From dc6eb48ec2592d9110af0b288d52c9f24f66f667 Mon Sep 17 00:00:00 2001 From: Jakub Pokrywka Date: Tue, 14 Dec 2021 12:30:15 +0100 Subject: [PATCH] hf roberta base epoch1 (fix) --- dev-0/out.tsv | 21032 ++++++++-------- hf_roberta_base/02_load_dataset.py | 36 +- .../03_train_pytorch_regression.py | 21 +- hf_roberta_base/04_predict.py | 4 +- test-A/out.tsv | 16992 ++++++------- 5 files changed, 19048 insertions(+), 19037 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 669cfff..8502234 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -1870.2406256711351 -1885.7327912771245 -1855.8093437981638 -1876.1960715590797 -1847.4591476750406 -1922.4781931599232 -1917.7365489159251 -1892.8753971984647 -1865.646082586429 -1905.4790596540367 -1837.4238696845948 -1837.3185933870518 -1846.0506254597592 -1906.5599591303885 -1845.020433848822 -1845.8588749346372 -1867.047870394599 -1845.6530980949237 -1858.8452243912416 -1879.6216449100384 -1894.7669614148174 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-from datasets import load_dataset +from datasets import load_dataset, 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') - +#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) -test_tokenized_datasets_A = test_dataset_A.map(tokenize_function, batched=True) -tokenized_datasets = dataset.map(tokenize_function, batched=True) +def get_dataset_dict(dataset): + with open(dataset) as f_in: + next(f_in) + d = dict() + d['year'] = list() + d['text'] = list() + for l in f_in: + y,t = l.rstrip().split('\t') + d['year'].append(y) + d['text'].append(t) + return d -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"] +train_dataset = Dataset.from_dict(get_dataset_dict('train_huggingface_format.csv')).map(tokenize_function, batched=True).shuffle(seed=42) +eval_dataset_full = Dataset.from_dict(get_dataset_dict('dev-0_huggingface_format.csv')).map(tokenize_function, batched=True).shuffle(seed=42) +eval_dataset_small = eval_dataset_full.select(range(2000)) +test_dataset_A = Dataset.from_dict(get_dataset_dict('test-A_huggingface_format.csv')).map(tokenize_function, batched=True).shuffle(seed=42) scalers = dict() @@ -34,7 +46,7 @@ def add_scaled(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) +test_dataset_A = test_dataset_A.map(add_scaled) with open('train_dataset.pickle','wb') as f_p: diff --git a/hf_roberta_base/03_train_pytorch_regression.py b/hf_roberta_base/03_train_pytorch_regression.py index 8737f45..1c39f50 100644 --- a/hf_roberta_base/03_train_pytorch_regression.py +++ b/hf_roberta_base/03_train_pytorch_regression.py @@ -10,7 +10,6 @@ from tqdm.auto import tqdm BATCH_SIZE = 4 - with open('train_dataset.pickle','rb') as f_p: train_dataset = pickle.load(f_p) @@ -29,14 +28,14 @@ model = AutoModelForSequenceClassification.from_pretrained('roberta-base', num_l optimizer = AdamW(model.parameters(), lr=1e-6) -num_epochs = 3 +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 -) +#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") @@ -71,7 +70,7 @@ def eval(): outputs = model(**batch) loss = outputs.loss eval_loss += loss.item() - print(f'eval loss: {eval_loss / i }') + print(f'epoch {epoch} eval loss: {eval_loss / i }') model.train() @@ -84,14 +83,14 @@ for epoch in range(num_epochs): loss.backward() optimizer.step() - lr_scheduler.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') + print(f' epoch {epoch} train loss: {train_loss / 5000 }', end = '\t\t') train_loss = 0.0 eval() diff --git a/hf_roberta_base/04_predict.py b/hf_roberta_base/04_predict.py index 8275535..c39ed6d 100644 --- a/hf_roberta_base/04_predict.py +++ b/hf_roberta_base/04_predict.py @@ -20,7 +20,7 @@ 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 = AutoModelForSequenceClassification.from_pretrained('./roberta_year_prediction/epoch_0') model.eval() model.to(device) @@ -46,7 +46,7 @@ def predict(dataset, out_f): del batch[c] outputs.extend(model(**batch).logits.tolist()) progress_bar.update(1) - outputs_transformed = scalers['year'].inverse_transform(outputs) + outputs_transformed = scalers['year'].inverse_transform(outputs) with open(out_f,'w') as f_out: diff --git a/test-A/out.tsv b/test-A/out.tsv index 84d0f37..f591530 100644 --- 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