Simplify the version bump process. ### Description

Simplify the version bump process.

- Use substitution hook in docs to update CDN URL.
  - In `dev` or `prerelease` versions, it will point to `dev` url
  - In `stable` versions, it will point it `vX.Y.Z` url
- Introduce a version bump script `tools/bump_version.py`.


~- Use `bump2version` to bump Python versions (continuing from #2460)~
~- Use `npm version` to bump JS versions~
~- Update `run_docker` script to use latest deployed pre-built docker image when `--pre-built` option is specified.~

### Checklists

- [x] Add new / update outdated documentation

pytorch1.11.0:

input_0

onnx::Conv_33

onnx::Conv_34input.4Conv_0"Conv*
	dilations@@*
group*
kernel_shape@@*
pads@@@@*
strides@@2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/conv.py(443): _conv_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/conv.py(447): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(73): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


input.4onnx::MaxPool_21Relu_1"Relu2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(1442): relu
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/activation.py(98): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(73): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


onnx::MaxPool_21input.8	MaxPool_2"MaxPool*
kernel_shape@@*
pads@@@@*
strides@@2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(797): _max_pool2d
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/_jit_internal.py(422): fn
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/pooling.py(162): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(73): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


input.8

onnx::Conv_36

onnx::Conv_37input.16Conv_3"Conv*
	dilations@@*
group*
kernel_shape@@*
pads@@@@*
strides@@2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/conv.py(443): _conv_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/conv.py(447): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(74): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


input.16onnx::MaxPool_25Relu_4"Relu2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(1442): relu
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/activation.py(98): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(74): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


onnx::MaxPool_25onnx::Flatten_26	MaxPool_5"MaxPool*
kernel_shape@@*
pads@@@@*
strides@@2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(797): _max_pool2d
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/_jit_internal.py(422): fn
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/pooling.py(162): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(74): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>



onnx::Flatten_26
onnx::Gemm_27	Flatten_6"Flatten*
axis2
runtorch.py(76): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>



onnx::Gemm_27
layer3.0.weight

layer3.0.biasinput.20Gemm_7"Gemm*
alpha?*
beta?*
transB2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/linear.py(103): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(77): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


input.20
onnx::Gemm_29Relu_8"Relu2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(1442): relu
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/activation.py(98): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(77): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
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/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>



onnx::Gemm_29
layer3.2.weight

layer3.2.biaslogitsGemm_9"Gemm*
alpha?*
beta?*
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runtorch.py(77): forward
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/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
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/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


logitsoutput_0
Softmax_10"Softmax*
axis2
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(1818): softmax
runtorch.py(78): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
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/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>
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onnx::Conv_33

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runtorch.py(142): <module>


input.4onnx::MaxPool_21Relu_1"Relu2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(1442): relu
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/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


onnx::MaxPool_21input.8	MaxPool_2"MaxPool*
kernel_shape@@*
pads@@@@*
strides@@2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(797): _max_pool2d
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/_jit_internal.py(422): fn
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/pooling.py(162): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(73): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


input.8

onnx::Conv_36

onnx::Conv_37input.16Conv_3"Conv*
	dilations@@*
group*
kernel_shape@@*
pads@@@@*
strides@@2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/conv.py(443): _conv_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/conv.py(447): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(74): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


input.16onnx::MaxPool_25Relu_4"Relu2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(1442): relu
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/activation.py(98): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(74): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


onnx::MaxPool_25onnx::Flatten_26	MaxPool_5"MaxPool*
kernel_shape@@*
pads@@@@*
strides@@2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(797): _max_pool2d
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/_jit_internal.py(422): fn
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/pooling.py(162): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(74): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>



onnx::Flatten_26
onnx::Gemm_27	Flatten_6"Flatten*
axis2
runtorch.py(76): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>



onnx::Gemm_27
layer3.0.weight

layer3.0.biasinput.20Gemm_7"Gemm*
alpha?*
beta?*
transB2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/linear.py(103): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(77): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


input.20
onnx::Gemm_29Relu_8"Relu2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(1442): relu
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/activation.py(98): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(77): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>



onnx::Gemm_29
layer3.2.weight

layer3.2.biaslogitsGemm_9"Gemm*
alpha?*
beta?*
transB2/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/linear.py(103): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/container.py(141): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
runtorch.py(77): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>


logitsoutput_0
Softmax_10"Softmax*
axis2
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/functional.py(1818): softmax
runtorch.py(78): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1098): _slow_forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(118): wrapper
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(127): forward
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/nn/modules/module.py(1110): _call_impl
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/jit/_trace.py(1166): _get_trace_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(391): _trace_and_get_graph_from_model
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(440): _create_jit_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(499): _model_to_graph
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(719): _export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/utils.py(118): export
/workspaces/tf-opencv-mnist/venv/lib/python3.8/site-packages/torch/onnx/__init__.py(305): export
runtorch.py(142): <module>
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