From 7bfc4a84fc2d882f34928a033a6d5b60ff72fe19 Mon Sep 17 00:00:00 2001 From: lyblsgo <lyblsgo@163.com> Date: 星期五, 21 四月 2023 10:53:50 +0800 Subject: [PATCH] rm fftw deps --- funasr/runtime/python/onnxruntime/README.md | 88 +++++++++++++++++++------------------------ 1 files changed, 39 insertions(+), 49 deletions(-) diff --git a/funasr/runtime/python/onnxruntime/README.md b/funasr/runtime/python/onnxruntime/README.md index 951ee08..e85e08a 100644 --- a/funasr/runtime/python/onnxruntime/README.md +++ b/funasr/runtime/python/onnxruntime/README.md @@ -1,70 +1,60 @@ -## Using funasr with ONNXRuntime +# ONNXRuntime-python + +## Export the model +### Install [modelscope and funasr](https://github.com/alibaba-damo-academy/FunASR#installation) + +```shell +pip3 install torch torchaudio +pip install -U modelscope +pip install -U funasr +``` + +### 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 +``` -### Introduction -- Model comes from [speech_paraformer](https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary). - - -### Steps: -1. Export the model. - - Command: (`Tips`: torch >= 1.11.0 is required.) - - More details ref to ([export docs](https://github.com/alibaba-damo-academy/FunASR/tree/main/funasr/export)) - - - `e.g.`, Export model from modelscope - ```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 False - ``` - - `e.g.`, Export model from local path, the model'name must be `model.pb`. - ```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 False - ``` - - -2. Install the `funasr_onnx` +## Install the `funasr_onnx` install from pip ```shell -pip install --upgrade funasr_onnx -i https://pypi.Python.org/simple +pip install -U funasr_onnx +# For the users in China, you could install with the command: +# pip install -U funasr_onnx -i https://mirror.sjtu.edu.cn/pypi/web/simple ``` or install from source code ```shell git clone https://github.com/alibaba/FunASR.git && cd FunASR -cd funasr/runtime/python/funasr_onnx -python setup.py build -python setup.py install +cd funasr/runtime/python/onnxruntime +pip install -e ./ +# For the users in China, you could install with the command: +# pip install -e ./ -i https://mirror.sjtu.edu.cn/pypi/web/simple ``` -3. Run the demo. - - Model_dir: the model path, which contains `model.onnx`, `config.yaml`, `am.mvn`. - - Input: wav formt file, support formats: `str, np.ndarray, List[str]` - - Output: `List[str]`: recognition result. - - Example: - ```python - from funasr_onnx import Paraformer +## Run the demo +- Model_dir: the model path, which contains `model.onnx`, `config.yaml`, `am.mvn`. +- Input: wav formt file, support formats: `str, np.ndarray, List[str]` +- Output: `List[str]`: recognition result. +- Example: + ```python + from funasr_onnx import Paraformer - model_dir = "/nfs/zhifu.gzf/export/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch" - model = Paraformer(model_dir, batch_size=1) + model_dir = "/nfs/zhifu.gzf/export/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch" + model = Paraformer(model_dir, batch_size=1) - wav_path = ['/nfs/zhifu.gzf/export/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/example/asr_example.wav'] + wav_path = ['/nfs/zhifu.gzf/export/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/example/asr_example.wav'] - result = model(wav_path) - print(result) - ``` + result = model(wav_path) + print(result) + ``` -## Speed +## Performance benchmark -Environment锛欼ntel(R) Xeon(R) Platinum 8163 CPU @ 2.50GHz - -Test [wav, 5.53s, 100 times avg.](https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_zh.wav) - -| Backend | RTF | -|:-------:|:-----------------:| -| Pytorch | 0.110 | -| Onnx | 0.038 | - +Please ref to [benchmark](https://github.com/alibaba-damo-academy/FunASR/blob/main/funasr/runtime/python/benchmark_onnx.md) ## Acknowledge 1. This project is maintained by [FunASR community](https://github.com/alibaba-damo-academy/FunASR). -- Gitblit v1.9.1