https://ai-benchmark.com/ranking.html 手机GPU和CPU 评测
ONNX/MNN/NCNN/TVM/Coreml/tensorflow lite/OpenVINO//paddle lite/MindSpore lite/ArmNN/Tengine/neoml/
pytorch/MindSpore/tensorflow/keras/mxnet/xgboos/paddle/Jittor
ONNXruntime、Core ML、Caffe、Caffe2、Darknet, TorchScript、BigDL、Chainer、CNTK、Deeplearning4j、MediaPipe、ML.NET、Scikit-learn、TensorFlow.js、xgboost,catboost
mobile
frame | device | ops | |
---|---|---|---|
pytorch | CPU GPU ,需要自定义编译 |
https://pytorch.org/mobile/home/ | |
paddle-lite | CPU GPU |
https://paddlelite.paddlepaddle.org.cn/quick_start/release_lib.html#android-toolchain-gcc | https://paddlelite.paddlepaddle.org.cn/quick_start/release_lib.html#android-toolchain-gcc |
TNN | |||
MNN | |||
tensorflow-lite | https://tensorflow.google.cn/lite/guide/op_select_allowlist?hl=zh_cn | ||
MindSpore lite | CPU/GPU | https://www.mindspore.cn/lite/docs/zh-CN/r1.3/use/downloads.html | https://paddlelite.paddlepaddle.org.cn/introduction/support_operation_list.html |
onnxruntime |