From 94de39dde2e616a01683c518023d0fab72b4e103 Mon Sep 17 00:00:00 2001
From: 游雁 <zhifu.gzf@alibaba-inc.com>
Date: 星期一, 19 二月 2024 22:21:50 +0800
Subject: [PATCH] aishell example

---
 README_zh.md |  103 +++++++++++++++++++++++++++++++--------------------
 1 files changed, 63 insertions(+), 40 deletions(-)

diff --git a/README_zh.md b/README_zh.md
index 62d251b..5d9061b 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -3,11 +3,9 @@
 (绠�浣撲腑鏂噟[English](./README.md))
 
 # FunASR: A Fundamental End-to-End Speech Recognition Toolkit
-<p align="left">
-    <a href=""><img src="https://img.shields.io/badge/OS-Linux%2C%20Win%2C%20Mac-brightgreen.svg"></a>
-    <a href=""><img src="https://img.shields.io/badge/Python->=3.7,<=3.10-aff.svg"></a>
-    <a href=""><img src="https://img.shields.io/badge/Pytorch-%3E%3D1.11-blue"></a>
-</p>
+
+[![PyPI](https://img.shields.io/pypi/v/funasr)](https://pypi.org/project/funasr/)
+
 
 FunASR甯屾湜鍦ㄨ闊宠瘑鍒殑瀛︽湳鐮旂┒鍜屽伐涓氬簲鐢ㄤ箣闂存灦璧蜂竴搴фˉ姊併�傞�氳繃鍙戝竷宸ヤ笟绾ц闊宠瘑鍒ā鍨嬬殑璁粌鍜屽井璋冿紝鐮旂┒浜哄憳鍜屽紑鍙戜汉鍛樺彲浠ユ洿鏂逛究鍦拌繘琛岃闊宠瘑鍒ā鍨嬬殑鐮旂┒鍜岀敓浜э紝骞舵帹鍔ㄨ闊宠瘑鍒敓鎬佺殑鍙戝睍銆傝璇煶璇嗗埆鏇存湁瓒ｏ紒
 
@@ -31,24 +29,40 @@
 
 <a name="鏈�鏂板姩鎬�"></a>
 ## 鏈�鏂板姩鎬�
+- 2024/01/30锛歠unasr-1.0鍙戝竷锛屾洿鏂拌鏄嶽鏂囨。](https://github.com/alibaba-damo-academy/FunASR/discussions/1319)
+- 2024/01/30锛氭柊澧炲姞鎯呮劅璇嗗埆 [妯″瀷閾炬帴](https://www.modelscope.cn/models/iic/emotion2vec_base_finetuned/summary)锛屽師濮嬫ā鍨� [repo](https://github.com/ddlBoJack/emotion2vec).
+- 2024/01/25: 涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟 4.2銆佽嫳鏂囩绾挎枃浠惰浆鍐欐湇鍔� 1.3锛屼紭鍖杤ad鏁版嵁澶勭悊鏂瑰紡锛屽ぇ骞呴檷浣庡嘲鍊煎唴瀛樺崰鐢紝鍐呭瓨娉勬紡浼樺寲锛涗腑鏂囧疄鏃惰闊冲惉鍐欐湇鍔� 1.7 鍙戝竷锛屽鎴风浼樺寲锛涜缁嗕俊鎭弬闃�([閮ㄧ讲鏂囨。](runtime/readme_cn.md))
 - 2024/01/09: funasr绀惧尯杞欢鍖厀indows 2.0鐗堟湰鍙戝竷锛屾敮鎸佽蒋浠跺寘涓枃绂荤嚎鏂囦欢杞啓4.1銆佽嫳鏂囩绾挎枃浠惰浆鍐�1.2銆佷腑鏂囧疄鏃跺惉鍐欐湇鍔�1.6鐨勬渶鏂板姛鑳斤紝璇︾粏淇℃伅鍙傞槄([FunASR绀惧尯杞欢鍖厀indows鐗堟湰](https://www.modelscope.cn/models/damo/funasr-runtime-win-cpu-x64/summary))
-- 2024/01/03: 涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟 4.0 鍙戝竷锛屾柊澧炴敮鎸�8k妯″瀷銆佷紭鍖栨椂闂存埑涓嶅尮閰嶉棶棰樺強澧炲姞鍙ュ瓙绾у埆鏃堕棿鎴炽�佷紭鍖栬嫳鏂囧崟璇峟st鐑瘝鏁堟灉銆佹敮鎸佽嚜鍔ㄥ寲閰嶇疆绾跨▼鍙傛暟锛屽悓鏃朵慨澶嶅凡鐭ョ殑crash闂鍙婂唴瀛樻硠婕忛棶棰橈紝璇︾粏淇℃伅鍙傞槄([涓�閿儴缃叉枃妗(runtime/readme_cn.md#涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟cpu鐗堟湰))
-- 2024/01/03: 涓枃瀹炴椂璇煶鍚啓鏈嶅姟 1.6 鍙戝竷锛�2pass-offline妯″紡鏀寔Ngram璇█妯″瀷瑙ｇ爜銆亀fst鐑瘝锛屽悓鏃朵慨澶嶅凡鐭ョ殑crash闂鍙婂唴瀛樻硠婕忛棶棰橈紝璇︾粏淇℃伅鍙傞槄([涓�閿儴缃叉枃妗(runtime/readme_cn.md#涓枃瀹炴椂璇煶鍚啓鏈嶅姟cpu鐗堟湰))
-- 2024/01/03: 鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟 1.2 鍙戝竷锛屼慨澶嶅凡鐭ョ殑crash闂鍙婂唴瀛樻硠婕忛棶棰橈紝璇︾粏淇℃伅鍙傞槄([涓�閿儴缃叉枃妗(runtime/readme_cn.md#鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟cpu鐗堟湰))
+- 2024/01/03: 涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟 4.0 鍙戝竷锛屾柊澧炴敮鎸�8k妯″瀷銆佷紭鍖栨椂闂存埑涓嶅尮閰嶉棶棰樺強澧炲姞鍙ュ瓙绾у埆鏃堕棿鎴炽�佷紭鍖栬嫳鏂囧崟璇峟st鐑瘝鏁堟灉銆佹敮鎸佽嚜鍔ㄥ寲閰嶇疆绾跨▼鍙傛暟锛屽悓鏃朵慨澶嶅凡鐭ョ殑crash闂鍙婂唴瀛樻硠婕忛棶棰橈紝璇︾粏淇℃伅鍙傞槄([閮ㄧ讲鏂囨。](runtime/readme_cn.md#涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟cpu鐗堟湰))
+- 2024/01/03: 涓枃瀹炴椂璇煶鍚啓鏈嶅姟 1.6 鍙戝竷锛�2pass-offline妯″紡鏀寔Ngram璇█妯″瀷瑙ｇ爜銆亀fst鐑瘝锛屽悓鏃朵慨澶嶅凡鐭ョ殑crash闂鍙婂唴瀛樻硠婕忛棶棰橈紝璇︾粏淇℃伅鍙傞槄([閮ㄧ讲鏂囨。](runtime/readme_cn.md#涓枃瀹炴椂璇煶鍚啓鏈嶅姟cpu鐗堟湰))
+- 2024/01/03: 鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟 1.2 鍙戝竷锛屼慨澶嶅凡鐭ョ殑crash闂鍙婂唴瀛樻硠婕忛棶棰橈紝璇︾粏淇℃伅鍙傞槄([閮ㄧ讲鏂囨。](runtime/readme_cn.md#鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟cpu鐗堟湰))
 - 2023/12/04: funasr绀惧尯杞欢鍖厀indows 1.0鐗堟湰鍙戝竷锛屾敮鎸佷腑鏂囩绾挎枃浠惰浆鍐欍�佽嫳鏂囩绾挎枃浠惰浆鍐欍�佷腑鏂囧疄鏃跺惉鍐欐湇鍔★紝璇︾粏淇℃伅鍙傞槄([FunASR绀惧尯杞欢鍖厀indows鐗堟湰](https://www.modelscope.cn/models/damo/funasr-runtime-win-cpu-x64/summary))
-- 2023/11/08锛氫腑鏂囩绾挎枃浠惰浆鍐欐湇鍔�3.0 CPU鐗堟湰鍙戝竷锛屾柊澧炴爣鐐瑰ぇ妯″瀷銆丯gram璇█妯″瀷涓巜fst鐑瘝锛岃缁嗕俊鎭弬闃�([涓�閿儴缃叉枃妗(runtime/readme_cn.md#涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟cpu鐗堟湰))
-- 2023/10/17: 鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟涓�閿儴缃茬殑CPU鐗堟湰鍙戝竷锛岃缁嗕俊鎭弬闃�([涓�閿儴缃叉枃妗(runtime/readme_cn.md#鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟cpu鐗堟湰))
+- 2023/11/08锛氫腑鏂囩绾挎枃浠惰浆鍐欐湇鍔�3.0 CPU鐗堟湰鍙戝竷锛屾柊澧炴爣鐐瑰ぇ妯″瀷銆丯gram璇█妯″瀷涓巜fst鐑瘝锛岃缁嗕俊鎭弬闃�([閮ㄧ讲鏂囨。](runtime/readme_cn.md#涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟cpu鐗堟湰))
+- 2023/10/17: 鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟涓�閿儴缃茬殑CPU鐗堟湰鍙戝竷锛岃缁嗕俊鎭弬闃�([閮ㄧ讲鏂囨。](runtime/readme_cn.md#鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟cpu鐗堟湰))
 - 2023/10/13: [SlideSpeech](https://slidespeech.github.io/): 涓�涓ぇ瑙勬ā鐨勫妯℃�侀煶瑙嗛璇枡搴擄紝涓昏鏄湪绾夸細璁垨鑰呭湪绾胯绋嬪満鏅紝鍖呭惈浜嗗ぇ閲忎笌鍙戣█浜鸿璇濆疄鏃跺悓姝ョ殑骞荤伅鐗囥��
 - 2023.10.10: [Paraformer-long-Spk](https://github.com/alibaba-damo-academy/FunASR/blob/main/egs_modelscope/asr_vad_spk/speech_paraformer-large-vad-punc-spk_asr_nat-zh-cn/demo.py)妯″瀷鍙戝竷锛屾敮鎸佸湪闀胯闊宠瘑鍒殑鍩虹涓婅幏鍙栨瘡鍙ヨ瘽鐨勮璇濅汉鏍囩銆�
 - 2023.10.07: [FunCodec](https://github.com/alibaba-damo-academy/FunCodec): FunCodec鎻愪緵寮�婧愭ā鍨嬪拰璁粌宸ュ叿锛屽彲浠ョ敤浜庨煶棰戠鏁ｇ紪鐮侊紝浠ュ強鍩轰簬绂绘暎缂栫爜鐨勮闊宠瘑鍒�佽闊冲悎鎴愮瓑浠诲姟銆�
-- 2023.09.01: 涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟2.0 CPU鐗堟湰鍙戝竷锛屾柊澧瀎fmpeg銆佹椂闂存埑涓庣儹璇嶆ā鍨嬫敮鎸侊紝璇︾粏淇℃伅鍙傞槄([涓�閿儴缃叉枃妗(runtime/readme_cn.md#涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟cpu鐗堟湰))
-- 2023.08.07: 涓枃瀹炴椂璇煶鍚啓鏈嶅姟涓�閿儴缃茬殑CPU鐗堟湰鍙戝竷锛岃缁嗕俊鎭弬闃�([涓�閿儴缃叉枃妗(runtime/readme_cn.md#涓枃瀹炴椂璇煶鍚啓鏈嶅姟cpu鐗堟湰))
+- 2023.09.01: 涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟2.0 CPU鐗堟湰鍙戝竷锛屾柊澧瀎fmpeg銆佹椂闂存埑涓庣儹璇嶆ā鍨嬫敮鎸侊紝璇︾粏淇℃伅鍙傞槄([閮ㄧ讲鏂囨。](runtime/readme_cn.md#涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟cpu鐗堟湰))
+- 2023.08.07: 涓枃瀹炴椂璇煶鍚啓鏈嶅姟涓�閿儴缃茬殑CPU鐗堟湰鍙戝竷锛岃缁嗕俊鎭弬闃�([閮ㄧ讲鏂囨。](runtime/readme_cn.md#涓枃瀹炴椂璇煶鍚啓鏈嶅姟cpu鐗堟湰))
 - 2023.07.17: BAT涓�绉嶄綆寤惰繜浣庡唴瀛樻秷鑰楃殑RNN-T妯″瀷鍙戝竷锛岃缁嗕俊鎭弬闃咃紙[BAT](egs/aishell/bat)锛�
 - 2023.06.26: ASRU2023 澶氶�氶亾澶氭柟浼氳杞綍鎸戞垬璧�2.0瀹屾垚绔炶禌缁撴灉鍏竷锛岃缁嗕俊鎭弬闃咃紙[M2MeT2.0](https://alibaba-damo-academy.github.io/FunASR/m2met2_cn/index.html)锛�
 
 <a name="瀹夎鏁欑▼"></a>
 ## 瀹夎鏁欑▼
-FunASR瀹夎鏁欑▼璇烽槄璇伙紙[Installation](https://alibaba-damo-academy.github.io/FunASR/en/installation/installation.html)锛�
+
+```shell
+pip3 install -U funasr
+```
+鎴栬�呬粠婧愪唬鐮佸畨瑁�
+``` sh
+git clone https://github.com/alibaba/FunASR.git && cd FunASR
+pip3 install -e ./
+```
+濡傛灉闇�瑕佷娇鐢ㄥ伐涓氶璁粌妯″瀷锛屽畨瑁卪odelscope锛堝彲閫夛級
+
+```shell
+pip3 install -U modelscope
+```
 
 ## 妯″瀷浠撳簱
 
@@ -57,17 +71,16 @@
 锛堟敞锛歔馃]()琛ㄧずHuggingface妯″瀷浠撳簱閾炬帴锛孾猸怾()琛ㄧずModelScope妯″瀷浠撳簱閾炬帴锛�
 
 
-|                                                                             妯″瀷鍚嶅瓧                                                                             |        浠诲姟璇︽儏        |     璁粌鏁版嵁     | 鍙傛暟閲�  |
+|                                         妯″瀷鍚嶅瓧                                                                                                                 |        浠诲姟璇︽儏        |     璁粌鏁版嵁     | 鍙傛暟閲�  |
 |:------------------------------------------------------------------------------------------------------------------------------------------------------------:|:------------------:|:------------:|:----:|
-| paraformer-zh <br> ([猸怾(https://www.modelscope.cn/models/damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary)  [馃]() ) |  璇煶璇嗗埆锛屽甫鏃堕棿鎴宠緭鍑猴紝闈炲疄鏃�   |  60000灏忔椂锛屼腑鏂�  | 220M |
-|             paraformer-zh-spk <br> ( [猸怾(https://modelscope.cn/models/damo/speech_paraformer-large-vad-punc-spk_asr_nat-zh-cn/summary)  [馃]() )             | 鍒嗚鑹茶闊宠瘑鍒紝甯︽椂闂存埑杈撳嚭锛岄潪瀹炴椂 |  60000灏忔椂锛屼腑鏂�  | 220M |
-|   paraformer-zh-streaming <br> ( [猸怾(https://modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-online/summary) [馃]() )   |      璇煶璇嗗埆锛屽疄鏃�       |  60000灏忔椂锛屼腑鏂�  | 220M |
-|      paraformer-en <br> ( [猸怾(https://www.modelscope.cn/models/damo/speech_paraformer-large-vad-punc_asr_nat-en-16k-common-vocab10020/summary) [馃]() )      | 璇煶璇嗗埆锛岄潪瀹炴椂 |  50000灏忔椂锛岃嫳鏂�  | 220M |
-|                                                            paraformer-en-spk <br> ([猸怾() [馃]() )                                                            |      璇煶璇嗗埆锛岄潪瀹炴椂      |  50000灏忔椂锛岃嫳鏂�  | 220M |
-|                  conformer-en <br> ( [猸怾(https://modelscope.cn/models/damo/speech_conformer_asr-en-16k-vocab4199-pytorch/summary) [馃]() )                   |      璇煶璇嗗埆锛岄潪瀹炴椂      |  50000灏忔椂锛岃嫳鏂�  | 220M |
-|                  ct-punc <br> ( [猸怾(https://modelscope.cn/models/damo/punc_ct-transformer_cn-en-common-vocab471067-large/summary) [馃]() )                   |      鏍囩偣鎭㈠      |  100M锛屼腑鏂囦笌鑻辨枃  | 1.1G | 
-|                       fsmn-vad <br> ( [猸怾(https://modelscope.cn/models/damo/speech_fsmn_vad_zh-cn-16k-common-pytorch/summary) [馃]() )                       |     璇煶绔偣妫�娴嬶紝瀹炴椂      | 5000灏忔椂锛屼腑鏂囦笌鑻辨枃 | 0.4M | 
-|                       fa-zh <br> ( [猸怾(https://modelscope.cn/models/damo/speech_timestamp_prediction-v1-16k-offline/summary) [馃]() )                        |   瀛楃骇鍒椂闂存埑棰勬祴         |  50000灏忔椂锛屼腑鏂�  | 38M  |
+| paraformer-zh <br> ([猸怾(https://www.modelscope.cn/models/damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary)  [馃](https://huggingface.co/funasr/paraformer-tp) ) |  璇煶璇嗗埆锛屽甫鏃堕棿鎴宠緭鍑猴紝闈炲疄鏃�   |  60000灏忔椂锛屼腑鏂�  | 220M |
+|   paraformer-zh-streaming <br> ( [猸怾(https://modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-online/summary) [馃](https://huggingface.co/funasr/paraformer-zh-streaming) )   |      璇煶璇嗗埆锛屽疄鏃�       |  60000灏忔椂锛屼腑鏂�  | 220M |
+|      paraformer-en <br> ( [猸怾(https://www.modelscope.cn/models/damo/speech_paraformer-large-vad-punc_asr_nat-en-16k-common-vocab10020/summary) [馃](https://huggingface.co/funasr/paraformer-en) )      |      璇煶璇嗗埆锛岄潪瀹炴椂      |  50000灏忔椂锛岃嫳鏂�  | 220M |
+|                  conformer-en <br> ( [猸怾(https://modelscope.cn/models/damo/speech_conformer_asr-en-16k-vocab4199-pytorch/summary) [馃](https://huggingface.co/funasr/conformer-en) )                   |      璇煶璇嗗埆锛岄潪瀹炴椂      |  50000灏忔椂锛岃嫳鏂�  | 220M |
+|                  ct-punc <br> ( [猸怾(https://modelscope.cn/models/damo/punc_ct-transformer_cn-en-common-vocab471067-large/summary) [馃](https://huggingface.co/funasr/ct-punc) )                   |        鏍囩偣鎭㈠        |  100M锛屼腑鏂囦笌鑻辨枃  | 1.1G | 
+|                       fsmn-vad <br> ( [猸怾(https://modelscope.cn/models/damo/speech_fsmn_vad_zh-cn-16k-common-pytorch/summary) [馃](https://huggingface.co/funasr/fsmn-vad) )                       |     璇煶绔偣妫�娴嬶紝瀹炴椂      | 5000灏忔椂锛屼腑鏂囦笌鑻辨枃 | 0.4M | 
+|                       fa-zh <br> ( [猸怾(https://modelscope.cn/models/damo/speech_timestamp_prediction-v1-16k-offline/summary) [馃](https://huggingface.co/funasr/fa-zh) )                        |      瀛楃骇鍒椂闂存埑棰勬祴      |  50000灏忔椂锛屼腑鏂�  | 38M  |
+|                           cam++ <br> ( [猸怾(https://modelscope.cn/models/iic/speech_campplus_sv_zh-cn_16k-common/summary) [馃](https://huggingface.co/funasr/campplus) )                            |      璇磋瘽浜虹‘璁�/鍒嗗壊      |   5000灏忔椂     |    7.2M    | 
 
 
 <a name="蹇�熷紑濮�"></a>
@@ -86,12 +99,16 @@
 ### 闈炲疄鏃惰闊宠瘑鍒�
 ```python
 from funasr import AutoModel
-
-model = AutoModel(model="paraformer-zh")
-# for the long duration wav, you could add vad model
-# model = AutoModel(model="paraformer-zh", vad_model="fsmn-vad", punc_model="ct-punc")
-
-res = model(input="asr_example_zh.wav", batch_size=64)
+# paraformer-zh is a multi-functional asr model
+# use vad, punc, spk or not as you need
+model = AutoModel(model="paraformer-zh", model_revision="v2.0.4",
+                  vad_model="fsmn-vad", vad_model_revision="v2.0.4",
+                  punc_model="ct-punc-c", punc_model_revision="v2.0.4",
+                  # spk_model="cam++", spk_model_revision="v2.0.2",
+                  )
+res = model.generate(input=f"{model.model_path}/example/asr_example.wav", 
+            batch_size_s=300, 
+            hotword='榄旀惌')
 print(res)
 ```
 娉細`model_hub`锛氳〃绀烘ā鍨嬩粨搴擄紝`ms`涓洪�夋嫨modelscope涓嬭浇锛宍hf`涓洪�夋嫨huggingface涓嬭浇銆�
@@ -105,7 +122,7 @@
 encoder_chunk_look_back = 4 #number of chunks to lookback for encoder self-attention
 decoder_chunk_look_back = 1 #number of encoder chunks to lookback for decoder cross-attention
 
-model = AutoModel(model="paraformer-zh-streaming", model_revision="v2.0.0")
+model = AutoModel(model="paraformer-zh-streaming", model_revision="v2.0.4")
 
 import soundfile
 import os
@@ -119,7 +136,7 @@
 for i in range(total_chunk_num):
     speech_chunk = speech[i*chunk_stride:(i+1)*chunk_stride]
     is_final = i == total_chunk_num - 1
-    res = model(input=speech_chunk, cache=cache, is_final=is_final, chunk_size=chunk_size, encoder_chunk_look_back=encoder_chunk_look_back, decoder_chunk_look_back=decoder_chunk_look_back)
+    res = model.generate(input=speech_chunk, cache=cache, is_final=is_final, chunk_size=chunk_size, encoder_chunk_look_back=encoder_chunk_look_back, decoder_chunk_look_back=decoder_chunk_look_back)
     print(res)
 ```
 
@@ -129,10 +146,10 @@
 ```python
 from funasr import AutoModel
 
-model = AutoModel(model="fsmn-vad", model_revision="v2.0.2")
+model = AutoModel(model="fsmn-vad", model_revision="v2.0.4")
 
 wav_file = f"{model.model_path}/example/asr_example.wav"
-res = model(input=wav_file)
+res = model.generate(input=wav_file)
 print(res)
 ```
 
@@ -141,7 +158,7 @@
 from funasr import AutoModel
 
 chunk_size = 200 # ms
-model = AutoModel(model="fsmn-vad", model_revision="v2.0.2")
+model = AutoModel(model="fsmn-vad", model_revision="v2.0.4")
 
 import soundfile
 
@@ -154,7 +171,7 @@
 for i in range(total_chunk_num):
     speech_chunk = speech[i*chunk_stride:(i+1)*chunk_stride]
     is_final = i == total_chunk_num - 1
-    res = model(input=speech_chunk, cache=cache, is_final=is_final, chunk_size=chunk_size)
+    res = model.generate(input=speech_chunk, cache=cache, is_final=is_final, chunk_size=chunk_size)
     if len(res[0]["value"]):
         print(res)
 ```
@@ -163,9 +180,9 @@
 ```python
 from funasr import AutoModel
 
-model = AutoModel(model="ct-punc", model_revision="v2.0.1")
+model = AutoModel(model="ct-punc", model_revision="v2.0.4")
 
-res = model(input="閭ｄ粖澶╃殑浼氬氨鍒拌繖閲屽惂 happy new year 鏄庡勾瑙�")
+res = model.generate(input="閭ｄ粖澶╃殑浼氬氨鍒拌繖閲屽惂 happy new year 鏄庡勾瑙�")
 print(res)
 ```
 
@@ -176,11 +193,11 @@
 model = AutoModel(model="fa-zh", model_revision="v2.0.0")
 
 wav_file = f"{model.model_path}/example/asr_example.wav"
-text_file = f"{model.model_path}/example/asr_example.wav"
-res = model(input=(wav_file, text_file), data_type=("sound", "text"))
+text_file = f"{model.model_path}/example/text.txt"
+res = model.generate(input=(wav_file, text_file), data_type=("sound", "text"))
 print(res)
 ```
-鏇村璇︾粏鐢ㄦ硶锛圼绀轰緥](examples/industrial_data_pretraining)锛�
+鏇村璇︾粏鐢ㄦ硶锛圼绀轰緥](https://github.com/alibaba-damo-academy/FunASR/tree/main/examples/industrial_data_pretraining)锛�
 
 
 <a name="鏈嶅姟閮ㄧ讲"></a>
@@ -240,4 +257,10 @@
   pages={2063--2067},
   doi={10.21437/Interspeech.2022-9996}
 }
+@article{shi2023seaco,
+  author={Xian Shi and Yexin Yang and Zerui Li and Yanni Chen and Zhifu Gao and Shiliang Zhang},
+  title={{SeACo-Paraformer: A Non-Autoregressive ASR System with Flexible and Effective Hotword Customization Ability}},
+  year=2023,
+  journal={arXiv preprint arXiv:2308.03266(accepted by ICASSP2024)},
+}
 ```

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