新一代kaldi-icefall环境配置与实践
代码来源：[k2-fsa/icefall (github.com)](https://github.com/kaldi-asr/kaldi)
官网文档：https://k2-fsa.github.io/icefall/
一.环境配置
1.安装CUDA
# 1.创建conda虚拟环境
conda create -n k2 python=3.8
conda activate k2
# 2.安装CUDA cudnn torch torchaudio
# CUDA安装方法参考https://blog.youkuaiyun.com/weixin_46560570/article/details/140754242?spm=1001.2014.3001.5501
# 我的CUDA版本为11.6
conda install pytorch==1.12.1 torchvision==0.13.1 torchaudio==0.12.1 cudatoolkit=11.6 -c pytorch -c conda-forge
# 安装cudnn
conda install cudnn
2.安装k2
# 根据你的cuda，torch以及python版本选择预编译的k2 ：https://k2-fsa.github.io/k2/cuda.html
wget https://huggingface.co/csukuangfj/k2/resolve/main/ubuntu-cuda/k2-1.24.4.dev20240223+cuda11.6.torch1.12.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
pip install ./k2-1.24.4.dev20240223+cuda11.6.torch1.12.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
3.安装lhotse
pip install git+https://gitee.com/chengsili/lhotse
4.安装其他依赖
cd icefall
pip install -r requirements.txt
5.测试
# 数据准备
export PYTHONPATH=/s6home/lnj524/module/icefall:$PYTHONPATH
cd egs/yesno/ASR
./prepare.sh
# 训练
export CUDA_VISIBLE_DEVICES=0,1
./tdnn/train.py
# 解码
./tdnn/decode.py
二.Aishell数据集
官方文档：Conformer CTC — icefall 0.1 documentation (k2-fsa.github.io)
1.数据准备
cd egs/aishell/ASR
# 修改prepare.sh
# 将perturb_speed=false关闭数据增强
# dl_dir改为数据集存放地址
# aishell_lm可自行下载，放置在dl_dir/lm目录下
./prepare.sh
2.训练
# 若报错
Traceback (most recent call last):
File "./conformer_ctc/decode.py", line 29, in <module>
from asr_datamodule import AishellAsrDataModule
File "/s6home/lnj524/module/icefall/egs/aishell/ASR/conformer_ctc/asr_datamodule.py", line 39, in <module>
from icefall.utils import str2bool
ModuleNotFoundError: No module named 'icefall'
#解决方法
export PYTHONPATH=/s6home/lnj524/module/icefall:$PYTHONPATH
cd egs/aishell/ASR
export PYTHONPATH=/s6home/lnj524/module/icefall:$PYTHONPATH
export CUDA_VISIBLE_DEVICES=0,2,5,7
./conformer_ctc/train.py --world-size 4 --num-epochs 50
3.tensorboard可视化
# 将conformer_ctc/exp/目录下tensorboard文件夹拉取到本机
tensorboard --logdir tensorboard/ --port 12598 --bind_all
4.解码
cd egs/aishell/ASR
export PYTHONPATH=/s6home/lnj524/module/icefall:$PYTHONPATH
export CUDA_VISIBLE_DEVICES=7
./conformer_ctc/decode.py --method attention-decoder --nbest-scale 0.5 --avg 5 --max-duration 60
2024-08-18 11:54:32,456 INFO [decode.py:474] Decoding started
2024-08-18 11:54:32,456 INFO [decode.py:475] {'subsampling_factor': 4, 'feature_dim': 80, 'nhead': 4, 'attention_dim': 512, 'num_encoder_layers': 12, 'num_decoder_layers': 6, 'vgg_frontend': False, 'use_feat_batchnorm': True, 'search_beam': 20, 'output_beam': 7, 'min_active_states': 30, 'max_active_states': 10000, 'use_double_scores': True, 'env_info': {'k2-version': '1.24.4', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': 'ff1d435a8d3c4eaa15828a84a7240678a70539a7', 'k2-git-date': 'Fri Feb 23 01:48:38 2024', 'lhotse-version': '1.27.0.dev+git.66b95ba.clean', 'torch-version': '1.12.1', 'torch-cuda-available': True, 'torch-cuda-version': '11.6', 'python-version': '3.8', 'icefall-git-branch': 'master', 'icefall-git-sha1': '3b257dd5-dirty', 'icefall-git-date': 'Thu Jul 25 16:46:24 2024', 'icefall-path': '/s6home/lnj524/module/icefall', 'k2-path': '/s6home/lnj524/miniconda3/envs/k2/lib/python3.8/site-packages/k2/__init__.py', 'lhotse-path': '/s6home/lnj524/miniconda3/envs/k2/lib/python3.8/site-packages/lhotse/__init__.py', 'hostname': 'xju-aslp5', 'IP address': '127.0.1.1'}, 'epoch': 49, 'avg': 5, 'method': 'attention-decoder', 'num_paths': 100, 'nbest_scale': 0.5, 'exp_dir': PosixPath('conformer_ctc/exp'), 'lang_dir': PosixPath('data/lang_char'), 'lm_dir': PosixPath('data/lm'), 'manifest_dir': PosixPath('data/fbank'), 'max_duration': 30, 'bucketing_sampler': True, 'num_buckets': 30, 'concatenate_cuts': False, 'duration_factor': 1.0, 'gap': 1.0, 'on_the_fly_feats': False, 'shuffle': True, 'drop_last': True, 'return_cuts': True, 'num_workers': 2, 'enable_spec_aug': True, 'spec_aug_time_warp_factor': 80, 'enable_musan': True}
2024-08-18 11:54:32,497 INFO [lexicon.py:168] Loading pre-compiled data/lang_char/Linv.pt
2024-08-18 11:54:32,504 INFO [decode.py:485] device: cuda:0
2024-08-18 11:54:34,727 INFO [decode.py:533] averaging ['conformer_ctc/exp/epoch-45.pt', 'conformer_ctc/exp/epoch-46.pt', 'conformer_ctc/exp/epoch-47.pt', 'conformer_ctc/exp/epoch-48.pt', 'conformer_ctc/exp/epoch-49.pt']
2024-08-18 11:54:38,316 INFO [decode.py:540] Number of model parameters: 115125888
2024-08-18 11:54:38,316 INFO [asr_datamodule.py:378] About to get test cuts
2024-08-18 11:54:38,318 INFO [asr_datamodule.py:343] About to create test dataset
2024-08-18 11:54:42,084 INFO [decode.py:404] batch 0/?, cuts processed until now is 4
2024-08-18 11:55:31,261 INFO [decode.py:404] batch 100/?, cuts processed until now is 542
2024-08-18 11:56:19,738 INFO [decode.py:404] batch 200/?, cuts processed until now is 1060
2024-08-18 11:57:09,801 INFO [decode.py:404] batch 300/?, cuts processed until now is 1553
2024-08-18 11:58:00,809 INFO [decode.py:404] batch 400/?, cuts processed until now is 2041
2024-08-18 11:58:50,981 INFO [decode.py:404] batch 500/?, cuts processed until now is 2506
2024-08-18 11:59:41,018 INFO [decode.py:404] batch 600/?, cuts processed until now is 3015
2024-08-18 12:00:30,553 INFO [decode.py:404] batch 700/?, cuts processed until now is 3519
2024-08-18 12:01:20,724 INFO [decode.py:404] batch 800/?, cuts processed until now is 4014
2024-08-18 12:02:09,583 INFO [decode.py:404] batch 900/?, cuts processed until now is 4491
2024-08-18 12:02:58,389 INFO [decode.py:404] batch 1000/?, cuts processed until now is 5002
2024-08-18 12:03:47,875 INFO [decode.py:404] batch 1100/?, cuts processed until now is 5531
2024-08-18 12:04:35,366 INFO [decode.py:404] batch 1200/?, cuts processed until now is 6022
2024-08-18 12:05:25,122 INFO [decode.py:404] batch 1300/?, cuts processed until now is 6523
2024-08-18 12:06:12,023 INFO [decode.py:404] batch 1400/?, cuts processed until now is 7101
2024-08-18 12:10:24,922 INFO [decode.py:458]
For test, CER of different settings are:
ngram_lm_scale_0.3_attention_scale_0.9 5.28 best for test
ngram_lm_scale_0.5_attention_scale_1.0 5.28
ngram_lm_scale_0.5_attention_scale_1.1 5.28
ngram_lm_scale_0.3_attention_scale_0.6 5.29
ngram_lm_scale_0.3_attention_scale_0.7 5.29
ngram_lm_scale_0.3_attention_scale_1.0 5.29
ngram_lm_scale_0.3_attention_scale_1.1 5.29
ngram_lm_scale_0.5_attention_scale_0.9 5.29
ngram_lm_scale_0.5_attention_scale_1.2 5.29
ngram_lm_scale_0.5_attention_scale_1.3 5.29
ngram_lm_scale_0.5_attention_scale_1.7 5.29
ngram_lm_scale_0.6_attention_scale_1.5 5.29
ngram_lm_scale_0.3_attention_scale_1.2 5.3
ngram_lm_scale_0.3_attention_scale_1.3 5.3
ngram_lm_scale_0.3_attention_scale_1.5 5.3
ngram_lm_scale_0.5_attention_scale_1.5 5.3
ngram_lm_scale_0.5_attention_scale_1.9 5.3
ngram_lm_scale_0.1_attention_scale_1.2 5.31
ngram_lm_scale_0.1_attention_scale_1.3 5.31
ngram_lm_scale_0.1_attention_scale_1.5 5.31
ngram_lm_scale_0.1_attention_scale_1.7 5.31
ngram_lm_scale_0.3_attention_scale_0.5 5.31
ngram_lm_scale_0.5_attention_scale_0.6 5.31
ngram_lm_scale_0.5_attention_scale_0.7 5.31
ngram_lm_scale_0.6_attention_scale_1.1 5.31
ngram_lm_scale_0.6_attention_scale_1.3 5.31
ngram_lm_scale_0.7_attention_scale_2.0 5.31
ngram_lm_scale_0.7_attention_scale_2.5 5.31
ngram_lm_scale_0.01_attention_scale_1.2 5.32
ngram_lm_scale_0.05_attention_scale_1.3 5.32
ngram_lm_scale_0.05_attention_scale_1.7 5.32
ngram_lm_scale_0.08_attention_scale_1.2 5.32
ngram_lm_scale_0.08_attention_scale_1.3 5.32
ngram_lm_scale_0.08_attention_scale_1.5 5.32
ngram_lm_scale_0.08_attention_scale_1.7 5.32
ngram_lm_scale_0.1_attention_scale_1.0 5.32
ngram_lm_scale_0.1_attention_scale_1.1 5.32
ngram_lm_scale_0.3_attention_scale_1.7 5.32
ngram_lm_scale_0.5_attention_scale_2.0 5.32
ngram_lm_scale_0.5_attention_scale_2.1 5.32
ngram_lm_scale_0.5_attention_scale_2.2 5.32
ngram_lm_scale_0.5_attention_scale_2.3 5.32
ngram_lm_scale_0.5_attention_scale_2.5 5.32
ngram_lm_scale_0.6_attention_scale_0.9 5.32
ngram_lm_scale_0.6_attention_scale_1.0 5.32
ngram_lm_scale_0.6_attention_scale_1.2 5.32
ngram_lm_scale_0.6_attention_scale_1.7 5.32
ngram_lm_scale_0.6_attention_scale_1.9 5.32
ngram_lm_scale_0.6_attention_scale_2.0 5.32
ngram_lm_scale_0.6_attention_scale_2.1 5.32
ngram_lm_scale_0.6_attention_scale_2.2 5.32
ngram_lm_scale_0.6_attention_scale_2.5 5.32
ngram_lm_scale_0.7_attention_scale_1.5 5.32
ngram_lm_scale_0.7_attention_scale_1.7 5.32
ngram_lm_scale_0.7_attention_scale_1.9 5.32
ngram_lm_scale_0.7_attention_scale_2.1 5.32
ngram_lm_scale_0.7_attention_scale_2.2 5.32
ngram_lm_scale_0.7_attention_scale_2.3 5.32
ngram_lm_scale_0.01_attention_scale_1.1 5.33
ngram_lm_scale_0.01_attention_scale_1.3 5.33
ngram_lm_scale_0.01_attention_scale_1.5 5.33
ngram_lm_scale_0.01_attention_scale_1.7 5.33
ngram_lm_scale_0.05_attention_scale_1.0 5.33
ngram_lm_scale_0.05_attention_scale_1.1 5.33
ngram_lm_scale_0.05_attention_scale_1.2 5.33
ngram_lm_scale_0.05_attention_scale_1.5 5.33
ngram_lm_scale_0.05_attention_scale_1.9 5.33
ngram_lm_scale_0.08_attention_scale_0.9 5.33
ngram_lm_scale_0.08_attention_scale_1.0 5.33
ngram_lm_scale_0.08_attention_scale_1.1 5.33
ngram_lm_scale_0.08_attention_scale_1.9 5.33
ngram_lm_scale_0.08_attention_scale_2.0 5.33
ngram_lm_scale_0.08_attention_scale_2.1 5.33
ngram_lm_scale_0.1_attention_scale_0.9 5.33
ngram_lm_scale_0.1_attention_scale_1.9 5.33
ngram_lm_scale_0.1_attention_scale_2.0 5.33
ngram_lm_scale_0.1_attention_scale_2.1 5.33
ngram_lm_scale_0.3_attention_scale_1.9 5.33
ngram_lm_scale_0.5_attention_scale_0.5 5.33
ngram_lm_scale_0.6_attention_scale_2.3 5.33
ngram_lm_scale_0.01_attention_scale_1.9 5.34
ngram_lm_scale_0.01_attention_scale_2.0 5.34
ngram_lm_scale_0.01_attention_scale_2.1 5.34
ngram_lm_scale_0.01_attention_scale_2.2 5.34
ngram_lm_scale_0.01_attention_scale_2.3 5.34
ngram_lm_scale_0.05_attention_scale_0.9 5.34
ngram_lm_scale_0.05_attention_scale_2.0 5.34
ngram_lm_scale_0.05_attention_scale_2.1 5.34
ngram_lm_scale_0.05_attention_scale_2.5 5.34
ngram_lm_scale_0.08_attention_scale_2.5 5.34
ngram_lm_scale_0.1_attention_scale_2.2 5.34
ngram_lm_scale_0.1_attention_scale_2.3 5.34
ngram_lm_scale_0.1_attention_scale_2.5 5.34
ngram_lm_scale_0.3_attention_scale_2.0 5.34
ngram_lm_scale_0.3_attention_scale_2.1 5.34
ngram_lm_scale_0.3_attention_scale_2.2 5.34
ngram_lm_scale_0.3_attention_scale_2.3 5.34
ngram_lm_scale_0.3_attention_scale_2.5 5.34
ngram_lm_scale_0.5_attention_scale_3.0 5.34
ngram_lm_scale_0.6_attention_scale_0.7 5.34
ngram_lm_scale_0.6_attention_scale_3.0 5.34
ngram_lm_scale_0.7_attention_scale_3.0 5.34
ngram_lm_scale_0.01_attention_scale_2.5 5.35
ngram_lm_scale_0.01_attention_scale_3.0 5.35
ngram_lm_scale_0.05_attention_scale_2.2 5.35
ngram_lm_scale_0.05_attention_scale_2.3 5.35
ngram_lm_scale_0.08_attention_scale_2.2 5.35
ngram_lm_scale_0.08_attention_scale_2.3 5.35
ngram_lm_scale_0.1_attention_scale_0.7 5.35
ngram_lm_scale_0.1_attention_scale_3.0 5.35
ngram_lm_scale_0.3_attention_scale_3.0 5.35
ngram_lm_scale_0.6_attention_scale_4.0 5.35
ngram_lm_scale_0.7_attention_scale_1.3 5.35
ngram_lm_scale_0.7_attention_scale_4.0 5.35
ngram_lm_scale_0.01_attention_scale_0.9 5.36
ngram_lm_scale_0.01_attention_scale_1.0 5.36
ngram_lm_scale_0.05_attention_scale_3.0 5.36
ngram_lm_scale_0.08_attention_scale_0.7 5.36
ngram_lm_scale_0.08_attention_scale_3.0 5.36
ngram_lm_scale_0.3_attention_scale_0.3 5.36
ngram_lm_scale_0.3_attention_scale_4.0 5.36
ngram_lm_scale_0.5_attention_scale_4.0 5.36
ngram_lm_scale_0.6_attention_scale_0.6 5.36
ngram_lm_scale_0.7_attention_scale_1.0 5.36
ngram_lm_scale_0.7_attention_scale_1.1 5.36
ngram_lm_scale_0.01_attention_scale_4.0 5.37
ngram_lm_scale_0.05_attention_scale_0.7 5.37
ngram_lm_scale_0.05_attention_scale_4.0 5.37
ngram_lm_scale_0.08_attention_scale_4.0 5.37
ngram_lm_scale_0.1_attention_scale_0.6 5.37
ngram_lm_scale_0.1_attention_scale_4.0 5.37
ngram_lm_scale_0.5_attention_scale_5.0 5.37
ngram_lm_scale_0.6_attention_scale_0.5 5.37
ngram_lm_scale_0.6_attention_scale_5.0 5.37
ngram_lm_scale_0.7_attention_scale_0.7 5.37
ngram_lm_scale_0.7_attention_scale_0.9 5.37
ngram_lm_scale_0.7_attention_scale_1.2 5.37
ngram_lm_scale_0.7_attention_scale_5.0 5.37
ngram_lm_scale_0.9_attention_scale_2.2 5.37
ngram_lm_scale_0.9_attention_scale_2.3 5.37
ngram_lm_scale_0.9_attention_scale_3.0 5.37
ngram_lm_scale_0.05_attention_scale_0.6 5.38
ngram_lm_scale_0.08_attention_scale_0.6 5.38
ngram_lm_scale_0.08_attention_scale_5.0 5.38
ngram_lm_scale_0.1_attention_scale_0.5 5.38
ngram_lm_scale_0.1_attention_scale_5.0 5.38
ngram_lm_scale_0.9_attention_scale_2.0 5.38
ngram_lm_scale_0.9_attention_scale_2.1 5.38
ngram_lm_scale_0.9_attention_scale_2.5 5.38
ngram_lm_scale_0.01_attention_scale_0.7 5.39
ngram_lm_scale_0.01_attention_scale_5.0 5.39
ngram_lm_scale_0.05_attention_scale_5.0 5.39
ngram_lm_scale_0.08_attention_scale_0.5 5.39
ngram_lm_scale_0.3_attention_scale_5.0 5.39
ngram_lm_scale_0.5_attention_scale_0.3 5.39
ngram_lm_scale_0.9_attention_scale_1.7 5.39
ngram_lm_scale_0.9_attention_scale_1.9 5.39
ngram_lm_scale_0.9_attention_scale_4.0 5.39
ngram_lm_scale_0.9_attention_scale_5.0 5.39
ngram_lm_scale_1.0_attention_scale_2.5 5.39
ngram_lm_scale_0.01_attention_scale_0.6 5.4
ngram_lm_scale_0.05_attention_scale_0.5 5.4
ngram_lm_scale_0.7_attention_scale_0.6 5.4
ngram_lm_scale_1.0_attention_scale_2.3 5.4
ngram_lm_scale_1.0_attention_scale_3.0 5.4
ngram_lm_scale_1.0_attention_scale_4.0 5.4
ngram_lm_scale_1.0_attention_scale_5.0 5.41
ngram_lm_scale_1.1_attention_scale_4.0 5.41
ngram_lm_scale_0.6_attention_scale_0.3 5.42
ngram_lm_scale_0.9_attention_scale_1.3 5.42
ngram_lm_scale_0.9_attention_scale_1.5 5.42
ngram_lm_scale_1.0_attention_scale_2.0 5.42
ngram_lm_scale_1.0_attention_scale_2.1 5.42
ngram_lm_scale_1.0_attention_scale_2.2 5.42
ngram_lm_scale_1.1_attention_scale_3.0 5.42
ngram_lm_scale_0.01_attention_scale_0.5 5.43
ngram_lm_scale_0.1_attention_scale_0.3 5.43
ngram_lm_scale_0.9_attention_scale_1.2 5.43
ngram_lm_scale_1.0_attention_scale_1.9 5.43
ngram_lm_scale_1.1_attention_scale_5.0 5.43
ngram_lm_scale_0.08_attention_scale_0.3 5.44
ngram_lm_scale_0.3_attention_scale_0.08 5.44
ngram_lm_scale_0.3_attention_scale_0.1 5.44
ngram_lm_scale_0.7_attention_scale_0.5 5.44
ngram_lm_scale_1.0_attention_scale_1.7 5.44
ngram_lm_scale_1.1_attention_scale_2.2 5.44
ngram_lm_scale_1.1_attention_scale_2.3 5.44
ngram_lm_scale_1.1_attention_scale_2.5 5.44
ngram_lm_scale_1.2_attention_scale_4.0 5.44
ngram_lm_scale_0.9_attention_scale_1.1 5.45
ngram_lm_scale_1.0_attention_scale_1.5 5.45
ngram_lm_scale_1.1_attention_scale_2.1 5.45
ngram_lm_scale_1.2_attention_scale_5.0 5.45
ngram_lm_scale_0.05_attention_scale_0.3 5.46
ngram_lm_scale_0.3_attention_scale_0.05 5.46
ngram_lm_scale_0.5_attention_scale_0.1 5.46
ngram_lm_scale_1.2_attention_scale_3.0 5.46
ngram_lm_scale_1.3_attention_scale_5.0 5.46
ngram_lm_scale_0.5_attention_scale_0.08 5.47
ngram_lm_scale_0.9_attention_scale_1.0 5.47
ngram_lm_scale_1.1_attention_scale_2.0 5.47
ngram_lm_scale_1.2_attention_scale_2.5 5.47
ngram_lm_scale_1.3_attention_scale_4.0 5.47
ngram_lm_scale_0.01_attention_scale_0.3 5.48
ngram_lm_scale_1.0_attention_scale_1.3 5.48
ngram_lm_scale_1.1_attention_scale_1.9 5.48
ngram_lm_scale_1.2_attention_scale_2.3 5.48
ngram_lm_scale_0.3_attention_scale_0.01 5.49
ngram_lm_scale_0.5_attention_scale_0.05 5.49
ngram_lm_scale_1.1_attention_scale_1.7 5.49
ngram_lm_scale_1.2_attention_scale_2.2 5.49
ngram_lm_scale_1.3_attention_scale_3.0 5.49
ngram_lm_scale_0.9_attention_scale_0.9 5.5
ngram_lm_scale_1.0_attention_scale_1.2 5.5
ngram_lm_scale_1.5_attention_scale_5.0 5.5
ngram_lm_scale_1.2_attention_scale_2.1 5.51
ngram_lm_scale_1.5_attention_scale_4.0 5.51
ngram_lm_scale_0.1_attention_scale_0.1 5.52
ngram_lm_scale_1.2_attention_scale_2.0 5.52
ngram_lm_scale_0.08_attention_scale_0.1 5.53
ngram_lm_scale_0.1_attention_scale_0.08 5.53
ngram_lm_scale_0.5_attention_scale_0.01 5.53
ngram_lm_scale_1.2_attention_scale_1.9 5.53
ngram_lm_scale_1.3_attention_scale_2.5 5.53
ngram_lm_scale_0.08_attention_scale_0.08 5.54
ngram_lm_scale_0.1_attention_scale_0.05 5.54
ngram_lm_scale_0.7_attention_scale_0.3 5.54
ngram_lm_scale_1.0_attention_scale_1.1 5.54
ngram_lm_scale_1.1_attention_scale_1.5 5.54
ngram_lm_scale_1.3_attention_scale_2.3 5.54
ngram_lm_scale_1.7_attention_scale_5.0 5.54
ngram_lm_scale_0.05_attention_scale_0.1 5.55
ngram_lm_scale_0.05_attention_scale_0.08 5.56
ngram_lm_scale_0.08_attention_scale_0.05 5.56
ngram_lm_scale_0.6_attention_scale_0.1 5.56
ngram_lm_scale_1.2_attention_scale_1.7 5.56
ngram_lm_scale_1.3_attention_scale_2.2 5.56
ngram_lm_scale_1.5_attention_scale_3.0 5.56
ngram_lm_scale_1.0_attention_scale_1.0 5.57
ngram_lm_scale_1.1_attention_scale_1.3 5.57
ngram_lm_scale_1.3_attention_scale_2.1 5.57
ngram_lm_scale_1.7_attention_scale_4.0 5.57
ngram_lm_scale_0.1_attention_scale_0.01 5.58
ngram_lm_scale_0.6_attention_scale_0.08 5.58
ngram_lm_scale_1.9_attention_scale_5.0 5.58
ngram_lm_scale_0.01_attention_scale_0.1 5.59
ngram_lm_scale_0.05_attention_scale_0.05 5.59
ngram_lm_scale_0.6_attention_scale_0.05 5.59
ngram_lm_scale_0.9_attention_scale_0.7 5.59
ngram_lm_scale_1.3_attention_scale_2.0 5.59
ngram_lm_scale_0.01_attention_scale_0.08 5.6
ngram_lm_scale_0.08_attention_scale_0.01 5.61
ngram_lm_scale_1.1_attention_scale_1.2 5.61
ngram_lm_scale_1.2_attention_scale_1.5 5.61
ngram_lm_scale_1.3_attention_scale_1.9 5.61
ngram_lm_scale_0.01_attention_scale_0.05 5.62
ngram_lm_scale_0.6_attention_scale_0.01 5.62
ngram_lm_scale_1.0_attention_scale_0.9 5.62
ngram_lm_scale_2.0_attention_scale_5.0 5.62
ngram_lm_scale_0.05_attention_scale_0.01 5.63
ngram_lm_scale_1.5_attention_scale_2.5 5.63
ngram_lm_scale_0.9_attention_scale_0.6 5.64
ngram_lm_scale_1.1_attention_scale_1.1 5.64
ngram_lm_scale_0.01_attention_scale_0.01 5.65
ngram_lm_scale_1.3_attention_scale_1.7 5.65
ngram_lm_scale_1.9_attention_scale_4.0 5.65
ngram_lm_scale_2.1_attention_scale_5.0 5.65
ngram_lm_scale_1.1_attention_scale_1.0 5.67
ngram_lm_scale_1.2_attention_scale_1.3 5.67
ngram_lm_scale_1.5_attention_scale_2.3 5.67
ngram_lm_scale_1.7_attention_scale_3.0 5.67
ngram_lm_scale_1.5_attention_scale_2.2 5.68
ngram_lm_scale_2.2_attention_scale_5.0 5.68
ngram_lm_scale_0.7_attention_scale_0.1 5.69
ngram_lm_scale_2.0_attention_scale_4.0 5.69
ngram_lm_scale_1.0_attention_scale_0.7 5.7
ngram_lm_scale_0.9_attention_scale_0.5 5.71
ngram_lm_scale_1.2_attention_scale_1.2 5.71
ngram_lm_scale_1.3_attention_scale_1.5 5.71
ngram_lm_scale_0.7_attention_scale_0.08 5.72
ngram_lm_scale_1.1_attention_scale_0.9 5.72
ngram_lm_scale_1.5_attention_scale_2.1 5.72
ngram_lm_scale_2.3_attention_scale_5.0 5.72
ngram_lm_scale_1.2_attention_scale_1.1 5.73
ngram_lm_scale_0.7_attention_scale_0.05 5.74
ngram_lm_scale_1.5_attention_scale_2.0 5.74
ngram_lm_scale_2.1_attention_scale_4.0 5.74
ngram_lm_scale_0.7_attention_scale_0.01 5.77
ngram_lm_scale_1.0_attention_scale_0.6 5.77
ngram_lm_scale_1.7_attention_scale_2.5 5.77
ngram_lm_scale_1.3_attention_scale_1.3 5.78
ngram_lm_scale_1.5_attention_scale_1.9 5.78
ngram_lm_scale_2.2_attention_scale_4.0 5.78
ngram_lm_scale_1.2_attention_scale_1.0 5.79
ngram_lm_scale_1.9_attention_scale_3.0 5.79
ngram_lm_scale_2.5_attention_scale_5.0 5.8
ngram_lm_scale_0.9_attention_scale_0.3 5.81
ngram_lm_scale_1.3_attention_scale_1.2 5.81
ngram_lm_scale_1.0_attention_scale_0.5 5.83
ngram_lm_scale_1.2_attention_scale_0.9 5.83
ngram_lm_scale_2.3_attention_scale_4.0 5.83
ngram_lm_scale_1.5_attention_scale_1.7 5.84
ngram_lm_scale_1.7_attention_scale_2.3 5.84
ngram_lm_scale_1.1_attention_scale_0.7 5.85
ngram_lm_scale_1.3_attention_scale_1.1 5.86
ngram_lm_scale_1.7_attention_scale_2.2 5.87
ngram_lm_scale_2.0_attention_scale_3.0 5.88
ngram_lm_scale_1.5_attention_scale_1.5 5.91
ngram_lm_scale_1.7_attention_scale_2.1 5.91
ngram_lm_scale_1.1_attention_scale_0.6 5.92
ngram_lm_scale_1.3_attention_scale_1.0 5.92
ngram_lm_scale_1.7_attention_scale_2.0 5.95
ngram_lm_scale_1.9_attention_scale_2.5 5.96
ngram_lm_scale_2.1_attention_scale_3.0 5.98
ngram_lm_scale_1.0_attention_scale_0.3 5.99
ngram_lm_scale_1.2_attention_scale_0.7 5.99
ngram_lm_scale_1.7_attention_scale_1.9 5.99
ngram_lm_scale_1.1_attention_scale_0.5 6.0
ngram_lm_scale_1.3_attention_scale_0.9 6.0
ngram_lm_scale_2.5_attention_scale_4.0 6.0
ngram_lm_scale_0.9_attention_scale_0.1 6.03
ngram_lm_scale_1.5_attention_scale_1.3 6.03
ngram_lm_scale_1.9_attention_scale_2.3 6.04
ngram_lm_scale_2.2_attention_scale_3.0 6.05
ngram_lm_scale_0.9_attention_scale_0.08 6.06
ngram_lm_scale_1.2_attention_scale_0.6 6.06
ngram_lm_scale_2.0_attention_scale_2.5 6.06
ngram_lm_scale_3.0_attention_scale_5.0 6.06
ngram_lm_scale_1.9_attention_scale_2.2 6.08
ngram_lm_scale_1.5_attention_scale_1.2 6.09
ngram_lm_scale_1.7_attention_scale_1.7 6.1
ngram_lm_scale_0.9_attention_scale_0.05 6.12
ngram_lm_scale_1.9_attention_scale_2.1 6.13
ngram_lm_scale_2.0_attention_scale_2.3 6.14
ngram_lm_scale_2.3_attention_scale_3.0 6.15
ngram_lm_scale_2.1_attention_scale_2.5 6.16
ngram_lm_scale_0.9_attention_scale_0.01 6.17
ngram_lm_scale_1.3_attention_scale_0.7 6.17
ngram_lm_scale_1.5_attention_scale_1.1 6.17
ngram_lm_scale_1.9_attention_scale_2.0 6.17
ngram_lm_scale_1.2_attention_scale_0.5 6.19
ngram_lm_scale_1.7_attention_scale_1.5 6.19
ngram_lm_scale_2.0_attention_scale_2.2 6.19
ngram_lm_scale_1.1_attention_scale_0.3 6.21
ngram_lm_scale_1.9_attention_scale_1.9 6.22
ngram_lm_scale_2.0_attention_scale_2.1 6.24
ngram_lm_scale_2.1_attention_scale_2.3 6.25
ngram_lm_scale_1.5_attention_scale_1.0 6.27
ngram_lm_scale_2.2_attention_scale_2.5 6.27
ngram_lm_scale_1.3_attention_scale_0.6 6.28
ngram_lm_scale_1.0_attention_scale_0.1 6.29
ngram_lm_scale_2.0_attention_scale_2.0 6.29
ngram_lm_scale_2.1_attention_scale_2.2 6.3
ngram_lm_scale_2.5_attention_scale_3.0 6.32
ngram_lm_scale_1.0_attention_scale_0.08 6.33
ngram_lm_scale_3.0_attention_scale_4.0 6.34
ngram_lm_scale_2.1_attention_scale_2.1 6.35
ngram_lm_scale_1.7_attention_scale_1.3 6.36
ngram_lm_scale_2.2_attention_scale_2.3 6.36
ngram_lm_scale_1.5_attention_scale_0.9 6.37
ngram_lm_scale_1.9_attention_scale_1.7 6.37
ngram_lm_scale_2.0_attention_scale_1.9 6.37
ngram_lm_scale_2.3_attention_scale_2.5 6.37
ngram_lm_scale_1.0_attention_scale_0.05 6.39
ngram_lm_scale_2.2_attention_scale_2.2 6.43
ngram_lm_scale_1.3_attention_scale_0.5 6.44
ngram_lm_scale_2.1_attention_scale_2.0 6.44
ngram_lm_scale_1.7_attention_scale_1.2 6.46
ngram_lm_scale_1.0_attention_scale_0.01 6.49
ngram_lm_scale_1.2_attention_scale_0.3 6.49
ngram_lm_scale_2.1_attention_scale_1.9 6.5
ngram_lm_scale_2.3_attention_scale_2.3 6.5
ngram_lm_scale_2.0_attention_scale_1.7 6.51
ngram_lm_scale_2.2_attention_scale_2.1 6.51
ngram_lm_scale_1.9_attention_scale_1.5 6.54
ngram_lm_scale_2.3_attention_scale_2.2 6.56
ngram_lm_scale_2.2_attention_scale_2.0 6.57
ngram_lm_scale_1.1_attention_scale_0.1 6.58
ngram_lm_scale_1.7_attention_scale_1.1 6.58
ngram_lm_scale_2.5_attention_scale_2.5 6.62
ngram_lm_scale_1.1_attention_scale_0.08 6.63
ngram_lm_scale_1.5_attention_scale_0.7 6.65
ngram_lm_scale_2.3_attention_scale_2.1 6.65
ngram_lm_scale_2.2_attention_scale_1.9 6.68
ngram_lm_scale_1.7_attention_scale_1.0 6.7
ngram_lm_scale_2.1_attention_scale_1.7 6.7
ngram_lm_scale_1.1_attention_scale_0.05 6.72
ngram_lm_scale_2.0_attention_scale_1.5 6.72
ngram_lm_scale_2.3_attention_scale_2.0 6.74
ngram_lm_scale_4.0_attention_scale_5.0 6.75
ngram_lm_scale_1.9_attention_scale_1.3 6.76
ngram_lm_scale_2.5_attention_scale_2.3 6.77
ngram_lm_scale_1.1_attention_scale_0.01 6.81
ngram_lm_scale_1.3_attention_scale_0.3 6.81
ngram_lm_scale_1.5_attention_scale_0.6 6.82
ngram_lm_scale_2.3_attention_scale_1.9 6.82
ngram_lm_scale_1.7_attention_scale_0.9 6.83
ngram_lm_scale_2.2_attention_scale_1.7 6.85
ngram_lm_scale_1.9_attention_scale_1.2 6.87
ngram_lm_scale_2.5_attention_scale_2.2 6.87
ngram_lm_scale_2.1_attention_scale_1.5 6.89
ngram_lm_scale_3.0_attention_scale_3.0 6.9
ngram_lm_scale_2.0_attention_scale_1.3 6.94
ngram_lm_scale_1.2_attention_scale_0.1 6.95
ngram_lm_scale_2.5_attention_scale_2.1 6.95
ngram_lm_scale_1.9_attention_scale_1.1 6.98
ngram_lm_scale_1.2_attention_scale_0.08 7.0
ngram_lm_scale_1.5_attention_scale_0.5 7.0
ngram_lm_scale_2.3_attention_scale_1.7 7.05
ngram_lm_scale_2.5_attention_scale_2.0 7.05
ngram_lm_scale_2.0_attention_scale_1.2 7.06
ngram_lm_scale_1.2_attention_scale_0.05 7.09
ngram_lm_scale_2.2_attention_scale_1.5 7.09
ngram_lm_scale_2.1_attention_scale_1.3 7.14
ngram_lm_scale_2.5_attention_scale_1.9 7.14
ngram_lm_scale_1.9_attention_scale_1.0 7.15
ngram_lm_scale_1.7_attention_scale_0.7 7.2
ngram_lm_scale_1.2_attention_scale_0.01 7.22
ngram_lm_scale_2.0_attention_scale_1.1 7.23
ngram_lm_scale_2.1_attention_scale_1.2 7.28
ngram_lm_scale_2.3_attention_scale_1.5 7.28
ngram_lm_scale_3.0_attention_scale_2.5 7.28
ngram_lm_scale_4.0_attention_scale_4.0 7.29
ngram_lm_scale_1.3_attention_scale_0.1 7.33
ngram_lm_scale_1.9_attention_scale_0.9 7.33
ngram_lm_scale_2.2_attention_scale_1.3 7.36
ngram_lm_scale_1.7_attention_scale_0.6 7.38
ngram_lm_scale_2.0_attention_scale_1.0 7.38
ngram_lm_scale_2.5_attention_scale_1.7 7.39
ngram_lm_scale_1.3_attention_scale_0.08 7.4
ngram_lm_scale_2.1_attention_scale_1.1 7.47
ngram_lm_scale_1.5_attention_scale_0.3 7.48
ngram_lm_scale_1.3_attention_scale_0.05 7.51
ngram_lm_scale_3.0_attention_scale_2.3 7.52
ngram_lm_scale_2.2_attention_scale_1.2 7.54
ngram_lm_scale_2.3_attention_scale_1.3 7.6
ngram_lm_scale_5.0_attention_scale_5.0 7.6
ngram_lm_scale_2.0_attention_scale_0.9 7.61
ngram_lm_scale_1.7_attention_scale_0.5 7.63
ngram_lm_scale_3.0_attention_scale_2.2 7.64
ngram_lm_scale_1.3_attention_scale_0.01 7.66
ngram_lm_scale_2.1_attention_scale_1.0 7.68
ngram_lm_scale_2.5_attention_scale_1.5 7.7
ngram_lm_scale_2.2_attention_scale_1.1 7.73
ngram_lm_scale_1.9_attention_scale_0.7 7.75
ngram_lm_scale_2.3_attention_scale_1.2 7.77
ngram_lm_scale_3.0_attention_scale_2.1 7.77
ngram_lm_scale_2.1_attention_scale_0.9 7.89
ngram_lm_scale_3.0_attention_scale_2.0 7.92
ngram_lm_scale_2.2_attention_scale_1.0 7.94
ngram_lm_scale_2.3_attention_scale_1.1 7.99
ngram_lm_scale_1.9_attention_scale_0.6 8.05
ngram_lm_scale_2.5_attention_scale_1.3 8.07
ngram_lm_scale_3.0_attention_scale_1.9 8.09
ngram_lm_scale_2.0_attention_scale_0.7 8.1
ngram_lm_scale_1.5_attention_scale_0.1 8.17
ngram_lm_scale_2.2_attention_scale_0.9 8.19
ngram_lm_scale_4.0_attention_scale_3.0 8.2
ngram_lm_scale_2.3_attention_scale_1.0 8.23
ngram_lm_scale_1.5_attention_scale_0.08 8.26
ngram_lm_scale_1.7_attention_scale_0.3 8.27
ngram_lm_scale_2.5_attention_scale_1.2 8.27
ngram_lm_scale_1.9_attention_scale_0.5 8.35
ngram_lm_scale_2.0_attention_scale_0.6 8.37
ngram_lm_scale_3.0_attention_scale_1.7 8.39
ngram_lm_scale_5.0_attention_scale_4.0 8.39
ngram_lm_scale_2.1_attention_scale_0.7 8.4
ngram_lm_scale_1.5_attention_scale_0.05 8.41
ngram_lm_scale_2.3_attention_scale_0.9 8.46
ngram_lm_scale_2.5_attention_scale_1.1 8.49
ngram_lm_scale_1.5_attention_scale_0.01 8.56
ngram_lm_scale_2.0_attention_scale_0.5 8.67
ngram_lm_scale_2.1_attention_scale_0.6 8.68
ngram_lm_scale_2.2_attention_scale_0.7 8.7
ngram_lm_scale_2.5_attention_scale_1.0 8.74
ngram_lm_scale_3.0_attention_scale_1.5 8.78
ngram_lm_scale_4.0_attention_scale_2.5 8.85
ngram_lm_scale_2.5_attention_scale_0.9 8.97
ngram_lm_scale_2.3_attention_scale_0.7 8.98
ngram_lm_scale_2.1_attention_scale_0.5 8.99
ngram_lm_scale_2.2_attention_scale_0.6 8.99
ngram_lm_scale_1.9_attention_scale_0.3 9.01
ngram_lm_scale_1.7_attention_scale_0.1 9.04
ngram_lm_scale_1.7_attention_scale_0.08 9.13
ngram_lm_scale_4.0_attention_scale_2.3 9.13
ngram_lm_scale_3.0_attention_scale_1.3 9.15
ngram_lm_scale_4.0_attention_scale_2.2 9.25
ngram_lm_scale_1.7_attention_scale_0.05 9.26
ngram_lm_scale_2.3_attention_scale_0.6 9.26
ngram_lm_scale_2.2_attention_scale_0.5 9.29
ngram_lm_scale_2.0_attention_scale_0.3 9.35
ngram_lm_scale_3.0_attention_scale_1.2 9.37
ngram_lm_scale_4.0_attention_scale_2.1 9.4
ngram_lm_scale_5.0_attention_scale_3.0 9.4
ngram_lm_scale_1.7_attention_scale_0.01 9.44
ngram_lm_scale_2.5_attention_scale_0.7 9.49
ngram_lm_scale_2.3_attention_scale_0.5 9.55
ngram_lm_scale_4.0_attention_scale_2.0 9.56
ngram_lm_scale_3.0_attention_scale_1.1 9.59
ngram_lm_scale_2.1_attention_scale_0.3 9.64
ngram_lm_scale_4.0_attention_scale_1.9 9.68
ngram_lm_scale_1.9_attention_scale_0.1 9.75
ngram_lm_scale_2.5_attention_scale_0.6 9.75
ngram_lm_scale_3.0_attention_scale_1.0 9.8
ngram_lm_scale_1.9_attention_scale_0.08 9.83
ngram_lm_scale_2.2_attention_scale_0.3 9.9
ngram_lm_scale_1.9_attention_scale_0.05 9.92
ngram_lm_scale_5.0_attention_scale_2.5 9.95
ngram_lm_scale_4.0_attention_scale_1.7 9.98
ngram_lm_scale_3.0_attention_scale_0.9 10.0
ngram_lm_scale_2.0_attention_scale_0.1 10.01
ngram_lm_scale_2.5_attention_scale_0.5 10.02
ngram_lm_scale_1.9_attention_scale_0.01 10.05
ngram_lm_scale_2.0_attention_scale_0.08 10.07
ngram_lm_scale_2.3_attention_scale_0.3 10.11
ngram_lm_scale_2.0_attention_scale_0.05 10.16
ngram_lm_scale_5.0_attention_scale_2.3 10.19
ngram_lm_scale_2.1_attention_scale_0.1 10.24
ngram_lm_scale_4.0_attention_scale_1.5 10.25
ngram_lm_scale_2.0_attention_scale_0.01 10.3
ngram_lm_scale_5.0_attention_scale_2.2 10.3
ngram_lm_scale_2.1_attention_scale_0.08 10.31
ngram_lm_scale_3.0_attention_scale_0.7 10.38
ngram_lm_scale_5.0_attention_scale_2.1 10.39
ngram_lm_scale_2.1_attention_scale_0.05 10.4
ngram_lm_scale_2.2_attention_scale_0.1 10.45
ngram_lm_scale_2.5_attention_scale_0.3 10.48
ngram_lm_scale_2.1_attention_scale_0.01 10.5
ngram_lm_scale_2.2_attention_scale_0.08 10.5
ngram_lm_scale_5.0_attention_scale_2.0 10.5
ngram_lm_scale_4.0_attention_scale_1.3 10.52
ngram_lm_scale_3.0_attention_scale_0.6 10.55
ngram_lm_scale_2.2_attention_scale_0.05 10.58
ngram_lm_scale_5.0_attention_scale_1.9 10.6
ngram_lm_scale_2.3_attention_scale_0.1 10.63
ngram_lm_scale_4.0_attention_scale_1.2 10.64
ngram_lm_scale_2.3_attention_scale_0.08 10.69
ngram_lm_scale_2.2_attention_scale_0.01 10.7
ngram_lm_scale_3.0_attention_scale_0.5 10.75
ngram_lm_scale_2.3_attention_scale_0.05 10.77
ngram_lm_scale_4.0_attention_scale_1.1 10.78
ngram_lm_scale_5.0_attention_scale_1.7 10.8
ngram_lm_scale_2.3_attention_scale_0.01 10.86
ngram_lm_scale_4.0_attention_scale_1.0 10.91
ngram_lm_scale_2.5_attention_scale_0.1 10.93
ngram_lm_scale_2.5_attention_scale_0.08 10.98
ngram_lm_scale_5.0_attention_scale_1.5 11.01
ngram_lm_scale_4.0_attention_scale_0.9 11.03
ngram_lm_scale_2.5_attention_scale_0.05 11.05
ngram_lm_scale_3.0_attention_scale_0.3 11.1
ngram_lm_scale_2.5_attention_scale_0.01 11.13
ngram_lm_scale_5.0_attention_scale_1.3 11.2
ngram_lm_scale_4.0_attention_scale_0.7 11.28
ngram_lm_scale_5.0_attention_scale_1.2 11.29
ngram_lm_scale_5.0_attention_scale_1.1 11.39
ngram_lm_scale_4.0_attention_scale_0.6 11.41
ngram_lm_scale_3.0_attention_scale_0.1 11.44
ngram_lm_scale_3.0_attention_scale_0.08 11.48
ngram_lm_scale_5.0_attention_scale_1.0 11.48
ngram_lm_scale_3.0_attention_scale_0.05 11.52
ngram_lm_scale_4.0_attention_scale_0.5 11.52
ngram_lm_scale_3.0_attention_scale_0.01 11.56
ngram_lm_scale_5.0_attention_scale_0.9 11.57
ngram_lm_scale_5.0_attention_scale_0.7 11.72
ngram_lm_scale_4.0_attention_scale_0.3 11.73
ngram_lm_scale_5.0_attention_scale_0.6 11.8
ngram_lm_scale_4.0_attention_scale_0.1 11.88
ngram_lm_scale_5.0_attention_scale_0.5 11.88
ngram_lm_scale_4.0_attention_scale_0.08 11.9
ngram_lm_scale_4.0_attention_scale_0.05 11.92
ngram_lm_scale_4.0_attention_scale_0.01 11.95
ngram_lm_scale_5.0_attention_scale_0.3 11.98
ngram_lm_scale_5.0_attention_scale_0.1 12.11
ngram_lm_scale_5.0_attention_scale_0.08 12.13
ngram_lm_scale_5.0_attention_scale_0.05 12.14
ngram_lm_scale_5.0_attention_scale_0.01 12.16
2024-08-18 12:10:24,931 INFO [decode.py:565] Done!
扫一扫
1004
被折叠的 条评论
为什么被折叠?
到【灌水乐园】发言
