From 81fb78286f6e6893ef5a319bfb2ba21d340476d3 Mon Sep 17 00:00:00 2001
From: 游雁 <zhifu.gzf@alibaba-inc.com>
Date: 星期五, 22 三月 2024 20:13:05 +0800
Subject: [PATCH] update

---
 docs/tutorial/README_zh.md |   70 +++++++++++++++++++++++++++++-----
 1 files changed, 59 insertions(+), 11 deletions(-)

diff --git a/docs/tutorial/README_zh.md b/docs/tutorial/README_zh.md
index 59d1303..563fe7c 100644
--- a/docs/tutorial/README_zh.md
+++ b/docs/tutorial/README_zh.md
@@ -2,11 +2,26 @@
 
 FunASR寮�婧愪簡澶ч噺鍦ㄥ伐涓氭暟鎹笂棰勮缁冩ā鍨嬶紝鎮ㄥ彲浠ュ湪 [妯″瀷璁稿彲鍗忚](https://github.com/alibaba-damo-academy/FunASR/blob/main/MODEL_LICENSE)涓嬭嚜鐢变娇鐢ㄣ�佸鍒躲�佷慨鏀瑰拰鍒嗕韩FunASR妯″瀷锛屼笅闈㈠垪涓句唬琛ㄦ�х殑妯″瀷锛屾洿澶氭ā鍨嬭鍙傝�� [妯″瀷浠撳簱](https://github.com/alibaba-damo-academy/FunASR/tree/main/model_zoo)銆�
 
+<div align="center">  
+<h4>
+ <a href="#妯″瀷鎺ㄧ悊"> 妯″瀷鎺ㄧ悊 </a>   
+锝�<a href="#妯″瀷璁粌涓庢祴璇�"> 妯″瀷璁粌涓庢祴璇� </a>
+锝�<a href="#妯″瀷瀵煎嚭涓庢祴璇�"> 妯″瀷瀵煎嚭涓庢祴璇� </a>
+</h4>
+</div>
 
-## 鎺ㄧ悊
+<a name="妯″瀷鎺ㄧ悊"></a>
+## 妯″瀷鎺ㄧ悊
 
 ### 蹇�熶娇鐢�
-#### [Paraformer 妯″瀷](https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary)
+
+鍛戒护琛屾柟寮忚皟鐢細
+```shell
+funasr ++model=paraformer-zh ++vad_model="fsmn-vad" ++punc_model="ct-punc" ++input=asr_example_zh.wav
+```
+
+python浠ｇ爜璋冪敤锛堟帹鑽愶級
+
 ```python
 from funasr import AutoModel
 
@@ -50,13 +65,6 @@
 - `output_dir`: None 锛堥粯璁わ級锛屽鏋滆缃紝杈撳嚭缁撴灉鐨勮緭鍑鸿矾寰�
 - `**kwargs`(dict): 涓庢ā鍨嬬浉鍏崇殑鎺ㄧ悊鍙傛暟锛屼緥濡傦紝`beam_size=10`锛宍decoding_ctc_weight=0.1`銆�
 
-### onnx涓巐ibtorch瀵煎嚭
-
-```python
-res = model.export(type="onnx", quantize=True)
-```
-- `type`(str)锛歚onnx`(榛樿)锛屽鍑簅nnx鏍煎紡銆俙torch`瀵煎嚭libtorch鏍煎紡銆�
-- `quantize`(bool)锛歚False`锛堥粯璁わ級锛屾槸鍚﹀仛閲忓寲銆�
 
 ### 鏇村鐢ㄦ硶浠嬬粛
 
@@ -182,10 +190,18 @@
 ```
 鏇村锛圼绀轰緥](https://github.com/alibaba-damo-academy/FunASR/tree/main/examples/industrial_data_pretraining)锛�
 
-
-## 寰皟
+<a name="鏍稿績鍔熻兘"></a>
+## 妯″瀷璁粌涓庢祴璇�
 
 ### 蹇�熷紑濮�
+
+鍛戒护琛屾墽琛岋紙鐢ㄤ簬蹇�熸祴璇曪紝涓嶆帹鑽愶級锛�
+```shell
+funasr-train ++model=paraformer-zh ++train_data_set_list=data/list/train.jsonl ++valid_data_set_list=data/list/val.jsonl ++output_dir="./outputs" &> log.txt &
+```
+
+python浠ｇ爜鎵ц锛堝彲浠ュ鏈哄鍗★紝鎺ㄨ崘锛�
+
 ```shell
 cd examples/industrial_data_pretraining/paraformer
 bash finetune.sh
@@ -335,3 +351,35 @@
 tensorboard --logdir /xxxx/FunASR/examples/industrial_data_pretraining/paraformer/outputs/log/tensorboard
 ```
 娴忚鍣ㄤ腑鎵撳紑锛歨ttp://localhost:6006/
+
+
+<a name="妯″瀷瀵煎嚭涓庢祴璇�"></a>
+## 妯″瀷瀵煎嚭涓庢祴璇�
+### 浠庡懡浠よ瀵煎嚭
+```shell
+funasr-export ++model=paraformer ++quantize=false
+```
+
+### 浠嶱ython瀵煎嚭
+```python
+from funasr import AutoModel
+
+model = AutoModel(model="paraformer")
+
+res = model.export(quantize=False)
+```
+
+### 娴嬭瘯ONNX
+```python
+# pip3 install -U funasr-onnx
+from funasr_onnx import Paraformer
+model_dir = "damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch"
+model = Paraformer(model_dir, batch_size=1, quantize=True)
+
+wav_path = ['~/.cache/modelscope/hub/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/example/asr_example.wav']
+
+result = model(wav_path)
+print(result)
+```
+
+鏇村渚嬪瓙璇峰弬鑰� [鏍蜂緥](runtime/python/onnxruntime)
\ No newline at end of file

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