From 4f078d1cbd4dfd1ffce31a563cc792098174f920 Mon Sep 17 00:00:00 2001
From: 游雁 <zhifu.gzf@alibaba-inc.com>
Date: 星期四, 25 一月 2024 15:05:12 +0800
Subject: [PATCH] Merge branch 'main' of github.com:alibaba-damo-academy/FunASR add
---
runtime/docs/websocket_protocol.md | 4 +-
runtime/readme_cn.md | 3 +
runtime/docs/SDK_advanced_guide_online.md | 5 +-
runtime/docs/docker_offline_cpu_zh_lists | 2
runtime/docs/SDK_advanced_guide_offline_zh.md | 5 +-
runtime/docs/websocket_protocol_zh.md | 4 +-
funasr/utils/runtime_sdk_download_tool.py | 40 ++++++++++++++++++++
runtime/docs/docker_online_cpu_zh_lists | 2
runtime/run_server.sh | 9 ++--
runtime/docs/SDK_advanced_guide_offline.md | 1
README_zh.md | 15 ++++---
funasr/models/campplus/cluster_backend.py | 3 -
runtime/readme.md | 3 +
README.md | 1
runtime/docs/SDK_advanced_guide_online_zh.md | 5 +-
runtime/docs/SDK_advanced_guide_offline_en.md | 5 +-
runtime/docs/SDK_advanced_guide_offline_en_zh.md | 5 +-
runtime/docs/docker_offline_cpu_en_lists | 1
18 files changed, 83 insertions(+), 30 deletions(-)
diff --git a/README.md b/README.md
index 499bb40..d50f27d 100644
--- a/README.md
+++ b/README.md
@@ -28,6 +28,7 @@
<a name="whats-new"></a>
## What's new:
+- 2024/01/25: Offline File Transcription Service 4.2, Offline File Transcription Service of English 1.3 released锛宱ptimized the VAD (Voice Activity Detection) data processing method, significantly reducing peak memory usage, memory leak optimization; Real-time Transcription Service 1.7 released锛宱ptimizatized the client-side锛�([docs](runtime/readme.md))
- 2024/01/09: The Funasr SDK for Windows version 2.0 has been released, featuring support for The offline file transcription service (CPU) of Mandarin 4.1, The offline file transcription service (CPU) of English 1.2, The real-time transcription service (CPU) of Mandarin 1.6. For more details, please refer to the official documentation or release notes([FunASR-Runtime-Windows](https://www.modelscope.cn/models/damo/funasr-runtime-win-cpu-x64/summary))
- 2024/01/03: File Transcription Service 4.0 released, Added support for 8k models, optimized timestamp mismatch issues and added sentence-level timestamps, improved the effectiveness of English word FST hotwords, supported automated configuration of thread parameters, and fixed known crash issues as well as memory leak problems, refer to ([docs](runtime/readme.md#file-transcription-service-mandarin-cpu)).
- 2024/01/03: Real-time Transcription Service 1.6 released锛孴he 2pass-offline mode supports Ngram language model decoding and WFST hotwords, while also addressing known crash issues and memory leak problems, ([docs](runtime/readme.md#the-real-time-transcription-service-mandarin-cpu))
diff --git a/README_zh.md b/README_zh.md
index 9d7c151..61b725f 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -31,18 +31,19 @@
<a name="鏈�鏂板姩鎬�"></a>
## 鏈�鏂板姩鎬�
+- 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�
diff --git a/funasr/models/campplus/cluster_backend.py b/funasr/models/campplus/cluster_backend.py
index e33a14d..72d06da 100644
--- a/funasr/models/campplus/cluster_backend.py
+++ b/funasr/models/campplus/cluster_backend.py
@@ -4,7 +4,6 @@
# MIT License (https://opensource.org/licenses/MIT)
# Modified from 3D-Speaker (https://github.com/alibaba-damo-academy/3D-Speaker)
-import umap
import scipy
import torch
import sklearn
@@ -119,7 +118,7 @@
self.metric = metric
def __call__(self, X):
- from umap.umap_ import UMAP
+ import umap.umap_ as umap
umap_X = umap.UMAP(
n_neighbors=self.n_neighbors,
min_dist=0.0,
diff --git a/funasr/utils/runtime_sdk_download_tool.py b/funasr/utils/runtime_sdk_download_tool.py
new file mode 100644
index 0000000..9a0d40f
--- /dev/null
+++ b/funasr/utils/runtime_sdk_download_tool.py
@@ -0,0 +1,40 @@
+from pathlib import Path
+import os
+import argparse
+from funasr.utils.types import str2bool
+
+parser = argparse.ArgumentParser()
+parser.add_argument('--model-name', type=str, required=True)
+parser.add_argument('--export-dir', type=str, required=True)
+parser.add_argument('--export', type=str2bool, default=True, help='whether to export model')
+parser.add_argument('--type', type=str, default='onnx', help='["onnx", "torch"]')
+parser.add_argument('--device', type=str, default='cpu', help='["cpu", "cuda"]')
+parser.add_argument('--quantize', type=str2bool, default=False, help='export quantized model')
+parser.add_argument('--fallback-num', type=int, default=0, help='amp fallback number')
+parser.add_argument('--audio_in', type=str, default=None, help='["wav", "wav.scp"]')
+parser.add_argument('--model_revision', type=str, default=None, help='model_revision')
+parser.add_argument('--calib_num', type=int, default=200, help='calib max num')
+args = parser.parse_args()
+
+model_dir = args.model_name
+if not Path(args.model_name).exists():
+ from modelscope.hub.snapshot_download import snapshot_download
+ try:
+ model_dir = snapshot_download(args.model_name, cache_dir=args.export_dir, revision=args.model_revision)
+ except:
+ raise "model_dir must be model_name in modelscope or local path downloaded from modelscope, but is {}".format \
+ (model_dir)
+if args.export:
+ model_file = os.path.join(model_dir, 'model.onnx')
+ if args.quantize:
+ model_file = os.path.join(model_dir, 'model_quant.onnx')
+ if not os.path.exists(model_file):
+ print(".onnx is not exist, begin to export onnx")
+ from funasr.export.export_model import ModelExport
+ export_model = ModelExport(
+ cache_dir=args.export_dir,
+ onnx=True,
+ device="cpu",
+ quant=args.quantize,
+ )
+ export_model.export(model_dir)
\ No newline at end of file
diff --git a/runtime/docs/SDK_advanced_guide_offline.md b/runtime/docs/SDK_advanced_guide_offline.md
index fbaae7a..fa458b6 100644
--- a/runtime/docs/SDK_advanced_guide_offline.md
+++ b/runtime/docs/SDK_advanced_guide_offline.md
@@ -12,6 +12,7 @@
| TIME | INFO | IMAGE VERSION | IMAGE ID |
|------------|----------------------------------------------------------------------------------------------------------------------------------|------------------------------|--------------|
+| 2024.01.25 | Optimized the VAD (Voice Activity Detection) data processing method, significantly reducing peak memory usage; memory leak optimization| funasr-runtime-sdk-cpu-0.4.2 | 35817a3c4f17 |
| 2024.01.08 | optimized format sentence-level timestamps | funasr-runtime-sdk-cpu-0.4.1 | 0250f8ef981b |
| 2024.01.03 | Added support for 8k models, optimized timestamp mismatch issues and added sentence-level timestamps, improved the effectiveness of English word FST hotwords, supported automated configuration of thread parameters, and fixed known crash issues as well as memory leak problems. | funasr-runtime-sdk-cpu-0.4.0 | c4483ee08f04 |
| 2023.11.08 | supporting punc-large model, Ngram model, fst hotwords, server-side loading of hotwords, adaptation to runtime structure changes | funasr-runtime-sdk-cpu-0.3.0 | caa64bddbb43 |
diff --git a/runtime/docs/SDK_advanced_guide_offline_en.md b/runtime/docs/SDK_advanced_guide_offline_en.md
index df23c1b..65e2477 100644
--- a/runtime/docs/SDK_advanced_guide_offline_en.md
+++ b/runtime/docs/SDK_advanced_guide_offline_en.md
@@ -6,6 +6,7 @@
| TIME | INFO | IMAGE VERSION | IMAGE ID |
|------------|-----------------------------------------|---------------------------------|--------------|
+| 2024.01.25 | Optimized the VAD (Voice Activity Detection) data processing method, significantly reducing peak memory usage; memory leak optimization| funasr-runtime-sdk-en-cpu-0.1.3 | de438fbbe304 |
| 2024.01.03 | fixed known crash issues as well as memory leak problems | funasr-runtime-sdk-en-cpu-0.1.2 | 0cdd9f4a4bb5 |
| 2023.11.08 | Adaptation to runtime structure changes | funasr-runtime-sdk-en-cpu-0.1.1 | 27017f70f72a |
| 2023.10.16 | 1.0 released | funasr-runtime-sdk-en-cpu-0.1.0 | e0de03eb0163 |
@@ -22,9 +23,9 @@
### Pulling and launching images
Use the following command to pull and launch the Docker image for the FunASR runtime-SDK:
```shell
-sudo docker pull registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-en-cpu-0.1.2
+sudo docker pull registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-en-cpu-0.1.3
-sudo docker run -p 10097:10095 -it --privileged=true -v /root:/workspace/models registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-en-cpu-0.1.2
+sudo docker run -p 10097:10095 -it --privileged=true -v /root:/workspace/models registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-en-cpu-0.1.3
```
Introduction to command parameters:
```text
diff --git a/runtime/docs/SDK_advanced_guide_offline_en_zh.md b/runtime/docs/SDK_advanced_guide_offline_en_zh.md
index baf8402..1d89539 100644
--- a/runtime/docs/SDK_advanced_guide_offline_en_zh.md
+++ b/runtime/docs/SDK_advanced_guide_offline_en_zh.md
@@ -6,6 +6,7 @@
| 鏃堕棿 | 璇︽儏 | 闀滃儚鐗堟湰 | 闀滃儚ID |
|------------|---------------|---------------------------------|--------------|
+| 2024.01.25 | 浼樺寲vad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紱鍐呭瓨娉勬紡浼樺寲 | funasr-runtime-sdk-en-cpu-0.1.3 | de438fbbe304 |
| 2024.01.03 | 淇宸茬煡鐨刢rash闂鍙婂唴瀛樻硠婕忛棶棰� | funasr-runtime-sdk-en-cpu-0.1.2 | 0cdd9f4a4bb5 |
| 2023.11.08 | runtime缁撴瀯鍙樺寲閫傞厤 | funasr-runtime-sdk-en-cpu-0.1.1 | 27017f70f72a |
| 2023.10.16 | 1.0 鍙戝竷 | funasr-runtime-sdk-en-cpu-0.1.0 | e0de03eb0163 |
@@ -37,11 +38,11 @@
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�
```shell
sudo docker pull \
- registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-en-cpu-0.1.2
+ registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-en-cpu-0.1.3
mkdir -p ./funasr-runtime-resources/models
sudo docker run -p 10097:10095 -it --privileged=true \
-v $PWD/funasr-runtime-resources/models:/workspace/models \
- registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-en-cpu-0.1.2
+ registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-en-cpu-0.1.3
```
### 鏈嶅姟绔惎鍔�
diff --git a/runtime/docs/SDK_advanced_guide_offline_zh.md b/runtime/docs/SDK_advanced_guide_offline_zh.md
index 6d53609..25c4340 100644
--- a/runtime/docs/SDK_advanced_guide_offline_zh.md
+++ b/runtime/docs/SDK_advanced_guide_offline_zh.md
@@ -10,6 +10,7 @@
| 鏃堕棿 | 璇︽儏 | 闀滃儚鐗堟湰 | 闀滃儚ID |
|------------|---------------------------------------------------|------------------------------|--------------|
+| 2024.01.25 | 浼樺寲vad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紱鍐呭瓨娉勬紡浼樺寲| funasr-runtime-sdk-cpu-0.4.2 | 35817a3c4f17 |
| 2024.01.08 | 浼樺寲鍙ュ瓙绾ф椂闂存埑json鏍煎紡 | funasr-runtime-sdk-cpu-0.4.1 | 0250f8ef981b |
| 2024.01.03 | 鏂板鏀寔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� | funasr-runtime-sdk-cpu-0.4.0 | c4483ee08f04 |
| 2023.11.08 | 鏀寔鏍囩偣澶фā鍨嬨�佹敮鎸丯gram妯″瀷銆佹敮鎸乫st鐑瘝銆佹敮鎸佹湇鍔＄鍔犺浇鐑瘝銆乺untime缁撴瀯鍙樺寲閫傞厤 | funasr-runtime-sdk-cpu-0.3.0 | caa64bddbb43 |
@@ -46,11 +47,11 @@
```shell
sudo docker pull \
- registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-cpu-0.4.1
+ registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-cpu-0.4.2
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-0.4.1
+ registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-cpu-0.4.2
```
### 鏈嶅姟绔惎鍔�
diff --git a/runtime/docs/SDK_advanced_guide_online.md b/runtime/docs/SDK_advanced_guide_online.md
index 2c72fdd..2f99ced 100644
--- a/runtime/docs/SDK_advanced_guide_online.md
+++ b/runtime/docs/SDK_advanced_guide_online.md
@@ -8,6 +8,7 @@
| TIME | INFO | IMAGE VERSION | IMAGE ID |
|------------|-------------------------------------------------------------------------------------|-------------------------------------|--------------|
+| 2024.01.25 | Optimization of the client-side | funasr-runtime-sdk-online-cpu-0.1.7 | 81fca20da2ed |
| 2024.01.03 | The 2pass-offline mode supports Ngram language model decoding and WFST hotwords, while also addressing known crash issues and memory leak problems | funasr-runtime-sdk-online-cpu-0.1.6 | f99925110d27 |
| 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 |
@@ -27,9 +28,9 @@
### 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-0.1.6
+sudo docker pull registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.7
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-0.1.6
+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-0.1.7
```
### Launching the Server
diff --git a/runtime/docs/SDK_advanced_guide_online_zh.md b/runtime/docs/SDK_advanced_guide_online_zh.md
index b0e8ad5..377a3e4 100644
--- a/runtime/docs/SDK_advanced_guide_online_zh.md
+++ b/runtime/docs/SDK_advanced_guide_online_zh.md
@@ -12,6 +12,7 @@
| 鏃堕棿 | 璇︽儏 | 闀滃儚鐗堟湰 | 闀滃儚ID |
|:-----------|:----------------------------------|--------------------------------------|--------------|
+| 2024.01.25 | 瀹㈡埛绔紭鍖東 funasr-runtime-sdk-online-cpu-0.1.7 | 81fca20da2ed |
| 2024.01.03 | 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� | funasr-runtime-sdk-online-cpu-0.1.6 | f99925110d27 |
| 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 |
@@ -36,11 +37,11 @@
```shell
sudo docker pull \
- registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.6
+ registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.7
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-0.1.6
+ registry.cn-hangzhou.aliyuncs.com/funasr_repo/funasr:funasr-runtime-sdk-online-cpu-0.1.7
```
### 鏈嶅姟绔惎鍔�
diff --git a/runtime/docs/docker_offline_cpu_en_lists b/runtime/docs/docker_offline_cpu_en_lists
index 7dab175..8361fce 100644
--- a/runtime/docs/docker_offline_cpu_en_lists
+++ b/runtime/docs/docker_offline_cpu_en_lists
@@ -1,4 +1,5 @@
DOCKER:
+ funasr-runtime-sdk-en-cpu-0.1.3
funasr-runtime-sdk-en-cpu-0.1.2
DEFAULT_ASR_MODEL:
damo/speech_paraformer-large_asr_nat-en-16k-common-vocab10020-onnx
diff --git a/runtime/docs/docker_offline_cpu_zh_lists b/runtime/docs/docker_offline_cpu_zh_lists
index 20763c0..520da51 100644
--- a/runtime/docs/docker_offline_cpu_zh_lists
+++ b/runtime/docs/docker_offline_cpu_zh_lists
@@ -1,5 +1,5 @@
DOCKER:
- funasr-runtime-sdk-cpu-0.4.0
+ funasr-runtime-sdk-cpu-0.4.2
funasr-runtime-sdk-cpu-0.3.0
funasr-runtime-sdk-cpu-0.2.2
DEFAULT_ASR_MODEL:
diff --git a/runtime/docs/docker_online_cpu_zh_lists b/runtime/docs/docker_online_cpu_zh_lists
index c05b681..eb6f1d3 100644
--- a/runtime/docs/docker_online_cpu_zh_lists
+++ b/runtime/docs/docker_online_cpu_zh_lists
@@ -1,7 +1,7 @@
DOCKER:
+ funasr-runtime-sdk-online-cpu-0.1.7
funasr-runtime-sdk-online-cpu-0.1.6
funasr-runtime-sdk-online-cpu-0.1.5
- funasr-runtime-sdk-online-cpu-0.1.3
DEFAULT_ASR_MODEL:
damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx
damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-onnx
diff --git a/runtime/docs/websocket_protocol.md b/runtime/docs/websocket_protocol.md
index 8a38490..6eec215 100644
--- a/runtime/docs/websocket_protocol.md
+++ b/runtime/docs/websocket_protocol.md
@@ -45,7 +45,7 @@
`text`: the text output of speech recognition
`is_final`: indicating the end of recognition
`timestamp`锛欼f AM is a timestamp model, it will return this field, indicating the timestamp, in the format of "[[100,200], [200,500]]"
-`stamp_sents`锛欼f AM is a timestamp model, it will return this field, indicating the stamp_sents, in the format of [{"text_seg":"姝� 鏄� 鍥� 涓�","punc":",","start":"430","end":"1130","ts_list":[[430,670],[670,810],[810,1030],[1030,1130]]}]
+`stamp_sents`锛欼f AM is a timestamp model, it will return this field, indicating the stamp_sents, in the format of [{"text_seg":"姝� 鏄� 鍥� 涓�","punc":",","start":430,"end":1130,"ts_list":[[430,670],[670,810],[810,1030],[1030,1130]]}]
```
## Real-time Speech Recognition
@@ -94,5 +94,5 @@
`text`: the text output of speech recognition
`is_final`: indicating the end of recognition
`timestamp`锛欼f AM is a timestamp model, it will return this field, indicating the timestamp, in the format of "[[100,200], [200,500]]"
-`stamp_sents`锛欼f AM is a timestamp model, it will return this field, indicating the stamp_sents, in the format of [{"text_seg":"姝� 鏄� 鍥� 涓�","punc":",","start":"430","end":"1130","ts_list":[[430,670],[670,810],[810,1030],[1030,1130]]}]
+`stamp_sents`锛欼f AM is a timestamp model, it will return this field, indicating the stamp_sents, in the format of [{"text_seg":"姝� 鏄� 鍥� 涓�","punc":",","start":430,"end":1130,"ts_list":[[430,670],[670,810],[810,1030],[1030,1130]]}]
```
diff --git a/runtime/docs/websocket_protocol_zh.md b/runtime/docs/websocket_protocol_zh.md
index ad0af01..993a49f 100644
--- a/runtime/docs/websocket_protocol_zh.md
+++ b/runtime/docs/websocket_protocol_zh.md
@@ -46,7 +46,7 @@
`text`锛氳〃绀鸿闊宠瘑鍒緭鍑烘枃鏈�
`is_final`锛氳〃绀鸿瘑鍒粨鏉�
`timestamp`锛氬鏋淎M涓烘椂闂存埑妯″瀷锛屼細杩斿洖姝ゅ瓧娈碉紝琛ㄧず鏃堕棿鎴筹紝鏍煎紡涓� "[[100,200], [200,500]]"(ms)
-`stamp_sents`锛氬鏋淎M涓烘椂闂存埑妯″瀷锛屼細杩斿洖姝ゅ瓧娈碉紝琛ㄧず鍙ュ瓙绾у埆鏃堕棿鎴筹紝鏍煎紡涓� [{"text_seg":"姝� 鏄� 鍥� 涓�","punc":",","start":"430","end":"1130","ts_list":[[430,670],[670,810],[810,1030],[1030,1130]]}]
+`stamp_sents`锛氬鏋淎M涓烘椂闂存埑妯″瀷锛屼細杩斿洖姝ゅ瓧娈碉紝琛ㄧず鍙ュ瓙绾у埆鏃堕棿鎴筹紝鏍煎紡涓� [{"text_seg":"姝� 鏄� 鍥� 涓�","punc":",","start":430,"end":1130,"ts_list":[[430,670],[670,810],[810,1030],[1030,1130]]}]
```
## 瀹炴椂璇煶璇嗗埆
@@ -96,5 +96,5 @@
`text`锛氳〃绀鸿闊宠瘑鍒緭鍑烘枃鏈�
`is_final`锛氳〃绀鸿瘑鍒粨鏉�
`timestamp`锛氬鏋淎M涓烘椂闂存埑妯″瀷锛屼細杩斿洖姝ゅ瓧娈碉紝琛ㄧず鏃堕棿鎴筹紝鏍煎紡涓� "[[100,200], [200,500]]"(ms)
-`stamp_sents`锛氬鏋淎M涓烘椂闂存埑妯″瀷锛屼細杩斿洖姝ゅ瓧娈碉紝琛ㄧず鍙ュ瓙绾у埆鏃堕棿鎴筹紝鏍煎紡涓� [{"text_seg":"姝� 鏄� 鍥� 涓�","punc":",","start":"430","end":"1130","ts_list":[[430,670],[670,810],[810,1030],[1030,1130]]}]
+`stamp_sents`锛氬鏋淎M涓烘椂闂存埑妯″瀷锛屼細杩斿洖姝ゅ瓧娈碉紝琛ㄧず鍙ュ瓙绾у埆鏃堕棿鎴筹紝鏍煎紡涓� [{"text_seg":"姝� 鏄� 鍥� 涓�","punc":",","start":430,"end":1130,"ts_list":[[430,670],[670,810],[810,1030],[1030,1130]]}]
```
diff --git a/runtime/readme.md b/runtime/readme.md
index 3f57818..9d4dbda 100644
--- a/runtime/readme.md
+++ b/runtime/readme.md
@@ -17,6 +17,7 @@
To meet the needs of different users, we have prepared different tutorials with text and images for both novice and advanced developers.
### Whats-new
+- 2024/01/25: Optimized the VAD (Voice Activity Detection) data processing method,significantly reducing peak memory usage,memory leak optimization, docker image version funasr-runtime-sdk-en-cpu-0.1.3 (de438fbbe304).
- 2024/01/03: Fixed known crash issues as well as memory leak problems, docker image version funasr-runtime-sdk-en-cpu-0.1.2 (0cdd9f4a4bb5).
- 2023/11/08: Adaptation to runtime structure changes (FunASR/funasr/runtime -> FunASR/runtime), docker image version funasr-runtime-sdk-en-cpu-0.1.1 (27017f70f72a).
- 2023/10/16: English File Transcription Service 1.0 released, docker image version funasr-runtime-sdk-en-cpu-0.1.0 (e0de03eb0163), refer to the detailed documentation锛圼here](https://mp.weixin.qq.com/s/DZZUTj-6xwFfi-96ml--4A)锛�
@@ -40,6 +41,7 @@
In order to meet the needs of different users for different scenarios, different tutorials are prepared:
### Whats-new
+- 2024/01/25: Real-time Transcription Service 1.7 released锛宱ptimization of the client-side, docker image version funasr-runtime-sdk-online-cpu-0.1.7 (81fca20da2ed)
- 2024/01/03: Real-time Transcription Service 1.6 released锛孴he 2pass-offline mode supports Ngram language model decoding and WFST hotwords, while also addressing known crash issues and memory leak problems, docker image version funasr-runtime-sdk-online-cpu-0.1.6 (f99925110d27)
- 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).
@@ -68,6 +70,7 @@
To meet the needs of different users, we have prepared different tutorials with text and images for both novice and advanced developers.
### Whats-new
+- 2024/01/25: File Transcription Service 4.2 released, optimized the VAD (Voice Activity Detection) data processing method, significantly reducing peak memory usage, memory leak optimization, docker image version funasr-runtime-sdk-cpu-0.4.2 (35817a3c4f17)
- 2024/01/08: File Transcription Service 4.1 released, optimized format sentence-level timestamps, docker image version funasr-runtime-sdk-cpu-0.4.1 (0250f8ef981b)
- 2024/01/03: File Transcription Service 4.0 released, Added support for 8k models, optimized timestamp mismatch issues and added sentence-level timestamps, improved the effectiveness of English word FST hotwords, supported automated configuration of thread parameters, and fixed known crash issues as well as memory leak problems, docker image version funasr-runtime-sdk-cpu-0.4.0 (c4483ee08f04)
- 2023/11/08: File Transcription Service 3.0 released, supporting punctuation large model, Ngram model, fst hotwords (updated hotword communication protocol), server-side loading of hotwords, adaptation to runtime structure changes (FunASR/funasr/runtime -> FunASR/runtime), docker image version funasr-runtime-sdk-cpu-0.3.0 (caa64bddbb43), refer to the detailed documentation 锛圼here]()锛�
diff --git a/runtime/readme_cn.md b/runtime/readme_cn.md
index 2c7bb2b..45881ed 100644
--- a/runtime/readme_cn.md
+++ b/runtime/readme_cn.md
@@ -19,6 +19,7 @@
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�
+- 2024/01/25: 鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟 1.3 鍙戝竷锛屼紭鍖杤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宒okcer闀滃儚鐗堟湰funasr-runtime-sdk-en-cpu-0.1.3 (de438fbbe304)
- 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dokcer闀滃儚鐗堟湰funasr-runtime-sdk-en-cpu-0.1.2 (0cdd9f4a4bb5)
- 2023/11/08: 鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟 1.1 鍙戝竷锛宺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-en-cpu-0.1.1 (27017f70f72a)
- 2023/10/16: 鑻辨枃绂荤嚎鏂囦欢杞啓鏈嶅姟 1.0 鍙戝竷锛宒okcer闀滃儚鐗堟湰funasr-runtime-sdk-en-cpu-0.1.0 (e0de03eb0163)锛屽師鐞嗕粙缁嶆枃妗ｏ紙[鐐瑰嚮姝ゅ](https://mp.weixin.qq.com/s/DZZUTj-6xwFfi-96ml--4A)锛�
@@ -34,6 +35,7 @@
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�
+- 2024/01/25: 涓枃瀹炴椂璇煶鍚啓鏈嶅姟 1.7 鍙戝竷锛屽鎴风浼樺寲锛宒okcer闀滃儚鐗堟湰funasr-runtime-sdk-online-cpu-0.1.7 (81fca20da2ed)
- 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dokcer闀滃儚鐗堟湰funasr-runtime-sdk-online-cpu-0.1.6 (f99925110d27)
- 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)
@@ -54,6 +56,7 @@
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+- 2024/01/25: 涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟 4.2 鍙戝竷锛屼紭鍖杤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宒okcer闀滃儚鐗堟湰funasr-runtime-sdk-cpu-0.4.2 (35817a3c4f17)
- 2024/01/08: 涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟 4.1 鍙戝竷锛屼紭鍖栧彞瀛愮骇鏃堕棿鎴砵son鏍煎紡锛宒okcer闀滃儚鐗堟湰funasr-runtime-sdk-cpu-0.4.1 (0250f8ef981b)
- 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dokcer闀滃儚鐗堟湰funasr-runtime-sdk-cpu-0.4.0 (c4483ee08f04)
- 2023/11/08: 涓枃绂荤嚎鏂囦欢杞啓鏈嶅姟 3.0 鍙戝竷锛屾敮鎸佹爣鐐瑰ぇ妯″瀷銆佹敮鎸丯gram妯″瀷銆佹敮鎸乫st鐑瘝(鏇存柊鐑瘝閫氫俊鍗忚)銆佹敮鎸佹湇鍔＄鍔犺浇鐑瘝銆乺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-cpu-0.3.0 (caa64bddbb43)锛屽師鐞嗕粙缁嶆枃妗ｏ紙[鐐瑰嚮姝ゅ](https://mp.weixin.qq.com/s/jSbnKw_m31BUUbTukPSOIw)锛�
diff --git a/runtime/run_server.sh b/runtime/run_server.sh
index 4e58464..56c48b0 100644
--- a/runtime/run_server.sh
+++ b/runtime/run_server.sh
@@ -2,19 +2,18 @@
download_model_dir="/workspace/models"
model_dir="damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx"
vad_dir="damo/speech_fsmn_vad_zh-cn-16k-common-onnx"
-punc_dir=""
-itn_dir=""
-lm_dir=""
+punc_dir="damo/punc_ct-transformer_cn-en-common-vocab471067-large-onnx"
+itn_dir="thuduj12/fst_itn_zh"
+lm_dir="damo/speech_ngram_lm_zh-cn-ai-wesp-fst"
port=10095
certfile="../../../ssl_key/server.crt"
keyfile="../../../ssl_key/server.key"
hotword="../../hotwords.txt"
# set decoder_thread_num
decoder_thread_num=$(cat /proc/cpuinfo | grep "processor"|wc -l) || { echo "Get cpuinfo failed. Set decoder_thread_num = 32"; decoder_thread_num=32; }
-decoder_thread_num=8
multiple_io=16
io_thread_num=$(( (decoder_thread_num + multiple_io - 1) / multiple_io ))
-model_thread_num=5
+model_thread_num=1
. ./tools/utils/parse_options.sh || exit 1;
--
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