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‎2.9.0/download_tflite_runtime-2.9.0-cp310-none-linux_aarch64.whl.sh‎

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#!/bin/bash
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curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0/tflite_runtime-2.9.0-cp310-none-linux_aarch64.whl
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echo Download finished.

‎2.9.0/download_tflite_runtime-2.9.0-cp310-none-linux_armv7l.whl.sh‎

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#!/bin/bash
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curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0/tflite_runtime-2.9.0-cp310-none-linux_armv7l.whl
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echo Download finished.

‎2.9.0/download_tflite_runtime-2.9.0-cp37-none-linux_aarch64.whl.sh‎

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#!/bin/bash
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curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0/tflite_runtime-2.9.0-cp37-none-linux_aarch64.whl
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echo Download finished.

‎2.9.0/download_tflite_runtime-2.9.0-cp37-none-linux_armv7l.whl.sh‎

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#!/bin/bash
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curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0/tflite_runtime-2.9.0-cp37-none-linux_armv7l.whl
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echo Download finished.

‎2.9.0/download_tflite_runtime-2.9.0-cp38-none-linux_aarch64.whl.sh‎

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#!/bin/bash
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curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0/tflite_runtime-2.9.0-cp38-none-linux_aarch64.whl
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echo Download finished.

‎2.9.0/download_tflite_runtime-2.9.0-cp38-none-linux_armv7l.whl.sh‎

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#!/bin/bash
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curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0/tflite_runtime-2.9.0-cp38-none-linux_armv7l.whl
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echo Download finished.

‎2.9.0/download_tflite_runtime-2.9.0-cp39-none-linux_aarch64.whl.sh‎

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#!/bin/bash
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curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0/tflite_runtime-2.9.0-cp39-none-linux_aarch64.whl
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echo Download finished.

‎2.9.0/download_tflite_runtime-2.9.0-cp39-none-linux_armv7l.whl.sh‎

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#!/bin/bash
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curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0/tflite_runtime-2.9.0-cp39-none-linux_armv7l.whl
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echo Download finished.

‎README.md‎

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@@ -42,25 +42,27 @@ A repository that shares tuning results of trained models generated by Tensorflo
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|RaspberryPi3/4|Ubuntu 20.04|Focal|aarch64 / armv8|3.8|64bit|
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|RaspberryPi3/4|Ubuntu 21.04/Debian/RaspberryPiOS|Hirsute/Bullseye|armhf / armv7l|3.9|32bit|
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|RaspberryPi3/4|Ubuntu 21.04/Debian/RaspberryPiOS|Hirsute/Bullseye|aarch64 / armv8|3.9|64bit|
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|RaspberryPi3/4|Ubuntu 22.04|Jammy|armhf / armv7l|3.10|32bit|
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|RaspberryPi3/4|Ubuntu 22.04|Jammy|aarch64 / armv8|3.10|64bit|
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## Usage
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**Python3.7 - Buster**
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```bash
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$ sudo apt install -y \
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swig libjpeg-dev zlib1g-dev python3-dev \
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unzip wget python3-pip curl git cmake make
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$ sudo pip3 install numpy==1.22.1
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$ curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0-rc0/tflite_runtime-2.9.0rc0-cp37-none-linux_armv7l.whl
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$ sudo pip3 install --upgrade tflite_runtime-2.9.0rc0-cp37-none-linux_armv7l.whl
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$ sudo pip3 install numpy==1.22.3
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$ curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0/tflite_runtime-2.9.0-cp37-none-linux_armv7l.whl
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$ sudo pip3 install --upgrade tflite_runtime-2.9.0-cp37-none-linux_armv7l.whl
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```
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**Python3.9 - Bullseye**
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```bash
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$ sudo apt install -y \
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swig libjpeg-dev zlib1g-dev python3-dev \
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unzip wget python3-pip curl git cmake make
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$ sudo pip3 install numpy==1.22.1
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$ curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0-rc0/tflite_runtime-2.9.0rc0-cp39-none-linux_aarch64.whl
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$ sudo pip3 install --upgrade tflite_runtime-2.9.0rc0-cp39-none-linux_aarch64.whl
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$ sudo pip3 install numpy==1.22.3
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$ curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0/tflite_runtime-2.9.0-cp39-none-linux_aarch64.whl
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$ sudo pip3 install --upgrade tflite_runtime-2.9.0-cp39-none-linux_aarch64.whl
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```
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## Note
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### **2. Tensorflow v2.3.0 version or later**
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- git clone
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```bash
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git clone -b v2.9.0-rc0 https://github.com/tensorflow/tensorflow.git
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git clone -b v2.9.0 https://github.com/tensorflow/tensorflow.git
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cd tensorflow
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```
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- Apply customization to add custom operations for MediaPipe. (max_pool_argmax, max_unpooling, transpose_conv_bias, TransformLandmarks, TransformTensorBilinear, Landmarks2TransformMatrix)
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curl -L -o tensorflow/tools/ci_build/Dockerfile.pi-python39 \
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https://github.com/tensorflow/tensorflow/raw/v2.8.0/tensorflow/tools/ci_build/Dockerfile.pi-python39
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curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0-rc0/mediapipe_customop_patch.zip
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curl -OL https://github.com/PINTO0309/TensorflowLite-bin/releases/download/v2.9.0/mediapipe_customop_patch.zip
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unzip -d mediapipe_customop_patch mediapipe_customop_patch.zip
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git apply mediapipe_customop_patch/*
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```
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```
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- Build
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```bash
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### Common task
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sed -i -e 's/FROM ubuntu:16.04/FROM ubuntu:18.04/g' tensorflow/tools/ci_build/Dockerfile.pi-python37
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sed -i -e 's/FROM ubuntu:16.04/FROM ubuntu:18.04/g' tensorflow/tools/ci_build/Dockerfile.pi-python38
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sed -i -e 's/FROM ubuntu:16.04/FROM ubuntu:18.04/g' tensorflow/tools/ci_build/Dockerfile.pi-python39
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sed -i '5a ENV DEBIAN_FRONTEND=noninteractive' tensorflow/tools/ci_build/Dockerfile.pi-python39
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sed -i '30a apt-get update && apt-get install -y dirmngr' tensorflow/tools/ci_build/install/install_deb_packages.sh
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sed -i -e 's/xenial/bionic/g' tensorflow/tools/ci_build/install/install_pi_python3x_toolchain.sh
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### Python 3.7
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### Python 3.7 - TensorFlow v2.10.0 or later will not build.
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sudo CI_DOCKER_EXTRA_PARAMS="-e CI_BUILD_PYTHON=python3.7 -e CROSSTOOL_PYTHON_INCLUDE_PATH=/usr/include/python3.7" \
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### Python 3.9
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sed -i '19a sudo pip3 install setuptools==60.7.0' tensorflow/tools/ci_build/install/install_auditwheel.sh
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sed -i '20a sudo pip3 install numpy==1.22.1' tensorflow/tools/ci_build/install/install_auditwheel.sh
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sed -i '20a sudo pip3 install numpy==1.22.3' tensorflow/tools/ci_build/install/install_auditwheel.sh
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sudo CI_DOCKER_EXTRA_PARAMS="-e CI_BUILD_PYTHON=python3.9 -e CROSSTOOL_PYTHON_INCLUDE_PATH=/usr/include/python3.9" \
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tensorflow/tools/ci_build/ci_build.sh PI-PYTHON39 \
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### Python 3.10
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#### aarch64
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cp tensorflow/tools/ci_build/Dockerfile.pi-python39 tensorflow/tools/ci_build/Dockerfile.pi-python310
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sed -i -e 's/3.9/3.10/g' tensorflow/tools/ci_build/Dockerfile.pi-python310
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sed -i '19a sudo pip3 install setuptools==60.7.0' tensorflow/tools/ci_build/install/install_auditwheel.sh
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sed -i '20a sudo pip3 install numpy==1.22.3' tensorflow/tools/ci_build/install/install_auditwheel.sh
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sudo CI_DOCKER_EXTRA_PARAMS="-e CI_BUILD_PYTHON=python3.10 -e CROSSTOOL_PYTHON_INCLUDE_PATH=/usr/include/python3.10" \
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tensorflow/tools/ci_build/ci_build.sh PI-PYTHON310 \
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tensorflow/lite/tools/pip_package/build_pip_package_with_bazel.sh aarch64
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#### armhf
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cp tensorflow/tools/ci_build/Dockerfile.pi-python39 tensorflow/tools/ci_build/Dockerfile.pi-python310
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sed -i -e 's/3.9/3.10/g' tensorflow/tools/ci_build/Dockerfile.pi-python310
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sed -i '19a sudo pip3 install setuptools==60.7.0' tensorflow/tools/ci_build/install/install_auditwheel.sh
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sed -i '20a sudo pip3 install numpy==1.22.3' tensorflow/tools/ci_build/install/install_auditwheel.sh
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sed -i -e 's/FROM ubuntu:18.04/FROM ubuntu:20.04/g' tensorflow/tools/ci_build/Dockerfile.pi-python310
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sudo CI_DOCKER_EXTRA_PARAMS="-e CI_BUILD_PYTHON=python3.10 -e CROSSTOOL_PYTHON_INCLUDE_PATH=/usr/include/python3.10" \
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tensorflow/tools/ci_build/ci_build.sh PI-PYTHON310 \
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tensorflow/lite/tools/pip_package/build_pip_package_with_bazel.sh armhf
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```
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## Operation check 【Classification】
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**Sample of MultiThread x4 by Tensorflow Lite [MobileNetV1 / 75ms]**

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