Created
October 19, 2020 22:58
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tpu wav2vec2.0 command
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python \ | |
$p/fairseq/train.py \ | |
$HOME/data/w2v/manifest \ | |
--tpu \ | |
--distributed-world-size 8 \ | |
--max-update 500000 \ | |
--max-epoch 5 \ | |
--num-batch-buckets 1 \ | |
--required-batch-size-multiple 4 \ | |
--max-sentences 4 \ | |
--enable-padding \ | |
--log-interval 200 \ | |
--encoder-layers 12 \ | |
--num-workers 6 \ | |
--task audio_pretraining \ | |
--criterion wav2vec \ | |
--arch wav2vec2 \ | |
--quantize-targets \ | |
--extractor-mode default \ | |
--conv-feature-layers '[(512, 10, 5)] + [(512, 3, 2)] * 4 + [(512,2,2)] * 2' \ | |
--final-dim 256 \ | |
--latent-vars 320 \ | |
--latent-groups 2 \ | |
--latent-temp '(2,0.5,0.999995)' \ | |
--infonce \ | |
--optimizer adam \ | |
--adam-betas '(0.9,0.98)' \ | |
--adam-eps 1e-06 \ | |
--lr-scheduler polynomial_decay \ | |
--lr 0.0005 \ | |
--warmup-updates 32000 \ | |
--mask-length 10 \ | |
--mask-prob 0.65 \ | |
--mask-selection static \ | |
--mask-other 0 \ | |
--mask-channel-prob 0.65 \ | |
--encoder-layerdrop $ENCLAYERDROP \ | |
--dropout-input 0.1 \ | |
--dropout-features 0.1 \ | |
--feature-grad-mult 0.1 \ | |
--loss-weights '[0.1, 10]' \ | |
--conv-pos 128 \ | |
--conv-pos-groups 16 \ | |
--num-negatives 100 \ | |
--cross-sample-negatives 0 \ | |
--max-sample-size 250000 \ | |
--min-sample-size 32000 \ | |
--no-save \ | |
--dropout 0.1 \ | |
--attention-dropout 0.1 \ | |
--weight-decay 0.01 \ | |
--max-tokens 1400000 \ | |
--skip-invalid-size-inputs-valid-test \ | |
--log-format simple \ | |
--disable-validation \ | |
--seed 1234 \ | |
--ddp-backend no_c10d |
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