From bc0be042bfbfad56e33c59091d3bde30684a3a71 Mon Sep 17 00:00:00 2001 From: kubapok Date: Wed, 16 Jun 2021 13:22:52 +0200 Subject: [PATCH] english roberta baser no finetune --- dev-0/out.tsv | 35599 ++++++++++++++++++++++++++ roberta_base_no_finetune/predict.py | 62 + test-A/out.tsv | 35536 +++++++++++++++++++++++++ 3 files changed, 71197 insertions(+) create mode 100644 dev-0/out.tsv create mode 100644 roberta_base_no_finetune/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..79fc489 --- /dev/null +++ b/dev-0/out.tsv @@ -0,0 +1,35599 @@ +on:0.3312124013900757 of:0.11247320473194122 this:0.10896829515695572 dated:0.09855690598487854 effective:0.09422347694635391 by:0.017881451174616814 On:0.014264129102230072 from:0.01255324762314558 the:0.007810025475919247 This:0.006858502980321646 :0.19519835943356156 +of:0.6259889006614685 in:0.28030845522880554 from:0.061764854937791824 for:0.0028276543598622084 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in:0.010897566564381123 1:0.007583264727145433 :0.15832661697641015 +the:0.46981364488601685 tho:0.34554150700569153 its:0.046338971704244614 all:0.012149033136665821 these:0.0077499873004853725 their:0.003341296222060919 the:0.002813444472849369 th:0.0024836112279444933 those:0.0024033060763031244 our:0.001991956727579236 :0.10537324124015868 +t:0.035360924899578094 e:0.034414440393447876 land:0.02206444926559925 n:0.02162446267902851 d:0.018467916175723076 tion:0.01689191348850727 s:0.015172876417636871 r:0.011261263862252235 a:0.010936942882835865 :0.813804809935391 diff --git a/roberta_base_no_finetune/predict.py b/roberta_base_no_finetune/predict.py new file mode 100644 index 0000000..322e0af --- /dev/null +++ b/roberta_base_no_finetune/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 = torch.hub.load('pytorch/fairseq', 'roberta.base') + +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 new file mode 100644 index 0000000..b4cedbe --- /dev/null +++ b/test-A/out.tsv @@ -0,0 +1,35536 @@ +be:0.2965896725654602 properly:0.04039079695940018 better:0.02891184389591217 further:0.02455771714448929 well:0.02386827953159809 as:0.02193683758378029 fully:0.019034352153539658 now:0.016215629875659943 clearly:0.015254355035722256 accurately:0.014465815387666225 :0.4987746998667717 +were:0.9414576292037964 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