Onnx2tf

- `common_functions.py`
- Bug fix for `shape_unmatched_special_avoidance_workaround`.
- Fixed a problem in which expected transposition behavior was not performed under very limited conditions.
- Fixed a problem in which the overall model structure was so broken due to transposition errors that when an accuracy check was performed, an inefficient and large np.ndarray was generated to the extent that RAM swapping occurred.
- https://github.com/jinyeying/nighttime_dehaze

What's Changed
* Bug fix for `shape_unmatched_special_avoidance_workaround` by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/464


**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.15.17...1.15.18

- `common_functions.py`
- Experimental implementation.
- To avoid generating unnecessary `Reshape` as much as possible, the process is terminated early when a simple operation of tensor A and tensor B is established.
- [mobilenetv3_large_pytorch.onnx.zip](https://github.com/PINTO0309/onnx2tf/files/12421461/mobilenetv3_large_pytorch.onnx.zip)
|Before|After|
|:-:|:-:|
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- `PRelu`
- Review processing of `pre_explicit_broadcast` and `explicit_broadcast`.

What's Changed
* [experimental] To avoid generating unnecessary `Reshape` as much as possible, the process is terminated early when a simple operation of tensor A and tensor B is established. by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/463


**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.15.16...1.15.17

- `common_functions.py`
- Improved shape correction process.
- Consider patterns where axis broadcasts occur.
- Further improves the stability of the overall model transformation.
- [[DNN-based_source_separation] Facing issue in Mul node during conversion 460](https://github.com/PINTO0309/onnx2tf/issues/460)

What's Changed
* Improved shape correction process by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/462


**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.15.15...1.15.16

- `Unsqueeze`
- Improved propagation of NHWC flags under limited conditions in `Unsqueeze`.
- Reduces the frequency of shape unmatch errors in subsequent OPs.
- `common_functions.py`
- Implemented workarounds to avoid shape mismatch errors in `Mul`, `Sub`, `Div`, and `Mod` to improve overall model transformation stability.

bash
onnx2tf -i conv_tasnet_dnn.onnx -kat input -cotof

- [[DNN-based_source_separation] Facing issue in Mul node during conversion 460](https://github.com/PINTO0309/onnx2tf/issues/460)

What's Changed
* Improved propagation of NHWC flags under limited conditions in `Unsqueeze`. by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/461


**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.15.14...1.15.15

- `BatchNormalization`
- Workaround for inconsistent `C` position.
- This is a special optimization measure especially for onnx generated using [tf2onnx (tensorflow-onnx)](https://github.com/onnx/tensorflow-onnx).
- Reduction of conversion errors caused by missing the position of the `C` when there is a large number of unnecessary `Transpose` just before the `BatchNormalization`.
- Improved stability of the overall model conversion.

What's Changed
* Added description of workaround to avoid accuracy errors due to TFLite runtime by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/457
* `BatchNormalization` Workaround for inconsistent "C" position by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/459


**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.15.13...1.15.14

- `onnx2tf.py`, `common_functions.py`
- Disable `do_type_check` when exporting ONNX graphs from `onnx_graphsurgeon`.
- Ref: https://github.com/PINTO0309/soa4onnx/pull/1

What's Changed
* CI disk space further expanded from 53GB to 63GB by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/452
* Remove unused and useless lines by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/453
* Disable `do_type_check` when exporting ONNX graphs from `onnx_graphsurgeon` by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/456


**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.15.12...1.15.13