From 2d2bcdcbd31dcf7b2e305d4f8b2eb728f195aae0 Mon Sep 17 00:00:00 2001 From: zhifu gao <zhifu.gzf@alibaba-inc.com> Date: 星期三, 03 五月 2023 08:15:32 +0800 Subject: [PATCH] Merge pull request #445 from zhuzizyf/main --- funasr/runtime/onnxruntime/readme.md | 159 +++++++++++++++++++++------------------------------- 1 files changed, 65 insertions(+), 94 deletions(-) diff --git a/funasr/runtime/onnxruntime/readme.md b/funasr/runtime/onnxruntime/readme.md index fa2f276..436c7df 100644 --- a/funasr/runtime/onnxruntime/readme.md +++ b/funasr/runtime/onnxruntime/readme.md @@ -1,114 +1,85 @@ +# ONNXRuntime-cpp +## Export the model +### Install [modelscope and funasr](https://github.com/alibaba-damo-academy/FunASR#installation) - -## 蹇�熶娇鐢� - -### Windows - - 瀹夎Vs2022 鎵撳紑cpp_onnx鐩綍涓嬬殑cmake宸ョ▼锛岀洿鎺� build鍗冲彲銆� 鏈粨搴撳凡缁忓噯澶囧ソ鎵�鏈夌浉鍏充緷璧栧簱銆� - - Windows涓嬪凡缁忛缃甪ftw3鍙妎nnxruntime搴� - - -### Linux -See the bottom of this page: Building Guidance - - -### 杩愯绋嬪簭 - -tester /path/to/models/dir /path/to/wave/file - - 渚嬪锛� tester /data/models /data/test.wav - -/data/models 闇�瑕佸寘鎷涓嬩袱涓枃浠讹細 model.onnx 鍜寁ocab.txt - - -## 鏀寔骞冲彴 -- Windows -- Linux/Unix - -## 渚濊禆 -- fftw3 -- openblas -- onnxruntime - -## 瀵煎嚭onnx鏍煎紡妯″瀷鏂囦欢 -瀹夎 modelscope涓嶧unASR锛屼緷璧栵細torch锛宼orchaudio锛屽畨瑁呰繃绋媅璇︾粏鍙傝�冩枃妗(https://github.com/alibaba-damo-academy/FunASR/wiki) ```shell -pip install "modelscope[audio_asr]" -f https://modelscope.oss-cn-beijing.aliyuncs.com/releases/repo.html -git clone https://github.com/alibaba/FunASR.git && cd FunASR -pip install --editable ./ -``` -瀵煎嚭onnx妯″瀷锛孾璇﹁](https://github.com/alibaba-damo-academy/FunASR/tree/main/funasr/export)锛屽弬鑰冪ず渚嬶紝浠巑odelscope涓ā鍨嬪鍑猴細 - -``` -python -m funasr.export.export_model 'damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch' "./export" true +# pip3 install torch torchaudio +pip install -U modelscope funasr +# For the users in China, you could install with the command: +# pip install -U modelscope funasr -f https://modelscope.oss-cn-beijing.aliyuncs.com/releases/repo.html -i https://mirror.sjtu.edu.cn/pypi/web/simple ``` -## Building Guidance for Linux/Unix +### Export [onnx model](https://github.com/alibaba-damo-academy/FunASR/tree/main/funasr/export) +```shell +python -m funasr.export.export_model --model-name damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch --export-dir ./export --type onnx --quantize True ``` -git clone https://github.com/alibaba-damo-academy/FunASR.git && cd funasr/runtime/onnxruntime -mkdir build -cd build + +## Building for Linux/Unix + +### Download onnxruntime +```shell # download an appropriate onnxruntime from https://github.com/microsoft/onnxruntime/releases/tag/v1.14.0 # here we get a copy of onnxruntime for linux 64 wget https://github.com/microsoft/onnxruntime/releases/download/v1.14.0/onnxruntime-linux-x64-1.14.0.tgz tar -zxvf onnxruntime-linux-x64-1.14.0.tgz -# ls -# onnxruntime-linux-x64-1.14.0 onnxruntime-linux-x64-1.14.0.tgz - -#install fftw3-dev -ubuntu: apt install libfftw3-dev -centos: yum install fftw fftw-devel - -#install openblas -bash ./third_party/install_openblas.sh - -# build - cmake -DCMAKE_BUILD_TYPE=release .. -DONNXRUNTIME_DIR=/mnt/c/Users/ma139/RapidASR/cpp_onnx/build/onnxruntime-linux-x64-1.14.0 - make - - # then in the subfolder tester of current direcotry, you will see a program, tester - -```` - -### The structure of a qualified onnxruntime package. -``` -onnxruntime_xxx -鈹溾攢鈹�鈹�include -鈹斺攢鈹�鈹�lib ``` -## 绾跨▼鏁颁笌鎬ц兘鍏崇郴 +### Install openblas +```shell +sudo apt-get install libopenblas-dev #ubuntu +# sudo yum -y install openblas-devel #centos +``` -娴嬭瘯鐜Rocky Linux 8锛屼粎娴嬭瘯cpp鐗堟湰缁撴灉锛堟湭娴媝ython鐗堟湰锛夛紝@acely +### Build runtime +```shell +git clone https://github.com/alibaba-damo-academy/FunASR.git && cd funasr/runtime/onnxruntime +mkdir build && cd build +cmake -DCMAKE_BUILD_TYPE=release .. -DONNXRUNTIME_DIR=/path/to/onnxruntime-linux-x64-1.14.0 +make +``` +## Run the demo -绠�杩帮細 -鍦�3鍙伴厤缃笉鍚岀殑鏈哄櫒涓婂垎鍒紪璇戝苟娴嬭瘯锛屽湪fftw鍜宱nnxruntime鐗堟湰閮界浉鍚岀殑鍓嶆彁涓嬶紝璇嗗埆鍚屼竴涓�30鍒嗛挓鐨勯煶棰戞枃浠讹紝鍒嗗埆娴嬭瘯涓嶅悓onnx绾跨▼鏁伴噺鐨勮〃鐜般�� +```shell +./funasr-onnx-offline [--wav-scp <string>] [--wav-path <string>] + [--punc-config <string>] [--punc-model <string>] + --am-config <string> --am-cmvn <string> + --am-model <string> [--vad-config <string>] + [--vad-cmvn <string>] [--vad-model <string>] [--] + [--version] [-h] +Where: + --wav-scp <string> + wave scp path + --wav-path <string> + wave file path - - -## 娉ㄦ剰 -鏈▼搴忓彧鏀寔 閲囨牱鐜�16000hz, 浣嶆繁16bit鐨� **鍗曞0閬�** 闊抽銆� - + --vad-config <string> + vad config path + --vad-cmvn <string> + vad cmvn path + --vad-model <string> + vad model path + + Required: --am-config <string> --am-cmvn <string> --am-model <string> + If use vad, please add: [--vad-config <string>] [--vad-cmvn <string>] [--vad-model <string>] + If use punc, please add: [--punc-config <string>] [--punc-model <string>] +``` ## Acknowledge -1. We acknowledge [mayong](https://github.com/RapidAI/RapidASR/tree/main/cpp_onnx) for contributing the onnxruntime(cpp api). -2. We borrowed a lot of code from [FastASR](https://github.com/chenkui164/FastASR) for audio frontend and text-postprocess. +1. This project is maintained by [FunASR community](https://github.com/alibaba-damo-academy/FunASR). +2. We acknowledge mayong for contributing the onnxruntime of Paraformer and CT_Transformer, [repo-asr](https://github.com/RapidAI/RapidASR/tree/main/cpp_onnx), [repo-punc](https://github.com/RapidAI/RapidPunc). +3. We acknowledge [ChinaTelecom](https://github.com/zhuzizyf/damo-fsmn-vad-infer-httpserver) for contributing the VAD runtime. +4. We borrowed a lot of code from [FastASR](https://github.com/chenkui164/FastASR) for audio frontend and text-postprocess. -- Gitblit v1.9.1