Comments (1)
The following command is for reproduce the adam-2k experiment (as in the recipe):
CUDA_VISIBLE_DEVICES=0 fairseq-train data-bin/iwslt14.tokenized.de-en -a transformer_iwslt_de_en --optimizer adam2 --lr 0.0003086 -s de -t en --label-smoothing 0.1 --dropout 0.3 --max-tokens 4000 --min-lr '1e-09' --lr-scheduler linear --weight-decay 0.0001 --criterion label_smoothed_cross_entropy --max-update 72000 --warmup-updates 1 --adam-betas '(0.9, 0.999)' --save-dir /cps/gadam/nmt/adam_1k --tb-tag adam_1k --user-dir ./my_module --fp16 --restore-file x.pt --adam-freeze 2000
In adam2.py, the first 2000 updates will only update exp_avg_sq
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