From cb68dcb341d030af2950ce31d91f9c295d545784 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Tue, 18 May 2021 11:09:50 -0400 Subject: [PATCH 01/13] Update build.sh Picks up 1.9 build from test. --- .jenkins/build.sh | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.jenkins/build.sh b/.jenkins/build.sh index d9a5b4b0d50..197f06c15f4 100755 --- a/.jenkins/build.sh +++ b/.jenkins/build.sh @@ -25,8 +25,8 @@ pip install -r $DIR/../requirements.txt #Install PyTorch Nightly for test. # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html # RC Link -# pip uninstall -y torch torchvision torchaudio torchtext -# pip install -f https://download.pytorch.org/whl/test/cu102/torch_test.html torch torchvision torchaudio torchtext +pip uninstall -y torch torchvision torchaudio torchtext +pip install -f https://download.pytorch.org/whl/test/cu102/torch_test.html torch torchvision torchaudio torchtext # For Tensorboard. Until 1.14 moves to the release channel. pip install tb-nightly From 43e1026e1841c6b1b86883e85d54d14be22e6a6e Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Mon, 7 Jun 2021 15:08:13 -0400 Subject: [PATCH 02/13] Update build.sh --- .jenkins/build.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.jenkins/build.sh b/.jenkins/build.sh index 197f06c15f4..b005a2637af 100755 --- a/.jenkins/build.sh +++ b/.jenkins/build.sh @@ -26,7 +26,7 @@ pip install -r $DIR/../requirements.txt # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html # RC Link pip uninstall -y torch torchvision torchaudio torchtext -pip install -f https://download.pytorch.org/whl/test/cu102/torch_test.html torch torchvision torchaudio torchtext +pip install --pre --upgrade -f https://download.pytorch.org/whl/test/cu102/torch_test.html torch torchvision torchaudio torchtext # For Tensorboard. Until 1.14 moves to the release channel. pip install tb-nightly From a702ca0fafe9d4a1ee0c1e4331de66245ceb3103 Mon Sep 17 00:00:00 2001 From: cccclai Date: Wed, 9 Jun 2021 11:58:37 -0700 Subject: [PATCH 03/13] Update lite interpreter tutorial to beta (#1549) * Update lite interpreter tutorial to beta * Update lite interpreter to beta * update model export script * address comment and update documentation * add custome build in first paragraph * Update prototype_source/lite_interpreter.rst Co-authored-by: Raziel <129535+raziel@users.noreply.github.com> * Update prototype_source/lite_interpreter.rst Co-authored-by: Raziel <129535+raziel@users.noreply.github.com> * Update prototype_source/lite_interpreter.rst Co-authored-by: Raziel <129535+raziel@users.noreply.github.com> * Update prototype_source/lite_interpreter.rst Co-authored-by: Raziel <129535+raziel@users.noreply.github.com> * Update prototype_source/lite_interpreter.rst Co-authored-by: Raziel <129535+raziel@users.noreply.github.com> * Update prototype_source/lite_interpreter.rst Co-authored-by: Raziel <129535+raziel@users.noreply.github.com> * Update prototype_source/lite_interpreter.rst Co-authored-by: Raziel <129535+raziel@users.noreply.github.com> * Update prototype_source/lite_interpreter.rst Co-authored-by: Raziel <129535+raziel@users.noreply.github.com> * Update prototype_source/lite_interpreter.rst Co-authored-by: Raziel <129535+raziel@users.noreply.github.com> * Update prototype_source/lite_interpreter.rst Co-authored-by: Raziel <129535+raziel@users.noreply.github.com> * replace file name * update ios part Co-authored-by: Raziel <129535+raziel@users.noreply.github.com> --- prototype_source/lite_interpreter.rst | 221 ------------------------ prototype_source/mobile_interpreter.rst | 198 +++++++++++++++++++++ 2 files changed, 198 insertions(+), 221 deletions(-) delete mode 100644 prototype_source/lite_interpreter.rst create mode 100644 prototype_source/mobile_interpreter.rst diff --git a/prototype_source/lite_interpreter.rst b/prototype_source/lite_interpreter.rst deleted file mode 100644 index bb3efe44f46..00000000000 --- a/prototype_source/lite_interpreter.rst +++ /dev/null @@ -1,221 +0,0 @@ -(Prototype) Introduce lite interpreter workflow in Android and iOS -================================================================== - -**Author**: `Chen Lai `_, `Martin Yuan `_ - -Introduction ------------- - -This tutorial introduces the steps to use lite interpreter on iOS and Android. We'll be using the ImageSegmentation demo app as an example. Since lite interpreter is currently in the prototype stage, a custom pytorch binary from source is required. - - -Android -------------------- -Get ImageSegmentation demo app in Android: https://github.com/pytorch/android-demo-app/tree/master/ImageSegmentation - -1. **Prepare model**: Prepare the lite interpreter version of model by run the script below to generate the scripted model `deeplabv3_scripted.pt` and `deeplabv3_scripted.ptl` - -.. code:: python - - import torch - - model = torch.hub.load('pytorch/vision:v0.7.0', 'deeplabv3_resnet50', pretrained=True) - model.eval() - - scripted_module = torch.jit.script(model) - # Export full jit version model (not compatible lite interpreter), leave it here for comparison - scripted_module.save("deeplabv3_scripted.pt") - # Export lite interpreter version model (compatible with lite interpreter) - scripted_module._save_for_lite_interpreter("deeplabv3_scripted.ptl") - -2. **Build libtorch lite for android**: Build libtorch for android for all 4 android abis (``armeabi-v7a``, ``arm64-v8a``, ``x86``, ``x86_64``) ``BUILD_LITE_INTERPRETER=1 ./scripts/build_pytorch_android.sh``. For example, if it will be tested on Pixel 4 emulator with ``x86``, use cmd ``BUILD_LITE_INTERPRETER=1 ./scripts/build_pytorch_android.sh x86`` to specify abi to save built time. After the build finish, it will show the library path: - - -.. code-block:: bash - - BUILD SUCCESSFUL in 55s - 134 actionable tasks: 22 executed, 112 up-to-date - + find /Users/chenlai/pytorch/android -type f -name '*aar' - + xargs ls -lah - -rw-r--r-- 1 chenlai staff 13M Feb 11 11:48 /Users/chenlai/pytorch/android/pytorch_android/build/outputs/aar/pytorch_android-release.aar - -rw-r--r-- 1 chenlai staff 36K Feb 9 16:45 /Users/chenlai/pytorch/android/pytorch_android_torchvision/build/outputs/aar/pytorch_android_torchvision-release.aar - -3. **Use the PyTorch Android libraries built from source in the ImageSegmentation app**: Create a folder `libs` in the path, the path from repository root will be `ImageSegmentation/app/libs`. Copy `pytorch_android-release` to the path ``ImageSegmentation/app/libs/pytorch_android-release.aar``. Copy `pytorch_android_torchvision` (downloaded from `Pytorch Android Torchvision Nightly `_) to the path ``ImageSegmentation/app/libs/pytorch_android_torchvision.aar``. Update the `dependencies` part of ``ImageSegmentation/app/build.gradle`` to - -.. code:: gradle - - dependencies { - implementation 'androidx.appcompat:appcompat:1.2.0' - implementation 'androidx.constraintlayout:constraintlayout:2.0.2' - testImplementation 'junit:junit:4.12' - androidTestImplementation 'androidx.test.ext:junit:1.1.2' - androidTestImplementation 'androidx.test.espresso:espresso-core:3.3.0' - - - implementation(name:'pytorch_android-release', ext:'aar') - implementation(name:'pytorch_android_torchvision', ext:'aar') - - implementation 'com.android.support:appcompat-v7:28.0.0' - implementation 'com.facebook.fbjni:fbjni-java-only:0.0.3' - } - -Update `all projects` part in ``ImageSegmentation/build.gradle`` to - - -.. code:: gradle - - allprojects { - repositories { - google() - jcenter() - flatDir { - dirs 'libs' - } - } - } - -4. **Update model loader api**: Update ``ImageSegmentation/app/src/main/java/org/pytorch/imagesegmentation/MainActivity.java`` by - - 4.1 Add new import: `import org.pytorch.LiteModuleLoader` - - 4.2 Replace the way to load pytorch lite model - -.. code:: java - - // mModule = Module.load(MainActivity.assetFilePath(getApplicationContext(), "deeplabv3_scripted.pt")); - mModule = LiteModuleLoader.load(MainActivity.assetFilePath(getApplicationContext(), "deeplabv3_scripted.ptl")); - -5. **Test app**: Build and run the `ImageSegmentation` app in Android Studio - -iOS -------------------- -Get ImageSegmentation demo app in iOS: https://github.com/pytorch/ios-demo-app/tree/master/ImageSegmentation - -1. **Prepare model**: Same as Android. - -2. **Build libtorch lite for iOS**: - -.. code-block:: bash - - BUILD_PYTORCH_MOBILE=1 IOS_PLATFORM=SIMULATOR BUILD_LITE_INTERPRETER=1 ./scripts/build_ios.sh - - -3. **Remove Cocoapods from the project** (this step is only needed if you ran `pod install`): - -.. code-block:: bash - - pod deintegrate - -4. **Link ImageSegmentation demo app with the custom built library**: -Open your project in XCode, go to your project Target’s **Build Phases - Link Binaries With Libraries**, click the **+** sign and add all the library files located in `build_ios/install/lib`. Navigate to the project **Build Settings**, set the value **Header Search Paths** to `build_ios/install/include` and **Library Search Paths** to `build_ios/install/lib`. -In the build settings, search for **other linker flags**. Add a custom linker flag below -``` --all_load -``` -Finally, disable bitcode for your target by selecting the Build Settings, searching for Enable Bitcode, and set the value to **No**. - -5. **Update library and api** - - 5.1 Update ``TorchModule.mm``: To use the custom built libraries the project, replace `#import ` (in ``TorchModule.mm``) which is needed when using LibTorch via Cocoapods with the code below: - -.. code-block:: swift - - //#import - #include "ATen/ATen.h" - #include "caffe2/core/timer.h" - #include "caffe2/utils/string_utils.h" - #include "torch/csrc/autograd/grad_mode.h" - #include "torch/script.h" - #include - #include - #include - #include - #include - -.. code-block:: swift - - @implementation TorchModule { - @protected - // torch::jit::script::Module _impl; - torch::jit::mobile::Module _impl; - } - - - (nullable instancetype)initWithFileAtPath:(NSString*)filePath { - self = [super init]; - if (self) { - try { - _impl = torch::jit::_load_for_mobile(filePath.UTF8String); - // _impl = torch::jit::load(filePath.UTF8String); - // _impl.eval(); - } catch (const std::exception& exception) { - NSLog(@"%s", exception.what()); - return nil; - } - } - return self; - } - - -5.2 Update ``ViewController.swift`` - -.. code-block:: swift - - // if let filePath = Bundle.main.path(forResource: - // "deeplabv3_scripted", ofType: "pt"), - // let module = TorchModule(fileAtPath: filePath) { - // return module - // } else { - // fatalError("Can't find the model file!") - // } - if let filePath = Bundle.main.path(forResource: - "deeplabv3_scripted", ofType: "ptl"), - let module = TorchModule(fileAtPath: filePath) { - return module - } else { - fatalError("Can't find the model file!") - } - -6. Build and test the app in Xcode. - -How to use lite interpreter + custom build ------------------------------------------- -1. To dump the operators in your model, say `deeplabv3_scripted`, run the following lines of Python code: - -.. code-block:: python - - # Dump list of operators used by deeplabv3_scripted: - import torch, yaml - model = torch.jit.load('deeplabv3_scripted.ptl') - ops = torch.jit.export_opnames(model) - with open('deeplabv3_scripted.yaml', 'w') as output: - yaml.dump(ops, output) - -In the snippet above, you first need to load the ScriptModule. Then, use export_opnames to return a list of operator names of the ScriptModule and its submodules. Lastly, save the result in a yaml file. The yaml file can be generated for any PyTorch 1.4.0 or above version. You can do that by checking the value of `torch.__version__`. - -2. To run the build script locally with the prepared yaml list of operators, pass in the yaml file generate from the last step into the environment variable SELECTED_OP_LIST. Also in the arguments, specify BUILD_PYTORCH_MOBILE=1 as well as the platform/architechture type. - -**iOS**: Take the simulator build for example, the command should be: - -.. code-block:: bash - - SELECTED_OP_LIST=deeplabv3_scripted.yaml BUILD_PYTORCH_MOBILE=1 IOS_PLATFORM=SIMULATOR BUILD_LITE_INTERPRETER=1 ./scripts/build_ios.sh - -**Android**: Take the x86 build for example, the command should be: - -.. code-block:: bash - - SELECTED_OP_LIST=deeplabv3_scripted.yaml BUILD_LITE_INTERPRETER=1 ./scripts/build_pytorch_android.sh x86 - - -Conclusion ----------- - -In this tutorial, we demonstrated how to use lite interpreter in Android and iOS app. We walked through an Image Segmentation example to show how to dump the model, build torch library from source and use the new api to run model. Please be aware of that lite interpreter is still under development, more library size reduction will be introduced in the future. APIs are subject to change in the future versions. - -Thanks for reading! As always, we welcome any feedback, so please create an issue `here `_ if you have any. - -Learn More ----------- - -- To learn more about PyTorch Mobile, please refer to `PyTorch Mobile Home Page `_ -- To learn more about Image Segmentation, please refer to the `Image Segmentation DeepLabV3 on Android Recipe `_ diff --git a/prototype_source/mobile_interpreter.rst b/prototype_source/mobile_interpreter.rst new file mode 100644 index 00000000000..62e0449324d --- /dev/null +++ b/prototype_source/mobile_interpreter.rst @@ -0,0 +1,198 @@ +(beta) Efficient mobile interpreter in Android and iOS +================================================================== + +**Author**: `Chen Lai `_, `Martin Yuan `_ + +Introduction +------------ + +This tutorial introduces the steps to use PyTorch's efficient interpreter on iOS and Android. We will be using an Image Segmentation demo application as an example. + +This application will take advantage of the pre-built interpreter libraries available for Android and iOS, which can be used directly with Maven (Android) and CocoaPods (iOS). It is important to note that the pre-built libraries are the available for simplicity, but further size optimization can be achieved with by utilizing PyTorch's custom build capabilities. + +.. note:: If you see the error message: `PytorchStreamReader failed locating file bytecode.pkl: file not found ()`, likely you are using a torch script model that requires the use of the PyTorch JIT interpreter (a version of our PyTorch interpreter that is not as size-efficient). In order to leverage our efficient interpreter, please regenerate the model by running: `module._save_for_lite_interpreter(${model_path})`. + + - If `bytecode.pkl` is missing, likely the model is generated with the api: `module.save(${model_psth})`. + - The api `_load_for_lite_interpreter(${model_psth}) can be helpful to validate model with the efficient mobile interpreter. + +Android +------------------- +Get the Image Segmentation demo app in Android: https://github.com/pytorch/android-demo-app/tree/master/ImageSegmentation + +1. **Prepare model**: Prepare the mobile interpreter version of model by run the script below to generate the scripted model `deeplabv3_scripted.pt` and `deeplabv3_scripted.ptl` + +.. code:: python + + import torch + from torch.utils.mobile_optimizer import optimize_for_mobile + model = torch.hub.load('pytorch/vision:v0.7.0', 'deeplabv3_resnet50', pretrained=True) + model.eval() + + scripted_module = torch.jit.script(model) + # Export full jit version model (not compatible mobile interpreter), leave it here for comparison + scripted_module.save("deeplabv3_scripted.pt") + # Export mobile interpreter version model (compatible with mobile interpreter) + optimized_scripted_module = optimize_for_mobile(scripted_module) + optimized_scripted_module._save_for_lite_interpreter("deeplabv3_scripted.ptl") + +2. **Use the PyTorch Android library in the ImageSegmentation app**: Update the `dependencies` part of ``ImageSegmentation/app/build.gradle`` to + +.. code:: gradle + + repositories { + maven { + url "https://oss.sonatype.org/content/repositories/snapshots" + } + } + + dependencies { + implementation 'androidx.appcompat:appcompat:1.2.0' + implementation 'androidx.constraintlayout:constraintlayout:2.0.2' + testImplementation 'junit:junit:4.12' + androidTestImplementation 'androidx.test.ext:junit:1.1.2' + androidTestImplementation 'androidx.test.espresso:espresso-core:3.3.0' + implementation 'org.pytorch:pytorch_android_lite:1.9.0' + implementation 'org.pytorch:pytorch_android_torchvision:1.9.0' + + implementation 'com.facebook.fbjni:fbjni-java-only:0.0.3' + } + + + +3. **Update model loader api**: Update ``ImageSegmentation/app/src/main/java/org/pytorch/imagesegmentation/MainActivity.java`` by + + 4.1 Add new import: `import org.pytorch.LiteModuleLoader` + + 4.2 Replace the way to load pytorch lite model + +.. code:: java + + // mModule = Module.load(MainActivity.assetFilePath(getApplicationContext(), "deeplabv3_scripted.pt")); + mModule = LiteModuleLoader.load(MainActivity.assetFilePath(getApplicationContext(), "deeplabv3_scripted.ptl")); + +4. **Test app**: Build and run the `ImageSegmentation` app in Android Studio + +iOS +------------------- +Get ImageSegmentation demo app in iOS: https://github.com/pytorch/ios-demo-app/tree/master/ImageSegmentation + +1. **Prepare model**: Same as Android. + +2. **Build the project with Cocoapods and prebuilt interpreter** Update the `PodFile` and run `pod install`: + +.. code-block:: podfile + + target 'ImageSegmentation' do + # Comment the next line if you don't want to use dynamic frameworks + use_frameworks! + + # Pods for ImageSegmentation + pod 'LibTorch_Lite', '~>1.9.0' + end + +3. **Update library and API** + + 3.1 Update ``TorchModule.mm``: To use the custom built libraries project, use `` (in ``TorchModule.mm``): + +.. code-block:: swift + + #import + // If it's built from source with xcode, comment out the line above + // and use following headers + // #include + // #include + // #include + +.. code-block:: swift + + @implementation TorchModule { + @protected + // torch::jit::script::Module _impl; + torch::jit::mobile::Module _impl; + } + + - (nullable instancetype)initWithFileAtPath:(NSString*)filePath { + self = [super init]; + if (self) { + try { + _impl = torch::jit::_load_for_mobile(filePath.UTF8String); + // _impl = torch::jit::load(filePath.UTF8String); + // _impl.eval(); + } catch (const std::exception& exception) { + NSLog(@"%s", exception.what()); + return nil; + } + } + return self; + } + +3.2 Update ``ViewController.swift`` + +.. code-block:: swift + + // if let filePath = Bundle.main.path(forResource: + // "deeplabv3_scripted", ofType: "pt"), + // let module = TorchModule(fileAtPath: filePath) { + // return module + // } else { + // fatalError("Can't find the model file!") + // } + if let filePath = Bundle.main.path(forResource: + "deeplabv3_scripted", ofType: "ptl"), + let module = TorchModule(fileAtPath: filePath) { + return module + } else { + fatalError("Can't find the model file!") + } + +4. Build and test the app in Xcode. + +How to use mobile interpreter + custom build +------------------------------------------ +A custom PyTorch interpreter library can be created to reduce binary size, by only containing the operators needed by the model. In order to do that follow these steps: + +1. To dump the operators in your model, say `deeplabv3_scripted`, run the following lines of Python code: + +.. code-block:: python + + # Dump list of operators used by deeplabv3_scripted: + import torch, yaml + model = torch.jit.load('deeplabv3_scripted.ptl') + ops = torch.jit.export_opnames(model) + with open('deeplabv3_scripted.yaml', 'w') as output: + yaml.dump(ops, output) + +In the snippet above, you first need to load the ScriptModule. Then, use export_opnames to return a list of operator names of the ScriptModule and its submodules. Lastly, save the result in a yaml file. The yaml file can be generated for any PyTorch 1.4.0 or above version. You can do that by checking the value of `torch.__version__`. + +2. To run the build script locally with the prepared yaml list of operators, pass in the yaml file generate from the last step into the environment variable SELECTED_OP_LIST. Also in the arguments, specify BUILD_PYTORCH_MOBILE=1 as well as the platform/architechture type. + +**iOS**: Take the simulator build for example, the command should be: + +.. code-block:: bash + + SELECTED_OP_LIST=deeplabv3_scripted.yaml BUILD_PYTORCH_MOBILE=1 IOS_PLATFORM=SIMULATOR ./scripts/build_ios.sh + +**Android**: Take the x86 build for example, the command should be: + +.. code-block:: bash + + SELECTED_OP_LIST=deeplabv3_scripted.yaml ./scripts/build_pytorch_android.sh x86 + + + +Conclusion +---------- + +In this tutorial, we demonstrated how to use PyTorch's efficient mobile interpreter, in an Android and iOS app. + +We walked through an Image Segmentation example to show how to dump the model, build a custom torch library from source and use the new api to run model. + +Our efficient mobile interpreter is still under development, and we will continue improving its size in the future. Note, however, that the APIs are subject to change in future versions. + +Thanks for reading! As always, we welcome any feedback, so please create an issue `here ` - if you have any. + +Learn More +---------- + +- To learn more about PyTorch Mobile, please refer to `PyTorch Mobile Home Page `_ +- To learn more about Image Segmentation, please refer to the `Image Segmentation DeepLabV3 on Android Recipe `_ From 2a10083c11eb2b3ace2655cb8c8cfa5f5d40add9 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Wed, 9 Jun 2021 15:04:10 -0400 Subject: [PATCH 04/13] Revert "Update lite interpreter tutorial to beta (#1549)" (#1569) This reverts commit a702ca0fafe9d4a1ee0c1e4331de66245ceb3103. --- prototype_source/lite_interpreter.rst | 221 ++++++++++++++++++++++++ prototype_source/mobile_interpreter.rst | 198 --------------------- 2 files changed, 221 insertions(+), 198 deletions(-) create mode 100644 prototype_source/lite_interpreter.rst delete mode 100644 prototype_source/mobile_interpreter.rst diff --git a/prototype_source/lite_interpreter.rst b/prototype_source/lite_interpreter.rst new file mode 100644 index 00000000000..bb3efe44f46 --- /dev/null +++ b/prototype_source/lite_interpreter.rst @@ -0,0 +1,221 @@ +(Prototype) Introduce lite interpreter workflow in Android and iOS +================================================================== + +**Author**: `Chen Lai `_, `Martin Yuan `_ + +Introduction +------------ + +This tutorial introduces the steps to use lite interpreter on iOS and Android. We'll be using the ImageSegmentation demo app as an example. Since lite interpreter is currently in the prototype stage, a custom pytorch binary from source is required. + + +Android +------------------- +Get ImageSegmentation demo app in Android: https://github.com/pytorch/android-demo-app/tree/master/ImageSegmentation + +1. **Prepare model**: Prepare the lite interpreter version of model by run the script below to generate the scripted model `deeplabv3_scripted.pt` and `deeplabv3_scripted.ptl` + +.. code:: python + + import torch + + model = torch.hub.load('pytorch/vision:v0.7.0', 'deeplabv3_resnet50', pretrained=True) + model.eval() + + scripted_module = torch.jit.script(model) + # Export full jit version model (not compatible lite interpreter), leave it here for comparison + scripted_module.save("deeplabv3_scripted.pt") + # Export lite interpreter version model (compatible with lite interpreter) + scripted_module._save_for_lite_interpreter("deeplabv3_scripted.ptl") + +2. **Build libtorch lite for android**: Build libtorch for android for all 4 android abis (``armeabi-v7a``, ``arm64-v8a``, ``x86``, ``x86_64``) ``BUILD_LITE_INTERPRETER=1 ./scripts/build_pytorch_android.sh``. For example, if it will be tested on Pixel 4 emulator with ``x86``, use cmd ``BUILD_LITE_INTERPRETER=1 ./scripts/build_pytorch_android.sh x86`` to specify abi to save built time. After the build finish, it will show the library path: + + +.. code-block:: bash + + BUILD SUCCESSFUL in 55s + 134 actionable tasks: 22 executed, 112 up-to-date + + find /Users/chenlai/pytorch/android -type f -name '*aar' + + xargs ls -lah + -rw-r--r-- 1 chenlai staff 13M Feb 11 11:48 /Users/chenlai/pytorch/android/pytorch_android/build/outputs/aar/pytorch_android-release.aar + -rw-r--r-- 1 chenlai staff 36K Feb 9 16:45 /Users/chenlai/pytorch/android/pytorch_android_torchvision/build/outputs/aar/pytorch_android_torchvision-release.aar + +3. **Use the PyTorch Android libraries built from source in the ImageSegmentation app**: Create a folder `libs` in the path, the path from repository root will be `ImageSegmentation/app/libs`. Copy `pytorch_android-release` to the path ``ImageSegmentation/app/libs/pytorch_android-release.aar``. Copy `pytorch_android_torchvision` (downloaded from `Pytorch Android Torchvision Nightly `_) to the path ``ImageSegmentation/app/libs/pytorch_android_torchvision.aar``. Update the `dependencies` part of ``ImageSegmentation/app/build.gradle`` to + +.. code:: gradle + + dependencies { + implementation 'androidx.appcompat:appcompat:1.2.0' + implementation 'androidx.constraintlayout:constraintlayout:2.0.2' + testImplementation 'junit:junit:4.12' + androidTestImplementation 'androidx.test.ext:junit:1.1.2' + androidTestImplementation 'androidx.test.espresso:espresso-core:3.3.0' + + + implementation(name:'pytorch_android-release', ext:'aar') + implementation(name:'pytorch_android_torchvision', ext:'aar') + + implementation 'com.android.support:appcompat-v7:28.0.0' + implementation 'com.facebook.fbjni:fbjni-java-only:0.0.3' + } + +Update `all projects` part in ``ImageSegmentation/build.gradle`` to + + +.. code:: gradle + + allprojects { + repositories { + google() + jcenter() + flatDir { + dirs 'libs' + } + } + } + +4. **Update model loader api**: Update ``ImageSegmentation/app/src/main/java/org/pytorch/imagesegmentation/MainActivity.java`` by + + 4.1 Add new import: `import org.pytorch.LiteModuleLoader` + + 4.2 Replace the way to load pytorch lite model + +.. code:: java + + // mModule = Module.load(MainActivity.assetFilePath(getApplicationContext(), "deeplabv3_scripted.pt")); + mModule = LiteModuleLoader.load(MainActivity.assetFilePath(getApplicationContext(), "deeplabv3_scripted.ptl")); + +5. **Test app**: Build and run the `ImageSegmentation` app in Android Studio + +iOS +------------------- +Get ImageSegmentation demo app in iOS: https://github.com/pytorch/ios-demo-app/tree/master/ImageSegmentation + +1. **Prepare model**: Same as Android. + +2. **Build libtorch lite for iOS**: + +.. code-block:: bash + + BUILD_PYTORCH_MOBILE=1 IOS_PLATFORM=SIMULATOR BUILD_LITE_INTERPRETER=1 ./scripts/build_ios.sh + + +3. **Remove Cocoapods from the project** (this step is only needed if you ran `pod install`): + +.. code-block:: bash + + pod deintegrate + +4. **Link ImageSegmentation demo app with the custom built library**: +Open your project in XCode, go to your project Target’s **Build Phases - Link Binaries With Libraries**, click the **+** sign and add all the library files located in `build_ios/install/lib`. Navigate to the project **Build Settings**, set the value **Header Search Paths** to `build_ios/install/include` and **Library Search Paths** to `build_ios/install/lib`. +In the build settings, search for **other linker flags**. Add a custom linker flag below +``` +-all_load +``` +Finally, disable bitcode for your target by selecting the Build Settings, searching for Enable Bitcode, and set the value to **No**. + +5. **Update library and api** + + 5.1 Update ``TorchModule.mm``: To use the custom built libraries the project, replace `#import ` (in ``TorchModule.mm``) which is needed when using LibTorch via Cocoapods with the code below: + +.. code-block:: swift + + //#import + #include "ATen/ATen.h" + #include "caffe2/core/timer.h" + #include "caffe2/utils/string_utils.h" + #include "torch/csrc/autograd/grad_mode.h" + #include "torch/script.h" + #include + #include + #include + #include + #include + +.. code-block:: swift + + @implementation TorchModule { + @protected + // torch::jit::script::Module _impl; + torch::jit::mobile::Module _impl; + } + + - (nullable instancetype)initWithFileAtPath:(NSString*)filePath { + self = [super init]; + if (self) { + try { + _impl = torch::jit::_load_for_mobile(filePath.UTF8String); + // _impl = torch::jit::load(filePath.UTF8String); + // _impl.eval(); + } catch (const std::exception& exception) { + NSLog(@"%s", exception.what()); + return nil; + } + } + return self; + } + + +5.2 Update ``ViewController.swift`` + +.. code-block:: swift + + // if let filePath = Bundle.main.path(forResource: + // "deeplabv3_scripted", ofType: "pt"), + // let module = TorchModule(fileAtPath: filePath) { + // return module + // } else { + // fatalError("Can't find the model file!") + // } + if let filePath = Bundle.main.path(forResource: + "deeplabv3_scripted", ofType: "ptl"), + let module = TorchModule(fileAtPath: filePath) { + return module + } else { + fatalError("Can't find the model file!") + } + +6. Build and test the app in Xcode. + +How to use lite interpreter + custom build +------------------------------------------ +1. To dump the operators in your model, say `deeplabv3_scripted`, run the following lines of Python code: + +.. code-block:: python + + # Dump list of operators used by deeplabv3_scripted: + import torch, yaml + model = torch.jit.load('deeplabv3_scripted.ptl') + ops = torch.jit.export_opnames(model) + with open('deeplabv3_scripted.yaml', 'w') as output: + yaml.dump(ops, output) + +In the snippet above, you first need to load the ScriptModule. Then, use export_opnames to return a list of operator names of the ScriptModule and its submodules. Lastly, save the result in a yaml file. The yaml file can be generated for any PyTorch 1.4.0 or above version. You can do that by checking the value of `torch.__version__`. + +2. To run the build script locally with the prepared yaml list of operators, pass in the yaml file generate from the last step into the environment variable SELECTED_OP_LIST. Also in the arguments, specify BUILD_PYTORCH_MOBILE=1 as well as the platform/architechture type. + +**iOS**: Take the simulator build for example, the command should be: + +.. code-block:: bash + + SELECTED_OP_LIST=deeplabv3_scripted.yaml BUILD_PYTORCH_MOBILE=1 IOS_PLATFORM=SIMULATOR BUILD_LITE_INTERPRETER=1 ./scripts/build_ios.sh + +**Android**: Take the x86 build for example, the command should be: + +.. code-block:: bash + + SELECTED_OP_LIST=deeplabv3_scripted.yaml BUILD_LITE_INTERPRETER=1 ./scripts/build_pytorch_android.sh x86 + + +Conclusion +---------- + +In this tutorial, we demonstrated how to use lite interpreter in Android and iOS app. We walked through an Image Segmentation example to show how to dump the model, build torch library from source and use the new api to run model. Please be aware of that lite interpreter is still under development, more library size reduction will be introduced in the future. APIs are subject to change in the future versions. + +Thanks for reading! As always, we welcome any feedback, so please create an issue `here `_ if you have any. + +Learn More +---------- + +- To learn more about PyTorch Mobile, please refer to `PyTorch Mobile Home Page `_ +- To learn more about Image Segmentation, please refer to the `Image Segmentation DeepLabV3 on Android Recipe `_ diff --git a/prototype_source/mobile_interpreter.rst b/prototype_source/mobile_interpreter.rst deleted file mode 100644 index 62e0449324d..00000000000 --- a/prototype_source/mobile_interpreter.rst +++ /dev/null @@ -1,198 +0,0 @@ -(beta) Efficient mobile interpreter in Android and iOS -================================================================== - -**Author**: `Chen Lai `_, `Martin Yuan `_ - -Introduction ------------- - -This tutorial introduces the steps to use PyTorch's efficient interpreter on iOS and Android. We will be using an Image Segmentation demo application as an example. - -This application will take advantage of the pre-built interpreter libraries available for Android and iOS, which can be used directly with Maven (Android) and CocoaPods (iOS). It is important to note that the pre-built libraries are the available for simplicity, but further size optimization can be achieved with by utilizing PyTorch's custom build capabilities. - -.. note:: If you see the error message: `PytorchStreamReader failed locating file bytecode.pkl: file not found ()`, likely you are using a torch script model that requires the use of the PyTorch JIT interpreter (a version of our PyTorch interpreter that is not as size-efficient). In order to leverage our efficient interpreter, please regenerate the model by running: `module._save_for_lite_interpreter(${model_path})`. - - - If `bytecode.pkl` is missing, likely the model is generated with the api: `module.save(${model_psth})`. - - The api `_load_for_lite_interpreter(${model_psth}) can be helpful to validate model with the efficient mobile interpreter. - -Android -------------------- -Get the Image Segmentation demo app in Android: https://github.com/pytorch/android-demo-app/tree/master/ImageSegmentation - -1. **Prepare model**: Prepare the mobile interpreter version of model by run the script below to generate the scripted model `deeplabv3_scripted.pt` and `deeplabv3_scripted.ptl` - -.. code:: python - - import torch - from torch.utils.mobile_optimizer import optimize_for_mobile - model = torch.hub.load('pytorch/vision:v0.7.0', 'deeplabv3_resnet50', pretrained=True) - model.eval() - - scripted_module = torch.jit.script(model) - # Export full jit version model (not compatible mobile interpreter), leave it here for comparison - scripted_module.save("deeplabv3_scripted.pt") - # Export mobile interpreter version model (compatible with mobile interpreter) - optimized_scripted_module = optimize_for_mobile(scripted_module) - optimized_scripted_module._save_for_lite_interpreter("deeplabv3_scripted.ptl") - -2. **Use the PyTorch Android library in the ImageSegmentation app**: Update the `dependencies` part of ``ImageSegmentation/app/build.gradle`` to - -.. code:: gradle - - repositories { - maven { - url "https://oss.sonatype.org/content/repositories/snapshots" - } - } - - dependencies { - implementation 'androidx.appcompat:appcompat:1.2.0' - implementation 'androidx.constraintlayout:constraintlayout:2.0.2' - testImplementation 'junit:junit:4.12' - androidTestImplementation 'androidx.test.ext:junit:1.1.2' - androidTestImplementation 'androidx.test.espresso:espresso-core:3.3.0' - implementation 'org.pytorch:pytorch_android_lite:1.9.0' - implementation 'org.pytorch:pytorch_android_torchvision:1.9.0' - - implementation 'com.facebook.fbjni:fbjni-java-only:0.0.3' - } - - - -3. **Update model loader api**: Update ``ImageSegmentation/app/src/main/java/org/pytorch/imagesegmentation/MainActivity.java`` by - - 4.1 Add new import: `import org.pytorch.LiteModuleLoader` - - 4.2 Replace the way to load pytorch lite model - -.. code:: java - - // mModule = Module.load(MainActivity.assetFilePath(getApplicationContext(), "deeplabv3_scripted.pt")); - mModule = LiteModuleLoader.load(MainActivity.assetFilePath(getApplicationContext(), "deeplabv3_scripted.ptl")); - -4. **Test app**: Build and run the `ImageSegmentation` app in Android Studio - -iOS -------------------- -Get ImageSegmentation demo app in iOS: https://github.com/pytorch/ios-demo-app/tree/master/ImageSegmentation - -1. **Prepare model**: Same as Android. - -2. **Build the project with Cocoapods and prebuilt interpreter** Update the `PodFile` and run `pod install`: - -.. code-block:: podfile - - target 'ImageSegmentation' do - # Comment the next line if you don't want to use dynamic frameworks - use_frameworks! - - # Pods for ImageSegmentation - pod 'LibTorch_Lite', '~>1.9.0' - end - -3. **Update library and API** - - 3.1 Update ``TorchModule.mm``: To use the custom built libraries project, use `` (in ``TorchModule.mm``): - -.. code-block:: swift - - #import - // If it's built from source with xcode, comment out the line above - // and use following headers - // #include - // #include - // #include - -.. code-block:: swift - - @implementation TorchModule { - @protected - // torch::jit::script::Module _impl; - torch::jit::mobile::Module _impl; - } - - - (nullable instancetype)initWithFileAtPath:(NSString*)filePath { - self = [super init]; - if (self) { - try { - _impl = torch::jit::_load_for_mobile(filePath.UTF8String); - // _impl = torch::jit::load(filePath.UTF8String); - // _impl.eval(); - } catch (const std::exception& exception) { - NSLog(@"%s", exception.what()); - return nil; - } - } - return self; - } - -3.2 Update ``ViewController.swift`` - -.. code-block:: swift - - // if let filePath = Bundle.main.path(forResource: - // "deeplabv3_scripted", ofType: "pt"), - // let module = TorchModule(fileAtPath: filePath) { - // return module - // } else { - // fatalError("Can't find the model file!") - // } - if let filePath = Bundle.main.path(forResource: - "deeplabv3_scripted", ofType: "ptl"), - let module = TorchModule(fileAtPath: filePath) { - return module - } else { - fatalError("Can't find the model file!") - } - -4. Build and test the app in Xcode. - -How to use mobile interpreter + custom build ------------------------------------------- -A custom PyTorch interpreter library can be created to reduce binary size, by only containing the operators needed by the model. In order to do that follow these steps: - -1. To dump the operators in your model, say `deeplabv3_scripted`, run the following lines of Python code: - -.. code-block:: python - - # Dump list of operators used by deeplabv3_scripted: - import torch, yaml - model = torch.jit.load('deeplabv3_scripted.ptl') - ops = torch.jit.export_opnames(model) - with open('deeplabv3_scripted.yaml', 'w') as output: - yaml.dump(ops, output) - -In the snippet above, you first need to load the ScriptModule. Then, use export_opnames to return a list of operator names of the ScriptModule and its submodules. Lastly, save the result in a yaml file. The yaml file can be generated for any PyTorch 1.4.0 or above version. You can do that by checking the value of `torch.__version__`. - -2. To run the build script locally with the prepared yaml list of operators, pass in the yaml file generate from the last step into the environment variable SELECTED_OP_LIST. Also in the arguments, specify BUILD_PYTORCH_MOBILE=1 as well as the platform/architechture type. - -**iOS**: Take the simulator build for example, the command should be: - -.. code-block:: bash - - SELECTED_OP_LIST=deeplabv3_scripted.yaml BUILD_PYTORCH_MOBILE=1 IOS_PLATFORM=SIMULATOR ./scripts/build_ios.sh - -**Android**: Take the x86 build for example, the command should be: - -.. code-block:: bash - - SELECTED_OP_LIST=deeplabv3_scripted.yaml ./scripts/build_pytorch_android.sh x86 - - - -Conclusion ----------- - -In this tutorial, we demonstrated how to use PyTorch's efficient mobile interpreter, in an Android and iOS app. - -We walked through an Image Segmentation example to show how to dump the model, build a custom torch library from source and use the new api to run model. - -Our efficient mobile interpreter is still under development, and we will continue improving its size in the future. Note, however, that the APIs are subject to change in future versions. - -Thanks for reading! As always, we welcome any feedback, so please create an issue `here ` - if you have any. - -Learn More ----------- - -- To learn more about PyTorch Mobile, please refer to `PyTorch Mobile Home Page `_ -- To learn more about Image Segmentation, please refer to the `Image Segmentation DeepLabV3 on Android Recipe `_ From 869109cc787847edd5c5375e170df65577082d68 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Fri, 11 Jun 2021 13:24:22 -0400 Subject: [PATCH 05/13] Update build.sh --- .jenkins/build.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.jenkins/build.sh b/.jenkins/build.sh index b005a2637af..197f06c15f4 100755 --- a/.jenkins/build.sh +++ b/.jenkins/build.sh @@ -26,7 +26,7 @@ pip install -r $DIR/../requirements.txt # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html # RC Link pip uninstall -y torch torchvision torchaudio torchtext -pip install --pre --upgrade -f https://download.pytorch.org/whl/test/cu102/torch_test.html torch torchvision torchaudio torchtext +pip install -f https://download.pytorch.org/whl/test/cu102/torch_test.html torch torchvision torchaudio torchtext # For Tensorboard. Until 1.14 moves to the release channel. pip install tb-nightly From efe7f6befe10b679fb76242a3401006ea50d23a4 Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Mon, 14 Jun 2021 10:14:48 -0400 Subject: [PATCH 06/13] Update build.sh --- .jenkins/build.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.jenkins/build.sh b/.jenkins/build.sh index 197f06c15f4..b005a2637af 100755 --- a/.jenkins/build.sh +++ b/.jenkins/build.sh @@ -26,7 +26,7 @@ pip install -r $DIR/../requirements.txt # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html # RC Link pip uninstall -y torch torchvision torchaudio torchtext -pip install -f https://download.pytorch.org/whl/test/cu102/torch_test.html torch torchvision torchaudio torchtext +pip install --pre --upgrade -f https://download.pytorch.org/whl/test/cu102/torch_test.html torch torchvision torchaudio torchtext # For Tensorboard. Until 1.14 moves to the release channel. pip install tb-nightly From 6de45526af6bf80be4a5ec4df785c664517053f4 Mon Sep 17 00:00:00 2001 From: parmeet Date: Mon, 14 Jun 2021 12:45:57 -0400 Subject: [PATCH 07/13] updated pipeline tutorial (#1562) * reduce (#1546) * Update seq2seq_translation_tutorial.py (#1532) Co-authored-by: Holly Sweeney <77758406+holly1238@users.noreply.github.com> * added CPU optimization guide part into tuning_guide (#1512) * added CPU optimization guide part into tuning_guide * changed non-python command to python comments in CPU specific optimization section * Update tuning_guide.py Changed comment of bash commands to double quote. * Update tuning_guide.py Co-authored-by: Brian Johnson * Typo fix (#1538) Co-authored-by: Holly Sweeney <77758406+holly1238@users.noreply.github.com> * Typo fix in text sentiment tutorial (#1543) Trivial typo fix in docs * Update dcgan_faces_tutorial.py (#1550) Co-authored-by: Holly Sweeney <77758406+holly1238@users.noreply.github.com> * updated pipeline tutorial Co-authored-by: define_liuyi <793753866@qq.com> Co-authored-by: dhayeah <57786651+dhayeah@users.noreply.github.com> Co-authored-by: Holly Sweeney <77758406+holly1238@users.noreply.github.com> Co-authored-by: Jing Xu Co-authored-by: Brian Johnson Co-authored-by: Andrew C. Freeman Co-authored-by: Davide Fiocco Co-authored-by: universuen <52519513+universuen@users.noreply.github.com> --- intermediate_source/pipeline_tutorial.py | 63 +++++------------------- 1 file changed, 12 insertions(+), 51 deletions(-) diff --git a/intermediate_source/pipeline_tutorial.py b/intermediate_source/pipeline_tutorial.py index 45d217893db..2c21555a873 100644 --- a/intermediate_source/pipeline_tutorial.py +++ b/intermediate_source/pipeline_tutorial.py @@ -148,27 +148,24 @@ def forward(self, x): # efficient batch processing. # -import io import torch -from torchtext.utils import download_from_url, extract_archive +from torchtext.datasets import WikiText2 from torchtext.data.utils import get_tokenizer from torchtext.vocab import build_vocab_from_iterator -url = 'https://s3.amazonaws.com/research.metamind.io/wikitext/wikitext-2-v1.zip' -test_filepath, valid_filepath, train_filepath = extract_archive(download_from_url(url)) +train_iter = WikiText2(split='train') tokenizer = get_tokenizer('basic_english') -vocab = build_vocab_from_iterator(map(tokenizer, - iter(io.open(train_filepath, - encoding="utf8")))) +vocab = build_vocab_from_iterator(map(tokenizer, train_iter), specials=[""]) +vocab.set_default_index(vocab[""]) def data_process(raw_text_iter): - data = [torch.tensor([vocab[token] for token in tokenizer(item)], - dtype=torch.long) for item in raw_text_iter] + data = [torch.tensor(vocab(tokenizer(item)), dtype=torch.long) for item in raw_text_iter] return torch.cat(tuple(filter(lambda t: t.numel() > 0, data))) -train_data = data_process(iter(io.open(train_filepath, encoding="utf8"))) -val_data = data_process(iter(io.open(valid_filepath, encoding="utf8"))) -test_data = data_process(iter(io.open(test_filepath, encoding="utf8"))) +train_iter, val_iter, test_iter = WikiText2() +train_data = data_process(train_iter) +val_data = data_process(val_iter) +test_data = data_process(test_iter) device = torch.device("cuda") @@ -244,7 +241,7 @@ def get_batch(source, i): # allows the Pipe to work with only two partitions and avoid any # cross-partition overheads. -ntokens = len(vocab.stoi) # the size of vocabulary +ntokens = len(vocab) # the size of vocabulary emsize = 4096 # embedding dimension nhid = 4096 # the dimension of the feedforward network model in nn.TransformerEncoder nlayers = 12 # the number of nn.TransformerEncoderLayer in nn.TransformerEncoder @@ -330,7 +327,7 @@ def train(): model.train() # Turn on the train mode total_loss = 0. start_time = time.time() - ntokens = len(vocab.stoi) + ntokens = len(vocab) # Train only for 50 batches to keep script execution time low. nbatches = min(50 * bptt, train_data.size(0) - 1) @@ -366,7 +363,7 @@ def train(): def evaluate(eval_model, data_source): eval_model.eval() # Turn on the evaluation mode total_loss = 0. - ntokens = len(vocab.stoi) + ntokens = len(vocab) # Evaluate only for 50 batches to keep script execution time low. nbatches = min(50 * bptt, data_source.size(0) - 1) with torch.no_grad(): @@ -418,39 +415,3 @@ def evaluate(eval_model, data_source): print('| End of training | test loss {:5.2f} | test ppl {:8.2f}'.format( test_loss, math.exp(test_loss))) print('=' * 89) - - -###################################################################### -# Output -# ------ -# - - -###################################################################### -#.. code-block:: py -# -# Total parameters in model: 1,847,087,215 -# | epoch 1 | 10/ 50 batches | lr 5.00 | ms/batch 2387.45 | loss 42.16 | ppl 2036775646369743616.00 -# | epoch 1 | 20/ 50 batches | lr 5.00 | ms/batch 2150.93 | loss 48.24 | ppl 891334049215401558016.00 -# | epoch 1 | 30/ 50 batches | lr 5.00 | ms/batch 2155.23 | loss 34.66 | ppl 1125676483188404.62 -# | epoch 1 | 40/ 50 batches | lr 5.00 | ms/batch 2158.42 | loss 38.87 | ppl 76287208340888368.00 -# ----------------------------------------------------------------------------------------- -# | end of epoch 1 | time: 119.65s | valid loss 2.95 | valid ppl 19.15 -# ----------------------------------------------------------------------------------------- -# | epoch 2 | 10/ 50 batches | lr 4.51 | ms/batch 2376.16 | loss 34.92 | ppl 1458001430957104.00 -# | epoch 2 | 20/ 50 batches | lr 4.51 | ms/batch 2160.96 | loss 34.75 | ppl 1232463826541886.50 -# | epoch 2 | 30/ 50 batches | lr 4.51 | ms/batch 2160.66 | loss 28.10 | ppl 1599598251136.51 -# | epoch 2 | 40/ 50 batches | lr 4.51 | ms/batch 2160.07 | loss 20.25 | ppl 621174306.77 -# ----------------------------------------------------------------------------------------- -# | end of epoch 2 | time: 119.76s | valid loss 0.87 | valid ppl 2.38 -# ----------------------------------------------------------------------------------------- -# | epoch 3 | 10/ 50 batches | lr 4.29 | ms/batch 2376.49 | loss 13.20 | ppl 537727.23 -# | epoch 3 | 20/ 50 batches | lr 4.29 | ms/batch 2160.12 | loss 10.98 | ppl 58548.58 -# | epoch 3 | 30/ 50 batches | lr 4.29 | ms/batch 2160.05 | loss 12.01 | ppl 164152.79 -# | epoch 3 | 40/ 50 batches | lr 4.29 | ms/batch 2160.03 | loss 10.63 | ppl 41348.00 -# ----------------------------------------------------------------------------------------- -# | end of epoch 3 | time: 119.76s | valid loss 0.78 | valid ppl 2.17 -# ----------------------------------------------------------------------------------------- -# ========================================================================================= -# | End of training | test loss 0.69 | test ppl 1.99 -# ========================================================================================= From 5b39f4b8afbe261580cc79769b8567342d3558da Mon Sep 17 00:00:00 2001 From: Caroline Chen Date: Mon, 14 Jun 2021 10:25:30 -0700 Subject: [PATCH 08/13] Update audio manipulation tutorial (#1566) * add resampling tutorial * update benchmarking and sectioning * remove np import * Update torchaudio tutorial * update resample dtype initialization Co-authored-by: moto <855818+mthrok@users.noreply.github.com> --- .../audio_preprocessing_tutorial.py | 631 ++++++++++++++---- 1 file changed, 497 insertions(+), 134 deletions(-) diff --git a/beginner_source/audio_preprocessing_tutorial.py b/beginner_source/audio_preprocessing_tutorial.py index 8b29b07bb42..d094ddf48af 100644 --- a/beginner_source/audio_preprocessing_tutorial.py +++ b/beginner_source/audio_preprocessing_tutorial.py @@ -26,7 +26,7 @@ ###################################################################### # Preparing data and utility functions (skip this section) # -------------------------------------------------------- -# +# #@title Prepare data and utility functions. {display-mode: "form"} #@markdown @@ -52,6 +52,8 @@ import requests import matplotlib import matplotlib.pyplot as plt +import pandas as pd +import time from IPython.display import Audio, display [width, height] = matplotlib.rcParams['figure.figsize'] @@ -117,7 +119,10 @@ def _get_sample(path, resample=None): ["remix", "1"] ] if resample: - effects.append(["rate", f'{resample}']) + effects.extend([ + ["lowpass", f"{resample // 2}"], + ["rate", f'{resample}'], + ]) return torchaudio.sox_effects.apply_effects_file(path, effects=effects) def get_speech_sample(*, resample=None): @@ -138,18 +143,6 @@ def get_rir_sample(*, resample=None, processed=False): def get_noise_sample(*, resample=None): return _get_sample(SAMPLE_NOISE_PATH, resample=resample) -def print_metadata(metadata, src=None): - if src: - print("-" * 10) - print("Source:", src) - print("-" * 10) - print(" - sample_rate:", metadata.sample_rate) - print(" - num_channels:", metadata.num_channels) - print(" - num_frames:", metadata.num_frames) - print(" - bits_per_sample:", metadata.bits_per_sample) - print(" - encoding:", metadata.encoding) - print() - def print_stats(waveform, sample_rate=None, src=None): if src: print("-" * 10) @@ -222,7 +215,7 @@ def inspect_file(path): print("Source:", path) print("-" * 10) print(f" - File size: {os.path.getsize(path)} bytes") - print_metadata(torchaudio.info(path)) + print(f" - {torchaudio.info(path)}") def plot_spectrogram(spec, title=None, ylabel='freq_bin', aspect='auto', xmax=None): fig, axs = plt.subplots(1, 1) @@ -300,38 +293,137 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): axis.legend(lns, labels, loc=0) plt.show(block=False) +DEFAULT_OFFSET = 201 +SWEEP_MAX_SAMPLE_RATE = 48000 +DEFAULT_LOWPASS_FILTER_WIDTH = 6 +DEFAULT_ROLLOFF = 0.99 +DEFAULT_RESAMPLING_METHOD = 'sinc_interpolation' + +def _get_log_freq(sample_rate, max_sweep_rate, offset): + """Get freqs evenly spaced out in log-scale, between [0, max_sweep_rate // 2] + + offset is used to avoid negative infinity `log(offset + x)`. + + """ + half = sample_rate // 2 + start, stop = math.log(offset), math.log(offset + max_sweep_rate // 2) + return torch.exp(torch.linspace(start, stop, sample_rate, dtype=torch.double)) - offset + +def _get_inverse_log_freq(freq, sample_rate, offset): + """Find the time where the given frequency is given by _get_log_freq""" + half = sample_rate // 2 + return sample_rate * (math.log(1 + freq / offset) / math.log(1 + half / offset)) + +def _get_freq_ticks(sample_rate, offset, f_max): + # Given the original sample rate used for generating the sweep, + # find the x-axis value where the log-scale major frequency values fall in + time, freq = [], [] + for exp in range(2, 5): + for v in range(1, 10): + f = v * 10 ** exp + if f < sample_rate // 2: + t = _get_inverse_log_freq(f, sample_rate, offset) / sample_rate + time.append(t) + freq.append(f) + t_max = _get_inverse_log_freq(f_max, sample_rate, offset) / sample_rate + time.append(t_max) + freq.append(f_max) + return time, freq + +def plot_sweep(waveform, sample_rate, title, max_sweep_rate=SWEEP_MAX_SAMPLE_RATE, offset=DEFAULT_OFFSET): + x_ticks = [100, 500, 1000, 5000, 10000, 20000, max_sweep_rate // 2] + y_ticks = [1000, 5000, 10000, 20000, sample_rate//2] + + time, freq = _get_freq_ticks(max_sweep_rate, offset, sample_rate // 2) + freq_x = [f if f in x_ticks and f <= max_sweep_rate // 2 else None for f in freq] + freq_y = [f for f in freq if f >= 1000 and f in y_ticks and f <= sample_rate // 2] + + figure, axis = plt.subplots(1, 1) + axis.specgram(waveform[0].numpy(), Fs=sample_rate) + plt.xticks(time, freq_x) + plt.yticks(freq_y, freq_y) + axis.set_xlabel('Original Signal Frequency (Hz, log scale)') + axis.set_ylabel('Waveform Frequency (Hz)') + axis.xaxis.grid(True, alpha=0.67) + axis.yaxis.grid(True, alpha=0.67) + figure.suptitle(f'{title} (sample rate: {sample_rate} Hz)') + plt.show(block=True) + +def get_sine_sweep(sample_rate, offset=DEFAULT_OFFSET): + max_sweep_rate = sample_rate + freq = _get_log_freq(sample_rate, max_sweep_rate, offset) + delta = 2 * math.pi * freq / sample_rate + cummulative = torch.cumsum(delta, dim=0) + signal = torch.sin(cummulative).unsqueeze(dim=0) + return signal + +def benchmark_resample( + method, + waveform, + sample_rate, + resample_rate, + lowpass_filter_width=DEFAULT_LOWPASS_FILTER_WIDTH, + rolloff=DEFAULT_ROLLOFF, + resampling_method=DEFAULT_RESAMPLING_METHOD, + beta=None, + librosa_type=None, + iters=5 +): + if method == "functional": + begin = time.time() + for _ in range(iters): + F.resample(waveform, sample_rate, resample_rate, lowpass_filter_width=lowpass_filter_width, + rolloff=rolloff, resampling_method=resampling_method) + elapsed = time.time() - begin + return elapsed / iters + elif method == "transforms": + resampler = T.Resample(sample_rate, resample_rate, lowpass_filter_width=lowpass_filter_width, + rolloff=rolloff, resampling_method=resampling_method, dtype=waveform.dtype) + begin = time.time() + for _ in range(iters): + resampler(waveform) + elapsed = time.time() - begin + return elapsed / iters + elif method == "librosa": + waveform_np = waveform.squeeze().numpy() + begin = time.time() + for _ in range(iters): + librosa.resample(waveform_np, sample_rate, resample_rate, res_type=librosa_type) + elapsed = time.time() - begin + return elapsed / iters + ###################################################################### # Audio I/O # ========= -# +# # torchaudio integrates ``libsox`` and provides a rich set of audio I/O. -# +# ###################################################################### # Quering audio metadata # ---------------------- -# +# # ``torchaudio.info`` function fetches metadata of audio. You can provide # a path-like object or file-like object. -# +# metadata = torchaudio.info(SAMPLE_WAV_PATH) -print_metadata(metadata, src=SAMPLE_WAV_PATH) +print(metadata) ###################################################################### # Where -# +# # - ``sample_rate`` is the sampling rate of the audio # - ``num_channels`` is the number of channels # - ``num_frames`` is the number of frames per channel # - ``bits_per_sample`` is bit depth # - ``encoding`` is the sample coding format -# +# # The values ``encoding`` can take are one of the following -# +# # - ``"PCM_S"``: Signed integer linear PCM # - ``"PCM_U"``: Unsigned integer linear PCM # - ``"PCM_F"``: Floating point linear PCM @@ -351,34 +443,35 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): # - ``"GSM"``: GSM-FR # [`wikipedia `__] # - ``"UNKNOWN"`` None of avobe -# +# ###################################################################### # **Note** -# +# # - ``bits_per_sample`` can be ``0`` for formats with compression and/or # variable bit rate. (such as mp3) # - ``num_frames`` can be ``0`` for GSM-FR format. -# +# metadata = torchaudio.info(SAMPLE_MP3_PATH) -print_metadata(metadata, src=SAMPLE_MP3_PATH) +print(metadata) metadata = torchaudio.info(SAMPLE_GSM_PATH) -print_metadata(metadata, src=SAMPLE_GSM_PATH) +print(metadata) ###################################################################### # Querying file-like object # ~~~~~~~~~~~~~~~~~~~~~~~~~ -# +# # ``info`` function works on file-like object as well. -# +# +print("Source:", SAMPLE_WAV_URL) with requests.get(SAMPLE_WAV_URL, stream=True) as response: metadata = torchaudio.info(response.raw) -print_metadata(metadata, src=SAMPLE_WAV_URL) +print(metadata) ###################################################################### @@ -387,35 +480,36 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): # Therefore, depending on the audio format, it cannot get the correct # metadata, including the format itself. The following example illustrates # this. -# +# # - Use ``format`` argument to tell what audio format it is. # - The returned metadata has ``num_frames = 0`` -# +# +print("Source:", SAMPLE_MP3_URL) with requests.get(SAMPLE_MP3_URL, stream=True) as response: metadata = torchaudio.info(response.raw, format="mp3") print(f"Fetched {response.raw.tell()} bytes.") -print_metadata(metadata, src=SAMPLE_MP3_URL) +print(metadata) ###################################################################### # Loading audio data into Tensor # ------------------------------ -# +# # To load audio data, you can use ``torchaudio.load``. -# +# # This function accepts path-like object and file-like object. -# +# # The returned value is a tuple of waveform (``Tensor``) and sample rate # (``int``). -# +# # By default, the resulting tensor object has ``dtype=torch.float32`` and # its value range is normalized within ``[-1.0, 1.0]``. -# +# # For the list of supported format, please refer to `the torchaudio # documentation `__. -# +# waveform, sample_rate = torchaudio.load(SAMPLE_WAV_SPEECH_PATH) @@ -429,11 +523,11 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Loading from file-like object # ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ -# +# # ``torchaudio``\ ’s I/O functions now support file-like object. This # allows to fetch audio data and decode at the same time from the location # other than local file system. The following examples illustrates this. -# +# # Load audio data as HTTP request with requests.get(SAMPLE_WAV_SPEECH_URL, stream=True) as response: @@ -457,22 +551,22 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Tips on slicing # ~~~~~~~~~~~~~~~ -# +# # Providing ``num_frames`` and ``frame_offset`` arguments will slice the # resulting Tensor object while decoding. -# +# # The same result can be achieved using the regular Tensor slicing, # (i.e. ``waveform[:, frame_offset:frame_offset+num_frames]``) however, # providing ``num_frames`` and ``frame_offset`` arguments is more # efficient. -# +# # This is because the function will stop data acquisition and decoding # once it finishes decoding the requested frames. This is advantageous # when the audio data are transfered via network as the data transfer will # stop as soon as the necessary amount of data is fetched. -# +# # The following example illustrates this; -# +# # Illustration of two different decoding methods. # The first one will fetch all the data and decode them, while @@ -502,26 +596,26 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Saving audio to file # -------------------- -# +# # To save audio data in the formats intepretable by common applications, # you can use ``torchaudio.save``. -# +# # This function accepts path-like object and file-like object. -# +# # When passing file-like object, you also need to provide ``format`` # argument so that the function knows which format it should be using. In # case of path-like object, the function will detemine the format based on # the extension. If you are saving to a file without extension, you need # to provide ``format`` argument. -# +# # When saving as WAV format, the default encoding for ``float32`` Tensor # is 32-bit floating-point PCM. You can provide ``encoding`` and # ``bits_per_sample`` argument to change this. For example, to save data # in 16 bit signed integer PCM, you can do the following. -# +# # **Note** Saving data in encodings with lower bit depth reduces the # resulting file size but loses precision. -# +# waveform, sample_rate = get_sample() print_stats(waveform, sample_rate=sample_rate) @@ -545,9 +639,9 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # ``torchaudio.save`` can also handle other formats. To name a few; -# +# -waveform, sample_rate = get_sample() +waveform, sample_rate = get_sample(resample=8000) formats = [ "mp3", @@ -569,11 +663,11 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Saving to file-like object # ~~~~~~~~~~~~~~~~~~~~~~~~~~ -# +# # Similar to the other I/O functions, you can save audio into file-like # object. When saving to file-like object, ``format`` argument is # required. -# +# waveform, sample_rate = get_sample() @@ -585,48 +679,315 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): print(buffer_.read(16)) +###################################################################### +# Resampling +# ========== +# +# To resample an audio waveform from one freqeuncy to another, you can use +# ``transforms.Resample`` or ``functional.resample``. +# ``transforms.Resample`` precomputes and caches the kernel used for +# resampling, while ``functional.resample`` computes it on the fly, so +# using ``transforms.Resample`` will result in a speedup if resampling +# multiple waveforms using the same parameters (see Benchmarking section). +# +# Both resampling methods use `bandlimited sinc +# interpolation `__ to compute +# signal values at arbitrary time steps. The implementation involves +# convolution, so we can take advantage of GPU / multithreading for +# performance improvements. When using resampling in multiple +# subprocesses, such as data loading with multiple worker processes, your +# application might create more threads than your system can handle +# efficiently. Setting ``torch.set_num_threads(1)`` might help in this +# case. +# +# Because a finite number of samples can only represent a finite number of +# frequencies, resampling does not produce perfect results, and a variety +# of parameters can be used to control for its quality and computational +# speed. We demonstrate these properties through resampling a logarithmic +# sine sweep, which is a sine wave that increases exponentially in +# frequency over time. +# +# The spectrograms below show the frequency representation of the signal, +# where the x-axis labels correspond to the frequency of the original +# waveform (in log scale), the y-axis corresponds to the frequency of the +# plotted waveform, and the color intensity refers to amplitude. +# + +sample_rate = 48000 +resample_rate = 32000 + +waveform = get_sine_sweep(sample_rate) +plot_sweep(waveform, sample_rate, title="Original Waveform") +play_audio(waveform, sample_rate) + +resampler = T.Resample(sample_rate, resample_rate, dtype=waveform.dtype) +resampled_waveform = resampler(waveform) +plot_sweep(resampled_waveform, resample_rate, title="Resampled Waveform") +play_audio(waveform, sample_rate) + + +###################################################################### +# Controling resampling quality with parameters +# --------------------------------------------- +# +# Lowpass filter width +# ~~~~~~~~~~~~~~~~~~~~ +# +# Because the filter used for interpolation extends infinitely, the +# ``lowpass_filter_width`` parameter is used to control for the width of +# the filter to use to window the interpolation. It is also referred to as +# the number of zero crossings, since the interpolation passes through +# zero at every time unit. Using a larger ``lowpass_filter_width`` +# provides a sharper, more precise filter, but is more computationally +# expensive. +# + +sample_rate = 48000 +resample_rate = 32000 + +resampled_waveform = F.resample(waveform, sample_rate, resample_rate, lowpass_filter_width=6) +plot_sweep(resampled_waveform, resample_rate, title="lowpass_filter_width=6") + +resampled_waveform = F.resample(waveform, sample_rate, resample_rate, lowpass_filter_width=128) +plot_sweep(resampled_waveform, resample_rate, title="lowpass_filter_width=128") + + +###################################################################### +# Rolloff +# ~~~~~~~ +# +# The ``rolloff`` parameter is represented as a fraction of the Nyquist +# frequency, which is the maximal frequency representable by a given +# finite sample rate. ``rolloff`` determines the lowpass filter cutoff and +# controls the degree of aliasing, which takes place when frequencies +# higher than the Nyquist are mapped to lower frequencies. A lower rolloff +# will therefore reduce the amount of aliasing, but it will also reduce +# some of the higher frequencies. +# + +sample_rate = 48000 +resample_rate = 32000 + +resampled_waveform = F.resample(waveform, sample_rate, resample_rate, rolloff=0.99) +plot_sweep(resampled_waveform, resample_rate, title="rolloff=0.99") + +resampled_waveform = F.resample(waveform, sample_rate, resample_rate, rolloff=0.8) +plot_sweep(resampled_waveform, resample_rate, title="rolloff=0.8") + + +###################################################################### +# Window function +# ~~~~~~~~~~~~~~~ +# +# By default, torchaudio’s resample uses the Hann window filter, which is +# a weighted cosine function. It additionally supports the Kaiser window, +# which is a near optimal window function that contains an additional +# ``beta`` parameter that allows for the design of the smoothness of the +# filter and width of impulse. This can be controlled using the +# ``resampling_method`` parameter. +# + +sample_rate = 48000 +resample_rate = 32000 + +resampled_waveform = F.resample(waveform, sample_rate, resample_rate, resampling_method="sinc_interpolation") +plot_sweep(resampled_waveform, resample_rate, title="Hann Window Default") + +resampled_waveform = F.resample(waveform, sample_rate, resample_rate, resampling_method="kaiser_window") +plot_sweep(resampled_waveform, resample_rate, title="Kaiser Window Default") + + +###################################################################### +# Comparison against librosa +# -------------------------- +# +# torchaudio’s resample function can be used to produce results similar to +# that of librosa (resampy)’s kaiser window resampling, with some noise +# + +sample_rate = 48000 +resample_rate = 32000 + +### kaiser_best +resampled_waveform = F.resample( + waveform, + sample_rate, + resample_rate, + lowpass_filter_width=64, + rolloff=0.9475937167399596, + resampling_method="kaiser_window", + beta=14.769656459379492 +) +plot_sweep(resampled_waveform, resample_rate, title="Kaiser Window Best (torchaudio)") + +librosa_resampled_waveform = torch.from_numpy( + librosa.resample(waveform.squeeze().numpy(), sample_rate, resample_rate, res_type='kaiser_best')).unsqueeze(0) +plot_sweep(librosa_resampled_waveform, resample_rate, title="Kaiser Window Best (librosa)") + +mse = torch.square(resampled_waveform - librosa_resampled_waveform).mean().item() +print("torchaudio and librosa kaiser best MSE:", mse) + +### kaiser_fast +resampled_waveform = F.resample( + waveform, + sample_rate, + resample_rate, + lowpass_filter_width=16, + rolloff=0.85, + resampling_method="kaiser_window", + beta=8.555504641634386 +) +plot_specgram(resampled_waveform, resample_rate, title="Kaiser Window Fast (torchaudio)") + +librosa_resampled_waveform = torch.from_numpy( + librosa.resample(waveform.squeeze().numpy(), sample_rate, resample_rate, res_type='kaiser_fast')).unsqueeze(0) +plot_sweep(librosa_resampled_waveform, resample_rate, title="Kaiser Window Fast (librosa)") + +mse = torch.square(resampled_waveform - librosa_resampled_waveform).mean().item() +print("torchaudio and librosa kaiser fast MSE:", mse) + + +###################################################################### +# Performance Benchmarking +# ------------------------ +# +# Below are benchmarks for downsampling and upsampling waveforms between +# two pairs of sampling rates. We demonstrate the performance implications +# that the ``lowpass_filter_wdith``, window type, and sample rates can +# have. Additionally, we provide a comparison against ``librosa``\ ’s +# ``kaiser_best`` and ``kaiser_fast`` using their corresponding parameters +# in ``torchaudio``. +# +# To elaborate on the results: +# - a larger ``lowpass_filter_width`` results in a larger resampling kernel, +# and therefore increases computation time for both the kernel computation +# and convolution +# - using ``kaiser_window`` results in longer computation times than the default +# ``sinc_interpolation`` because it is more complex to compute the intermediate +# window values - a large GCD between the sample and resample rate will result +# in a simplification that allows for a smaller kernel and faster kernel computation. +# + +configs = { + "downsample (48 -> 44.1 kHz)": [48000, 44100], + "downsample (16 -> 8 kHz)": [16000, 8000], + "upsample (44.1 -> 48 kHz)": [44100, 48000], + "upsample (8 -> 16 kHz)": [8000, 1600], +} + +for label in configs: + times, rows = [], [] + sample_rate = configs[label][0] + resample_rate = configs[label][1] + waveform = get_sine_sweep(sample_rate) + + # sinc 64 zero-crossings + f_time = benchmark_resample("functional", waveform, sample_rate, resample_rate, lowpass_filter_width=64) + t_time = benchmark_resample("transforms", waveform, sample_rate, resample_rate, lowpass_filter_width=64) + times.append([None, 1000 * f_time, 1000 * t_time]) + rows.append(f"sinc (width 64)") + + # sinc 6 zero-crossings + f_time = benchmark_resample("functional", waveform, sample_rate, resample_rate, lowpass_filter_width=16) + t_time = benchmark_resample("transforms", waveform, sample_rate, resample_rate, lowpass_filter_width=16) + times.append([None, 1000 * f_time, 1000 * t_time]) + rows.append(f"sinc (width 16)") + + # kaiser best + lib_time = benchmark_resample("librosa", waveform, sample_rate, resample_rate, librosa_type="kaiser_best") + f_time = benchmark_resample( + "functional", + waveform, + sample_rate, + resample_rate, + lowpass_filter_width=64, + rolloff=0.9475937167399596, + resampling_method="kaiser_window", + beta=14.769656459379492) + t_time = benchmark_resample( + "transforms", + waveform, + sample_rate, + resample_rate, + lowpass_filter_width=64, + rolloff=0.9475937167399596, + resampling_method="kaiser_window", + beta=14.769656459379492) + times.append([1000 * lib_time, 1000 * f_time, 1000 * t_time]) + rows.append(f"kaiser_best") + + # kaiser fast + lib_time = benchmark_resample("librosa", waveform, sample_rate, resample_rate, librosa_type="kaiser_fast") + f_time = benchmark_resample( + "functional", + waveform, + sample_rate, + resample_rate, + lowpass_filter_width=16, + rolloff=0.85, + resampling_method="kaiser_window", + beta=8.555504641634386) + t_time = benchmark_resample( + "transforms", + waveform, + sample_rate, + resample_rate, + lowpass_filter_width=16, + rolloff=0.85, + resampling_method="kaiser_window", + beta=8.555504641634386) + times.append([1000 * lib_time, 1000 * f_time, 1000 * t_time]) + rows.append(f"kaiser_fast") + + df = pd.DataFrame(times, + columns=["librosa", "functional", "transforms"], + index=rows) + df.columns = pd.MultiIndex.from_product([[f"{label} time (ms)"],df.columns]) + display(df.round(2)) + + ###################################################################### # Data Augmentation # ================= -# +# # ``torchaudio`` provides a variety of ways to augment audio data. -# +# ###################################################################### # Applying effects and filtering # ------------------------------ -# +# # ``torchaudio.sox_effects`` module provides ways to apply filiters like # ``sox`` command on Tensor objects and file-object audio sources # directly. -# +# # There are two functions for this; -# +# # - ``torchaudio.sox_effects.apply_effects_tensor`` for applying effects # on Tensor # - ``torchaudio.sox_effects.apply_effects_file`` for applying effects on # other audio source -# +# # Both function takes effects in the form of ``List[List[str]]``. This # mostly corresponds to how ``sox`` command works, but one caveat is that # ``sox`` command adds some effects automatically, but torchaudio’s # implementation does not do that. -# +# # For the list of available effects, please refer to `the sox # documentation `__. -# +# # **Tip** If you need to load and resample your audio data on-the-fly, # then you can use ``torchaudio.sox_effects.apply_effects_file`` with # ``"rate"`` effect. -# +# # **Note** ``apply_effects_file`` accepts file-like object or path-like # object. Similar to ``torchaudio.load``, when the audio format cannot be # detected from either file extension or header, you can provide # ``format`` argument to tell what format the audio source is. -# +# # **Note** This process is not differentiable. -# +# # Load the data waveform1, sample_rate1 = get_sample(resample=16000) @@ -635,7 +996,7 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): effects = [ ["lowpass", "-1", "300"], # apply single-pole lowpass filter ["speed", "0.8"], # reduce the speed - # This only changes sample rate, so it is necessary to + # This only changes sample rate, so it is necessary to # add `rate` effect with original sample rate after this. ["rate", f"{sample_rate1}"], ["reverb", "-w"], # Reverbration gives some dramatic feeling @@ -656,7 +1017,7 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): # Note that the number of frames and number of channels are different from # the original after the effects. Let’s listen to the audio. Doesn’t it # sound more dramatic? -# +# plot_specgram(waveform1, sample_rate1, title="Original", xlim=(0, 3.04)) play_audio(waveform1, sample_rate1) @@ -667,19 +1028,19 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Simulating room reverbration # ---------------------------- -# +# # `Convolution # reverb `__ is a # technique used to make a clean audio data sound like in a different # environment. -# +# # Using Room Impulse Response (RIR), we can make a clean speech sound like # uttered in a conference room. -# +# # For this process, we need RIR data. The following data are from VOiCES # dataset, but you can record one by your self. Just turn on microphone # and clap you hands. -# +# sample_rate = 8000 @@ -693,7 +1054,7 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # First, we need to clean up the RIR. We extract the main impulse, # normalize the signal power, then flip the time axis. -# +# rir = rir_raw[:, int(sample_rate*1.01):int(sample_rate*1.3)] rir = rir / torch.norm(rir, p=2) @@ -706,7 +1067,7 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Then we convolve the speech signal with the RIR filter. -# +# speech, _ = get_speech_sample(resample=sample_rate) @@ -726,22 +1087,22 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Adding background noise # ----------------------- -# +# # To add background noise to audio data, you can simply add audio Tensor # and noise Tensor. A commonly way to adjust the intensity of noise is to # change Signal-to-Noise Ratio (SNR). # [`wikipedia `__] -# +# # .. math:: -# -# +# +# # \mathrm{SNR} = \frac{P_\mathrm{signal}}{P_\mathrm{noise}} -# +# # .. math:: -# -# +# +# # {\mathrm {SNR_{{dB}}}}=10\log _{{10}}\left({\mathrm {SNR}}\right) -# +# sample_rate = 8000 speech, _ = get_speech_sample(resample=sample_rate) @@ -769,11 +1130,11 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Applying codec to Tensor object # ------------------------------- -# +# # ``torchaudio.functional.apply_codec`` can apply codecs to Tensor object. -# +# # **Note** This process is not differentiable. -# +# waveform, sample_rate = get_speech_sample(resample=8000) @@ -796,11 +1157,11 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Simulating a phone recoding # --------------------------- -# +# # Combining the previous techniques, we can simulate audio that sounds # like a person talking over a phone in a echoey room with people talking # in the background. -# +# sample_rate = 16000 speech, _ = get_speech_sample(resample=sample_rate) @@ -817,7 +1178,7 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): play_audio(speech, sample_rate) # Add background noise -# Because the noise is recorded in the actual environment, we consider that +# Because the noise is recorded in the actual environment, we consider that # the noise contains the acoustic feature of the environment. Therefore, we add # the noise after RIR application. noise, _ = get_noise_sample(resample=sample_rate) @@ -855,34 +1216,34 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Feature Extractions # =================== -# +# # ``torchaudio`` implements feature extractions commonly used in audio # domain. They are available in ``torchaudio.functional`` and # ``torchaudio.transforms``. -# +# # ``functional`` module implements features as a stand alone functions. # They are stateless. -# +# # ``transforms`` module implements features in object-oriented manner, # using implementations from ``functional`` and ``torch.nn.Module``. -# +# # Because all the transforms are subclass of ``torch.nn.Module``, they can # be serialized using TorchScript. -# +# # For the complete list of available features, please refer to the # documentation. In this tutorial, we will look into conversion between # time domain and frequency domain (``Spectrogram``, ``GriffinLim``, # ``MelSpectrogram``) and augmentation technique called SpecAugment. -# +# ###################################################################### # Spectrogram # ----------- -# +# # To get the frequency representation of audio signal, you can use # ``Spectrogram`` transform. -# +# waveform, sample_rate = get_speech_sample() @@ -910,9 +1271,9 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # GriffinLim # ---------- -# +# # To recover a waveform from spectrogram, you can use ``GriffinLim``. -# +# torch.random.manual_seed(0) waveform, sample_rate = get_speech_sample() @@ -944,13 +1305,13 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Mel Filter Bank # --------------- -# +# # ``torchaudio.functional.create_fb_matrix`` can generate the filter bank # to convert frequency bins to Mel-scale bins. -# +# # Since this function does not require input audio/features, there is no # equivalent transform in ``torchaudio.transforms``. -# +# n_fft = 256 n_mels = 64 @@ -971,13 +1332,10 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Comparison against librosa # ~~~~~~~~~~~~~~~~~~~~~~~~~~ -# +# # As a comparison, here is the equivalent way to get the mel filter bank # with ``librosa``. -# -# **Note** Currently, the result matches only when ``htk=True``. -# ``torchaudio`` does not support the equivalent of ``htk=False`` option. -# +# mel_filters_librosa = librosa.filters.mel( sample_rate, @@ -998,11 +1356,11 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # MelSpectrogram # -------------- -# +# # Mel-scale spectrogram is a combination of Spectrogram and mel scale # conversion. In ``torchaudio``, there is a transform ``MelSpectrogram`` # which is composed of ``Spectrogram`` and ``MelScale``. -# +# waveform, sample_rate = get_speech_sample() @@ -1022,6 +1380,7 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): norm='slaney', onesided=True, n_mels=n_mels, + mel_scale="htk", ) melspec = mel_spectrogram(waveform) @@ -1033,13 +1392,10 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Comparison against librosa # ~~~~~~~~~~~~~~~~~~~~~~~~~~ -# +# # As a comparison, here is the equivalent way to get Mel-scale spectrogram # with ``librosa``. -# -# **Note** Currently, the result matches only when ``htk=True``. -# ``torchaudio`` does not support the equivalent of ``htk=False`` option. -# +# melspec_librosa = librosa.feature.melspectrogram( waveform.numpy()[0], @@ -1064,7 +1420,7 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # MFCC # ---- -# +# waveform, sample_rate = get_speech_sample() @@ -1076,7 +1432,14 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): mfcc_transform = T.MFCC( sample_rate=sample_rate, - n_mfcc=n_mfcc, melkwargs={'n_fft': n_fft, 'n_mels': n_mels, 'hop_length': hop_length}) + n_mfcc=n_mfcc, + melkwargs={ + 'n_fft': n_fft, + 'n_mels': n_mels, + 'hop_length': hop_length, + 'mel_scale': 'htk', + } +) mfcc = mfcc_transform(waveform) @@ -1087,7 +1450,7 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Comparing against librosa # ~~~~~~~~~~~~~~~~~~~~~~~~~ -# +# melspec = librosa.feature.melspectrogram( y=waveform.numpy()[0], sr=sample_rate, n_fft=n_fft, @@ -1107,7 +1470,7 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Pitch # ----- -# +# waveform, sample_rate = get_speech_sample() @@ -1119,22 +1482,22 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Kaldi Pitch (beta) # ------------------ -# +# # Kaldi Pitch feature [1] is pitch detection mechanism tuned for ASR # application. This is a beta feature in torchaudio, and only # ``functional`` form is available. -# +# # 1. A pitch extraction algorithm tuned for automatic speech recognition -# +# # Ghahremani, B. BabaAli, D. Povey, K. Riedhammer, J. Trmal and S. # Khudanpur -# +# # 2014 IEEE International Conference on Acoustics, Speech and Signal # Processing (ICASSP), Florence, 2014, pp. 2494-2498, doi: # 10.1109/ICASSP.2014.6854049. # [`abstract `__], # [`paper `__] -# +# waveform, sample_rate = get_speech_sample(resample=16000) @@ -1148,25 +1511,25 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Feature Augmentation # ==================== -# +# ###################################################################### # SpecAugment # ----------- -# +# # `SpecAugment `__ # is a popular augmentation technique applied on spectrogram. -# +# # ``torchaudio`` implements ``TimeStrech``, ``TimeMasking`` and # ``FrequencyMasking``. -# +# ###################################################################### # TimeStrech # ~~~~~~~~~~ -# +# spec = get_spectrogram(power=None) strech = T.TimeStretch() @@ -1185,7 +1548,7 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # TimeMasking # ~~~~~~~~~~~ -# +# torch.random.manual_seed(4) @@ -1201,7 +1564,7 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # FrequencyMasking # ~~~~~~~~~~~~~~~~ -# +# torch.random.manual_seed(4) @@ -1217,13 +1580,13 @@ def plot_kaldi_pitch(waveform, sample_rate, pitch, nfcc): ###################################################################### # Datasets # ======== -# +# # ``torchaudio`` provides easy access to common, publicly accessible # datasets. Please checkout the official documentation for the list of # available datasets. -# +# # Here, we take ``YESNO`` dataset and look into how to use it. -# +# YESNO_DOWNLOAD_PROCESS.join() From 541630917a82726a3dd011852a9a557430663de0 Mon Sep 17 00:00:00 2001 From: parmeet Date: Mon, 14 Jun 2021 14:14:20 -0400 Subject: [PATCH 09/13] updated text sentiment tutorial (#1563) --- .../text_sentiment_ngrams_tutorial.py | 108 +++--------------- 1 file changed, 17 insertions(+), 91 deletions(-) diff --git a/beginner_source/text_sentiment_ngrams_tutorial.py b/beginner_source/text_sentiment_ngrams_tutorial.py index 2dd88929821..a556192bab0 100644 --- a/beginner_source/text_sentiment_ngrams_tutorial.py +++ b/beginner_source/text_sentiment_ngrams_tutorial.py @@ -49,32 +49,35 @@ # # We have revisited the very basic components of the torchtext library, including vocab, word vectors, tokenizer. Those are the basic data processing building blocks for raw text string. # -# Here is an example for typical NLP data processing with tokenizer and vocabulary. The first step is to build a vocabulary with the raw training dataset. Users can have a customized vocab by setting up arguments in the constructor of the Vocab class. For example, the minimum frequency ``min_freq`` for the tokens to be included. +# Here is an example for typical NLP data processing with tokenizer and vocabulary. The first step is to build a vocabulary with the raw training dataset. Here we use built in +# factory function `build_vocab_from_iterator` which accepts iterator that yield list or iterator of tokens. Users can also pass any special symbols to be added to the +# vocabulary. from torchtext.data.utils import get_tokenizer -from collections import Counter -from torchtext.vocab import Vocab +from torchtext.vocab import build_vocab_from_iterator tokenizer = get_tokenizer('basic_english') train_iter = AG_NEWS(split='train') -counter = Counter() -for (label, line) in train_iter: - counter.update(tokenizer(line)) -vocab = Vocab(counter, min_freq=1) +def yield_tokens(data_iter): + for _, text in data_iter: + yield tokenizer(text) + +vocab = build_vocab_from_iterator(yield_tokens(train_iter), specials=[""]) +vocab.set_default_index(vocab[""]) ###################################################################### # The vocabulary block converts a list of tokens into integers. # # :: # -# [vocab[token] for token in ['here', 'is', 'an', 'example']] -# >>> [476, 22, 31, 5298] +# vocab(['here', 'is', 'an', 'example']) +# >>> [475, 21, 30, 5286] # # Prepare the text processing pipeline with the tokenizer and vocabulary. The text and label pipelines will be used to process the raw data strings from the dataset iterators. -text_pipeline = lambda x: [vocab[token] for token in tokenizer(x)] +text_pipeline = lambda x: vocab(tokenizer(x)) label_pipeline = lambda x: int(x) - 1 @@ -246,6 +249,7 @@ def evaluate(dataloader): from torch.utils.data.dataset import random_split +from torchtext.data.functional import to_map_style_dataset # Hyperparameters EPOCHS = 10 # epoch LR = 5 # learning rate @@ -256,8 +260,8 @@ def evaluate(dataloader): scheduler = torch.optim.lr_scheduler.StepLR(optimizer, 1.0, gamma=0.1) total_accu = None train_iter, test_iter = AG_NEWS() -train_dataset = list(train_iter) -test_dataset = list(test_iter) +train_dataset = to_map_style_dataset(train_iter) +test_dataset = to_map_style_dataset(test_iter) num_train = int(len(train_dataset) * 0.95) split_train_, split_valid_ = \ random_split(train_dataset, [num_train, len(train_dataset) - num_train]) @@ -285,72 +289,6 @@ def evaluate(dataloader): print('-' * 59) -###################################################################### -# Running the model on GPU with the following printout: -# -# :: -# -# | epoch 1 | 500/ 1782 batches | accuracy 0.684 -# | epoch 1 | 1000/ 1782 batches | accuracy 0.852 -# | epoch 1 | 1500/ 1782 batches | accuracy 0.877 -# ----------------------------------------------------------- -# | end of epoch 1 | time: 8.33s | valid accuracy 0.867 -# ----------------------------------------------------------- -# | epoch 2 | 500/ 1782 batches | accuracy 0.895 -# | epoch 2 | 1000/ 1782 batches | accuracy 0.900 -# | epoch 2 | 1500/ 1782 batches | accuracy 0.903 -# ----------------------------------------------------------- -# | end of epoch 2 | time: 8.18s | valid accuracy 0.890 -# ----------------------------------------------------------- -# | epoch 3 | 500/ 1782 batches | accuracy 0.914 -# | epoch 3 | 1000/ 1782 batches | accuracy 0.914 -# | epoch 3 | 1500/ 1782 batches | accuracy 0.916 -# ----------------------------------------------------------- -# | end of epoch 3 | time: 8.20s | valid accuracy 0.897 -# ----------------------------------------------------------- -# | epoch 4 | 500/ 1782 batches | accuracy 0.926 -# | epoch 4 | 1000/ 1782 batches | accuracy 0.924 -# | epoch 4 | 1500/ 1782 batches | accuracy 0.921 -# ----------------------------------------------------------- -# | end of epoch 4 | time: 8.18s | valid accuracy 0.895 -# ----------------------------------------------------------- -# | epoch 5 | 500/ 1782 batches | accuracy 0.938 -# | epoch 5 | 1000/ 1782 batches | accuracy 0.935 -# | epoch 5 | 1500/ 1782 batches | accuracy 0.937 -# ----------------------------------------------------------- -# | end of epoch 5 | time: 8.16s | valid accuracy 0.902 -# ----------------------------------------------------------- -# | epoch 6 | 500/ 1782 batches | accuracy 0.939 -# | epoch 6 | 1000/ 1782 batches | accuracy 0.939 -# | epoch 6 | 1500/ 1782 batches | accuracy 0.938 -# ----------------------------------------------------------- -# | end of epoch 6 | time: 8.16s | valid accuracy 0.906 -# ----------------------------------------------------------- -# | epoch 7 | 500/ 1782 batches | accuracy 0.941 -# | epoch 7 | 1000/ 1782 batches | accuracy 0.939 -# | epoch 7 | 1500/ 1782 batches | accuracy 0.939 -# ----------------------------------------------------------- -# | end of epoch 7 | time: 8.19s | valid accuracy 0.903 -# ----------------------------------------------------------- -# | epoch 8 | 500/ 1782 batches | accuracy 0.942 -# | epoch 8 | 1000/ 1782 batches | accuracy 0.941 -# | epoch 8 | 1500/ 1782 batches | accuracy 0.942 -# ----------------------------------------------------------- -# | end of epoch 8 | time: 8.16s | valid accuracy 0.904 -# ----------------------------------------------------------- -# | epoch 9 | 500/ 1782 batches | accuracy 0.942 -# | epoch 9 | 1000/ 1782 batches | accuracy 0.941 -# | epoch 9 | 1500/ 1782 batches | accuracy 0.942 -# ----------------------------------------------------------- -# end of epoch 9 | time: 8.16s | valid accuracy 0.904 -# ----------------------------------------------------------- -# | epoch 10 | 500/ 1782 batches | accuracy 0.940 -# | epoch 10 | 1000/ 1782 batches | accuracy 0.942 -# | epoch 10 | 1500/ 1782 batches | accuracy 0.942 -# ----------------------------------------------------------- -# | end of epoch 10 | time: 8.15s | valid accuracy 0.904 -# ----------------------------------------------------------- - ###################################################################### # Evaluate the model with test dataset @@ -366,12 +304,7 @@ def evaluate(dataloader): accu_test = evaluate(test_dataloader) print('test accuracy {:8.3f}'.format(accu_test)) -################################################ -# -# :: -# -# test accuracy 0.906 -# + ###################################################################### @@ -409,10 +342,3 @@ def predict(text, text_pipeline): print("This is a %s news" %ag_news_label[predict(ex_text_str, text_pipeline)]) - -################################################ -# -# :: -# -# This is a Sports news -# From 7915fef343465ce20c3713caae041e6d4c54e77e Mon Sep 17 00:00:00 2001 From: parmeet Date: Mon, 14 Jun 2021 14:53:55 -0400 Subject: [PATCH 10/13] updated transformer tutorial (#1565) --- beginner_source/transformer_tutorial.py | 25 ++++++++++--------------- 1 file changed, 10 insertions(+), 15 deletions(-) diff --git a/beginner_source/transformer_tutorial.py b/beginner_source/transformer_tutorial.py index 680e9dc4b62..81a25c9b5c9 100644 --- a/beginner_source/transformer_tutorial.py +++ b/beginner_source/transformer_tutorial.py @@ -1,10 +1,10 @@ """ -Sequence-to-Sequence Modeling with nn.Transformer and TorchText +Language Modeling with nn.Transformer and TorchText =============================================================== This is a tutorial on how to train a sequence-to-sequence model that uses the -`nn.Transformer `__ module. +`nn.Transformer `__ module. PyTorch 1.2 release includes a standard transformer module based on the paper `Attention is All You @@ -12,9 +12,9 @@ has been proved to be superior in quality for many sequence-to-sequence problems while being more parallelizable. The ``nn.Transformer`` module relies entirely on an attention mechanism (another module recently -implemented as `nn.MultiheadAttention `__) to draw global dependencies +implemented as `nn.MultiheadAttention `__) to draw global dependencies between input and output. The ``nn.Transformer`` module is now highly -modularized such that a single component (like `nn.TransformerEncoder `__ +modularized such that a single component (like `nn.TransformerEncoder `__ in this tutorial) can be easily adapted/composed. .. image:: ../_static/img/transformer_architecture.jpg @@ -35,7 +35,7 @@ # layer first, followed by a positional encoding layer to account for the order # of the word (see the next paragraph for more details). The # ``nn.TransformerEncoder`` consists of multiple layers of -# `nn.TransformerEncoderLayer `__. Along with the input sequence, a square +# `nn.TransformerEncoderLayer `__. Along with the input sequence, a square # attention mask is required because the self-attention layers in # ``nn.TransformerEncoder`` are only allowed to attend the earlier positions in # the sequence. For the language modeling task, any tokens on the future @@ -144,23 +144,18 @@ def forward(self, x): # efficient batch processing. # -import io import torch from torchtext.datasets import WikiText2 from torchtext.data.utils import get_tokenizer -from collections import Counter -from torchtext.vocab import Vocab +from torchtext.vocab import build_vocab_from_iterator train_iter = WikiText2(split='train') tokenizer = get_tokenizer('basic_english') -counter = Counter() -for line in train_iter: - counter.update(tokenizer(line)) -vocab = Vocab(counter) +vocab = build_vocab_from_iterator(map(tokenizer, train_iter), specials=[""]) +vocab.set_default_index(vocab[""]) def data_process(raw_text_iter): - data = [torch.tensor([vocab[token] for token in tokenizer(item)], - dtype=torch.long) for item in raw_text_iter] + data = [torch.tensor(vocab(tokenizer(item)), dtype=torch.long) for item in raw_text_iter] return torch.cat(tuple(filter(lambda t: t.numel() > 0, data))) train_iter, val_iter, test_iter = WikiText2() @@ -225,7 +220,7 @@ def get_batch(source, i): # equal to the length of the vocab object. # -ntokens = len(vocab.stoi) # the size of vocabulary +ntokens = len(vocab) # the size of vocabulary emsize = 200 # embedding dimension nhid = 200 # the dimension of the feedforward network model in nn.TransformerEncoder nlayers = 2 # the number of nn.TransformerEncoderLayer in nn.TransformerEncoder From d7928da3342e6f094cdc41b130170c2693dd7902 Mon Sep 17 00:00:00 2001 From: Nikita Shulga Date: Mon, 14 Jun 2021 14:45:30 -0700 Subject: [PATCH 11/13] Update numeric_suite_tutorial.py s/Logger=/logger_cls=/ --- prototype_source/numeric_suite_tutorial.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/prototype_source/numeric_suite_tutorial.py b/prototype_source/numeric_suite_tutorial.py index df386f4efd2..35052f4b2f4 100644 --- a/prototype_source/numeric_suite_tutorial.py +++ b/prototype_source/numeric_suite_tutorial.py @@ -168,7 +168,7 @@ def forward(self, x): # And then we can pass this logger into above APIs such as: data = img_data[0][0] -act_compare_dict = ns.compare_model_outputs(float_model, qmodel, data, Logger=MyOutputLogger) +act_compare_dict = ns.compare_model_outputs(float_model, qmodel, data, logger_cls=MyOutputLogger) ############################################################################## # or: @@ -260,7 +260,7 @@ def forward(self, x, y): # And then we can pass this logger into above APIs such as: data = img_data[0][0] -ob_dict = ns.compare_model_stub(float_model, qmodel, module_swap_list, data, Logger=MyShadowLogger) +ob_dict = ns.compare_model_stub(float_model, qmodel, module_swap_list, data, logger_cls=MyShadowLogger) ############################################################################## # or: From ad99a81891712483192023d3dbcf3a03c995ad7a Mon Sep 17 00:00:00 2001 From: ilia-cher <30845429+ilia-cher@users.noreply.github.com> Date: Mon, 14 Jun 2021 16:45:54 -0700 Subject: [PATCH 12/13] Update profiler recipe 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znUN+>s~*r4Tr25G@jZ7%R+V=Dp%*c|!)kN3opX_caI zJ^tqREtmo$39lQN`bAoRDiJ#y`*oJLtO4*(-eN=iF{RS>b80)KH1_W%H|e0^InMkmud>HyN^EpJSJt zJ0puWh&52cpssY*#_8_CWB+I@u}pV@D^6(long, float co... 3.844ms 3.844ms +# sgemm_32x32x32_NN 3.206ms 3.206ms +# sgemm_32x32x32_NN_vec 3.093ms 3.093ms +# ------------------------------------------------------- ------------ ------------ +# Self CPU time total: 23.015ms +# Self CUDA time total: 11.666ms + +###################################################################### +# Note the occurence of on-device kernels in the output (e.g. ``sgemm_32x32x32_NN``). + +###################################################################### +# 4. Using profiler to analyze memory consumption # ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ # # PyTorch profiler can also show the amount of memory (used by the model's tensors) @@ -147,44 +205,50 @@ # by the operator, excluding the children calls to the other operators. # To enable memory profiling functionality pass ``profile_memory=True``. -with profiler.profile(profile_memory=True, record_shapes=True) as prof: +model = models.resnet18() +inputs = torch.randn(5, 3, 224, 224) + +with profile(activities=[ProfilerActivity.CPU], + profile_memory=True, record_shapes=True) as prof: model(inputs) print(prof.key_averages().table(sort_by="self_cpu_memory_usage", row_limit=10)) # (omitting some columns) -# --------------------------- --------------- --------------- --------------- -# Name CPU Mem Self CPU Mem Number of Calls -# --------------------------- --------------- --------------- --------------- -# empty 94.79 Mb 94.79 Mb 123 -# resize_ 11.48 Mb 11.48 Mb 2 -# addmm 19.53 Kb 19.53 Kb 1 -# empty_strided 4 b 4 b 1 -# conv2d 47.37 Mb 0 b 20 -# --------------------------- --------------- --------------- --------------- +# --------------------------------- ------------ ------------ ------------ +# Name CPU Mem Self CPU Mem # of Calls +# --------------------------------- ------------ ------------ ------------ +# aten::empty 94.79 Mb 94.79 Mb 121 +# aten::max_pool2d_with_indices 11.48 Mb 11.48 Mb 1 +# aten::addmm 19.53 Kb 19.53 Kb 1 +# aten::empty_strided 572 b 572 b 25 +# aten::resize_ 240 b 240 b 6 +# aten::abs 480 b 240 b 4 +# aten::add 160 b 160 b 20 +# aten::masked_select 120 b 112 b 1 +# aten::ne 122 b 53 b 6 +# aten::eq 60 b 30 b 2 +# --------------------------------- ------------ ------------ ------------ +# Self CPU time total: 53.064ms print(prof.key_averages().table(sort_by="cpu_memory_usage", row_limit=10)) # (omitting some columns) -# --------------------------- --------------- --------------- --------------- -# Name CPU Mem Self CPU Mem Number of Calls -# --------------------------- --------------- --------------- --------------- -# empty 94.79 Mb 94.79 Mb 123 -# batch_norm 47.41 Mb 0 b 20 -# _batch_norm_impl_index 47.41 Mb 0 b 20 -# native_batch_norm 47.41 Mb 0 b 20 -# conv2d 47.37 Mb 0 b 20 -# convolution 47.37 Mb 0 b 20 -# _convolution 47.37 Mb 0 b 20 -# mkldnn_convolution 47.37 Mb 0 b 20 -# empty_like 47.37 Mb 0 b 20 -# max_pool2d 11.48 Mb 0 b 1 -# max_pool2d_with_indices 11.48 Mb 0 b 1 -# resize_ 11.48 Mb 11.48 Mb 2 -# addmm 19.53 Kb 19.53 Kb 1 -# adaptive_avg_pool2d 10.00 Kb 0 b 1 -# mean 10.00 Kb 0 b 1 -# --------------------------- --------------- --------------- --------------- +# --------------------------------- ------------ ------------ ------------ +# Name CPU Mem Self CPU Mem # of Calls +# --------------------------------- ------------ ------------ ------------ +# aten::empty 94.79 Mb 94.79 Mb 121 +# aten::batch_norm 47.41 Mb 0 b 20 +# aten::_batch_norm_impl_index 47.41 Mb 0 b 20 +# aten::native_batch_norm 47.41 Mb 0 b 20 +# aten::conv2d 47.37 Mb 0 b 20 +# aten::convolution 47.37 Mb 0 b 20 +# aten::_convolution 47.37 Mb 0 b 20 +# aten::mkldnn_convolution 47.37 Mb 0 b 20 +# aten::max_pool2d 11.48 Mb 0 b 1 +# aten::max_pool2d_with_indices 11.48 Mb 11.48 Mb 1 +# --------------------------------- ------------ ------------ ------------ +# Self CPU time total: 53.064ms ###################################################################### # 5. Using tracing functionality @@ -192,19 +256,164 @@ # # Profiling results can be outputted as a .json trace file: -with profiler.profile() as prof: - with profiler.record_function("model_inference"): - model(inputs) +model = models.resnet18().cuda() +inputs = torch.randn(5, 3, 224, 224).cuda() + +with profile(activities=[ProfilerActivity.CPU, ProfilerActivity.CUDA]) as prof: + model(inputs) prof.export_chrome_trace("trace.json") ###################################################################### -# User can examine the sequence of profiled operators after loading the trace file -# in Chrome (``chrome://tracing``): +# You can examine the sequence of profiled operators and CUDA kernels +# in Chrome trace viewer (``chrome://tracing``): # # .. image:: ../../_static/img/trace_img.png # :scale: 25 % +###################################################################### +# 6. Examining stack traces +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# +# Profiler can be used to analyze Python and TorchScript stack traces: + +with profile( + activities=[ProfilerActivity.CPU, ProfilerActivity.CUDA], + with_stack=True, +) as prof: + model(inputs) + +# Print aggregated stats +print(prof.key_averages(group_by_stack_n=5).table(sort_by="self_cuda_time_total", row_limit=2)) + +# (omitting some columns) +# ------------------------- ----------------------------------------------------------- +# Name Source Location +# ------------------------- ----------------------------------------------------------- +# aten::thnn_conv2d_forward .../torch/nn/modules/conv.py(439): _conv_forward +# .../torch/nn/modules/conv.py(443): forward +# .../torch/nn/modules/module.py(1051): _call_impl +# .../site-packages/torchvision/models/resnet.py(63): forward +# .../torch/nn/modules/module.py(1051): _call_impl +# +# aten::thnn_conv2d_forward .../torch/nn/modules/conv.py(439): _conv_forward +# .../torch/nn/modules/conv.py(443): forward +# .../torch/nn/modules/module.py(1051): _call_impl +# .../site-packages/torchvision/models/resnet.py(59): forward +# .../torch/nn/modules/module.py(1051): _call_impl +# +# ------------------------- ----------------------------------------------------------- +# Self CPU time total: 34.016ms +# Self CUDA time total: 11.659ms + +###################################################################### +# Note the two convolutions and the two callsites in ``torchvision/models/resnet.py`` script. +# +# (Warning: stack tracing adds an extra profiling overhead.) + + +###################################################################### +# 7. Visualizing data as a flamegraph +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# +# Execution time (``self_cpu_time_total`` and ``self_cuda_time_total`` metrics) and stack traces +# can also be visualized as a flame graph. To do this, first export the raw data using ``export_stacks`` (requires ``with_stack=True``): + +prof.export_stacks("/tmp/profiler_stacks.txt", "self_cuda_time_total") + +###################################################################### +# We recommend using e.g. `Flamegraph tool `_ to generate an +# interactive SVG: + +# git clone https://github.com/brendangregg/FlameGraph +# cd FlameGraph +# ./flamegraph.pl --title "CUDA time" --countname "us." /tmp/profiler_stacks.txt > perf_viz.svg + +###################################################################### +# +# .. image:: ../../_static/img/perf_viz.png +# :scale: 25 % + + +###################################################################### +# 8. Using profiler to analyze long-running jobs +# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +# +# PyTorch profiler offers an additional API to handle long-running jobs +# (such as training loops). Tracing all of the execution can be +# slow and result in very large trace files. To avoid this, use optional +# arguments: +# +# - ``schedule`` - specifies a function that takes an integer argument (step number) +# as an input and returns an action for the profiler, the best way to use this parameter +# is to use ``torch.profiler.schedule`` helper function that can generate a schedule for you; +# - ``on_trace_ready`` - specifies a function that takes a reference to the profiler as +# an input and is called by the profiler each time the new trace is ready. +# +# To illustrate how the API works, let's first consider the following example with +# ``torch.profiler.schedule`` helper function: + +from torch.profiler import schedule + +my_schedule = schedule( + skip_first=10, + wait=5, + warmup=1, + active=3, + repeat=2) + +###################################################################### +# Profiler assumes that the long-running job is composed of steps, numbered +# starting from zero. The example above defines the following sequence of actions +# for the profiler: +# +# 1. Parameter ``skip_first`` tells profiler that it should ignore the first 10 steps +# (default value of ``skip_first`` is zero); +# 2. After the first ``skip_first`` steps, profiler starts executing profiler cycles; +# 3. Each cycle consists of three phases: +# +# - idling (``wait=5`` steps), during this phase profiler is not active; +# - warming up (``warmup=1`` steps), during this phase profiler starts tracing, but +# the results are discarded; this phase is used to discard the samples obtained by +# the profiler at the beginning of the trace since they are usually skewed by an extra +# overhead; +# - active tracing (``active=3`` steps), during this phase profiler traces and records data; +# 4. An optional ``repeat`` parameter specifies an upper bound on the number of cycles. +# By default (zero value), profiler will execute cycles as long as the job runs. + +###################################################################### +# Thus, in the example above, profiler will skip the first 15 steps, spend the next step on the warm up, +# actively record the next 3 steps, skip another 5 steps, spend the next step on the warm up, actively +# record another 3 steps. Since the ``repeat=2`` parameter value is specified, the profiler will stop +# the recording after the first two cycles. +# +# At the end of each cycle profiler calls the specified ``on_trace_ready`` function and passes itself as +# an argument. This function is used to process the new trace - either by obtaining the table output or +# by saving the output on disk as a trace file. +# +# To send the signal to the profiler that the next step has started, call ``prof.step()`` function. +# The current profiler step is stored in ``prof.step_num``. +# +# The following example shows how to use all of the concepts above: + +def trace_handler(p): + output = p.key_averages().table(sort_by="self_cuda_time_total", row_limit=10) + print(output) + p.export_chrome_trace("/tmp/trace_" + str(p.step_num) + ".json") + +with profile( + activities=[ProfilerActivity.CPU, ProfilerActivity.CUDA], + schedule=torch.profiler.schedule( + wait=1, + warmup=1, + active=2), + on_trace_ready=trace_handler +) as p: + for idx in range(8): + model(inputs) + p.step() + + ###################################################################### # Learn More # ---------- @@ -212,5 +421,6 @@ # Take a look at the following recipes/tutorials to continue your learning: # # - `PyTorch Benchmark `_ +# - `PyTorch Profiler with TensorBoard `_ tutorial # - `Visualizing models, data, and training with TensorBoard `_ tutorial # From 5bd450943276cf8461afdc12dfa69b8d2d6c491e Mon Sep 17 00:00:00 2001 From: Brian Johnson Date: Tue, 15 Jun 2021 11:33:09 -0400 Subject: [PATCH 13/13] Update build.sh --- .jenkins/build.sh | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.jenkins/build.sh b/.jenkins/build.sh index b005a2637af..e398c5ab866 100755 --- a/.jenkins/build.sh +++ b/.jenkins/build.sh @@ -25,8 +25,8 @@ pip install -r $DIR/../requirements.txt #Install PyTorch Nightly for test. # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html # RC Link -pip uninstall -y torch torchvision torchaudio torchtext -pip install --pre --upgrade -f https://download.pytorch.org/whl/test/cu102/torch_test.html torch torchvision torchaudio torchtext +# pip uninstall -y torch torchvision torchaudio torchtext +# pip install --pre --upgrade -f https://download.pytorch.org/whl/test/cu102/torch_test.html torch torchvision torchaudio torchtext # For Tensorboard. Until 1.14 moves to the release channel. pip install tb-nightly

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