蜊倩ｪ槭↓縺､縺・※繧ゅ▲縺ｨ遏･繧翫◆縺・ｺｺ縺ｯ縲・a href="https://qiita.com/kenichiro-yamato/items/60affeb7ca9f67c87a17">keras縺ｮConv2D・・谺｡蜈・糞縺ｿ霎ｼ縺ｿ螻､・峨↓縺､縺・※隱ｿ縺ｹ縺ｦ縺ｿ縺・/a>繧貞盾閠・↓縺吶ｋ縺ｨ濶ｯ縺・・

datas繝輔か繝ｫ繝縺ｮ蜀・ｮｹ

"datas"繝輔か繝ｫ繝縺ｫ縺ｯ縲・浹螢ｰ繝・・繧ｿ繧・音蠕ｴ驥上′驟咲ｽｮ縺輔ｌ縺ｦ縺・ｋ縲ょ・菴鍋噪縺ｫ縺ｯ縲∽ｻ･荳九・繧医≧縺ｪ繝輔ぃ繧､繝ｫ繧・ヵ繧ｩ繝ｫ繝縺悟性縺ｾ繧後※縺・ｋ縲・

trainer繝輔か繝ｫ繝縺ｮ蜀・ｮｹ

"trainer"繝輔か繝ｫ繝縺ｫ縺ｯ縲∝ｭｦ鄙偵Ν繝ｼ繝励ｄ隧穂ｾ｡繝ｫ繝ｼ繝励↑縺ｩ縺ｮ繝医Ξ繝ｼ繝九Φ繧ｰ髢｢騾｣縺ｮ讖溯・縺碁・鄂ｮ縺輔ｌ縺ｦ縺・ｋ縲ょ・菴鍋噪縺ｫ縺ｯ縲∽ｻ･荳九・繧医≧縺ｪ繝輔ぃ繧､繝ｫ縺悟性縺ｾ繧後※縺・ｋ縲・

safeear_trainer.py縺ｮ蜀・ｮｹ

"safeear_trainer.py"縺ｫ縺ｯ縲ヾafeEar縺ｮ繝｢繝・Ν縺ｮ蟄ｦ鄙偵ｒ螳溯｡後☆繧九◆繧√・繧ｳ繝ｼ繝峨′蜷ｫ縺ｾ繧後※縺・ｋ縲・

23陦檎岼縺ｫSafeEarTrainer繧ｯ繝ｩ繧ｹ縺悟ｮ夂ｾｩ縺輔ｌ縺ｦ縺・ｋ縲・/br> 155陦檎岼繧医ｊ縲｛n_test_epoch_end髢｢謨ｰ縺悟ｮ夂ｾｩ縺輔ｌ縺ｦ縺・ｋ縲ゅ％縺ｮ髢｢謨ｰ縺ｯepoch縺ｮ繝・せ繝育ｵゆｺ・凾縺ｫ蜻ｼ縺ｳ蜃ｺ縺輔ｌ縲√ユ繧ｹ繝育ｵ先棡縺ｮ繝ｭ繧ｰ蜃ｺ蜉帙ｄ繝｢繝・Ν縺ｮ菫晏ｭ倥↑縺ｩ繧定｡後≧縲・ 157陦檎岼繧医ｊ縲√ユ繧ｹ繝域凾縺ｫ菴ｿ逕ｨ縺吶ｋ繝輔ぃ繧､繝ｫ蜷咲ｾ､繧痴tring_list縺ｫ譬ｼ邏阪＠縺ｦ縺・ｋ縲・/br> 160陦檎岼繧医ｊ縲√ユ繧ｹ繝医・繝輔ぃ繧､繝ｫ蜷咲ｾ､繧・.reshape(-1, 1)"縺ｫ繧医▲縺ｦ莠梧ｬ｡蜈・・1蛻鈴・蛻励↓螟画鋤縺励※縺・ｋ縲・sup>[2]

豕ｨ諢冗せ

pip繝舌・繧ｸ繝ｧ繝ｳ繧ｨ繝ｩ繝ｼ

      
pip install -r requirements.txt

WARNING: Ignoring version 1.6.3 of pytorch-lightning since it has invalid metadata:

Requested pytorch-lightning==1.6.3 from https://files.pythonhosted.org/packages/bf/c4/955c35600631894e5a44d2e297367bc6d468062e5fef668c2d11fb354f53/pytorch_lightning-1.6.3-py3-none-any.whl (from -r requirements.txt (line 85)) has invalid metadata: .* suffix can only be used with `==` or `!=` operators

    torch (>=1.8.*)

           ~~~~~~^

荳願ｨ倥・繧医≧縺ｫ繧ｨ繝ｩ繝ｼ縺檎匱逕溘＠縺滄圀縺ｯ縲∽ｻ･荳九・繧医≧縺ｪ繧ｳ繝槭Φ繝峨ｒ蜈･蜉帙☆繧九・

      
pip install "pip<24.1"

git clone繧ｨ繝ｩ繝ｼ

      
git clone git@github.com:LetterLiGo/SafeEar.git

fatal: premature end of pack file, 83 bytes missing
fatal: fetch-pack: invalid index-pack output

荳願ｨ倥・繧医≧縺ｫ繧ｨ繝ｩ繝ｼ縺檎匱逕溘＠縺滄圀縺ｯ縲∵凾髢薙ｒ縺翫＞縺溘ｊ繝代た繧ｳ繝ｳ繧貞・襍ｷ蜍輔＠縺溘ｊ縺励※蜀榊ｺｦ螳溯｡後☆繧九→譯亥､悶☆繧薙↑繧翫け繝ｭ繝ｼ繝ｳ縺後〒縺阪ｋ縺薙→縺悟､壹＞縲・

Hubert L9 feature繝輔ぃ繧､繝ｫ逕滓・繧ｨ繝ｩ繝ｼ

      
$ python dump_hubert_avg_feature.py datasets/ASVSpoof2019 datasets/ASVSpoof2019_Hubert_L9
...
2025-10-29 10:49:53 | INFO | dump_hubert_feature |  max_chunk = 1600000
 10%|笆遺毎笆遺毎笆遺毎笆・                                                         | 35075/363355 [04:10<39:05, 139.97it/s]
Traceback (most recent call last):
  File "/home/nk21137/Documents/SafeEar/datas/dump_hubert_avg_feature.py", line 108, in 
    main(**vars(args))
  File "/home/nk21137/Documents/SafeEar/datas/dump_hubert_avg_feature.py", line 93, in main
    dump_feature(reader, audio_dir, save_dir)
  File "/home/nk21137/Documents/SafeEar/datas/dump_hubert_avg_feature.py", line 86, in dump_feature
    feat_f = NpyAppendArray(save_path)
  File "/home/nk21137/miniconda3/envs/safeear/lib/python3.9/site-packages/npy_append_array/npy_append_array.py", line 150, in __init__
    self.__init_from_file()
  File "/home/nk21137/miniconda3/envs/safeear/lib/python3.9/site-packages/npy_append_array/npy_append_array.py", line 176, in __init_from_file
    raise ValueError(msg)
ValueError: cannot append to datasets/ASVSpoof2019_Hubert_L9/LA/ASVspoof2019_LA_eval/flac/LA_E_2115551.npy: file needs recovery, please call npy_append_array.recover

荳願ｨ倥・繧医≧縺ｫ繧ｨ繝ｩ繝ｼ縺ｯ縲∽ｺ悟ｺｦ逶ｮ縺ｮ繧ｳ繝槭Φ繝牙ｮ溯｡梧凾縺ｫ遉ｺ縺輔ｌ繧九こ繝ｼ繧ｹ縺悟､壹＞縲・/br> 縺薙・縺ｨ縺阪・ASVSpoof2019_Hubert_L9" 繝・ぅ繝ｬ繧ｯ繝医Μ蜀・・繝輔ぃ繧､繝ｫ繧貞炎髯､縺励∝・蠎ｦ繧ｳ繝槭Φ繝峨ｒ螳溯｡後☆繧九％縺ｨ縺ｧ隗｣豎ｺ縺ｧ縺阪ｋ縺薙→縺悟､壹＞縲・

ASVSpoof2019縺ｧ繝・せ繝医☆繧矩圀縺ｮnot found繧ｨ繝ｩ繝ｼ

      
$ python train.py --conf_dir config/train19.yaml
...
RuntimeError: Failed to load audio from /gpfs-flash/hulab/likai/SafeEar/datas/ASVSpoof2019/LA/ASVspoof2019_LA_train/flac/LA_T_1138215.flac

荳願ｨ倥・繧医≧縺ｫ繧ｨ繝ｩ繝ｼ縺檎匱逕溘＠縺滄圀縺ｯ縲‥atas/ASVSpoof2019/dev.tsv縺ｨdatas/ASVSpoof2019/train.tsv蜀・・荳陦檎岼縺ｮ繝代せ縺後∽ｽ懆・・邨ｶ蟇ｾ繝代せ縺ｫ縺ｪ縺｣縺ｦ縺・ｋ縺溘ａ縲∽ｽｿ逕ｨ繧ｳ繝ｳ繝斐Η繝ｼ繧ｿ縺ｫ蟇ｾ蠢懊☆繧狗ｵｶ蟇ｾ繝代せ縺ｫ螟画峩縺吶ｋ蠢・ｦ√′縺ゅｋ縲・

蜊倩ｪ・

datas繝輔か繝ｫ繝縺ｮ蜀・ｮｹ

trainer繝輔か繝ｫ繝縺ｮ蜀・ｮｹ

safeear_trainer.py縺ｮ蜀・ｮｹ

豕ｨ諢冗せ

pip繝舌・繧ｸ繝ｧ繝ｳ繧ｨ繝ｩ繝ｼ

git clone繧ｨ繝ｩ繝ｼ

Hubert L9 feature繝輔ぃ繧､繝ｫ逕滓・繧ｨ繝ｩ繝ｼ

ASVSpoof2019縺ｧ繝・せ繝医☆繧矩圀縺ｮnot found繧ｨ繝ｩ繝ｼ

蜿り・枚迪ｮ

髢｢騾｣繝ｪ繝ｳ繧ｯ

蜊倩ｪ・

datas繝輔か繝ｫ繝縺ｮ蜀・ｮｹ

trainer繝輔か繝ｫ繝縺ｮ蜀・ｮｹ

safeear_trainer.py縺ｮ蜀・ｮｹ

豕ｨ諢冗せ

pip繝舌・繧ｸ繝ｧ繝ｳ繧ｨ繝ｩ繝ｼ

git clone繧ｨ繝ｩ繝ｼ

Hubert L9 feature繝輔ぃ繧､繝ｫ逕滓・繧ｨ繝ｩ繝ｼ

ASVSpoof2019縺ｧ繝・せ繝医☆繧矩圀縺ｮnot found繧ｨ繝ｩ繝ｼ

蜿り・枚迪ｮ

髢｢騾｣繝ｪ繝ｳ繧ｯ

datas繝輔か繝ｫ繝縺ｮ蜀・ｮｹ

trainer繝輔か繝ｫ繝縺ｮ蜀・ｮｹ

蜿り・枚迪ｮ