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a/roberta_no_year_from_scratch/01_create_datasets.py b/roberta_no_year_from_scratch/01_create_datasets.py new file mode 100644 index 0000000..0aa42ff --- /dev/null +++ b/roberta_no_year_from_scratch/01_create_datasets.py @@ -0,0 +1,17 @@ +from config import LABELS_DICT + +with open('../test-A/in.tsv','r') as f_in, open(f'./test-A_huggingface_format.csv', 'w') as f_hf: + f_hf.write('text\n') + for line_in in f_in: + _,_, text = line_in.split('\t') + f_hf.write(text) + + +for dataset in 'train', 'dev-0': + with open(f'../{dataset}/in.tsv') as f_in, open(f'../{dataset}/expected.tsv') as f_exp, open(f'./{dataset}_huggingface_format.csv','w') as f_hf: + f_hf.write('text\tlabel\n') + for line_in, line_exp in zip(f_in, f_exp): + label = LABELS_DICT[line_exp.rstrip('\n')] + _,_,text = line_in.rstrip('\n').split('\t') + f_hf.write(text +'\t'+ str(label) + '\n') + diff --git a/roberta_no_year_from_scratch/04_predict.py b/roberta_no_year_from_scratch/04_predict.py new file mode 100644 index 0000000..077c891 --- /dev/null +++ b/roberta_no_year_from_scratch/04_predict.py @@ -0,0 +1,24 @@ +import pickle +from config import LABELS_LIST, MODEL +from transformers import AutoTokenizer +from tqdm import tqdm + +device = 'cuda' +model_path= './roberta-ireland' + +from transformers import AutoModelForSequenceClassification + +model = AutoModelForSequenceClassification.from_pretrained(model_path).cuda() +tokenizer = AutoTokenizer.from_pretrained(MODEL) + +for dataset in ('dev-0', 'test-A'): + with open(f'../{dataset}/in.tsv') as f_in, open(f'../{dataset}/out.tsv','w') as f_out: + for line_in in tqdm(f_in, total=150_000): + _,_, text = line_in.split('\t') + text = text.rstrip('\n') + inputs = tokenizer(text, padding=True, truncation=True, return_tensors="pt").to(device) + outputs = model(**inputs) + probs = outputs[0].softmax(1) + prediction = LABELS_LIST[probs.argmax(1)] + f_out.write(prediction + '\n') + diff --git a/roberta_no_year_from_scratch/config.py b/roberta_no_year_from_scratch/config.py new file mode 100644 index 0000000..6992e1b --- /dev/null +++ b/roberta_no_year_from_scratch/config.py @@ -0,0 +1,8 @@ +LABELS_DICT = {'positive':0, + 'negative':1} + + +LABELS_LIST = ['positive', + 'negative'] + +MODEL = 'roberta-base' diff --git a/roberta_no_year_from_scratch/run.sh b/roberta_no_year_from_scratch/run.sh new file mode 100644 index 0000000..1faea74 --- /dev/null +++ b/roberta_no_year_from_scratch/run.sh @@ -0,0 +1,12 @@ +python run_glue.py --model_name_or_path roberta-base \ + --train_file ./train_huggingface_format.csv \ + --validation_file ./dev-0_huggingface_format.csv \ + --do_train \ + --max_seq_length 64 \ + --per_device_train_batch_size 32 \ + --learning_rate 2e-5 \ + --num_train_epochs 3 \ + --output_dir ./roberta-ireland \ + --save_steps=10000 \ + --eval_steps=10000 \ + --evaluation_strategy steps diff --git a/test-A/out.tsv b/test-A/out.tsv index ea391eb..78d2b06 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,9 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