From 9fb4ae5c34dad784dc691c5d03e04e045ef2d28e Mon Sep 17 00:00:00 2001 From: kubapok Date: Mon, 13 Dec 2021 12:56:26 +0100 Subject: [PATCH] hf roberta base epoch1 --- dev-0/out.tsv | 10519 ++++++++++++++++ hf_roberta_base/01_create_datasets.py | 13 + hf_roberta_base/02_load_dataset.py | 53 + .../03_train_pytorch_regression.py | 98 + hf_roberta_base/04_predict.py | 57 + hf_roberta_base/04_predict_from_file.py | 53 + test-A/out.tsv | 8498 +++++++++++++ 7 files changed, 19291 insertions(+) create mode 100644 dev-0/out.tsv create mode 100644 hf_roberta_base/01_create_datasets.py create mode 100644 hf_roberta_base/02_load_dataset.py create mode 100644 hf_roberta_base/03_train_pytorch_regression.py create mode 100644 hf_roberta_base/04_predict.py create mode 100644 hf_roberta_base/04_predict_from_file.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..669cfff --- /dev/null +++ b/dev-0/out.tsv @@ -0,0 +1,10519 @@ 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+1860.3937038672818 +1897.2011362999792 +1837.6508562064855 +1900.8770569183762 +1877.8292170867235 +1859.3451147441701 diff --git a/hf_roberta_base/01_create_datasets.py b/hf_roberta_base/01_create_datasets.py new file mode 100644 index 0000000..2288a27 --- /dev/null +++ b/hf_roberta_base/01_create_datasets.py @@ -0,0 +1,13 @@ +import datetime + +for split in 'train', 'dev-0': + with open(f'../{split}/in.tsv') as f_in, open(f'../{split}/expected.tsv') as f_exp, open(f'./{split}_huggingface_format.csv', 'w') as f_hf: + f_hf.write('year\ttext\n') + for line_in,line_exp in zip(f_in,f_exp): + f_hf.write(line_exp.rstrip() + '\t' + line_in.split('\t')[1]) + +for split in ('test-A',): + with open(f'../{split}/in.tsv') as f_in, open(f'./{split}_huggingface_format.csv', 'w') as f_hf: + f_hf.write('year\ttext\n') + for line_in in f_in: + f_hf.write('0.0' + '\t' + line_in.split('\t')[1]) diff --git a/hf_roberta_base/02_load_dataset.py b/hf_roberta_base/02_load_dataset.py new file mode 100644 index 0000000..6fc1981 --- /dev/null +++ b/hf_roberta_base/02_load_dataset.py @@ -0,0 +1,53 @@ +import pickle +from datasets import load_dataset +from transformers import AutoTokenizer +from tqdm import tqdm +from sklearn.preprocessing import MinMaxScaler +import numpy as np + +dataset = load_dataset('csv', sep='\t', data_files={'train': ['./train_huggingface_format.csv'], 'test': ['./dev-0_huggingface_format.csv']}) +test_dataset_A = load_dataset('csv', sep='\t', data_files='test-A_huggingface_format.csv') + +tokenizer = AutoTokenizer.from_pretrained('roberta-base') + +def tokenize_function(examples): + t = tokenizer(examples["text"], padding="max_length", truncation=True, max_length=512) + return t + +test_tokenized_datasets_A = test_dataset_A.map(tokenize_function, batched=True) +tokenized_datasets = dataset.map(tokenize_function, batched=True) + +#train_dataset = tokenized_datasets["train"].shuffle(seed=42) +eval_dataset_full = tokenized_datasets["test"] +#eval_dataset_small = tokenized_datasets["test"].select(range(2000)) +#test_dataset_A = test_tokenized_datasets_A["train"] +# +# +#scalers = dict() +#scalers['year'] = MinMaxScaler().fit(np.array(train_dataset['year']).reshape(-1,1)) +# +#def add_scaled(example): +# for factor in ('year',): +# example[factor + '_scaled'] = scalers[factor].transform(np.array(example[factor]).reshape(-1,1)).reshape(1,-1)[0].item() +# return example +# +#train_dataset = train_dataset.map(add_scaled) +#eval_dataset_full = eval_dataset_full.map(add_scaled) +#eval_dataset_small = eval_dataset_small.map(add_scaled) +##test_dataset_A = test_dataset_A.map(add_scaled) +# +# +#with open('train_dataset.pickle','wb') as f_p: +# pickle.dump(train_dataset, f_p) +# +#with open('eval_dataset_small.pickle','wb') as f_p: +# pickle.dump(eval_dataset_small, f_p) +# +#with open('eval_dataset_full.pickle','wb') as f_p: +# pickle.dump(eval_dataset_full, f_p) +# +#with open('test_dataset_A.pickle','wb') as f_p: +# pickle.dump(test_dataset_A, f_p) +# +#with open('scalers.pickle','wb') as f_p: +# pickle.dump(scalers, f_p) diff --git a/hf_roberta_base/03_train_pytorch_regression.py b/hf_roberta_base/03_train_pytorch_regression.py new file mode 100644 index 0000000..ca760eb --- /dev/null +++ b/hf_roberta_base/03_train_pytorch_regression.py @@ -0,0 +1,98 @@ +import pickle +from datasets import load_dataset +from transformers import AutoTokenizer, RobertaModel, RobertaTokenizer +from torch.utils.data import DataLoader +from transformers import AutoModelForSequenceClassification +from transformers import AdamW +from transformers import get_scheduler +import torch +from tqdm.auto import tqdm + +BATCH_SIZE = 4 + + +with open('train_dataset.pickle','rb') as f_p: + train_dataset = pickle.load(f_p) + +with open('eval_dataset_small.pickle','rb') as f_p: + eval_dataset_small = pickle.load(f_p) + +with open('eval_dataset_full.pickle','rb') as f_p: + eval_dataset_full = pickle.load(f_p) + + +train_dataloader = DataLoader(train_dataset, shuffle=True, batch_size=BATCH_SIZE) +eval_dataloader = DataLoader(eval_dataset_small, batch_size=BATCH_SIZE) + + +model = AutoModelForSequenceClassification.from_pretrained('roberta-base', num_labels=1) +optimizer = AdamW(model.parameters(), lr=1e-6) + + +num_epochs = 1 +num_training_steps = num_epochs * len(train_dataloader) +lr_scheduler = get_scheduler( + "linear", + optimizer=optimizer, + num_warmup_steps=0, + num_training_steps=num_training_steps +) + + +device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu") +model.to(device) + + +progress_bar = tqdm(range(num_training_steps)) +model.train() + +model.train() +model.to(device) + +def transform_batch(batch): + batch['input_ids'] = torch.stack(batch['input_ids']).permute(1,0).to(device) + batch['attention_mask'] = torch.stack(batch['attention_mask']).permute(1,0).to(device) + batch['labels'] = batch['year_scaled'].to(device).float() + + batch['labels'].to(device) + batch['input_ids'].to(device) + batch['attention_mask'].to(device) + + for c in set(batch.keys()) - {'input_ids', 'attention_mask', 'labels'}: + del batch[c] + return batch + + +def eval(): + model.eval() + eval_loss = 0.0 + for i, batch in enumerate(eval_dataloader): + batch = transform_batch(batch) + outputs = model(**batch) + loss = outputs.loss + eval_loss += loss.item() + print(f'eval loss: {eval_loss / i }') + model.train() + + +for epoch in range(num_epochs): + train_loss = 0.0 + for i, batch in enumerate(train_dataloader): + batch = transform_batch(batch) + outputs = model(**batch) + loss = outputs.loss + loss.backward() + + optimizer.step() + lr_scheduler.step() + optimizer.zero_grad() + progress_bar.update(1) + + train_loss += loss.item() + #import pdb; pdb.set_trace() + if i % 5000 == 0 and i > 1 : + print(f'train loss: {train_loss / 5000 }', end = '\t\t') + train_loss = 0.0 + eval() + +model.save_pretrained('roberta_year_prediction') diff --git a/hf_roberta_base/04_predict.py b/hf_roberta_base/04_predict.py new file mode 100644 index 0000000..8275535 --- /dev/null +++ b/hf_roberta_base/04_predict.py @@ -0,0 +1,57 @@ +import pickle +import torch +from transformers import AutoModelForSequenceClassification +from torch.utils.data import DataLoader +from tqdm.auto import tqdm + +#with open('train_dataset.pickle','rb') as f_p: +# train_dataset = pickle.load(f_p) +# +#with open('eval_dataset_small.pickle','rb') as f_p: +# eval_dataset_small = pickle.load(f_p) +# +#with open('eval_dataset_full.pickle','rb') as f_p: +# eval_dataset_full = pickle.load(f_p) +# +#with open('test_dataset_A.pickle','rb') as f_p: +# test_dataset_A = pickle.load(f_p) + +with open('eval_dataset_full.pickle','rb') as f_p: + eval_dataset_full = pickle.load(f_p) + +device = 'cuda' +model = AutoModelForSequenceClassification.from_pretrained('./roberta_year_prediction') +model.eval() +model.to(device) + +with open('scalers.pickle', 'rb') as f_scaler: + scalers = pickle.load(f_scaler) + +def predict(dataset, out_f): + eval_dataloader = DataLoader(dataset, batch_size=1) + outputs = [] + + progress_bar = tqdm(range(len(eval_dataloader))) + + for batch in eval_dataloader: + batch['input_ids'] = torch.stack(batch['input_ids']).permute(1,0).to(device) + batch['attention_mask'] = torch.stack(batch['attention_mask']).permute(1,0).to(device) + batch['labels'] = batch['year_scaled'].to(device).float() + + batch['labels'].to(device) + batch['input_ids'].to(device) + batch['attention_mask'].to(device) + + for c in set(batch.keys()) - {'input_ids', 'attention_mask', 'labels'}: + del batch[c] + outputs.extend(model(**batch).logits.tolist()) + progress_bar.update(1) + outputs_transformed = scalers['year'].inverse_transform(outputs) + + with open(out_f,'w') as f_out: + + for o in outputs_transformed: + f_out.write(str(o[0]) + '\n') + +predict(eval_dataset_full, '../dev-0/out.tsv') +predict(eval_dataset_full, '../test-A/out.tsv') diff --git a/hf_roberta_base/04_predict_from_file.py b/hf_roberta_base/04_predict_from_file.py new file mode 100644 index 0000000..c02d895 --- /dev/null +++ b/hf_roberta_base/04_predict_from_file.py @@ -0,0 +1,53 @@ +import pickle +import torch +from transformers import AutoModelForSequenceClassification, AutoTokenizer +from torch.utils.data import DataLoader +from tqdm.auto import tqdm + +#with open('train_dataset.pickle','rb') as f_p: +# train_dataset = pickle.load(f_p) +# +#with open('eval_dataset_small.pickle','rb') as f_p: +# eval_dataset_small = pickle.load(f_p) +# +#with open('eval_dataset_full.pickle','rb') as f_p: +# eval_dataset_full = pickle.load(f_p) +# +#with open('test_dataset_A.pickle','rb') as f_p: +# test_dataset_A = pickle.load(f_p) + +with open('dev-0_huggingface_format.csv','r') as f_p: + eval_dataset_full = f_p.readlines() + +with open('test-A_huggingface_format.csv','r') as f_p: + test_dataset = f_p.readlines() + +device = 'cuda' +model = AutoModelForSequenceClassification.from_pretrained('./roberta_year_prediction') +tokenizer = AutoTokenizer.from_pretrained('roberta-base') +model.eval() +model.to(device) + +with open('scalers.pickle', 'rb') as f_scaler: + scalers = pickle.load(f_scaler) + +tokenizer = AutoTokenizer.from_pretrained('roberta-base') +def predict(dataset, out_f): + outputs = [] + + for sample in tqdm(dataset[1:]): + y, t = sample.split('\t') + t = t.rstrip() + + t = tokenizer(t, padding="max_length", truncation=True, max_length=512, return_tensors='pt').to('cuda') + + outputs.extend(model(**t).logits.tolist()) + outputs_transformed = scalers['year'].inverse_transform(outputs) + + with open(out_f,'w') as f_out: + + for o in outputs_transformed: + f_out.write(str(o[0]) + '\n') + +predict(eval_dataset_full, '../dev-0/out.tsv') +predict(test_dataset, '../test-A/out.tsv') diff --git a/test-A/out.tsv b/test-A/out.tsv new file mode 100644 index 0000000..84d0f37 --- /dev/null +++ b/test-A/out.tsv @@ -0,0 +1,8498 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