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v2.12.0rc0
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README.md

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@@ -19,30 +19,30 @@ Prebuilt binary with Tensorflow Lite enabled. For RaspberryPi. Since the 64-bit
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|RaspberryPi3/4|Ubuntu 22.04|Jammy|aarch64 / armv8|3.10.x|64bit, glibc2.35|
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|???|Debian|Bookworm|aarch64 / armv8|3.11.x|64bit, glibc2.36|
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Minimal configuration stand-alone installer for Tensorflow Lite.
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Minimal configuration stand-alone installer for Tensorflow Lite.
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**https://github.com/PINTO0309/TensorflowLite-bin.git**
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The official installer including only the Tensorflow Lite runtime can be obtained from the following URL.
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The official installer including only the Tensorflow Lite runtime can be obtained from the following URL.
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**https://www.tensorflow.org/lite/guide/python**
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Bazel's pre-build binay is below.
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Bazel's pre-build binay is below.
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**https://github.com/PINTO0309/Bazel_bin.git**
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Procedure for building a remote caching environment by Bazel.
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**[Ultra-fast build of Tensorflow with Bazel Remote Caching [Google Cloud Storage version]](https://qiita.com/PINTO/items/eef2eccc21dc72227d0f)**
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**[Ultra-fast build of Tensorflow with Bazel Remote Caching [Docker version]](https://qiita.com/PINTO/items/49ce77a6ee03b404c156)**
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Procedure for building a remote caching environment by Bazel.
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**[Ultra-fast build of Tensorflow with Bazel Remote Caching [Google Cloud Storage version]](https://qiita.com/PINTO/items/eef2eccc21dc72227d0f)**
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**[Ultra-fast build of Tensorflow with Bazel Remote Caching [Docker version]](https://qiita.com/PINTO/items/49ce77a6ee03b404c156)**
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![001](media/001.gif)
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Use the Tensorflow Lite FlexDelegate shared library below to execute .tflite models that contain custom operations that cannot be performed by Tensorflow Lite. **`libtensorflowlite.so`**
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Use the Tensorflow Lite FlexDelegate shared library below to execute .tflite models that contain custom operations that cannot be performed by Tensorflow Lite. **`libtensorflowlite.so`**
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**https://github.com/PINTO0309/TensorflowLite-flexdelegate.git**
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A repository that shares tuning results of trained models generated by Tensorflow. Post-training quantization (Weight Quantization, Integer Quantization, Full Integer Quantization), Quantization-aware training.
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A repository that shares tuning results of trained models generated by Tensorflow. Post-training quantization (Weight Quantization, Integer Quantization, Full Integer Quantization), Quantization-aware training.
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**https://github.com/PINTO0309/PINTO_model_zoo.git**
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Cross compilation recommends using **`lhelontra`** repository.
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Cross compilation recommends using **`lhelontra`** repository.
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**https://github.com/lhelontra/tensorflow-on-arm.git**
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Prebuilt binary for Jetson Nano by **`Michael`**.
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Prebuilt binary for Jetson Nano by **`Michael`**.
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**https://dl.photoprism.org/tensorflow/**
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**[Add a custom OP to the TFLite runtime to build the whl installer (for Python)](https://zenn.dev/pinto0309/articles/a0e40c2817f2ee)**, **`MaxPoolingWithArgmax2D`**, **`MaxUnpooling2D`**, **`Convolution2DTransposeBias`**
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|tensorflow-2.12.0rc0-cp310-none-linux_aarch64.whl|||||1.24|Ubuntu 22.04 glibc 2.35|
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|tensorflow-2.12.0rc0-cp311-none-linux_aarch64.whl|||||1.24|Debian Bookworm glibc 2.36|
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**【Appendix】 C Library + Tensorflow v1.x.x / v2.x.x**
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The behavior is unconfirmed because I do not have C language implementation skills.
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**【Appendix】 C Library + Tensorflow v1.x.x / v2.x.x**
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The behavior is unconfirmed because I do not have C language implementation skills.
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**[Official tutorial on Tensorflow C binding generation](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/lib_package/README.md)**
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**Appx1. C-API build procedure**
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**Appx1. C-API build procedure**
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**[Native build procedure of Tensorflow v2.0.0 C API for RaspberryPi / arm64 devices (armhf / aarch64)](https://qiita.com/PINTO/items/4f26f63bf40014bec146)**
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**Appx2. C-API Usage**
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$ pip3 install -U --user six wheel mock
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$ sudo pip3 uninstall tensorflow
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$ TFVER=2.10.0
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$ TFVER=2.12.0rc0
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$ PYVER=39
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or
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$ PYVER=38
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or
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$ PYVER=310
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or
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$ PYVER=311
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$ ARCH=`python -c 'import platform; print(platform.machine())'`
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$ echo CPU ARCH: ${ARCH}
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**Example of Python 3.x series**
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```bash
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$ python -c 'import tensorflow as tf;print(tf.__version__)'
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2.10.0
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2.12.0rc0
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```
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**Sample of MultiThread x4**
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#!/bin/bash
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TFVER=2.12.0rc0
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curl -L https://github.com/PINTO0309/Tensorflow-bin/releases/download/v${TFVER}/tensorflow-${TFVER}-cp310-none-linux_aarch64.whl -o tensorflow-${TFVER}-cp310-none-linux_aarch64.whl
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echo Download finished.
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#!/bin/bash
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TFVER=2.12.0rc0
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curl -L https://github.com/PINTO0309/Tensorflow-bin/releases/download/v${TFVER}/tensorflow-${TFVER}-cp310-none-linux_aarch64.whl -o tensorflow-${TFVER}-cp310-none-linux_aarch64.whl
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echo Download finished.
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#!/bin/bash
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TFVER=2.12.0rc0
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curl -L https://github.com/PINTO0309/Tensorflow-bin/releases/download/v${TFVER}/tensorflow-${TFVER}-cp38-none-linux_aarch64.whl -o tensorflow-${TFVER}-cp38-none-linux_aarch64.whl
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echo Download finished.
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#!/bin/bash
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TFVER=2.12.0rc0
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curl -L https://github.com/PINTO0309/Tensorflow-bin/releases/download/v${TFVER}/tensorflow-${TFVER}-cp39-none-linux_aarch64.whl -o tensorflow-${TFVER}-cp39-none-linux_aarch64.whl
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echo Download finished.

download_tensorflow-2.10.0-cp310-none-linux_aarch64.sh renamed to previous_versions/download_tensorflow-2.10.0-cp310-none-linux_aarch64.sh

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download_tensorflow-2.10.0-cp38-none-linux_aarch64.sh renamed to previous_versions/download_tensorflow-2.10.0-cp38-none-linux_aarch64.sh

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download_tensorflow-2.10.0-cp39-none-linux_aarch64.sh renamed to previous_versions/download_tensorflow-2.10.0-cp39-none-linux_aarch64.sh

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