wehub-resource-sync
78 lines
3.1 KiB
Markdown
Executable File
78 lines
3.1 KiB
Markdown
Executable File
# Environment
|
|
## Common Prerequisites
|
|
cmake 3.x
|
|
### Mac
|
|
os < 12.3 (see FAQ Q1)
|
|
command line tool < 13.3 (see FAQ Q3)
|
|
Xcode use Legacy Build System (see FAQ Q4)
|
|
|
|
## Android Build Prerequisites
|
|
android sdk and ndk < r22 (see FAQ Q2), ANDROID_SDK and ANDROID_NDK env var should be set
|
|
### Linux (Command line only)
|
|
```bash
|
|
apt install -y android-sdk # switch mirror when slow, link: https://blog.csdn.net/qq_31456593/article/details/89638163
|
|
ANDROID_SDK=/usr/lib/android-sdk
|
|
curl -LO https://dl.google.com/android/repository/android-ndk-r21-linux-x86_64.zip
|
|
unzip android-ndk-r21-linux-x86_64.zip -d $ANDROID_SDK 1>/dev/null
|
|
echo -e "\nexport ANDROID_SDK=$ANDROID_SDK\nexport ANDROID_NDK=$ANDROID_SDK/android-ndk-r21" >> ~/.bashrc
|
|
```
|
|
### Other
|
|
Install Android Studio, download ndk 21.x in SDK Manager
|
|
|
|
## iOS Build Prerequisites
|
|
ruby from rbenv # avoid abuse root permission
|
|
### Mac
|
|
```bash
|
|
brew install rbenv # avoid abuse root permission
|
|
rbenv install 3.1.2
|
|
rbenv global 3.1.2
|
|
echo -e "\nexport PATH=\"$HOME/.rbenv/bin:$PATH\"\neval \"$(rbenv init -)\"" | tee -a ~/.bash_profile ~/.zshrc
|
|
```
|
|
|
|
# Benchmark
|
|
## Build bench tools
|
|
### PC
|
|
```bash
|
|
./build.sh --pc --mnn-tag 90719ce2 --torch-tag v1.11.0 --tf-tag v2.7.0
|
|
```
|
|
### Android
|
|
```bash
|
|
./build.sh --android --mnn-tag 90719ce2 --torch-tag v1.11.0 --tf-tag v2.7.0
|
|
```
|
|
### iOS
|
|
```bash
|
|
./build.sh --ios --mnn-tag 90719ce2 --torch-tag v1.11.0 --tf-tag v2.7.0
|
|
```
|
|
## Convert Models (onnx -> mnn/pb/tflite/torch/torchlite)
|
|
```bash
|
|
./convert.sh --mnn-tag 90719ce2 --torch-tag v1.11.0
|
|
```
|
|
## Run bench
|
|
### PC
|
|
```bash
|
|
./bench.sh --pc --mnn --torch --tf --sync-models --tooldir dist
|
|
```
|
|
### Android
|
|
```bash
|
|
./bench.sh --android --mnn --torch --tf --sync-models --tooldir dist
|
|
```
|
|
### iOS
|
|
```bash
|
|
./bench.sh --ios --mnn --torch --tf --sync-models --tooldir dist
|
|
```
|
|
|
|
# FAQ
|
|
<b>Q1: build tensorflow/tflite for ios failed: env: python: no such file or directory</b>
|
|
<b>A</b>: Some bazel version can't deal with --incompatible_strict_action_env and --action_env correctly when run py_binary (bundletool on macos), then it use /usr/bin/python (instead of /usr/local/bin/python from homebrew). Mac >= 12.3 remove python 2.7 from /usr/bin, then bundletool run failed.
|
|
Solution: Downgrade os version to 12.2,
|
|
Or change shebang line (#!/usr/bin/env python -> #!/usr/bin/env python3) of failed file (tensorflow/bazel-out/host/bin/external/build_bazel_rules_apple/tools/bundletool/bundletool)
|
|
---
|
|
<b>Q2: No such file or directory: '{ANDROID_NDK}/platforms'</b>
|
|
<b>A</b>: older toolchain (include platforms) be removed on android ndk r22, which breaking tflite compile, so ndk should be lower than r22
|
|
---
|
|
<b>Q3: section \_\_TEXT/\_\_const address out of range for architecture x86_64</b>
|
|
<b>A</b>: pytorch compile failed on command line tool 13.3, see issue: https://github.com/pytorch/pytorch/issues/76094#issuecomment-1106624976
|
|
---
|
|
<b>Q4: Building for iOS, but the linked and embedded framework 'TensorFlowLiteBenchmarkC.framework' was built for iOS + iOS Simulator.</b>
|
|
<b>A</b>: tflite produce ios\_fat framework containing many arch, which isn't support on New Build System (need XCFramework)
|