报错信息如下：

2022-04-12 22:17:09.670204: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
2022-04-12 22:17:09.673631: W tensorflow/core/platform/profile_utils/cpu_utils.cc:126] Failed to get CPU frequency: 0 Hz
2022-04-12 22:17:09.683158: F tensorflow/core/grappler/costs/op_level_cost_estimator.cc:710] Check failed: 0 < gflops (0 vs. 0)type: “CPU”
model: “0”
num_cores: 8
environment {
key: “cpu_instruction_set”
value: “ARM NEON”
}
environment {
key: “eigen”
value: “3.3.90”
}
l1_cache_size: 16384
l2_cache_size: 524288
l3_cache_size: 524288
memory_size: 268435456

看了很多文章，都是说新建一个.sh文件，复制以下内容即可解决

#!/bin/bash
set -e
VERSION=0.1alpha3
INSTALLER_PACKAGE=tensorflow_macos-$VERSION.tar.gz
INSTALLER_PATH=https://github.com/apple/tensorflow_macos/releases/download/v$VERSION/$INSTALLER_PACKAGE
INSTALLER_SCRIPT=install_venv.sh
echo
# Check to make sure we're good to go.
if [[ $(uname) != Darwin ]] || [[ $(sw_vers -productName) != macOS ]] || [[ $(sw_vers -productVersion) != "11."* ]] ; then 
  echo "ERROR: TensorFlow with ML Compute acceleration is only available on macOS 11.0 and later." 
  exit 1
fi
# This 
echo "Installation script for pre-release tensorflow_macos $VERSION.  Please visit https://github.com/apple/tensorflow_macos "
echo "for instructions and license information."   
echo
echo "This script will download tensorflow_macos $VERSION and needed binary dependencies, then install them into a new "
echo "or existing Python 3.8 virtual environment."
# Make sure the user knows what's going on.  
read -p 'Continue [y/N]? '    
if [[ ! $REPLY =~ ^[Yy]$ ]]
then
exit 1
fi
echo
echo "Downloading installer."
tmp_dir=$(mktemp -d)
pushd $tmp_dir
curl -LO $INSTALLER_PATH 
echo "Extracting installer."
tar xf $INSTALLER_PACKAGE
cd tensorflow_macos 
function graceful_error () { 
  echo 
  echo "Error running installation script with default options.  Please fix the above errors and proceed by running "
  echo 
  echo "  $PWD/$INSTALLER_SCRIPT --prompt"
  echo 
  echo
  exit 1
}
bash ./$INSTALLER_SCRIPT --prompt || graceful_error 
popd
rm -rf $tmp_dir

(可是运行这个脚本的时候出现ERROR: TensorFlow with ML Compute acceleration is only available on macOS 11.0 and later.错误，然而自己的Mac版本都12.几了，还是报这个错误！

问题解决：

只需要终端执行pip安装即可！复制以下命令执行。

pip install --upgrade --force --no-dependencies https://github.com/apple/tensorflow_macos/releases/download/v0.1alpha3/tensorflow_macos-0.1a3-cp38-cp38-macosx_11_0_arm64.whl https://github.com/apple/tensorflow_macos/releases/download/v0.1alpha3/tensorflow_addons_macos-0.1a3-cp38-cp38-macosx_11_0_arm64.whl

成功运行！！！