From 4ace5a95b052d338947fc88809a440ccd55cf6b4 Mon Sep 17 00:00:00 2001
From: 游雁 <zhifu.gzf@alibaba-inc.com>
Date: 星期四, 16 十一月 2023 16:39:52 +0800
Subject: [PATCH] funasr pages
---
README_zh.md | 102 ++++++++++++++++++++++++++++++++++++++++++++-------
1 files changed, 88 insertions(+), 14 deletions(-)
diff --git a/README_zh.md b/README_zh.md
index cf066dc..554c0b6 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -9,7 +9,7 @@
<a href=""><img src="https://img.shields.io/badge/Pytorch-%3E%3D1.11-blue"></a>
</p>
-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�氳繃鏀寔鍦╗ModelScope](https://www.modelscope.cn/models?page=1&tasks=auto-speech-recognition)涓婂彂甯冪殑宸ヤ笟绾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
+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
<div align="center">
<h4>
@@ -18,8 +18,8 @@
锝�<a href="#瀹夎鏁欑▼"> 瀹夎 </a>
锝�<a href="#蹇�熷紑濮�"> 蹇�熷紑濮� </a>
锝�<a href="https://alibaba-damo-academy.github.io/FunASR/en/index.html"> 鏁欑▼鏂囨。 </a>
-锝�<a href="./docs/model_zoo/modelscope_models.md"> 妯″瀷浠撳簱 </a>
-锝�<a href="./funasr/runtime/readme_cn.md"> 鏈嶅姟閮ㄧ讲 </a>
+锝�<a href="#妯″瀷浠撳簱"> 妯″瀷浠撳簱 </a>
+锝�<a href="#鏈嶅姟閮ㄧ讲"> 鏈嶅姟閮ㄧ讲 </a>
锝�<a href="#鑱旂郴鎴戜滑"> 鑱旂郴鎴戜滑 </a>
</h4>
</div>
@@ -27,44 +27,118 @@
<a name="鏍稿績鍔熻兘"></a>
## 鏍稿績鍔熻兘
- FunASR鏄竴涓熀纭�璇煶璇嗗埆宸ュ叿鍖咃紝鎻愪緵澶氱鍔熻兘锛屽寘鎷闊宠瘑鍒紙ASR锛夈�佽闊崇鐐规娴嬶紙VAD锛夈�佹爣鐐规仮澶嶃�佽瑷�妯″瀷銆佽璇濅汉楠岃瘉銆佽璇濅汉鍒嗙鍜屽浜哄璇濊闊宠瘑鍒瓑銆侳unASR鎻愪緵浜嗕究鎹风殑鑴氭湰鍜屾暀绋嬶紝鏀寔棰勮缁冨ソ鐨勬ā鍨嬬殑鎺ㄧ悊涓庡井璋冦��
-- 鎴戜滑鍦╗ModelScope](https://www.modelscope.cn/models?page=1&tasks=auto-speech-recognition)涓婂彂甯冧簡澶ч噺寮�婧愭暟鎹泦鎴栬�呮捣閲忓伐涓氭暟鎹缁冪殑妯″瀷锛屽彲浠ラ�氳繃鎴戜滑鐨刐妯″瀷浠撳簱](https://github.com/alibaba-damo-academy/FunASR/blob/main/docs/model_zoo/modelscope_models.md)浜嗚В妯″瀷鐨勮缁嗕俊鎭�備唬琛ㄦ�х殑[Paraformer](https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary)闈炶嚜鍥炲綊绔埌绔闊宠瘑鍒ā鍨嬪叿鏈夐珮绮惧害銆侀珮鏁堢巼銆佷究鎹烽儴缃茬殑浼樼偣锛屾敮鎸佸揩閫熸瀯寤鸿闊宠瘑鍒湇鍔★紝璇︾粏淇℃伅鍙互闃呰([鏈嶅姟閮ㄧ讲鏂囨。](funasr/runtime/readme_cn.md))銆�
+- 鎴戜滑鍦╗ModelScope](https://www.modelscope.cn/models?page=1&tasks=auto-speech-recognition)涓嶽huggingface](https://huggingface.co/FunASR)涓婂彂甯冧簡澶ч噺寮�婧愭暟鎹泦鎴栬�呮捣閲忓伐涓氭暟鎹缁冪殑妯″瀷锛屽彲浠ラ�氳繃鎴戜滑鐨刐妯″瀷浠撳簱](https://github.com/alibaba-damo-academy/FunASR/blob/main/docs/model_zoo/modelscope_models.md)浜嗚В妯″瀷鐨勮缁嗕俊鎭�備唬琛ㄦ�х殑[Paraformer](https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary)闈炶嚜鍥炲綊绔埌绔闊宠瘑鍒ā鍨嬪叿鏈夐珮绮惧害銆侀珮鏁堢巼銆佷究鎹烽儴缃茬殑浼樼偣锛屾敮鎸佸揩閫熸瀯寤鸿闊宠瘑鍒湇鍔★紝璇︾粏淇℃伅鍙互闃呰([鏈嶅姟閮ㄧ讲鏂囨。](runtime/readme_cn.md))銆�
<a name="鏈�鏂板姩鎬�"></a>
## 鏈�鏂板姩鎬�
+- 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))
+- 2023/10/13: [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))
- 2023.07.17: 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�
-- 2023.07.03: 涓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(funasr/runtime/docs/SDK_tutorial_zh.md))
- 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�
-<a name="鏈嶅姟閮ㄧ讲"></a>
-## 鏈嶅姟閮ㄧ讲
-FunASR鏀寔棰勮缁冩垨鑰呰繘涓�姝ュ井璋冪殑妯″瀷杩涜鏈嶅姟閮ㄧ讲銆傜洰鍓嶄腑鏂囩绾挎枃浠惰浆鍐欐湇鍔′竴閿儴缃茬殑CPU鐗堟湰宸茬粡鍙戝竷锛岃缁嗕俊鎭弬闃�([涓�閿儴缃叉枃妗(funasr/runtime/docs/SDK_tutorial_zh.md)銆傛洿澶氭湇鍔￠儴缃茶缁嗕俊鎭彲浠ュ弬闃�([鏈嶅姟閮ㄧ讲鏂囨。](funasr/runtime/readme_cn.md))銆�
+## 妯″瀷浠撳簱
+
+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](./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�僛妯″瀷浠撳簱]()銆�
+
+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� |
+|:---------------------------------------------------------------------------------------------------------------------------------------------------------------:|:------------------:|:------------:|:----:|
+| paraformer-zh ([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 ( [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-online ( [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 ( [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 ([馃]() [猸怾() ) | 璇煶璇嗗埆锛岄潪瀹炴椂 | 50000灏忔椂锛岃嫳鏂� | 220M |
+| conformer-en ( [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 ( [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 ( [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 ( [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 |
+
<a name="蹇�熷紑濮�"></a>
## 蹇�熷紑濮�
-FunASR鏀寔鏁颁竾灏忔椂宸ヤ笟鏁版嵁璁粌鐨勬ā鍨嬬殑鎺ㄧ悊鍜屽井璋冿紝璇︾粏淇℃伅鍙互鍙傞槄锛圼modelscope_egs](https://alibaba-damo-academy.github.io/FunASR/en/modelscope_pipeline/quick_start.html)锛夛紱涔熸敮鎸佸鏈爣鍑嗘暟鎹泦妯″瀷鐨勮缁冨拰寰皟锛岃缁嗕俊鎭彲浠ュ弬闃咃紙[egs](https://alibaba-damo-academy.github.io/FunASR/en/academic_recipe/asr_recipe.html)锛夈�� 妯″瀷鍖呭惈璇煶璇嗗埆锛圓SR锛夈�佽闊虫椿鍔ㄦ娴嬶紙VAD锛夈�佹爣鐐规仮澶嶃�佽瑷�妯″瀷銆佽璇濅汉楠岃瘉銆佽璇濅汉鍒嗙鍜屽浜哄璇濊闊宠瘑鍒瓑锛岃缁嗘ā鍨嬪垪琛ㄥ彲浠ュ弬闃匸妯″瀷浠撳簱](https://github.com/alibaba-damo-academy/FunASR/blob/main/docs/model_zoo/modelscope_models.md)锛�
+FunASR鏀寔鏁颁竾灏忔椂宸ヤ笟鏁版嵁璁粌鐨勬ā鍨嬬殑鎺ㄧ悊鍜屽井璋冿紝璇︾粏淇℃伅鍙互鍙傞槄锛圼modelscope_egs](https://alibaba-damo-academy.github.io/FunASR/en/modelscope_pipeline/quick_start.html)锛夛紱涔熸敮鎸佸鏈爣鍑嗘暟鎹泦妯″瀷鐨勮缁冨拰寰皟锛岃缁嗕俊鎭彲浠ュ弬闃咃紙[egs](https://alibaba-damo-academy.github.io/FunASR/en/academic_recipe/asr_recipe.html)锛夈��
+
+涓嬮潰涓哄揩閫熶笂鎵嬫暀绋嬶紝娴嬭瘯闊抽锛圼涓枃](https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/vad_example.wav)锛孾鑻辨枃]()锛�
+### 闈炲疄鏃惰闊宠瘑鍒�
+```python
+from funasr import infer
+
+p = infer(model="paraformer-zh", vad_model="fsmn-vad", punc_model="ct-punc", model_hub="ms")
+
+res = p("asr_example_zh.wav", batch_size_token=5000)
+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�
+
+### 瀹炴椂璇煶璇嗗埆
+```python
+from funasr import infer
+
+p = infer(model="paraformer-zh-streaming", model_hub="ms")
+
+chunk_size = [0, 10, 5] #[0, 10, 5] 600ms, [0, 8, 4] 480ms
+param_dict = {"cache": dict(), "is_final": False, "chunk_size": chunk_size, "encoder_chunk_look_back": 4, "decoder_chunk_look_back": 1}
+
+import torchaudio
+speech = torchaudio.load("asr_example_zh.wav")[0][0]
+speech_length = speech.shape[0]
+
+stride_size = chunk_size[1] * 960
+sample_offset = 0
+for sample_offset in range(0, speech_length, min(stride_size, speech_length - sample_offset)):
+ param_dict["is_final"] = True if sample_offset + stride_size >= speech_length - 1 else False
+ input = speech[sample_offset: sample_offset + stride_size]
+ rec_result = p(input=input, param_dict=param_dict)
+ print(rec_result)
+```
+娉細`chunk_size`涓烘祦寮忓欢鏃堕厤缃紝`[0,10,5]`琛ㄧず涓婂睆瀹炴椂鍑哄瓧绮掑害涓篳10*60=600ms`锛屾湭鏉ヤ俊鎭负`5*60=300ms`銆傛瘡娆℃帹鐞嗚緭鍏ヤ负`600ms`锛堥噰鏍风偣鏁颁负`16000*0.6=960`锛夛紝杈撳嚭涓哄搴旀枃瀛楋紝鏈�鍚庝竴涓闊崇墖娈佃緭鍏ラ渶瑕佽缃甡is_final=True`鏉ュ己鍒惰緭鍑烘渶鍚庝竴涓瓧銆�
+
+鏇村璇︾粏鐢ㄦ硶锛圼鏂颁汉鏂囨。](https://alibaba-damo-academy.github.io/FunASR/en/funasr/quick_start_zh.html)锛�
+
+
+<a name="鏈嶅姟閮ㄧ讲"></a>
+## 鏈嶅姟閮ㄧ讲
+FunASR鏀寔棰勮缁冩垨鑰呰繘涓�姝ュ井璋冪殑妯″瀷杩涜鏈嶅姟閮ㄧ讲銆傜洰鍓嶆敮鎸佷互涓嬪嚑绉嶆湇鍔￠儴缃诧細
+
+- 涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟锛圕PU鐗堟湰锛夛紝宸插畬鎴�
+- 涓枃娴佸紡璇煶璇嗗埆鏈嶅姟锛圕PU鐗堟湰锛夛紝宸插畬鎴�
+- 鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟锛圕PU鐗堟湰锛夛紝宸插畬鎴�
+- 涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟锛圙PU鐗堟湰锛夛紝杩涜涓�
+- 鏇村鏀寔涓�
+
+璇︾粏淇℃伅鍙互鍙傞槄([鏈嶅姟閮ㄧ讲鏂囨。](runtime/readme_cn.md))銆�
+
<a name="绀惧尯浜ゆ祦"></a>
## 鑱旂郴鎴戜滑
濡傛灉鎮ㄥ湪浣跨敤涓亣鍒伴棶棰橈紝鍙互鐩存帴鍦╣ithub椤甸潰鎻怚ssues銆傛杩庤闊冲叴瓒ｇ埍濂借�呮壂鎻忎互涓嬬殑閽夐拤缇ゆ垨鑰呭井淇＄兢浜岀淮鐮佸姞鍏ョぞ鍖虹兢锛岃繘琛屼氦娴佸拰璁ㄨ銆�
+
| 閽夐拤缇� | 寰俊 |
|:---------------------------------------------------------------------:|:-----------------------------------------------------:|
-| <div align="left"><img src="docs/images/dingding.jpg" width="250"/> | <img src="docs/images/wechat.png" width="232"/></div> |
+| <div align="left"><img src="docs/images/dingding.jpg" width="250"/> | <img src="docs/images/wechat.png" width="215"/></div> |
## 绀惧尯璐＄尞鑰�
-| <div align="left"><img src="docs/images/damo.png" width="180"/> | <div align="left"><img src="docs/images/nwpu.png" width="260"/> | <img src="docs/images/China_Telecom.png" width="200"/> </div> | <img src="docs/images/RapidAI.png" width="200"/> </div> | <img src="docs/images/aihealthx.png" width="200"/> </div> |
-|:---------------------------------------------------------------:|:---------------------------------------------------------------:|:--------------------------------------------------------------:|:-------------------------------------------------------:|:-----------------------------------------------------------:|
+| <div align="left"><img src="docs/images/nwpu.png" width="260"/> | <img src="docs/images/China_Telecom.png" width="200"/> </div> | <img src="docs/images/RapidAI.png" width="200"/> </div> | <img src="docs/images/aihealthx.png" width="200"/> </div> | <img src="docs/images/XVERSE.png" width="250"/> </div> |
+|:---------------------------------------------------------------:|:--------------------------------------------------------------:|:-------------------------------------------------------:|:-----------------------------------------------------------:|:------------------------------------------------------:|
-璐＄尞鑰呭悕鍗曡鍙傝�冿紙[鐐瑰嚮姝ゅ](./Acknowledge)锛�
+璐＄尞鑰呭悕鍗曡鍙傝�冿紙[鑷磋阿鍚嶅崟](./Acknowledge.md)锛�
## 璁稿彲鍗忚
-椤圭洰閬靛惊[The MIT License](https://opensource.org/licenses/MIT)寮�婧愬崗璁紝璁稿彲鍗忚璇峰弬鑰冿紙[鐐瑰嚮姝ゅ](./MODEL_LICENSE)锛�
+椤圭洰閬靛惊[The MIT License](https://opensource.org/licenses/MIT)寮�婧愬崗璁紝妯″瀷璁稿彲鍗忚璇峰弬鑰冿紙[妯″瀷鍗忚](./MODEL_LICENSE)锛�
## 璁烘枃寮曠敤
--
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