Path	Lines of Code
CMakeLists.txt	901
CONTRIBUTING.md	40
LICENSE.txt	169
README.md	150
README_CN.md	120
README_JP.md	129
apps/Android/Mnn3dAvatar/README.md	5
apps/Android/MnnLlmChat/README.md	119
apps/Android/MnnLlmChat/README_CN.md	108
apps/Android/MnnLlmChat/app/src/androidTest/java/com/alibaba/mnnllm/android/demo/ExampleInstrumentedTest.java	15
apps/Android/MnnLlmChat/app/src/main/assets/ic_audio_output.svg	1
apps/Android/MnnLlmChat/app/src/main/assets/ic_think.svg	1
apps/Android/MnnLlmChat/app/src/main/assets/model_list.json	705
apps/Android/MnnLlmChat/app/src/main/cpp/CMakeLists.txt	76
apps/Android/MnnLlmChat/app/src/test/java/com/alibaba/mnnllm/android/demo/ExampleUnitTest.java	9
apps/Android/MnnLlmChat/gradle.properties	22
apps/iOS/MNNLLMChat/LocalModel/bench.txt	4
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/AccentColor.colorset/Contents.json	11
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/AppIcon.appiconset/Contents.json	87
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/Contents.json	6
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/baichuan_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/chatglm_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/deepseek_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/gemma_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/image_picker.colorset/Contents.json	38
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/internlm_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/jina_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/llama_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/mnn_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/phi_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/qwen_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/sidemenu_bg.colorset/Contents.json	38
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/smolm_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Assets.xcassets/yi_icon.imageset/Contents.json	21
apps/iOS/MNNLLMChat/MNNLLMiOS/Info.plist	11
apps/iOS/MNNLLMChat/MNNLLMiOS/Preview Content/Preview Assets.xcassets/Contents.json	6
apps/iOS/MNNLLMChat/README-ZH.md	115
apps/iOS/MNNLLMChat/README.md	124
backupcode/cpubackend/bf16/CMakeLists.txt	16
benchmark/CMakeLists.txt	27
benchmark/exprModels/Readme_CN.md	15
benchmark/result/2019-2-18.md	50
benchmark/result/2019-5-7.md	41
benchmark/result/2019-6-17.md	59
benchmark/result/2020-3-22.md	21
benchmark/scripts/READMD.md	73
benchmark/scripts/tvm/README.md	49
benchmark/scripts/tvm/benchmark.patch	227
benchmark/scripts/tvm/mnn_semisearch_time.patch	29
codegen/CMakeLists.txt	22
demo/exec/CMakeLists.txt	35
demo/exec/PoseNames.hpp	15
demo/exec/README.md	31
demo/exec/expressDemo.cpp	92
demo/exec/expressMakeModel.cpp	63
demo/exec/multiPose.cpp	322
demo/exec/multithread_imgrecog.cpp	90
demo/exec/nluDemo.cpp	98
demo/exec/pictureRecognition.cpp	140
demo/exec/pictureRecognition_batch.cpp	274
demo/exec/pictureRecognition_module.cpp	221
demo/exec/pictureRotate.cpp	45
demo/exec/segment.cpp	100
demo/exec/transformerDemo.cpp	57
demo/model/MobileNet/synset_words.txt	1000
demo/model/SqueezeNet/squeezenet.txt	1000
express/CMakeLists.txt	33
project/android/CMakeExports.txt	23
project/android/apps/MnnLlmApp/README.md	93
project/android/apps/MnnLlmApp/README_CN.md	85
project/android/demo/README.md	36
project/android/demo/app/build.gradle	50
project/android/demo/app/includes/MNN/AutoTime.hpp	26
project/android/demo/app/includes/MNN/ErrorCode.hpp	19
project/android/demo/app/includes/MNN/HalideRuntime.h	168
project/android/demo/app/includes/MNN/ImageProcess.hpp	53
project/android/demo/app/includes/MNN/Interpreter.hpp	81
project/android/demo/app/includes/MNN/MNNDefine.h	48
project/android/demo/app/includes/MNN/MNNForwardType.h	43
project/android/demo/app/includes/MNN/Matrix.h	368
project/android/demo/app/includes/MNN/Rect.h	199
project/android/demo/app/includes/MNN/Tensor.hpp	121
project/android/demo/app/src/androidTest/java/com/taobao/android/mnndemo/ExampleInstrumentedTest.java	15
project/android/demo/app/src/main/AndroidManifest.xml	33
project/android/demo/app/src/main/java/com/taobao/android/mnn/MNNForwardType.java	12
project/android/demo/app/src/main/java/com/taobao/android/mnn/MNNImageProcess.java	62
project/android/demo/app/src/main/java/com/taobao/android/mnn/MNNNetInstance.java	150
project/android/demo/app/src/main/java/com/taobao/android/mnn/MNNNetNative.java	40
project/android/demo/app/src/main/java/com/taobao/android/mnn/MNNPortraitNative.java	4
project/android/demo/app/src/main/java/com/taobao/android/mnndemo/CameraView.java	173
project/android/demo/app/src/main/java/com/taobao/android/mnndemo/ImageActivity.java	158
project/android/demo/app/src/main/java/com/taobao/android/mnndemo/OpenGLTestActivity.java	41
project/android/demo/app/src/main/java/com/taobao/android/mnndemo/PortraitActivity.java	212
project/android/demo/app/src/main/java/com/taobao/android/mnndemo/VideoActivity.java	402
project/android/demo/app/src/main/java/com/taobao/android/opengl/CameraRenderer.java	264
project/android/demo/app/src/main/java/com/taobao/android/opengl/OESTexture.java	19
project/android/demo/app/src/main/java/com/taobao/android/opengl/Shader.java	98
project/android/demo/app/src/main/java/com/taobao/android/utils/Common.java	23
project/android/demo/app/src/main/java/com/taobao/android/utils/PermissionUtils.java	32
project/android/demo/app/src/main/java/com/taobao/android/utils/PortraitCameraView.java	217
project/android/demo/app/src/main/java/com/taobao/android/utils/RotateType.java	11
project/android/demo/app/src/main/java/com/taobao/android/utils/TxtFileReader.java	56
project/android/demo/app/src/main/res/drawable-v24/ic_launcher_foreground.xml	34
project/android/demo/app/src/main/res/drawable/ic_launcher_background.xml	170
project/android/demo/app/src/main/res/layout/activity_image.xml	48
project/android/demo/app/src/main/res/layout/activity_main.xml	94
project/android/demo/app/src/main/res/layout/activity_main_stub.xml	18
project/android/demo/app/src/main/res/layout/activity_portrait.xml	33
project/android/demo/app/src/main/res/layout/activity_video.xml	10
project/android/demo/app/src/main/res/layout/opengl_test.xml	30
project/android/demo/app/src/main/res/mipmap-anydpi-v26/ic_launcher.xml	5
project/android/demo/app/src/main/res/mipmap-anydpi-v26/ic_launcher_round.xml	5
project/android/demo/app/src/main/res/values/array.xml	26
project/android/demo/app/src/main/res/values/colors.xml	6
project/android/demo/app/src/main/res/values/strings.xml	4
project/android/demo/app/src/main/res/values/styles.xml	14
project/android/demo/app/src/test/java/com/taobao/android/mnndemo/ExampleUnitTest.java	9
project/android/demo/build.gradle	18
project/android/demo/gradle.properties	13
project/android/demo/settings.gradle	1
project/cross-compile/README.md	4
project/ios/MNN.xcodeproj/project.xcworkspace/xcshareddata/IDEWorkspaceChecks.plist	8
project/ios/MNN/Info.plist	16
project/ios/Playground/Assets.xcassets/AppIcon.appiconset/Contents.json	98
project/ios/Playground/Assets.xcassets/Contents.json	6
project/ios/Playground/Assets.xcassets/LaunchImage.launchimage/Contents.json	68
project/ios/Playground/Base.lproj/Main.storyboard	56
project/ios/Playground/Info.plist	48
project/ios/demo/AppDelegate.h	4
project/ios/demo/AppDelegate.m	6
project/ios/demo/Assets.xcassets/AccentColor.colorset/Contents.json	11
project/ios/demo/Assets.xcassets/AppIcon.appiconset/Contents.json	93
project/ios/demo/Assets.xcassets/Contents.json	6
project/ios/demo/Base.lproj/LaunchScreen.storyboard	24
project/ios/demo/Base.lproj/Main.storyboard	124
project/ios/demo/Info.plist	5
project/ios/demo/Pretreat.metal	29
project/ios/demo/ViewController.h	3
project/ios/demo/ViewController.mm	509
project/ios/demo/main.m	7
pymnn/CMakeLists.txt	205
pymnn/INSTALL.md	8
pymnn/examples/MNNEngineDemo/gpu_session_demo.py	44
pymnn/examples/MNNEngineDemo/mobilenet_demo.py	32
pymnn/examples/MNNEngineDemo/mobilenet_demo_2.py	37
pymnn/examples/MNNExpr/gpu_express_demo.py	32
pymnn/examples/MNNExpr/gpu_io_interface.py	30
pymnn/examples/MNNExpr/mnn_numpy_cv_demo.py	21
pymnn/examples/MNNExpr/mobilenet_demo.py	23
pymnn/examples/MNNLlm/llm_example.py	12
pymnn/examples/MNNTrain/mnist/dataset.py	26
pymnn/examples/MNNTrain/mnist/train_mnist.py	85
pymnn/examples/MNNTrain/mobilenet_finetune/finetune_dataset.py	38
pymnn/examples/MNNTrain/mobilenet_finetune/mobilenet_transfer.py	105
pymnn/examples/MNNTrain/module_save/grad_test.py	12
pymnn/examples/MNNTrain/module_save/test_save.py	29
pymnn/examples/MNNTrain/simple/grad_loss.py	19
pymnn/examples/MNNTrain/simple/make_solve_equation_graph.py	32
pymnn/examples/MNNTrain/simple/solve_equation.py	33
pymnn/pip_package/README.md	9
pymnn/test/README.md	32
pymnn/test/playground/requirements.txt	12
pymnn/test/playground/requirements_inner.txt	3
resource/model/MobileNet/README.md	7
resource/model/MobileNet/v1/expect.txt	1000
resource/model/MobileNet/v2/expect_caffe.txt	1000
resource/model/Portrait/README.md	3
resource/model/SqueezeNet/README.md	3
resource/model/SqueezeNet/input.txt	908
resource/model/SqueezeNet/v1.1/expect.txt	1000
source/backend/arm82/CMakeLists.txt	27
source/backend/coreml/CMakeLists.txt	31
source/backend/cpu/CMakeLists.txt	42
source/backend/cpu/arm/CMakeLists.txt	113
source/backend/cpu/bf16/CMakeLists.txt	8
source/backend/cpu/x86_x64/CMakeLists.txt	133
source/backend/cuda/CMakeLists.txt	138
source/backend/cuda/execution/cutlass_common/tune/schema/README.md	2
source/backend/hiai/CMakeLists.txt	29
source/backend/metal/CMakeLists.txt	10
source/backend/metal/README.md	3
source/backend/nnapi/CMakeLists.txt	21
source/backend/opencl/CMakeLists.txt	51
source/backend/opencl/execution/cl/README.md	2
source/backend/opengl/CMakeLists.txt	24
source/backend/tensorrt/CMakeLists.txt	24
source/backend/vulkan/CMakeLists.txt	51
source/backend/vulkan/buffer/compiler/makeshader_cachedesign.txt	45
source/backend/vulkan/buffer/execution/glsl/headfile.json	76
source/backend/vulkan/buffer/execution/glsl/macro.json	206
source/backend/vulkan/buffer/render/glsl/macro.json	20
source/backend/vulkan/image/compiler/makeshader_cachedesign.txt	45
source/backend/vulkan/image/execution/glsl/headfile.json	78
source/backend/vulkan/image/execution/glsl/macro.json	160
source/jni/CMakeLists.txt	7
source/plugin/CMakeLists.txt	4
test/CMakeLists.txt	44
test/grad/GradList.md	151
test/plugin/CMakeLists.txt	13
tools/audio/CMakeLists.txt	39
tools/audio/README.md	7
tools/audio/test/CMakeLists.txt	15
tools/converter/CMakeLists.txt	80
tools/converter/README.md	87
tools/converter/README_CN.md	85
tools/converter/forward.json	8
tools/converter/source/MNN/CMakeLists.txt	5
tools/converter/source/caffe/CMakeLists.txt	16
tools/converter/source/compression/CMakeLists.txt	13
tools/converter/source/onnx/CMakeLists.txt	19
tools/converter/source/optimizer/CMakeLists.txt	7
tools/converter/source/tensorflow/CMakeLists.txt	23
tools/converter/source/tflite/CMakeLists.txt	6
tools/converter/source/torch/CMakeLists.txt	47
tools/converter/user_provide_quant_params.json	66
tools/cpp/CMakeLists.txt	63
tools/cpp/resfusetest/point.txt	20
tools/cpp/resfusetest/vulkanTest.json	35
tools/cv/CMakeLists.txt	93
tools/cv/README.md	26
tools/cv/benchmark/CMakeLists.txt	7
tools/cv/test/CMakeLists.txt	27
tools/evaluation/CMakeLists.txt	9
tools/evaluation/README.md	38
tools/evaluation/config.json	17
tools/mnncompress/README.md	5
tools/quantization/CMakeLists.txt	15
tools/quantization/README_CN.md	68
tools/quantization/README_EN.md	72
tools/quantization/imageInputConfig.json	30
tools/quantization/imageInputConfigWinograd.json	31
tools/quantization/sequenceInputConfig.json	15
tools/train/CMakeLists.txt	66
tools/train/README_CN.md	26
tools/train/dataConfig.json	18
tools/train/filePath.json	219
tools/train/source/demo/DemoUnit.cpp	26
tools/train/source/demo/DemoUnit.hpp	51
tools/train/source/demo/ImageDatasetDemo.cpp	67
tools/train/source/demo/MnistUtils.cpp	133
tools/train/source/demo/MnistUtils.hpp	8
tools/train/source/demo/MobilenetV2Utils.cpp	114
tools/train/source/demo/MobilenetV2Utils.hpp	11
tools/train/source/demo/dataLoaderDemo.cpp	71
tools/train/source/demo/dataLoaderTest.cpp	192
tools/train/source/demo/demoMain.cpp	22
tools/train/source/demo/distillQuantConfig.json	20
tools/train/source/demo/distillTrainQuant.cpp	179
tools/train/source/demo/linearRegression.cpp	43
tools/train/source/demo/mnistTrain.cpp	179
tools/train/source/demo/mobilenetV2Train.cpp	146
tools/train/source/demo/nnGradTest.cpp	394
tools/train/source/demo/quanByMSE.cpp	447
tools/train/transformConfig.json	29
tools/train/transformConfig2.json	8
transformers/README.md	330
transformers/diffusion/engine/CMakeLists.txt	20
transformers/llm/config.json	14
transformers/llm/engine/CMakeLists.txt	96
transformers/llm/engine/demo/embedding_demo.cpp	76
transformers/llm/engine/demo/llm_bench.cpp	841
transformers/llm/engine/demo/llm_demo.cpp	220
transformers/llm/engine/demo/rollback_demo.cpp	137
transformers/llm/engine/ios/README.md	34
transformers/llm/engine/ios/mnn-llm/mnn-llm.xcodeproj/project.xcworkspace/xcshareddata/IDEWorkspaceChecks.plist	8
transformers/llm/engine/ios/mnn-llm/mnn-llm/Assets.xcassets/AccentColor.colorset/Contents.json	11
transformers/llm/engine/ios/mnn-llm/mnn-llm/Assets.xcassets/AppIcon.appiconset/Contents.json	14
transformers/llm/engine/ios/mnn-llm/mnn-llm/Assets.xcassets/Contents.json	6
transformers/llm/engine/ios/mnn-llm/mnn-llm/Preview Content/Preview Assets.xcassets/Contents.json	6
transformers/llm/engine/test/bench_cn.txt	4
transformers/llm/engine/test/bench_en.txt	3
transformers/llm/eval/README.md	34
transformers/llm/export/requirements.txt	14