From bee7eaa3123b8699064696df17fbb44eff001bd1 Mon Sep 17 00:00:00 2001 From: kubapok Date: Thu, 10 Jun 2021 19:55:46 +0200 Subject: [PATCH] polish roberta --- dev-0/out.tsv | 10570 ++++++++++++++ polish_roberta_finetuned/2_bpe_encode.sh | 4 + polish_roberta_finetuned/4_preprocess_data.sh | 15 + polish_roberta_finetuned/5_run_training.sh | 31 + polish_roberta_finetuned/6_predict.py | 28 + test-A/out.tsv | 11834 ++++++++++++++++ 6 files changed, 22482 insertions(+) create mode 100644 dev-0/out.tsv create mode 100644 polish_roberta_finetuned/2_bpe_encode.sh create mode 100644 polish_roberta_finetuned/4_preprocess_data.sh create mode 100644 polish_roberta_finetuned/5_run_training.sh create mode 100644 polish_roberta_finetuned/6_predict.py create mode 100644 test-A/out.tsv diff --git a/dev-0/out.tsv b/dev-0/out.tsv new file mode 100644 index 0000000..851f769 --- /dev/null +++ b/dev-0/out.tsv @@ -0,0 +1,10570 @@ +0.0001387288943433843 +0.00015626310179318485 +0.0001521836657013109 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+fairseq-preprocess \ + --only-source \ + --trainpref "data/train.label" \ + --validpref "data/dev.label" \ + --destdir "data-bin/label" \ + --workers 8 diff --git a/polish_roberta_finetuned/5_run_training.sh b/polish_roberta_finetuned/5_run_training.sh new file mode 100644 index 0000000..99942de --- /dev/null +++ b/polish_roberta_finetuned/5_run_training.sh @@ -0,0 +1,31 @@ +TOTAL_NUM_UPDATES=500000 # 10 epochs through IMDB for bsz 32 +WARMUP_UPDATES=1000 # 6 percent of the number of updates +LR=1e-05 # Peak LR for polynomial LR scheduler. +HEAD_NAME=imdb_head # Custom name for the classification head. +NUM_CLASSES=2 # Number of classes for the classification task. +MAX_SENTENCES=128 # Batch size. +ROBERTA_PATH=model.pt + +CUDA_VISIBLE_DEVICES=0 fairseq-train data-bin/ \ + --restore-file $ROBERTA_PATH \ + --max-positions 512 \ + --batch-size $MAX_SENTENCES \ + --max-tokens 4400 \ + --task sentence_prediction \ + --reset-optimizer --reset-dataloader --reset-meters \ + --required-batch-size-multiple 1 \ + --init-token 0 --separator-token 2 \ + --arch roberta_base \ + --criterion sentence_prediction \ + --classification-head-name $HEAD_NAME \ + --num-classes $NUM_CLASSES \ + --dropout 0.1 --attention-dropout 0.1 \ + --weight-decay 0.1 --optimizer adam --adam-betas "(0.9, 0.98)" --adam-eps 1e-06 \ + --clip-norm 0.0 \ + --lr-scheduler polynomial_decay --lr $LR --total-num-update $TOTAL_NUM_UPDATES --warmup-updates $WARMUP_UPDATES \ + --fp16 --fp16-init-scale 4 --threshold-loss-scale 1 --fp16-scale-window 128 \ + --max-epoch 10 \ + --best-checkpoint-metric accuracy --maximize-best-checkpoint-metric \ + --shorten-method "truncate" \ + --find-unused-parameters \ + --update-freq 4 diff --git a/polish_roberta_finetuned/6_predict.py b/polish_roberta_finetuned/6_predict.py new file mode 100644 index 0000000..457a68e --- /dev/null +++ b/polish_roberta_finetuned/6_predict.py @@ -0,0 +1,28 @@ +from fairseq.models.roberta import RobertaModel +from tqdm import tqdm +import numpy as np +roberta = RobertaModel.from_pretrained( + model_name_or_path='checkpoints', + data_name_or_path='checkpoints', + sentencepiece_vocab="sentencepiece.bpe.model", + sentencepiece_model="sentencepiece.bpe.model", + checkpoint_file='checkpoint_best.pt', + #load_checkpoint_heads=True, + #data_name_or_path='data-bin', + bpe = 'sentencepiece', +) + +roberta.cuda() +roberta.eval() + +def predict(fpath_in, fpath_out): + f_in = open(fpath_in,newline='\n') + f_out = open(fpath_out,'w') + for i in tqdm(f_in,total=137314): + tokens = roberta.encode(i.rstrip('\n'))[:512] + pred = str(np.exp(roberta.predict('imdb_head', tokens)[0][1].item())) + f_out.write(pred + '\n') + f_out.close() + +predict('../dev-0/in.tsv', '../dev-0/out.tsv') +predict('../test-A/in.tsv', '../test-A/out.tsv') diff --git a/test-A/out.tsv b/test-A/out.tsv new file mode 100644 index 0000000..5e138d2 --- /dev/null +++ b/test-A/out.tsv @@ -0,0 +1,11834 @@ +0.00016358874905358654 +0.003908789550973189 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