From cde1e52f78f44211ece9ad26aaea1ff517548455 Mon Sep 17 00:00:00 2001 From: kubapok Date: Sat, 19 Jun 2021 13:25:42 +0200 Subject: [PATCH] roberta_base_finetune_existing --- dev-0/out.tsv | 71190 ++++++++-------- join.py | 16 + .../0_get_datasets.sh | 1 + roberta_base_finetune_existing/1_encode.sh | 12 + roberta_base_finetune_existing/2_binarize.sh | 9 + roberta_base_finetune_existing/3_train.sh | 20 + roberta_base_finetune_existing/predict.py | 62 + test-A/out.tsv | 71070 +++++++-------- 8 files changed, 71250 insertions(+), 71130 deletions(-) create mode 100644 join.py create mode 100644 roberta_base_finetune_existing/0_get_datasets.sh create mode 100644 roberta_base_finetune_existing/1_encode.sh create mode 100644 roberta_base_finetune_existing/2_binarize.sh create mode 100644 roberta_base_finetune_existing/3_train.sh create mode 100644 roberta_base_finetune_existing/predict.py diff --git a/dev-0/out.tsv b/dev-0/out.tsv index fe7cef8..f49e287 100644 --- a/dev-0/out.tsv +++ 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its:0.017647240310907364 tha:0.01219220645725727 there:0.007451418787240982 t:0.006323991343379021 all:0.006052844226360321 it:0.005849918350577354 these:0.004000889603048563 :0.1303088809363544 +j:0.6425414681434631 1:0.060076650232076645 I:0.05446881800889969 |:0.025869417935609818 !:0.017374448478221893 1:0.015512053854763508 j:0.013760319910943508 i:0.011795277707278728 I:0.011420845054090023 :0.14718070067465305 diff --git a/join.py b/join.py new file mode 100644 index 0000000..43f2eed --- /dev/null +++ b/join.py @@ -0,0 +1,16 @@ + + +def process(f_in_path, f_exp_path, f_whole_path): + with open(f_in_path) as f_in, open(f_exp_path) as f_exp, open(f_whole_path,'w') as f_whole: + for line_in, line_exp in zip(f_in, f_exp): + _, _, left, right = line_in.rstrip('\n').split('\t') + middle = line_exp.rstrip('\n') + text = left + ' ' + middle + ' ' + right + text = text.replace('\\n', '\n') + '\n\n' + f_whole.write(text) + + +process('train/in.tsv', 'train/expected.tsv', 'train/wiki.train.raw') +process('dev-0/in.tsv', 'dev-0/expected.tsv', 'dev-0/wiki.valid.raw') +process('dev-0/in.tsv', 'dev-0/expected.tsv', 'dev-0/wiki.test.raw') + diff --git a/roberta_base_finetune_existing/0_get_datasets.sh b/roberta_base_finetune_existing/0_get_datasets.sh new file mode 100644 index 0000000..ef83502 --- /dev/null +++ b/roberta_base_finetune_existing/0_get_datasets.sh @@ -0,0 +1 @@ +(cd .. ; python join.py ; cp train/wiki.train.raw roberta_base_finetune/wikitext-103-raw/ ; cp dev-0/wiki.{valid,test}.raw roberta_base_finetune/wikitext-103-raw/ ) diff --git a/roberta_base_finetune_existing/1_encode.sh b/roberta_base_finetune_existing/1_encode.sh new file mode 100644 index 0000000..40e693e --- /dev/null +++ b/roberta_base_finetune_existing/1_encode.sh @@ -0,0 +1,12 @@ +mkdir -p gpt2_bpe +wget -O gpt2_bpe/encoder.json https://dl.fbaipublicfiles.com/fairseq/gpt2_bpe/encoder.json +wget -O gpt2_bpe/vocab.bpe https://dl.fbaipublicfiles.com/fairseq/gpt2_bpe/vocab.bpe +for SPLIT in train valid test; do \ + python -m multiprocessing_bpe_encoder \ + --encoder-json gpt2_bpe/encoder.json \ + --vocab-bpe gpt2_bpe/vocab.bpe \ + --inputs wikitext-103-raw/wiki.${SPLIT}.raw \ + --outputs wikitext-103-raw/wiki.${SPLIT}.bpe \ + --keep-empty \ + --workers 10; \ +done diff --git a/roberta_base_finetune_existing/2_binarize.sh b/roberta_base_finetune_existing/2_binarize.sh new file mode 100644 index 0000000..0fe5a6f --- /dev/null +++ b/roberta_base_finetune_existing/2_binarize.sh @@ -0,0 +1,9 @@ +wget -O gpt2_bpe/dict.txt https://dl.fbaipublicfiles.com/fairseq/gpt2_bpe/dict.txt +fairseq-preprocess \ + --only-source \ + --srcdict gpt2_bpe/dict.txt \ + --trainpref wikitext-103-raw/wiki.train.bpe \ + --validpref wikitext-103-raw/wiki.valid.bpe \ + --testpref wikitext-103-raw/wiki.test.bpe \ + --destdir data-bin/wikitext-103 \ + --workers 10 diff --git a/roberta_base_finetune_existing/3_train.sh b/roberta_base_finetune_existing/3_train.sh new file mode 100644 index 0000000..4eca08c --- /dev/null +++ b/roberta_base_finetune_existing/3_train.sh @@ -0,0 +1,20 @@ +TOTAL_UPDATES=12500000 # Total number of training steps +WARMUP_UPDATES=1000 # Warmup the learning rate over this many updates +PEAK_LR=0.0005 # Peak learning rate, adjust as needed +TOKENS_PER_SAMPLE=512 # Max sequence length +MAX_POSITIONS=512 # Num. positional embeddings (usually same as above) +MAX_SENTENCES=4 # Number of sequences per batch (batch size) +UPDATE_FREQ=64 # Increase the batch size 16x + +DATA_DIR=data-bin/wikitext-103 +ulimit -n 4096 + +fairseq-train --fp16 $DATA_DIR \ + --task masked_lm --criterion masked_lm \ + --arch roberta_base --sample-break-mode complete --tokens-per-sample $TOKENS_PER_SAMPLE \ + --optimizer adam --adam-betas '(0.9,0.98)' --adam-eps 1e-6 --clip-norm 0.0 \ + --lr-scheduler polynomial_decay --lr $PEAK_LR --warmup-updates $WARMUP_UPDATES --total-num-update $TOTAL_UPDATES \ + --dropout 0.1 --attention-dropout 0.1 --weight-decay 0.01 \ + --batch-size $MAX_SENTENCES --update-freq $UPDATE_FREQ \ + --max-update $TOTAL_UPDATES --log-format simple --log-interval 1 \ + --restore-file roberta.base/model.pt diff --git a/roberta_base_finetune_existing/predict.py b/roberta_base_finetune_existing/predict.py new file mode 100644 index 0000000..565303b --- /dev/null +++ b/roberta_base_finetune_existing/predict.py @@ -0,0 +1,62 @@ +import torch +from fairseq.models.roberta import RobertaModel +from fairseq import hub_utils +from fairseq.models.roberta import RobertaModel, RobertaHubInterface + +import os +from tqdm import tqdm + + +roberta = RobertaModel.from_pretrained('checkpoint_final') + +roberta.eval() +roberta.cuda() + + +preds = roberta.fill_mask('I like and apples', topk=3) +#import pdb; pdb.set_trace() + +# raise CUDA RuntimeError from which +# the process does not recover +BLACKLIST = ['aeeadb08042bbd49dcbefcefa1f13806', + '01ba303704bb62bcb59f8cb7cb5663d7', + '98bdfa711364f45f1bcffb1359793614', + 'a9da7950abcbd531a5207c04c3bdc840', + '4cd7f730ee72451406afa89c5c6431d6', + ] + +def predict(f_in_path,f_out_path): + f_in = open(f_in_path,'r', newline='\n') + f_out = open(f_out_path,'w', newline='\n') + + for line in tqdm(f_in,total = 88000): + id,_, before, after = line.split('\t') + before = before.replace('\\n', '\n') + after = after.replace('\\n', '\n') + before = ' '.join(before.split(' ')[-40:]) # tu można poprawić, żeby śmigał na tokenal spm a nie zakładał że jest jak ze spacjami + after = ' '.join(after.split(' ')[:40]) + input = before + ' ' + after + try: + if id in BLACKLIST: + f_out.write(':1\n') + continue + preds = roberta.fill_mask(input, topk=10) + hyps = [] + probs_sum = 0.0 + for pred in preds: + if pred[2] == '': + continue + hyps.append(pred[2].rstrip().lstrip() + ':' + str(pred[1])) + probs_sum += pred[1] + hyps.append(':' + str(1 - probs_sum)) + preds_line = ' '.join(hyps) + f_out.write(preds_line + '\n') + except RuntimeError: + import pdb ; pdb.set_trace() + print('RUNTIMEERROR') + f_out.write(':1\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 index 0065376..661075e 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,35536 +1,35536 @@ -be:0.30254095792770386 clearly:0.06842692941427231 immediately:0.031706854701042175 quickly:0.02643129788339138 fully:0.02614709362387657 finally:0.02118910476565361 properly:0.021177388727664948 definitively:0.020220866426825523 publicly:0.013939052820205688 firmly:0.010999935679137707 :0.45722051803022623 -were:0.9281344413757324 was:0.0510127916932106 are:0.004780867137014866 been:0.003300826298072934 seemed:0.0016719287959858775 were:0.0015650874702259898 had:0.0009539309539832175 proved:0.000815517152659595 be:0.0004989836597815156 very:0.0004507701378315687 :0.006814855325501412 -Chattanooga:0.2547791302204132 Tennessee:0.08440722525119781 Cleveland:0.057456303387880325 Atlanta:0.04922641068696976 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