update

README.md

@@ -56,7 +56,85 @@ tasks:
 | [**模型库**](https://github.com/alibaba-damo-academy/FunASR/tree/main/model_zoo)
 | [**联系我们**](https://github.com/alibaba-damo-academy/FunASR#contact)
 
+# 模型结构图
+SenseVoice多语言音频理解模型，支持语音识别、语种识别、语音情感识别、声学事件检测、逆文本正则化等能力，采用工业级数十万小时的标注音频进行模型训练，保证了模型的通用识别效果。模型可以被应用于中文、粤语、英语、日语、韩语音频识别，并输出带有情感和事件的富文本转写结果。
+
+<p align="center">
+<img src="fig/sensevoice.png" alt="SenseVoice模型结构"  width="500" />
+
+
+
 # 用法
+
+# 用法
+
+## 推理
+
+### 直接推理
+
+```python
+from model import SenseVoiceSmall
+
+model_dir = "iic/SenseVoiceSmall"
+m, kwargs = SenseVoiceSmall.from_pretrained(model=model_dir)
+
+
+res = m.inference(
+    data_in="https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_zh.wav",
+    language="auto", # "zn", "en", "yue", "ja", "ko", "nospeech"
+    use_itn=False,
+    **kwargs,
+)
+
+print(res)
+```
+
+### 使用funasr推理
+
+```python
+from funasr import AutoModel
+
+model_dir = "iic/SenseVoiceSmall"
+input_file = (
+    "https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_zh.wav"
+)
+
+model = AutoModel(model=model_dir,
+                  vad_model="fsmn-vad",
+                  vad_kwargs={"max_single_segment_time": 30000},
+                  trust_remote_code=True, device="cuda:0")
+
+res = model.generate(
+    input=input_file,
+    cache={},
+    language="auto", # "zn", "en", "yue", "ja", "ko", "nospeech"
+    use_itn=False,
+    batch_size_s=0,
+)
+
+print(res)
+```
+
+funasr版本已经集成了vad模型，支持任意时长音频输入，`batch_size_s`单位为秒。
+如果输入均为短音频，并且需要批量化推理，为了加快推理效率，可以移除vad模型，并设置`batch_size`
+
+```python
+model = AutoModel(model=model_dir, trust_remote_code=True, device="cuda:0")
+
+res = model.generate(
+    input=input_file,
+    cache={},
+    language="auto", # "zn", "en", "yue", "ja", "ko", "nospeech"
+    use_itn=False,
+    batch_size=64,
+)
+```
+
+更多详细用法，请参考 [文档](https://github.com/modelscope/FunASR/blob/main/docs/tutorial/README.md)
+
+## 模型下载
+
+
 SDK下载
 ```bash
 #安装ModelScope
@@ -73,4 +151,9 @@ Git下载
 git clone https://www.modelscope.cn/iic/SenseVoiceSmall.git
 ```
 
+## 服务部署
+
+Undo
+
+
 <p style="color: lightgrey;">如果您是本模型的贡献者，我们邀请您根据<a href="https://modelscope.cn/docs/ModelScope%E6%A8%A1%E5%9E%8B%E6%8E%A5%E5%85%A5%E6%B5%81%E7%A8%8B%E6%A6%82%E8%A7%88" style="color: lightgrey; text-decoration: underline;">模型贡献文档</a>，及时完善模型卡片内容。</p>