mirror of
https://github.com/modelscope/FunASR
synced 2025-09-15 14:48:36 +08:00
702ec03ad8
* add hotword for deploy_tools * Support wfst decoder and contextual biasing (#1039) * Support wfst decoder and contextual biasing * Turn on fstbin compilation --------- Co-authored-by: gongbo.gb <gongbo.gb@alibaba-inc.com> * mv funasr/runtime runtime * Fix crash caused by OOV in hotwords list * funasr infer * funasr infer * funasr infer * funasr infer * funasr infer * fix some bugs about fst hotword; support wfst for websocket server and clients; mv runtime out of funasr; modify relative docs * del onnxruntime/include/gflags * update tensor.h * update run_server.sh * update deploy tools * update deploy tools * update websocket-server * update funasr-wss-server * Remove self loop propagation * Update websocket_protocol_zh.md * Update websocket_protocol_zh.md * update hotword protocol * author zhaomingwork: change hotwords for h5 and java * update hotword protocol * catch exception for json_fst_hws * update hotword on message * update onnx benchmark for ngram&hotword * update docs * update funasr-wss-serve * add NONE for LM_DIR * update docs * update run_server.sh * add whats-new * modify whats-new * update whats-new * update whats-new * Support decoder option for beam searching * update benchmark_onnx_cpp * Support decoder option for websocket * fix bug of CompileHotwordEmbedding * update html client * update docs --------- Co-authored-by: gongbo.gb <35997837+aibulamusi@users.noreply.github.com> Co-authored-by: gongbo.gb <gongbo.gb@alibaba-inc.com> Co-authored-by: 游雁 <zhifu.gzf@alibaba-inc.com>
4.6 KiB
4.6 KiB
CPU Benchmark (ONNX-python)
Configuration
Data set:
Aishell1 test set , the total audio duration is 36108.919 seconds.
Tools
Install Requirements
Install ModelScope and FunASR
pip install -U modelscope funasr
# For the users in China, you could install with the command:
#pip install -U funasr -i https://mirror.sjtu.edu.cn/pypi/web/simple
Install requirements
git clone https://github.com/alibaba-damo-academy/FunASR.git && cd FunASR
cd funasr/runtime/python/utils
pip install -r requirements.txt
Recipe
test_rtf
set the model, data path and output_dir
nohup bash test_rtf.sh &> log.txt &
test_cer
set the model, data path and output_dir
nohup bash test_cer.sh &> log.txt &
Paraformer-large
Number of Parameter: 220M
Storage size: 880MB
Storage size after int8-quant: 237MB
CER: 1.95%
CER after int8-quant: 1.95%
Intel(R) Xeon(R) Platinum 8369B CPU @ 2.90GHz 16core-32processor with avx512_vnni
| concurrent-tasks | processing time(s) | RTF | Speedup Rate |
|---|---|---|---|
| 1 (onnx fp32) | 2806 | 0.0777 | 12.9 |
| 1 (onnx int8) | 1611 | 0.0446 | 22.4 |
| 8 (onnx fp32) | 538 | 0.0149 | 67.1 |
| 8 (onnx int8) | 210 | 0.0058 | 172.4 |
| 16 (onnx fp32) | 288 | 0.0080 | 125.2 |
| 16 (onnx int8) | 117 | 0.0032 | 309.9 |
| 32 (onnx fp32) | 167 | 0.0046 | 216.5 |
| 32 (onnx int8) | 86 | 0.0024 | 420.0 |
| 64 (onnx fp32) | 158 | 0.0044 | 228.1 |
| 64 (onnx int8) | 82 | 0.0023 | 442.8 |
| 96 (onnx fp32) | 151 | 0.0042 | 238.0 |
| 96 (onnx int8) | 80 | 0.0022 | 452.0 |
Intel(R) Xeon(R) Platinum 8269CY CPU @ 2.50GHz 16core-32processor with avx512_vnni
| concurrent-tasks | processing time(s) | RTF | Speedup Rate |
|---|---|---|---|
| 1 (onnx fp32) | 2613 | 0.0724 | 13.8 |
| 1 (onnx int8) | 1321 | 0.0366 | 22.4 |
| 32 (onnx fp32) | 170 | 0.0047 | 212.7 |
| 32 (onnx int8) | 89 | 0.0025 | 407.0 |
| 64 (onnx fp32) | 166 | 0.0046 | 217.1 |
| 64 (onnx int8) | 87 | 0.0024 | 414.7 |
Intel(R) Xeon(R) Platinum 8163 CPU @ 2.50GHz 32core-64processor without avx512_vnni
| concurrent-tasks | processing time(s) | RTF | Speedup Rate |
|---|---|---|---|
| 1 (onnx fp32) | 2959 | 0.0820 | 12.2 |
| 1 (onnx int8) | 2814 | 0.0778 | 12.8 |
| 16 (onnx fp32) | 373 | 0.0103 | 96.9 |
| 16 (onnx int8) | 331 | 0.0091 | 109.0 |
| 32 (onnx fp32) | 211 | 0.0058 | 171.4 |
| 32 (onnx int8) | 181 | 0.0050 | 200.0 |
| 64 (onnx fp32) | 153 | 0.0042 | 235.9 |
| 64 (onnx int8) | 103 | 0.0029 | 349.9 |
| 96 (onnx fp32) | 146 | 0.0041 | 247.0 |
| 96 (onnx int8) | 108 | 0.0030 | 334.1 |
Paraformer
Number of Parameter: 68M
Storage size: 275MB
Storage size after int8-quant: 81MB
CER: 3.73%
CER after int8-quant: 3.78%
Intel(R) Xeon(R) Platinum 8369B CPU @ 2.90GHz 16core-32processor with avx512_vnni
| concurrent-tasks | processing time(s) | RTF | Speedup Rate |
|---|---|---|---|
| 1 (onnx fp32) | 1173 | 0.0325 | 30.8 |
| 1 (onnx int8) | 976 | 0.0270 | 37.0 |
| 16 (onnx fp32) | 91 | 0.0025 | 395.2 |
| 16 (onnx int8) | 78 | 0.0022 | 463.0 |
| 32 (onnx fp32) | 60 | 0.0017 | 598.8 |
| 32 (onnx int8) | 40 | 0.0011 | 892.9 |
| 64 (onnx fp32) | 55 | 0.0015 | 653.6 |
| 64 (onnx int8) | 31 | 0.0009 | 1162.8 |
| 96 (onnx fp32) | 57 | 0.0016 | 632.9 |
| 96 (onnx int8) | 33 | 0.0009 | 1098.9 |