conv",
"x": "input",
"y": "/stem/skip/Conv_output_0",
"w": "stem.skip.weight",
"b": "stem.skip.bias",
"stride": [
1,
1,
1
]
},
{
"op": "conv",
"x": "input",
"y": "/stem/conv1/Conv_output_0",
"w": "stem.conv1.weight",
"b": "stem.conv1.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/stem/conv1/Conv_output_0",
"y": "/stem/norm1/InstanceNormalization_output_0",
"scale": "stem.norm1.weight",
"bias": "stem.norm1.bias",
"eps": 9.999999747378752e-06
},
{
"op": "relu",
"x": "/stem/norm1/InstanceNormalization_output_0",
"y": "/stem/act/Relu_output_0"
},
{
"op": "conv",
"x": "/stem/act/Relu_output_0",
"y": "/stem/conv2/Conv_output_0",
"w": "stem.conv2.weight",
"b": "stem.conv2.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/stem/conv2/Conv_output_0",
"y": "/stem/norm2/InstanceNormalization_output_0",
"scale": "stem.norm2.weight",
"bias": "stem.norm2.bias",
"eps": 9.999999747378752e-06
},
{
"op": "crop",
"x": "/stem/skip/Conv_output_0",
"y": "/stem/Slice_output_0",
"axis": "d",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/stem/Slice_output_0",
"y": "/stem/Slice_1_output_0",
"axis": "h",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/stem/Slice_1_output_0",
"y": "/stem/Slice_2_output_0",
"axis": "w",
"start": 2,
"end_margin": 2
},
{
"op": "add",
"x": "/stem/norm2/InstanceNormalization_output_0",
"x2": "/stem/Slice_2_output_0",
"y": "/stem/Add_output_0"
},
{
"op": "relu",
"x": "/stem/Add_output_0",
"y": "/stem/act_1/Relu_output_0"
},
{
"op": "conv",
"x": "/stem/act_1/Relu_output_0",
"y": "/downs.0/conv/Conv_output_0",
"w": "downs.0.conv.weight",
"b": "downs.0.conv.bias",
"stride": [
2,
2,
2
]
},
{
"op": "conv",
"x": "/downs.0/conv/Conv_output_0",
"y": "/enc_blocks.0.0/conv1/Conv_output_0",
"w": "enc_blocks.0.0.conv1.weight",
"b": "enc_blocks.0.0.conv1.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/enc_blocks.0.0/conv1/Conv_output_0",
"y": "/enc_blocks.0.0/norm1/InstanceNormalization_output_0",
"scale": "enc_blocks.0.0.norm1.weight",
"bias": "enc_blocks.0.0.norm1.bias",
"eps": 9.999999747378752e-06
},
{
"op": "relu",
"x": "/enc_blocks.0.0/norm1/InstanceNormalization_output_0",
"y": "/enc_blocks.0.0/act/Relu_output_0"
},
{
"op": "conv",
"x": "/enc_blocks.0.0/act/Relu_output_0",
"y": "/enc_blocks.0.0/conv2/Conv_output_0",
"w": "enc_blocks.0.0.conv2.weight",
"b": "enc_blocks.0.0.conv2.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/enc_blocks.0.0/conv2/Conv_output_0",
"y": "/enc_blocks.0.0/norm2/InstanceNormalization_output_0",
"scale": "enc_blocks.0.0.norm2.weight",
"bias": "enc_blocks.0.0.norm2.bias",
"eps": 9.999999747378752e-06
},
{
"op": "crop",
"x": "/downs.0/conv/Conv_output_0",
"y": "/enc_blocks.0.0/Slice_output_0",
"axis": "d",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/enc_blocks.0.0/Slice_output_0",
"y": "/enc_blocks.0.0/Slice_1_output_0",
"axis": "h",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/enc_blocks.0.0/Slice_1_output_0",
"y": "/enc_blocks.0.0/Slice_2_output_0",
"axis": "w",
"start": 2,
"end_margin": 2
},
{
"op": "add",
"x": "/enc_blocks.0.0/norm2/InstanceNormalization_output_0",
"x2": "/enc_blocks.0.0/Slice_2_output_0",
"y": "/enc_blocks.0.0/Add_output_0"
},
{
"op": "relu",
"x": "/enc_blocks.0.0/Add_output_0",
"y": "/enc_blocks.0.0/act_1/Relu_output_0"
},
{
"op": "conv",
"x": "/enc_blocks.0.0/act_1/Relu_output_0",
"y": "/downs.1/conv/Conv_output_0",
"w": "downs.1.conv.weight",
"b": "downs.1.conv.bias",
"stride": [
2,
2,
2
]
},
{
"op": "conv",
"x": "/downs.1/conv/Conv_output_0",
"y": "/enc_blocks.1.0/conv1/Conv_output_0",
"w": "enc_blocks.1.0.conv1.weight",
"b": "enc_blocks.1.0.conv1.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/enc_blocks.1.0/conv1/Conv_output_0",
"y": "/enc_blocks.1.0/norm1/InstanceNormalization_output_0",
"scale": "enc_blocks.1.0.norm1.weight",
"bias": "enc_blocks.1.0.norm1.bias",
"eps": 9.999999747378752e-06
},
{
"op": "relu",
"x": "/enc_blocks.1.0/norm1/InstanceNormalization_output_0",
"y": "/enc_blocks.1.0/act/Relu_output_0"
},
{
"op": "conv",
"x": "/enc_blocks.1.0/act/Relu_output_0",
"y": "/enc_blocks.1.0/conv2/Conv_output_0",
"w": "enc_blocks.1.0.conv2.weight",
"b": "enc_blocks.1.0.conv2.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/enc_blocks.1.0/conv2/Conv_output_0",
"y": "/enc_blocks.1.0/norm2/InstanceNormalization_output_0",
"scale": "enc_blocks.1.0.norm2.weight",
"bias": "enc_blocks.1.0.norm2.bias",
"eps": 9.999999747378752e-06
},
{
"op": "crop",
"x": "/downs.1/conv/Conv_output_0",
"y": "/enc_blocks.1.0/Slice_output_0",
"axis": "d",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/enc_blocks.1.0/Slice_output_0",
"y": "/enc_blocks.1.0/Slice_1_output_0",
"axis": "h",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/enc_blocks.1.0/Slice_1_output_0",
"y": "/enc_blocks.1.0/Slice_2_output_0",
"axis": "w",
"start": 2,
"end_margin": 2
},
{
"op": "add",
"x": "/enc_blocks.1.0/norm2/InstanceNormalization_output_0",
"x2": "/enc_blocks.1.0/Slice_2_output_0",
"y": "/enc_blocks.1.0/Add_output_0"
},
{
"op": "relu",
"x": "/enc_blocks.1.0/Add_output_0",
"y": "/enc_blocks.1.0/act_1/Relu_output_0"
},
{
"op": "conv",
"x": "/enc_blocks.1.0/act_1/Relu_output_0",
"y": "/downs.2/conv/Conv_output_0",
"w": "downs.2.conv.weight",
"b": "downs.2.conv.bias",
"stride": [
2,
2,
2
]
},
{
"op": "conv",
"x": "/downs.2/conv/Conv_output_0",
"y": "/enc_blocks.2.0/conv1/Conv_output_0",
"w": "enc_blocks.2.0.conv1.weight",
"b": "enc_blocks.2.0.conv1.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/enc_blocks.2.0/conv1/Conv_output_0",
"y": "/enc_blocks.2.0/norm1/InstanceNormalization_output_0",
"scale": "enc_blocks.2.0.norm1.weight",
"bias": "enc_blocks.2.0.norm1.bias",
"eps": 9.999999747378752e-06
},
{
"op": "relu",
"x": "/enc_blocks.2.0/norm1/InstanceNormalization_output_0",
"y": "/enc_blocks.2.0/act/Relu_output_0"
},
{
"op": "conv",
"x": "/enc_blocks.2.0/act/Relu_output_0",
"y": "/enc_blocks.2.0/conv2/Conv_output_0",
"w": "enc_blocks.2.0.conv2.weight",
"b": "enc_blocks.2.0.conv2.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/enc_blocks.2.0/conv2/Conv_output_0",
"y": "/enc_blocks.2.0/norm2/InstanceNormalization_output_0",
"scale": "enc_blocks.2.0.norm2.weight",
"bias": "enc_blocks.2.0.norm2.bias",
"eps": 9.999999747378752e-06
},
{
"op": "crop",
"x": "/downs.2/conv/Conv_output_0",
"y": "/enc_blocks.2.0/Slice_output_0",
"axis": "d",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/enc_blocks.2.0/Slice_output_0",
"y": "/enc_blocks.2.0/Slice_1_output_0",
"axis": "h",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/enc_blocks.2.0/Slice_1_output_0",
"y": "/enc_blocks.2.0/Slice_2_output_0",
"axis": "w",
"start": 2,
"end_margin": 2
},
{
"op": "add",
"x": "/enc_blocks.2.0/norm2/InstanceNormalization_output_0",
"x2": "/enc_blocks.2.0/Slice_2_output_0",
"y": "/enc_blocks.2.0/Add_output_0"
},
{
"op": "relu",
"x": "/enc_blocks.2.0/Add_output_0",
"y": "/enc_blocks.2.0/act_1/Relu_output_0"
},
{
"op": "upsample",
"x": "/enc_blocks.2.0/act_1/Relu_output_0",
"y": "/ups.0/Resize_output_0",
"factor": 2
},
{
"op": "conv",
"x": "/ups.0/Resize_output_0",
"y": "/ups.0/reduce/Conv_output_0",
"w": "ups.0.reduce.weight",
"b": "ups.0.reduce.bias",
"stride": [
1,
1,
1
]
},
{
"op": "crop",
"x": "/enc_blocks.1.0/act_1/Relu_output_0",
"y": "/Slice_output_0",
"axis": "d",
"start": 4,
"end_margin": 4
},
{
"op": "crop",
"x": "/Slice_output_0",
"y": "/Slice_1_output_0",
"axis": "h",
"start": 4,
"end_margin": 4
},
{
"op": "crop",
"x": "/Slice_1_output_0",
"y": "/Slice_2_output_0",
"axis": "w",
"start": 4,
"end_margin": 4
},
{
"op": "concat",
"xs": [
"/ups.0/reduce/Conv_output_0",
"/Slice_2_output_0"
],
"y": "/Concat_output_0"
},
{
"op": "conv",
"x": "/Concat_output_0",
"y": "/dec_blocks.0.0/skip/Conv_output_0",
"w": "dec_blocks.0.0.skip.weight",
"b": "dec_blocks.0.0.skip.bias",
"stride": [
1,
1,
1
]
},
{
"op": "conv",
"x": "/Concat_output_0",
"y": "/dec_blocks.0.0/conv1/Conv_output_0",
"w": "dec_blocks.0.0.conv1.weight",
"b": "dec_blocks.0.0.conv1.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/dec_blocks.0.0/conv1/Conv_output_0",
"y": "/dec_blocks.0.0/norm1/InstanceNormalization_output_0",
"scale": "dec_blocks.0.0.norm1.weight",
"bias": "dec_blocks.0.0.norm1.bias",
"eps": 9.999999747378752e-06
},
{
"op": "relu",
"x": "/dec_blocks.0.0/norm1/InstanceNormalization_output_0",
"y": "/dec_blocks.0.0/act/Relu_output_0"
},
{
"op": "conv",
"x": "/dec_blocks.0.0/act/Relu_output_0",
"y": "/dec_blocks.0.0/conv2/Conv_output_0",
"w": "dec_blocks.0.0.conv2.weight",
"b": "dec_blocks.0.0.conv2.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/dec_blocks.0.0/conv2/Conv_output_0",
"y": "/dec_blocks.0.0/norm2/InstanceNormalization_output_0",
"scale": "dec_blocks.0.0.norm2.weight",
"bias": "dec_blocks.0.0.norm2.bias",
"eps": 9.999999747378752e-06
},
{
"op": "crop",
"x": "/dec_blocks.0.0/skip/Conv_output_0",
"y": "/dec_blocks.0.0/Slice_output_0",
"axis": "d",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/dec_blocks.0.0/Slice_output_0",
"y": "/dec_blocks.0.0/Slice_1_output_0",
"axis": "h",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/dec_blocks.0.0/Slice_1_output_0",
"y": "/dec_blocks.0.0/Slice_2_output_0",
"axis": "w",
"start": 2,
"end_margin": 2
},
{
"op": "add",
"x": "/dec_blocks.0.0/norm2/InstanceNormalization_output_0",
"x2": "/dec_blocks.0.0/Slice_2_output_0",
"y": "/dec_blocks.0.0/Add_output_0"
},
{
"op": "relu",
"x": "/dec_blocks.0.0/Add_output_0",
"y": "/dec_blocks.0.0/act_1/Relu_output_0"
},
{
"op": "upsample",
"x": "/dec_blocks.0.0/act_1/Relu_output_0",
"y": "/ups.1/Resize_output_0",
"factor": 2
},
{
"op": "conv",
"x": "/ups.1/Resize_output_0",
"y": "/ups.1/reduce/Conv_output_0",
"w": "ups.1.reduce.weight",
"b": "ups.1.reduce.bias",
"stride": [
1,
1,
1
]
},
{
"op": "crop",
"x": "/enc_blocks.0.0/act_1/Relu_output_0",
"y": "/Slice_3_output_0",
"axis": "d",
"start": 16,
"end_margin": 16
},
{
"op": "crop",
"x": "/Slice_3_output_0",
"y": "/Slice_4_output_0",
"axis": "h",
"start": 16,
"end_margin": 16
},
{
"op": "crop",
"x": "/Slice_4_output_0",
"y": "/Slice_5_output_0",
"axis": "w",
"start": 16,
"end_margin": 16
},
{
"op": "concat",
"xs": [
"/ups.1/reduce/Conv_output_0",
"/Slice_5_output_0"
],
"y": "/Concat_1_output_0"
},
{
"op": "conv",
"x": "/Concat_1_output_0",
"y": "/dec_blocks.1.0/skip/Conv_output_0",
"w": "dec_blocks.1.0.skip.weight",
"b": "dec_blocks.1.0.skip.bias",
"stride": [
1,
1,
1
]
},
{
"op": "conv",
"x": "/Concat_1_output_0",
"y": "/dec_blocks.1.0/conv1/Conv_output_0",
"w": "dec_blocks.1.0.conv1.weight",
"b": "dec_blocks.1.0.conv1.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/dec_blocks.1.0/conv1/Conv_output_0",
"y": "/dec_blocks.1.0/norm1/InstanceNormalization_output_0",
"scale": "dec_blocks.1.0.norm1.weight",
"bias": "dec_blocks.1.0.norm1.bias",
"eps": 9.999999747378752e-06
},
{
"op": "relu",
"x": "/dec_blocks.1.0/norm1/InstanceNormalization_output_0",
"y": "/dec_blocks.1.0/act/Relu_output_0"
},
{
"op": "conv",
"x": "/dec_blocks.1.0/act/Relu_output_0",
"y": "/dec_blocks.1.0/conv2/Conv_output_0",
"w": "dec_blocks.1.0.conv2.weight",
"b": "dec_blocks.1.0.conv2.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/dec_blocks.1.0/conv2/Conv_output_0",
"y": "/dec_blocks.1.0/norm2/InstanceNormalization_output_0",
"scale": "dec_blocks.1.0.norm2.weight",
"bias": "dec_blocks.1.0.norm2.bias",
"eps": 9.999999747378752e-06
},
{
"op": "crop",
"x": "/dec_blocks.1.0/skip/Conv_output_0",
"y": "/dec_blocks.1.0/Slice_output_0",
"axis": "d",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/dec_blocks.1.0/Slice_output_0",
"y": "/dec_blocks.1.0/Slice_1_output_0",
"axis": "h",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/dec_blocks.1.0/Slice_1_output_0",
"y": "/dec_blocks.1.0/Slice_2_output_0",
"axis": "w",
"start": 2,
"end_margin": 2
},
{
"op": "add",
"x": "/dec_blocks.1.0/norm2/InstanceNormalization_output_0",
"x2": "/dec_blocks.1.0/Slice_2_output_0",
"y": "/dec_blocks.1.0/Add_output_0"
},
{
"op": "relu",
"x": "/dec_blocks.1.0/Add_output_0",
"y": "/dec_blocks.1.0/act_1/Relu_output_0"
},
{
"op": "upsample",
"x": "/dec_blocks.1.0/act_1/Relu_output_0",
"y": "/ups.2/Resize_output_0",
"factor": 2
},
{
"op": "conv",
"x": "/ups.2/Resize_output_0",
"y": "/ups.2/reduce/Conv_output_0",
"w": "ups.2.reduce.weight",
"b": "ups.2.reduce.bias",
"stride": [
1,
1,
1
]
},
{
"op": "crop",
"x": "/stem/act_1/Relu_output_0",
"y": "/Slice_6_output_0",
"axis": "d",
"start": 40,
"end_margin": 40
},
{
"op": "crop",
"x": "/Slice_6_output_0",
"y": "/Slice_7_output_0",
"axis": "h",
"start": 40,
"end_margin": 40
},
{
"op": "crop",
"x": "/Slice_7_output_0",
"y": "/Slice_8_output_0",
"axis": "w",
"start": 40,
"end_margin": 40
},
{
"op": "concat",
"xs": [
"/ups.2/reduce/Conv_output_0",
"/Slice_8_output_0"
],
"y": "/Concat_2_output_0"
},
{
"op": "conv",
"x": "/Concat_2_output_0",
"y": "/dec_blocks.2.0/skip/Conv_output_0",
"w": "dec_blocks.2.0.skip.weight",
"b": "dec_blocks.2.0.skip.bias",
"stride": [
1,
1,
1
]
},
{
"op": "conv",
"x": "/Concat_2_output_0",
"y": "/dec_blocks.2.0/conv1/Conv_output_0",
"w": "dec_blocks.2.0.conv1.weight",
"b": "dec_blocks.2.0.conv1.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/dec_blocks.2.0/conv1/Conv_output_0",
"y": "/dec_blocks.2.0/norm1/InstanceNormalization_output_0",
"scale": "dec_blocks.2.0.norm1.weight",
"bias": "dec_blocks.2.0.norm1.bias",
"eps": 9.999999747378752e-06
},
{
"op": "relu",
"x": "/dec_blocks.2.0/norm1/InstanceNormalization_output_0",
"y": "/dec_blocks.2.0/act/Relu_output_0"
},
{
"op": "conv",
"x": "/dec_blocks.2.0/act/Relu_output_0",
"y": "/dec_blocks.2.0/conv2/Conv_output_0",
"w": "dec_blocks.2.0.conv2.weight",
"b": "dec_blocks.2.0.conv2.bias",
"stride": [
1,
1,
1
]
},
{
"op": "inorm",
"x": "/dec_blocks.2.0/conv2/Conv_output_0",
"y": "/dec_blocks.2.0/norm2/InstanceNormalization_output_0",
"scale": "dec_blocks.2.0.norm2.weight",
"bias": "dec_blocks.2.0.norm2.bias",
"eps": 9.999999747378752e-06
},
{
"op": "crop",
"x": "/dec_blocks.2.0/skip/Conv_output_0",
"y": "/dec_blocks.2.0/Slice_output_0",
"axis": "d",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/dec_blocks.2.0/Slice_output_0",
"y": "/dec_blocks.2.0/Slice_1_output_0",
"axis": "h",
"start": 2,
"end_margin": 2
},
{
"op": "crop",
"x": "/dec_blocks.2.0/Slice_1_output_0",
"y": "/dec_blocks.2.0/Slice_2_output_0",
"axis": "w",
"start": 2,
"end_margin": 2
},
{
"op": "add",
"x": "/dec_blocks.2.0/norm2/InstanceNormalization_output_0",
"x2": "/dec_blocks.2.0/Slice_2_output_0",
"y": "/dec_blocks.2.0/Add_output_0"
},
{
"op": "relu",
"x": "/dec_blocks.2.0/Add_output_0",
"y": "/dec_blocks.2.0/act_1/Relu_output_0"
},
{
"op": "conv",
"x": "/dec_blocks.2.0/act_1/Relu_output_0",
"y": "output",
"w": "final_conv.weight",
"b": "final_conv.bias",
"stride": [
1,
1,
1
]
}
]
}