diff --git a/demos/streaming_asr_server/README.md b/demos/streaming_asr_server/README.md index cfc89f7be..4dd534f76 100644 --- a/demos/streaming_asr_server/README.md +++ b/demos/streaming_asr_server/README.md @@ -15,7 +15,7 @@ It is recommended to use **paddlepaddle 2.2.1** or above. You can choose one way from meduim and hard to install paddlespeech. ### 2. Prepare config File -The configuration file can be found in `conf/ws_application.yaml` 和 `conf/ws_conformer_application.yaml`. +The configuration file can be found in `conf/ws_application.yaml` 和 `conf/ws_conformer_wenetspeech_application.yaml`. At present, the speech tasks integrated by the model include: DeepSpeech2 and conformer. @@ -32,7 +32,7 @@ wget -c https://paddlespeech.bj.bcebos.com/PaddleAudio/zh.wav **Note:** The default deployment of the server is on the 'CPU' device, which can be deployed on the 'GPU' by modifying the 'device' parameter in the service configuration file. ```bash # in PaddleSpeech/demos/streaming_asr_server start the service - paddlespeech_server start --config_file ./conf/ws_conformer_application.yaml + paddlespeech_server start --config_file ./conf/ws_conformer_wenetspeech_application.yaml ``` Usage: @@ -46,31 +46,27 @@ wget -c https://paddlespeech.bj.bcebos.com/PaddleAudio/zh.wav Output: ```bash - [2022-04-21 15:52:18,126] [ INFO] - create the online asr engine instance - [2022-04-21 15:52:18,127] [ INFO] - paddlespeech_server set the device: cpu - [2022-04-21 15:52:18,128] [ INFO] - Load the pretrained model, tag = conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,128] [ INFO] - File /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/asr1_chunk_conformer_multi_cn_ckpt_0.2.3.model.tar.gz md5 checking... - [2022-04-21 15:52:18,727] [ INFO] - Use pretrained model stored in: /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/model.yaml - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams - [2022-04-21 15:52:19,446] [ INFO] - start to create the stream conformer asr engine - [2022-04-21 15:52:19,473] [ INFO] - model name: conformer_online - [2022-04-21 15:52:21,731] [ INFO] - create the transformer like model success - [2022-04-21 15:52:21,733] [ INFO] - Initialize ASR server engine successfully. - INFO: Started server process [11173] - [2022-04-21 15:52:21] [INFO] [server.py:75] Started server process [11173] - INFO: Waiting for application startup. - [2022-04-21 15:52:21] [INFO] [on.py:45] Waiting for application startup. - INFO: Application startup complete. - [2022-04-21 15:52:21] [INFO] [on.py:59] Application startup complete. - /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1460: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. - infos = await tasks.gather(*fs, loop=self) - /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1518: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. - await tasks.sleep(0, loop=self) - INFO: Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) - [2022-04-21 15:52:21] [INFO] [server.py:206] Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) + [2022-05-14 04:56:13,086] [ INFO] - create the online asr engine instance + [2022-05-14 04:56:13,086] [ INFO] - paddlespeech_server set the device: cpu + [2022-05-14 04:56:13,087] [ INFO] - Load the pretrained model, tag = conformer_online_wenetspeech-zh-16k + [2022-05-14 04:56:13,087] [ INFO] - File /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar.gz md5 checking... + [2022-05-14 04:56:17,542] [ INFO] - Use pretrained model stored in: /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1. 0.0a.model.tar + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/model.yaml + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/ chunk_conformer/checkpoints/avg_10.pdparams + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/ chunk_conformer/checkpoints/avg_10.pdparams + [2022-05-14 04:56:17,852] [ INFO] - start to create the stream conformer asr engine + [2022-05-14 04:56:17,863] [ INFO] - model name: conformer_online + [2022-05-14 04:56:22,756] [ INFO] - create the transformer like model success + [2022-05-14 04:56:22,758] [ INFO] - Initialize ASR server engine successfully. + INFO: Started server process [4242] + [2022-05-14 04:56:22] [INFO] [server.py:75] Started server process [4242] + INFO: Waiting for application startup. + [2022-05-14 04:56:22] [INFO] [on.py:45] Waiting for application startup. + INFO: Application startup complete. + [2022-05-14 04:56:22] [INFO] [on.py:59] Application startup complete. + INFO: Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) + [2022-05-14 04:56:22] [INFO] [server.py:211] Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) ``` - Python API @@ -81,37 +77,33 @@ wget -c https://paddlespeech.bj.bcebos.com/PaddleAudio/zh.wav server_executor = ServerExecutor() server_executor( - config_file="./conf/ws_conformer_application.yaml", + config_file="./conf/ws_conformer_wenetspeech_application.yaml", log_file="./log/paddlespeech.log") ``` Output: ```bash - [2022-04-21 15:52:18,126] [ INFO] - create the online asr engine instance - [2022-04-21 15:52:18,127] [ INFO] - paddlespeech_server set the device: cpu - [2022-04-21 15:52:18,128] [ INFO] - Load the pretrained model, tag = conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,128] [ INFO] - File /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/asr1_chunk_conformer_multi_cn_ckpt_0.2.3.model.tar.gz md5 checking... - [2022-04-21 15:52:18,727] [ INFO] - Use pretrained model stored in: /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/model.yaml - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams - [2022-04-21 15:52:19,446] [ INFO] - start to create the stream conformer asr engine - [2022-04-21 15:52:19,473] [ INFO] - model name: conformer_online - [2022-04-21 15:52:21,731] [ INFO] - create the transformer like model success - [2022-04-21 15:52:21,733] [ INFO] - Initialize ASR server engine successfully. - INFO: Started server process [11173] - [2022-04-21 15:52:21] [INFO] [server.py:75] Started server process [11173] - INFO: Waiting for application startup. - [2022-04-21 15:52:21] [INFO] [on.py:45] Waiting for application startup. - INFO: Application startup complete. - [2022-04-21 15:52:21] [INFO] [on.py:59] Application startup complete. - /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1460: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. - infos = await tasks.gather(*fs, loop=self) - /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1518: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. - await tasks.sleep(0, loop=self) - INFO: Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) - [2022-04-21 15:52:21] [INFO] [server.py:206] Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) + [2022-05-14 04:56:13,086] [ INFO] - create the online asr engine instance + [2022-05-14 04:56:13,086] [ INFO] - paddlespeech_server set the device: cpu + [2022-05-14 04:56:13,087] [ INFO] - Load the pretrained model, tag = conformer_online_wenetspeech-zh-16k + [2022-05-14 04:56:13,087] [ INFO] - File /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar.gz md5 checking... + [2022-05-14 04:56:17,542] [ INFO] - Use pretrained model stored in: /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1. 0.0a.model.tar + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/model.yaml + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/ chunk_conformer/checkpoints/avg_10.pdparams + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/ chunk_conformer/checkpoints/avg_10.pdparams + [2022-05-14 04:56:17,852] [ INFO] - start to create the stream conformer asr engine + [2022-05-14 04:56:17,863] [ INFO] - model name: conformer_online + [2022-05-14 04:56:22,756] [ INFO] - create the transformer like model success + [2022-05-14 04:56:22,758] [ INFO] - Initialize ASR server engine successfully. + INFO: Started server process [4242] + [2022-05-14 04:56:22] [INFO] [server.py:75] Started server process [4242] + INFO: Waiting for application startup. + [2022-05-14 04:56:22] [INFO] [on.py:45] Waiting for application startup. + INFO: Application startup complete. + [2022-05-14 04:56:22] [INFO] [on.py:59] Application startup complete. + INFO: Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) + [2022-05-14 04:56:22] [INFO] [server.py:211] Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) ``` diff --git a/demos/streaming_asr_server/README_cn.md b/demos/streaming_asr_server/README_cn.md index 1660cef7e..72ea93771 100644 --- a/demos/streaming_asr_server/README_cn.md +++ b/demos/streaming_asr_server/README_cn.md @@ -19,11 +19,11 @@ 流式ASR的服务启动脚本和服务测试脚本存放在 `PaddleSpeech/demos/streaming_asr_server` 目录。 下载好 `PaddleSpeech` 之后，进入到 `PaddleSpeech/demos/streaming_asr_server` 目录。 -配置文件可参见该目录下 `conf/ws_application.yaml` 和 `conf/ws_conformer_application.yaml` 。 +配置文件可参见该目录下 `conf/ws_application.yaml` 和 `conf/ws_conformer_wenetspeech_application.yaml` 。 目前服务集成的模型有： DeepSpeech2和 conformer模型，对应的配置文件如下： * DeepSpeech: `conf/ws_application.yaml` -* conformer: `conf/ws_conformer_application.yaml` +* conformer: `conf/ws_conformer_wenetspeech_application.yaml` @@ -39,7 +39,7 @@ wget -c https://paddlespeech.bj.bcebos.com/PaddleAudio/zh.wav **注意:** 默认部署在 `cpu` 设备上，可以通过修改服务配置文件中 `device` 参数部署在 `gpu` 上。 ```bash # 在 PaddleSpeech/demos/streaming_asr_server 目录启动服务 - paddlespeech_server start --config_file ./conf/ws_conformer_application.yaml + paddlespeech_server start --config_file ./conf/ws_conformer_wenetspeech_application.yaml ``` 使用方法： @@ -53,31 +53,27 @@ wget -c https://paddlespeech.bj.bcebos.com/PaddleAudio/zh.wav 输出: ```bash - [2022-04-21 15:52:18,126] [ INFO] - create the online asr engine instance - [2022-04-21 15:52:18,127] [ INFO] - paddlespeech_server set the device: cpu - [2022-04-21 15:52:18,128] [ INFO] - Load the pretrained model, tag = conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,128] [ INFO] - File /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/asr1_chunk_conformer_multi_cn_ckpt_0.2.3.model.tar.gz md5 checking... - [2022-04-21 15:52:18,727] [ INFO] - Use pretrained model stored in: /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/model.yaml - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams - [2022-04-21 15:52:19,446] [ INFO] - start to create the stream conformer asr engine - [2022-04-21 15:52:19,473] [ INFO] - model name: conformer_online - [2022-04-21 15:52:21,731] [ INFO] - create the transformer like model success - [2022-04-21 15:52:21,733] [ INFO] - Initialize ASR server engine successfully. - INFO: Started server process [11173] - [2022-04-21 15:52:21] [INFO] [server.py:75] Started server process [11173] - INFO: Waiting for application startup. - [2022-04-21 15:52:21] [INFO] [on.py:45] Waiting for application startup. - INFO: Application startup complete. - [2022-04-21 15:52:21] [INFO] [on.py:59] Application startup complete. - /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1460: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. - infos = await tasks.gather(*fs, loop=self) - /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1518: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. - await tasks.sleep(0, loop=self) - INFO: Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) - [2022-04-21 15:52:21] [INFO] [server.py:206] Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) + [2022-05-14 04:56:13,086] [ INFO] - create the online asr engine instance + [2022-05-14 04:56:13,086] [ INFO] - paddlespeech_server set the device: cpu + [2022-05-14 04:56:13,087] [ INFO] - Load the pretrained model, tag = conformer_online_wenetspeech-zh-16k + [2022-05-14 04:56:13,087] [ INFO] - File /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar.gz md5 checking... + [2022-05-14 04:56:17,542] [ INFO] - Use pretrained model stored in: /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1. 0.0a.model.tar + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/model.yaml + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/ chunk_conformer/checkpoints/avg_10.pdparams + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/ chunk_conformer/checkpoints/avg_10.pdparams + [2022-05-14 04:56:17,852] [ INFO] - start to create the stream conformer asr engine + [2022-05-14 04:56:17,863] [ INFO] - model name: conformer_online + [2022-05-14 04:56:22,756] [ INFO] - create the transformer like model success + [2022-05-14 04:56:22,758] [ INFO] - Initialize ASR server engine successfully. + INFO: Started server process [4242] + [2022-05-14 04:56:22] [INFO] [server.py:75] Started server process [4242] + INFO: Waiting for application startup. + [2022-05-14 04:56:22] [INFO] [on.py:45] Waiting for application startup. + INFO: Application startup complete. + [2022-05-14 04:56:22] [INFO] [on.py:59] Application startup complete. + INFO: Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) + [2022-05-14 04:56:22] [INFO] [server.py:211] Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) ``` - Python API @@ -88,37 +84,33 @@ wget -c https://paddlespeech.bj.bcebos.com/PaddleAudio/zh.wav server_executor = ServerExecutor() server_executor( - config_file="./conf/ws_conformer_application.yaml", + config_file="./conf/ws_conformer_wenetspeech_application", log_file="./log/paddlespeech.log") ``` 输出： ```bash - [2022-04-21 15:52:18,126] [ INFO] - create the online asr engine instance - [2022-04-21 15:52:18,127] [ INFO] - paddlespeech_server set the device: cpu - [2022-04-21 15:52:18,128] [ INFO] - Load the pretrained model, tag = conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,128] [ INFO] - File /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/asr1_chunk_conformer_multi_cn_ckpt_0.2.3.model.tar.gz md5 checking... - [2022-04-21 15:52:18,727] [ INFO] - Use pretrained model stored in: /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/model.yaml - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams - [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams - [2022-04-21 15:52:19,446] [ INFO] - start to create the stream conformer asr engine - [2022-04-21 15:52:19,473] [ INFO] - model name: conformer_online - [2022-04-21 15:52:21,731] [ INFO] - create the transformer like model success - [2022-04-21 15:52:21,733] [ INFO] - Initialize ASR server engine successfully. - INFO: Started server process [11173] - [2022-04-21 15:52:21] [INFO] [server.py:75] Started server process [11173] - INFO: Waiting for application startup. - [2022-04-21 15:52:21] [INFO] [on.py:45] Waiting for application startup. - INFO: Application startup complete. - [2022-04-21 15:52:21] [INFO] [on.py:59] Application startup complete. - /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1460: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. - infos = await tasks.gather(*fs, loop=self) - /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1518: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. - await tasks.sleep(0, loop=self) - INFO: Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) - [2022-04-21 15:52:21] [INFO] [server.py:206] Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) + [2022-05-14 04:56:13,086] [ INFO] - create the online asr engine instance + [2022-05-14 04:56:13,086] [ INFO] - paddlespeech_server set the device: cpu + [2022-05-14 04:56:13,087] [ INFO] - Load the pretrained model, tag = conformer_online_wenetspeech-zh-16k + [2022-05-14 04:56:13,087] [ INFO] - File /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar.gz md5 checking... + [2022-05-14 04:56:17,542] [ INFO] - Use pretrained model stored in: /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1. 0.0a.model.tar + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/model.yaml + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/ chunk_conformer/checkpoints/avg_10.pdparams + [2022-05-14 04:56:17,543] [ INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/ chunk_conformer/checkpoints/avg_10.pdparams + [2022-05-14 04:56:17,852] [ INFO] - start to create the stream conformer asr engine + [2022-05-14 04:56:17,863] [ INFO] - model name: conformer_online + [2022-05-14 04:56:22,756] [ INFO] - create the transformer like model success + [2022-05-14 04:56:22,758] [ INFO] - Initialize ASR server engine successfully. + INFO: Started server process [4242] + [2022-05-14 04:56:22] [INFO] [server.py:75] Started server process [4242] + INFO: Waiting for application startup. + [2022-05-14 04:56:22] [INFO] [on.py:45] Waiting for application startup. + INFO: Application startup complete. + [2022-05-14 04:56:22] [INFO] [on.py:59] Application startup complete. + INFO: Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) + [2022-05-14 04:56:22] [INFO] [server.py:211] Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) ``` ### 4. ASR 客户端使用方法