From 7d1886384b65605a348b237c5138094b9da7aa4b Mon Sep 17 00:00:00 2001
From: 雾聪 <wucong.lyb@alibaba-inc.com>
Date: 星期五, 10 十一月 2023 13:46:28 +0800
Subject: [PATCH] Merge branch 'main' of https://github.com/alibaba-damo-academy/FunASR into main

---
 runtime/readme_cn.md                          |    1 
 runtime/docs/SDK_advanced_guide_online.md     |    5 
 runtime/docs/SDK_advanced_guide_online_zh.md  |   17 ++--
 runtime/docs/SDK_advanced_guide_offline_zh.md |    2 
 funasr/quick_start.md                         |   94 +++++++++++++++++++----
 docs/installation/docker.md                   |    4 
 runtime/docs/docker_online_cpu_zh_lists       |    2 
 runtime/docs/lm_train_tutorial.md             |    2 
 funasr/quick_start_zh.md                      |   93 ++++++++++++++++++++---
 runtime/readme.md                             |    1 
 README.md                                     |    2 
 docs/installation/docker_zh.md                |    4 
 12 files changed, 181 insertions(+), 46 deletions(-)

diff --git a/README.md b/README.md
index 3f6b434..f73c0ca 100644
--- a/README.md
+++ b/README.md
@@ -54,7 +54,7 @@
 |:--------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:---------------------------------------------------------------------------:|:--------------------------------:|:----------:|
 | <nobr>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]() )</nobr> |             speech recognition, with timestamps, non-streaming              |      60000 hours, Mandarin       |    220M    |
 |             <nobr>paraformer-zh-spk ( [猸怾(https://modelscope.cn/models/damo/speech_paraformer-large-vad-punc-spk_asr_nat-zh-cn/summary)  [馃]() )</nobr>             | speech recognition with speaker diarization, with timestamps, non-streaming |      60000 hours, Mandarin       |    220M    |
-|    <nobr>paraformer-zh-online ( [猸怾(https://modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-online/summary) [馃]() )</nobr>     |                      speech recognition, non-streaming                      |      60000 hours, Mandarin       |    220M    |
+|    <nobr>paraformer-zh-online ( [猸怾(https://modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-online/summary) [馃]() )</nobr>     |                        speech recognition, streaming                        |      60000 hours, Mandarin       |    220M    |
 |      <nobr>paraformer-en ( [猸怾(https://www.modelscope.cn/models/damo/speech_paraformer-large-vad-punc_asr_nat-en-16k-common-vocab10020/summary) [馃]() )</nobr>      |             speech recognition, with timestamps, non-streaming              |       50000 hours, English       |    220M    |
 |                                                            <nobr>paraformer-en-spk ([馃]() [猸怾() )</nobr>                                                            |         speech recognition with speaker diarization, non-streaming          |       50000 hours, English       |    220M    |
 |                  <nobr>conformer-en ( [猸怾(https://modelscope.cn/models/damo/speech_conformer_asr-en-16k-vocab4199-pytorch/summary) [馃]() )</nobr>                   |                      speech recognition, non-streaming                      |       50000 hours, English       |    220M    |
diff --git a/docs/installation/docker.md b/docs/installation/docker.md
index 8de3390..ee02650 100644
--- a/docs/installation/docker.md
+++ b/docs/installation/docker.md
@@ -37,11 +37,11 @@
 ### Image Hub
 
 #### CPU
-`registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-cpu-0.1.0`
+`registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-cpu-0.3.0`
 
 #### GPU
 
-`registry.cn-hangzhou.aliyuncs.com/modelscope-repo/modelscope:ubuntu20.04-cuda11.3.0-py37-torch1.11.0-tf1.15.5-1.6.0`
+`registry.cn-hangzhou.aliyuncs.com/modelscope-repo/modelscope:ubuntu20.04-py38-torch1.11.0-tf1.15.5-1.8.1`
 
 ### Pull Image
 ```shell
diff --git a/docs/installation/docker_zh.md b/docs/installation/docker_zh.md
index 74f303e..e32022e 100644
--- a/docs/installation/docker_zh.md
+++ b/docs/installation/docker_zh.md
@@ -37,11 +37,11 @@
 ### 闀滃儚浠撳簱
 
 #### CPU
-`registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-cpu-0.1.0`
+`registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-cpu-0.3.0`
 
 #### GPU
 
-`registry.cn-beijing.aliyuncs.com/modelscope-repo/modelscope:ubuntu20.04-cuda11.7.1-py38-torch2.0.1-tf1.15.5-1.7.0`
+`registry.cn-hangzhou.aliyuncs.com/modelscope-repo/modelscope:ubuntu20.04-py38-torch1.11.0-tf1.15.5-1.8.1`
 
 ### 鎷夊彇闀滃儚
 ```shell
diff --git a/funasr/quick_start.md b/funasr/quick_start.md
index 6108f02..0b316c0 100644
--- a/funasr/quick_start.md
+++ b/funasr/quick_start.md
@@ -28,37 +28,99 @@
 
 For more examples, please refer to [docs](../runtime/python/websocket/README.md).
 
-### C++ version Example
+### Service Deployment Software
 
-Currently, offline file transcription service (CPU) is supported, and concurrent requests of hundreds of channels are supported.
+Both high-precision, high-efficiency, and high-concurrency file transcription, as well as low-latency real-time speech recognition, are supported. It also supports Docker deployment and multiple concurrent requests.
 
-##### The real-time transcription service, Mandarin (CPU)
-###### Server Deployment
-You can use the following command to complete the deployment:
+##### Docker Installation (optional)
+###### If you have already installed Docker, skip this step.
+
 ```shell
-curl -O https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/shell/funasr-runtime-deploy-online-cpu-zh.sh
-sudo bash funasr-runtime-deploy-online-cpu-zh.sh install --workspace ./funasr-runtime-resources
+curl -O https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/shell/install_docker.sh;
+sudo bash install_docker.sh
 ```
 
+##### Real-time Speech Recognition Service Deployment
+
+###### Docker Image Download and Launch
+Use the following command to pull and launch the FunASR software package Docker image锛圼Get the latest image version](https://github.com/alibaba-damo-academy/FunASR/blob/main/runtime/docs/SDK_advanced_guide_online.md)锛夛細
+
+```shell
+sudo docker pull \
+  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.5
+mkdir -p ./funasr-runtime-resources/models
+sudo docker run -p 10096:10095 -it --privileged=true \
+  -v $PWD/funasr-runtime-resources/models:/workspace/models \
+  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.5
+```
+
+###### Server Start
+
+After Docker is started, start the funasr-wss-server-2pass service program:
+
+```shell
+cd FunASR/runtime
+nohup bash run_server_2pass.sh \
+  --download-model-dir /workspace/models \
+  --vad-dir damo/speech_fsmn_vad_zh-cn-16k-common-onnx \
+  --model-dir damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx  \
+  --online-model-dir damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-online-onnx  \
+  --punc-dir damo/punc_ct-transformer_zh-cn-common-vad_realtime-vocab272727-onnx \
+  --itn-dir thuduj12/fst_itn_zh \
+  --hotword /workspace/models/hotwords.txt > log.out 2>&1 &
+
+# If you want to disable SSL, add the parameter: --certfile 0
+# If you want to deploy with a timestamp or nn hotword model, please set --model-dir to the corresponding model:
+#   damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-onnx (timestamp)
+#   damo/speech_paraformer-large-contextual_asr_nat-zh-cn-16k-common-vocab8404-onnx (nn hotword)
+# If you want to load hotwords on the server side, please configure the hotwords in the host file ./funasr-runtime-resources/models/hotwords.txt (docker mapping address is /workspace/models/hotwords.txt):
+#   One hotword per line, format (hotword weight): Alibaba 20
+```
 
 ###### Client Testing
 Testing [samples](https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/sample/funasr_samples.tar.gz)
 
 ```shell
-python3 funasr_wss_client.py --host "127.0.0.1" --port 10095 --mode 2pass
+python3 funasr_wss_client.py --host "127.0.0.1" --port 10096 --mode 2pass
 ```
-For more examples, please refer to [docs](../runtime/docs/SDK_tutorial_online_zh.md)
+For more examples, please refer to [docs](https://github.com/alibaba-damo-academy/FunASR/blob/main/runtime/docs/SDK_advanced_guide_online.md)
 
 
 #### File Transcription Service, Mandarin (CPU)
 
-##### Server Deployment
-
-You can use the following command to complete the deployment:
+###### Docker Image Download and Launch
+Use the following command to pull and launch the FunASR software package Docker image锛圼Get the latest image version](https://github.com/alibaba-damo-academy/FunASR/blob/main/runtime/docs/SDK_advanced_guide_offline.md)锛夛細
 
 ```shell
-curl -O https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/shell/funasr-runtime-deploy-offline-cpu-zh.sh
-sudo bash funasr-runtime-deploy-offline-cpu-zh.sh install --workspace ./funasr-runtime-resources
+sudo docker pull \
+  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-cpu-0.3.0
+mkdir -p ./funasr-runtime-resources/models
+sudo docker run -p 10095:10095 -it --privileged=true \
+  -v $PWD/funasr-runtime-resources/models:/workspace/models \
+  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-cpu-0.3.0
+```
+
+###### Server Start
+
+After Docker is started, start the funasr-wss-server service program:
+
+```shell
+cd FunASR/runtime
+nohup bash run_server.sh \
+  --download-model-dir /workspace/models \
+  --vad-dir damo/speech_fsmn_vad_zh-cn-16k-common-onnx \
+  --model-dir damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx  \
+  --punc-dir damo/punc_ct-transformer_cn-en-common-vocab471067-large-onnx \
+  --lm-dir damo/speech_ngram_lm_zh-cn-ai-wesp-fst \
+  --itn-dir thuduj12/fst_itn_zh \
+  --hotword /workspace/models/hotwords.txt > log.out 2>&1 &
+
+# If you want to disable SSL, add the parameter: --certfile 0
+# If you want to use timestamp or nn hotword models for deployment, please set --model-dir to the corresponding model:
+#   damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-onnx (timestamp)
+#   damo/speech_paraformer-large-contextual_asr_nat-zh-cn-16k-common-vocab8404-onnx (nn hotword)
+# If you want to load hotwords on the server side, please configure the hotwords in the host machine file ./funasr-runtime-resources/models/hotwords.txt (docker mapping address is /workspace/models/hotwords.txt):
+#   One hotword per line, format (hotword weight): Alibaba 20
 ```
 
 ##### Client Testing
@@ -68,7 +130,7 @@
 python3 funasr_wss_client.py --host "127.0.0.1" --port 10095 --mode offline --audio_in "../audio/asr_example.wav"
 ```
 
-For more examples, please refer to [docs](../runtime/docs/SDK_tutorial_zh.md)
+For more examples, please refer to [docs](https://github.com/alibaba-damo-academy/FunASR/blob/main/runtime/docs/SDK_advanced_guide_offline.md)
 
 
 ## Industrial Model Egs
@@ -81,7 +143,7 @@
 
 inference_pipeline = pipeline(
     task=Tasks.auto_speech_recognition,
-    model='damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch',
+    model='damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-pytorch',
 )
 
 rec_result = inference_pipeline(audio_in='https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_zh.wav')
diff --git a/funasr/quick_start_zh.md b/funasr/quick_start_zh.md
index 9a3c2c9..4e35866 100644
--- a/funasr/quick_start_zh.md
+++ b/funasr/quick_start_zh.md
@@ -5,11 +5,11 @@
 
 鎮ㄥ彲浠ラ�氳繃濡備笅鍑犵鏂瑰紡浣跨敤FunASR鍔熻兘:
 
-- 鏈嶅姟閮ㄧ讲SDK
+- 鏈嶅姟閮ㄧ讲绀惧尯杞欢鍖�
 - 宸ヤ笟妯″瀷egs
 - 瀛︽湳妯″瀷egs
 
-### 鏈嶅姟閮ㄧ讲SDK
+### 鏈嶅姟閮ㄧ讲绀惧尯杞欢鍖�
 
 #### python鐗堟湰绀轰緥
 
@@ -29,37 +29,104 @@
 鏇村渚嬪瓙鍙互鍙傝�冿紙[鐐瑰嚮姝ゅ](../runtime/python/websocket/README.md)锛�
 
 <a name="cpp鐗堟湰绀轰緥"></a>
-#### c++鐗堟湰绀轰緥
+#### 鏈嶅姟閮ㄧ讲杞欢鍖�
 
-闆嗘垚鏈夛紝VAD锛孉SR涓庢爣鐐规仮澶嶆ā鍨嬶紝鏀寔涓婄櫨璺苟鍙戣姹�
+鏃㈠彲浠ヨ繘琛岄珮绮惧害銆侀珮鏁堢巼涓庨珮骞跺彂鐨勬枃浠惰浆鍐欙紝涔熷彲浠ヨ繘琛屼綆寤舵椂鐨勫疄鏃惰闊冲惉鍐欍�傛敮鎸丏ocker鍖栭儴缃诧紝澶氳矾璇锋眰銆�
+
+##### 鍑嗗宸ヤ綔锛歞ocker瀹夎锛堝彲閫夛級
+###### 濡傛灉鎮ㄥ凡瀹夎docker锛屽拷鐣ユ湰姝ラ
+
+```shell
+curl -O https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/shell/install_docker.sh;
+sudo bash install_docker.sh
+```
 
 ##### 瀹炴椂璇煶鍚啓鏈嶅姟閮ㄧ讲
 
+###### docker闀滃儚涓嬭浇涓庡惎鍔�
+閫氳繃涓嬭堪鍛戒护鎷夊彇骞跺惎鍔‵unASR杞欢鍖卍ocker闀滃儚锛圼鑾峰彇鏈�鏂伴暅鍍忕増鏈琞(https://github.com/alibaba-damo-academy/FunASR/blob/main/runtime/docs/SDK_advanced_guide_online_zh.md)锛夛細
+
 ```shell
-curl -O https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/shell/funasr-runtime-deploy-online-cpu-zh.sh
-sudo bash funasr-runtime-deploy-online-cpu-zh.sh install --workspace ./funasr-runtime-resources
+sudo docker pull \
+  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.5
+mkdir -p ./funasr-runtime-resources/models
+sudo docker run -p 10096:10095 -it --privileged=true \
+  -v $PWD/funasr-runtime-resources/models:/workspace/models \
+  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.5
+```
+
+###### 鏈嶅姟绔惎鍔�
+docker鍚姩涔嬪悗锛屽惎鍔� funasr-wss-server-2pass鏈嶅姟绋嬪簭锛�
+```shell
+cd FunASR/runtime
+nohup bash run_server_2pass.sh \
+  --download-model-dir /workspace/models \
+  --vad-dir damo/speech_fsmn_vad_zh-cn-16k-common-onnx \
+  --model-dir damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx  \
+  --online-model-dir damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-online-onnx  \
+  --punc-dir damo/punc_ct-transformer_zh-cn-common-vad_realtime-vocab272727-onnx \
+  --itn-dir thuduj12/fst_itn_zh \
+  --hotword /workspace/models/hotwords.txt > log.out 2>&1 &
+
+# 濡傛灉鎮ㄦ兂鍏抽棴ssl锛屽鍔犲弬鏁帮細--certfile 0
+# 濡傛灉鎮ㄦ兂浣跨敤鏃堕棿鎴虫垨鑰卬n鐑瘝妯″瀷杩涜閮ㄧ讲锛岃璁剧疆--model-dir涓哄搴旀ā鍨嬶細
+#   damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-onnx锛堟椂闂存埑锛�
+#   damo/speech_paraformer-large-contextual_asr_nat-zh-cn-16k-common-vocab8404-onnx锛坣n鐑瘝锛�
+# 濡傛灉鎮ㄦ兂鍦ㄦ湇鍔＄鍔犺浇鐑瘝锛岃鍦ㄥ涓绘満鏂囦欢./funasr-runtime-resources/models/hotwords.txt閰嶇疆鐑瘝锛坉ocker鏄犲皠鍦板潃涓�/workspace/models/hotwords.txt锛�:
+#   姣忚涓�涓儹璇嶏紝鏍煎紡(鐑瘝 鏉冮噸)锛氶樋閲屽反宸� 20
 ```
 
 ##### 瀹㈡埛绔祴璇曚笌浣跨敤
 瀹㈡埛绔祴璇曪紙[samples](https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/sample/funasr_samples.tar.gz)锛�
 
 ```shell
-python3 funasr_wss_client.py --host "127.0.0.1" --port 10095 --mode 2pass
+python3 funasr_wss_client.py --host "127.0.0.1" --port 10096 --mode 2pass
 ```
-鏇村渚嬪瓙鍙傝�冿紙[鐐瑰嚮姝ゅ](../runtime/docs/SDK_tutorial_online_zh.md)锛�
+鏇村渚嬪瓙鍙傝�冿紙[鐐瑰嚮姝ゅ](https://github.com/alibaba-damo-academy/FunASR/blob/main/runtime/docs/SDK_advanced_guide_online_zh.md)锛�
 
 ##### 绂荤嚎鏂囦欢杞啓鏈嶅姟閮ㄧ讲
-###### 鏈嶅姟绔儴缃�
+
+###### 闀滃儚鍚姩
+
+閫氳繃涓嬭堪鍛戒护鎷夊彇骞跺惎鍔‵unASR杞欢鍖卍ocker闀滃儚锛圼鑾峰彇鏈�鏂伴暅鍍忕増鏈琞(https://github.com/alibaba-damo-academy/FunASR/blob/main/runtime/docs/SDK_advanced_guide_offline_zh.md)锛夛細
+
 ```shell
-curl -O https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/shell/funasr-runtime-deploy-offline-cpu-zh.sh
-sudo bash funasr-runtime-deploy-offline-cpu-zh.sh install --workspace ./funasr-runtime-resources
+sudo docker pull \
+  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-cpu-0.3.0
+mkdir -p ./funasr-runtime-resources/models
+sudo docker run -p 10095:10095 -it --privileged=true \
+  -v $PWD/funasr-runtime-resources/models:/workspace/models \
+  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-cpu-0.3.0
 ```
+
+###### 鏈嶅姟绔惎鍔�
+
+docker鍚姩涔嬪悗锛屽惎鍔� funasr-wss-server鏈嶅姟绋嬪簭锛�
+```shell
+cd FunASR/runtime
+nohup bash run_server.sh \
+  --download-model-dir /workspace/models \
+  --vad-dir damo/speech_fsmn_vad_zh-cn-16k-common-onnx \
+  --model-dir damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx  \
+  --punc-dir damo/punc_ct-transformer_cn-en-common-vocab471067-large-onnx \
+  --lm-dir damo/speech_ngram_lm_zh-cn-ai-wesp-fst \
+  --itn-dir thuduj12/fst_itn_zh \
+  --hotword /workspace/models/hotwords.txt > log.out 2>&1 &
+
+# 濡傛灉鎮ㄦ兂鍏抽棴ssl锛屽鍔犲弬鏁帮細--certfile 0
+# 濡傛灉鎮ㄦ兂浣跨敤鏃堕棿鎴虫垨鑰卬n鐑瘝妯″瀷杩涜閮ㄧ讲锛岃璁剧疆--model-dir涓哄搴旀ā鍨嬶細
+#   damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-onnx锛堟椂闂存埑锛�
+#   damo/speech_paraformer-large-contextual_asr_nat-zh-cn-16k-common-vocab8404-onnx锛坣n鐑瘝锛�
+# 濡傛灉鎮ㄦ兂鍦ㄦ湇鍔＄鍔犺浇鐑瘝锛岃鍦ㄥ涓绘満鏂囦欢./funasr-runtime-resources/models/hotwords.txt閰嶇疆鐑瘝锛坉ocker鏄犲皠鍦板潃涓�/workspace/models/hotwords.txt锛�:
+#   姣忚涓�涓儹璇嶏紝鏍煎紡(鐑瘝 鏉冮噸)锛氶樋閲屽反宸� 20
+```
+
 ###### 瀹㈡埛绔祴璇�
 瀹㈡埛绔祴璇曪紙[samples](https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/sample/funasr_samples.tar.gz)锛�
 ```shell
 python3 funasr_wss_client.py --host "127.0.0.1" --port 10095 --mode offline --audio_in "../audio/asr_example.wav"
 ```
-鏇村渚嬪瓙鍙傝�冿紙[鐐瑰嚮姝ゅ](../runtime/docs/SDK_tutorial_zh.md)锛�
+鏇村渚嬪瓙鍙傝�冿紙[鐐瑰嚮姝ゅ](https://github.com/alibaba-damo-academy/FunASR/blob/main/runtime/docs/SDK_advanced_guide_offline_zh.md)锛�
 
 
 
@@ -74,7 +141,7 @@
 
 inference_pipeline = pipeline(
     task=Tasks.auto_speech_recognition,
-    model='damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch',
+    model='damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-pytorch',
 )
 
 rec_result = inference_pipeline(audio_in='https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_zh.wav')
diff --git a/runtime/docs/SDK_advanced_guide_offline_zh.md b/runtime/docs/SDK_advanced_guide_offline_zh.md
index 4bf1cd1..03cf8e7 100644
--- a/runtime/docs/SDK_advanced_guide_offline_zh.md
+++ b/runtime/docs/SDK_advanced_guide_offline_zh.md
@@ -38,7 +38,7 @@
 
 ### 闀滃儚鍚姩
 
-閫氳繃涓嬭堪鍛戒护鎷夊彇骞跺惎鍔‵unASR runtime-SDK鐨刣ocker闀滃儚锛�
+閫氳繃涓嬭堪鍛戒护鎷夊彇骞跺惎鍔‵unASR杞欢鍖呯殑docker闀滃儚锛�
 
 ```shell
 sudo docker pull \
diff --git a/runtime/docs/SDK_advanced_guide_online.md b/runtime/docs/SDK_advanced_guide_online.md
index 6c973f1..3a6b08e 100644
--- a/runtime/docs/SDK_advanced_guide_online.md
+++ b/runtime/docs/SDK_advanced_guide_online.md
@@ -6,6 +6,7 @@
 
 | TIME       | INFO                                                                                | IMAGE VERSION                       | IMAGE ID     |
 |------------|-------------------------------------------------------------------------------------|-------------------------------------|--------------|
+| 2023.11.09 | fix bug: without online results                                                     | funasr-runtime-sdk-online-cpu-0.1.5 | b16584b6d38b      |
 | 2023.11.08 | supporting server-side loading of hotwords, adaptation to runtime structure changes | funasr-runtime-sdk-online-cpu-0.1.4 | 691974017c38 |
 | 2023.09.19 | supporting hotwords, timestamps, and ITN model in 2pass mode                        | funasr-runtime-sdk-online-cpu-0.1.2 | 7222c5319bcf |
 | 2023.08.11 | addressing some known bugs (including server crashes)                               | funasr-runtime-sdk-online-cpu-0.1.1 | bdbdd0b27dee |
@@ -23,9 +24,9 @@
 ### Pull Docker Image
 Use the following command to pull and start the FunASR software package docker image:
 ```shell
-sudo docker pull registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.4
+sudo docker pull registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.5
 mkdir -p ./funasr-runtime-resources/models
-sudo docker run -p 10096:10095 -it --privileged=true -v $PWD/funasr-runtime-resources/models:/workspace/models registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.4
+sudo docker run -p 10096:10095 -it --privileged=true -v $PWD/funasr-runtime-resources/models:/workspace/models registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.5
 ```
 
 ### Launching the Server
diff --git a/runtime/docs/SDK_advanced_guide_online_zh.md b/runtime/docs/SDK_advanced_guide_online_zh.md
index d921e3d..506f27c 100644
--- a/runtime/docs/SDK_advanced_guide_online_zh.md
+++ b/runtime/docs/SDK_advanced_guide_online_zh.md
@@ -7,12 +7,13 @@
 
 <img src="images/online_structure.png"  width="900"/>
 
-| 鏃堕棿         | 璇︽儏                                | 闀滃儚鐗堟湰                                | 闀滃儚ID         |
-|:-----------|:----------------------------------|-------------------------------------|--------------|
-| 2023.11.08 | 鏀寔鏈嶅姟绔姞杞界儹璇�(鏇存柊鐑瘝閫氫俊鍗忚)銆乺untime缁撴瀯鍙樺寲閫傞厤 | funasr-runtime-sdk-online-cpu-0.1.4 | 691974017c38 |
-| 2023.09.19 | 2pass妯″紡鏀寔鐑瘝銆佹椂闂存埑銆両TN妯″瀷             | funasr-runtime-sdk-online-cpu-0.1.2 | 7222c5319bcf |
-| 2023.08.11 | 淇浜嗛儴鍒嗗凡鐭ョ殑bug(鍖呮嫭server宕╂簝绛�)          | funasr-runtime-sdk-online-cpu-0.1.1 | bdbdd0b27dee |
-| 2023.08.07 | 1.0 鍙戝竷                            | funasr-runtime-sdk-online-cpu-0.1.0 | bdbdd0b27dee |
+| 鏃堕棿         | 璇︽儏                                | 闀滃儚鐗堟湰                                 | 闀滃儚ID         |
+|:-----------|:----------------------------------|--------------------------------------|--------------|
+| 2023.11.09 | 淇鏃犲疄鏃剁粨鏋滈棶棰�                         | funasr-runtime-sdk-online-cpu-0.1.5  | b16584b6d38b      |
+| 2023.11.08 | 鏀寔鏈嶅姟绔姞杞界儹璇�(鏇存柊鐑瘝閫氫俊鍗忚)銆乺untime缁撴瀯鍙樺寲閫傞厤 | funasr-runtime-sdk-online-cpu-0.1.4  | 691974017c38 |
+| 2023.09.19 | 2pass妯″紡鏀寔鐑瘝銆佹椂闂存埑銆両TN妯″瀷             | funasr-runtime-sdk-online-cpu-0.1.2  | 7222c5319bcf |
+| 2023.08.11 | 淇浜嗛儴鍒嗗凡鐭ョ殑bug(鍖呮嫭server宕╂簝绛�)          | funasr-runtime-sdk-online-cpu-0.1.1  | bdbdd0b27dee |
+| 2023.08.07 | 1.0 鍙戝竷                            | funasr-runtime-sdk-online-cpu-0.1.0  | bdbdd0b27dee |
 
 
 ## 蹇�熶笂鎵�
@@ -31,11 +32,11 @@
 
 ```shell
 sudo docker pull \
-  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.4
+  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.5
 mkdir -p ./funasr-runtime-resources/models
 sudo docker run -p 10096:10095 -it --privileged=true \
   -v $PWD/funasr-runtime-resources/models:/workspace/models \
-  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.4
+  registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.5
 ```
 
 ### 鏈嶅姟绔惎鍔�
diff --git a/runtime/docs/docker_online_cpu_zh_lists b/runtime/docs/docker_online_cpu_zh_lists
index 903d2b4..43a493c 100644
--- a/runtime/docs/docker_online_cpu_zh_lists
+++ b/runtime/docs/docker_online_cpu_zh_lists
@@ -1,5 +1,5 @@
 DOCKER:
-  funasr-runtime-sdk-online-cpu-0.1.4
+  funasr-runtime-sdk-online-cpu-0.1.5
   funasr-runtime-sdk-online-cpu-0.1.3
   funasr-runtime-sdk-online-cpu-0.1.2
 DEFAULT_ASR_MODEL:
diff --git a/runtime/docs/lm_train_tutorial.md b/runtime/docs/lm_train_tutorial.md
index e0b427b..70db089 100644
--- a/runtime/docs/lm_train_tutorial.md
+++ b/runtime/docs/lm_train_tutorial.md
@@ -25,7 +25,9 @@
 ```
 
 ## 缂栬瘧TLG.fst
+缂栬瘧TLG闇�瑕佷緷璧杅st鐨勭幆澧冿紝璇峰弬鑰冩枃妗ｅ畨瑁協ts鐩稿叧鐜锛圼鐐瑰嚮姝ゅ](../onnxruntime/readme.md)锛�
 ```shell
+
 # Compile the lexicon and token FSTs
 fst/compile_dict_token.sh  lm lm/tmp lm/lang
 
diff --git a/runtime/readme.md b/runtime/readme.md
index 2676244..aa7c5e2 100644
--- a/runtime/readme.md
+++ b/runtime/readme.md
@@ -39,6 +39,7 @@
 In order to meet the needs of different users for different scenarios, different tutorials are prepared:
 
 ### Whats-new
+- 2023/11/09: Real-time Transcription Service 1.5 released锛宖ix bug: without online results, docker image version funasr-runtime-sdk-online-cpu-0.1.5 (b16584b6d38b)
 - 2023/11/08: Real-time Transcription Service 1.4 released, supporting server-side loading of hotwords (updated hotword communication protocol), adaptation to runtime structure changes (FunASR/funasr/runtime -> FunASR/runtime), docker image version funasr-runtime-sdk-online-cpu-0.1.4(691974017c38).
 - 2023/09/19: Real-time Transcription Service 1.2 released, supporting hotwords, timestamps, and ITN model in 2pass mode, docker image version funasr-runtime-sdk-online-cpu-0.1.2 (7222c5319bcf).
 - 2023/08/11: Real-time Transcription Service 1.1 released, addressing some known bugs (including server crashes), docker image version funasr-runtime-sdk-online-cpu-0.1.1 (bdbdd0b27dee).
diff --git a/runtime/readme_cn.md b/runtime/readme_cn.md
index 89ea86a..cf00a0b 100644
--- a/runtime/readme_cn.md
+++ b/runtime/readme_cn.md
@@ -33,6 +33,7 @@
 涓轰簡鏀寔涓嶅悓鐢ㄦ埛鐨勯渶姹傦紝閽堝涓嶅悓鍦烘櫙锛屽噯澶囦簡涓嶅悓鐨勫浘鏂囨暀绋嬶細
 
 ### 鏈�鏂板姩鎬�
+- 2023/11/09:   涓枃瀹炴椂璇煶鍚啓鏈嶅姟 1.5 鍙戝竷锛屼慨澶嶆棤瀹炴椂缁撴灉鐨勯棶棰橈紝dokcer闀滃儚鐗堟湰funasr-runtime-sdk-online-cpu-0.1.5 (b16584b6d38b)
 - 2023/11/08:   涓枃瀹炴椂璇煶鍚啓鏈嶅姟 1.4 鍙戝竷锛屾敮鎸佹湇鍔＄鍔犺浇鐑瘝(鏇存柊鐑瘝閫氫俊鍗忚)銆乺untime缁撴瀯鍙樺寲閫傞厤锛團unASR/funasr/runtime->FunASR/runtime锛夛紝dokcer闀滃儚鐗堟湰funasr-runtime-sdk-online-cpu-0.1.4 (691974017c38)
 - 2023/09/19:   涓枃瀹炴椂璇煶鍚啓鏈嶅姟 1.2 鍙戝竷锛�2pass妯″紡鏀寔鐑瘝銆佹椂闂存埑銆両TN妯″瀷锛宒okcer闀滃儚鐗堟湰funasr-runtime-sdk-online-cpu-0.1.2 (7222c5319bcf)
 - 2023/08/11:   涓枃瀹炴椂璇煶鍚啓鏈嶅姟 1.1 鍙戝竷锛屼慨澶嶄簡閮ㄥ垎宸茬煡鐨刡ug(鍖呮嫭server宕╂簝绛�)锛宒okcer闀滃儚鐗堟湰funasr-runtime-sdk-online-cpu-0.1.1 (bdbdd0b27dee)

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