Onnx2tf

Latest version: v1.27.1

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1.23.1

- Fix arm64 test

What's Changed
* Fix arm64 by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/659


**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.23.0...1.23.1

1.23.0

- Generation of `saved_model` with `GroupConvolution` and Full Integer Quantization without `-dgc`, `-osd`.
- Improved stability of Full Integer Quantization.
- e.g. YOLOv9 with `GroupConvolution` + `Dynamic Input [1, None, None, 3]`
- [yolov9_n_wholebody_with_wheelchair_post_0100_1x3x384x672_full_integer_quant.tflite.zip](https://github.com/user-attachments/files/16043375/yolov9_n_wholebody_with_wheelchair_post_0100_1x3x384x672_full_integer_quant.tflite.zip)
![image](https://github.com/PINTO0309/onnx2tf/assets/33194443/adca768b-9d76-460a-8f72-df010b101048)
![image](https://github.com/PINTO0309/onnx2tf/assets/33194443/3ae8309d-eee9-42a8-94a4-71ed09a42bd8)
![image](https://github.com/PINTO0309/onnx2tf/assets/33194443/551c33c5-a892-446c-8f5f-db7278a63d9c)

What's Changed
* Generation of `saved_model` with `GroupConvolution` and Full Integer Quantization without `--dgc` by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/655


**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.22.6...1.23.0

1.22.6

- Support for INT8 auto-calibration of models with undefined dimensions in the input OP.
![image](https://github.com/PINTO0309/onnx2tf/assets/33194443/b2f162cb-4218-44a3-857e-cee34ec18957)

What's Changed
* Support for INT8 auto-calibration of models with undefined dimensions in the input OP by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/652


**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.22.5...1.22.6

1.22.5

- Workaround to the problem of TensorFlow corrupting the FlatBuffer input/output order during INT8 quantization.
- Determination of the number of inputs/outputs of the same shape.
- Correct name discrepancies based on shape if multiple inputs/outputs shapes do not overlap.
- However, if there are inputs/outputs containing undefined dimensions, workaround is skipped because correction is not possible.

![image](https://github.com/PINTO0309/onnx2tf/assets/33194443/4c7fe29f-655f-4953-b5b6-f1ee40161d0f)

![image](https://github.com/PINTO0309/onnx2tf/assets/33194443/2452ee4a-fb7f-4d10-b903-2f7975a8cd24)

- [Input and Output Name Order Swapping with -coion option 650](https://github.com/PINTO0309/onnx2tf/issues/650)

What's Changed
* Workaround to the problem of TensorFlow corrupting the FlatBuffer input/output order during INT8 quantization. by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/651


**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.22.4...1.22.5

1.22.4

- `FusedConv`, `Resize`
1. Implemented the ability to forcibly estimate the shape of `com.microsoft v1` modules for which `onnx.shape_inference.infer_shapes(x)` does not work correctly. e.g. `FusedConv`
![image](https://github.com/PINTO0309/onnx2tf/assets/33194443/13d4dc63-e4a1-4d07-87f3-1659a0d1e581)
2. Added optimization process for some patterns of `Resize` operations like garbage. (Not perfect, but only for a very few edge cases)
![image](https://github.com/PINTO0309/onnx2tf/assets/33194443/d8cafccb-6b50-4da1-9ab5-bcfb1612a9bf)

- ONNX
[lm_model4_opt.onnx.zip](https://github.com/user-attachments/files/15510495/lm_model4_opt.onnx.zip)
- TFLite
[lm_model4_opt_float32.tflite.zip](https://github.com/user-attachments/files/15513626/lm_model4_opt_float32.tflite.zip)
![image](https://github.com/PINTO0309/onnx2tf/assets/33194443/1f10103a-b9e7-40dc-97b2-95b6b98a61bb)
![image](https://github.com/PINTO0309/onnx2tf/assets/33194443/6b636479-40bd-4c96-9603-c9fe14b94ac3)

- [FusedConv error 643](https://github.com/PINTO0309/onnx2tf/issues/643)

What's Changed
* Implemented the ability to forcibly estimate the shape of `com.microsoft v1` modules for which `onnx.shape_inference.infer_shapes(x)` does not work correctly. by PINTO0309 in https://github.com/PINTO0309/onnx2tf/pull/646
* Update README.md by ramonhollands in https://github.com/PINTO0309/onnx2tf/pull/645

New Contributors
* ramonhollands made their first contribution in https://github.com/PINTO0309/onnx2tf/pull/645

**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.22.3...1.22.4

1.22.3

- Multi-Arch Docker Image

![image](https://github.com/PINTO0309/onnx2tf/assets/33194443/dbb9e663-acd4-479b-bfec-f8d1a039e25e)

What's Changed
* Fix multi-platform image push by ysohma in https://github.com/PINTO0309/onnx2tf/pull/639


**Full Changelog**: https://github.com/PINTO0309/onnx2tf/compare/1.22.0...1.22.3

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