From 488bcd58af51762e00d32fad672305d523e2df46 Mon Sep 17 00:00:00 2001 From: kubapok Date: Sun, 11 Jul 2021 22:37:19 +0200 Subject: [PATCH] huggingface herbert base --- dev-0/out.tsv | 21140 ++++++++++++++++---------------- herbert/01_create_datasets.py | 16 + herbert/02_load_dataset.py | 28 + herbert/03_train.py | 73 + 4 files changed, 10687 insertions(+), 10570 deletions(-) create mode 100644 herbert/01_create_datasets.py create mode 100644 herbert/02_load_dataset.py create mode 100644 herbert/03_train.py diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 851f769..0043ac7 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10570 +1,10570 @@ -0.0001387288943433843 -0.00015626310179318485 -0.0001521836657013109 -0.00014520137407243556 -0.0001924633263810617 -0.00017188663063763743 -0.00017562699959896118 -0.0001755683875458723 -0.00025248428023346916 -0.00017326796448982425 -0.00034284163585207215 -0.0004067613621255621 -0.00022289586979142476 -0.00018326383167547493 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b/herbert/01_create_datasets.py new file mode 100644 index 0000000..65561f2 --- /dev/null +++ b/herbert/01_create_datasets.py @@ -0,0 +1,16 @@ + +with open('../test-A/in.tsv','r') as f_in, open(f'../test-A/huggingface_format.tsv', 'w') as f_hf: + f_hf.write('text\n') + for line_in in f_in: + text = line_in.replace('\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.tsv','w') as f_hf: + f_hf.write('text\tlabel\n') + for line_in, line_exp in zip(f_in, f_exp): + label = line_exp.rstrip('\n') + text = line_in.replace('\t', ' ').rstrip('\n') + f_hf.write(text +'\t'+ str(label) + '\n') + diff --git a/herbert/02_load_dataset.py b/herbert/02_load_dataset.py new file mode 100644 index 0000000..e17e378 --- /dev/null +++ b/herbert/02_load_dataset.py @@ -0,0 +1,28 @@ +import pickle +from datasets import load_dataset +from transformers import AutoTokenizer +from config import MODEL, TOKENIZER + + +dataset = load_dataset('csv', sep='\t', data_files={'train': ['../train/huggingface_format.tsv'], 'test': ['../dev-0/huggingface_format.tsv']}) +test_dataset = load_dataset('csv', sep = '\t', data_files ='../test-A/huggingface_format.tsv') + +tokenizer = AutoTokenizer.from_pretrained(TOKENIZER) +def tokenize_function(examples): + return tokenizer(examples["text"], padding="max_length", truncation=True) + +tokenized_datasets = dataset.map(tokenize_function, batched=True) +test_tokenized_datasets = test_dataset.map(tokenize_function, batched=True) + +train_dataset = tokenized_datasets["train"].shuffle(seed=42) +eval_dataset = tokenized_datasets["test"] +test_dataset = test_tokenized_datasets["train"] + +with open('train_dataset.pickle','wb') as f_p: + pickle.dump(train_dataset, f_p) + +with open('eval_dataset.pickle','wb') as f_p: + pickle.dump(eval_dataset, f_p) + +with open('test_dataset.pickle','wb') as f_p: + pickle.dump(test_dataset, f_p) diff --git a/herbert/03_train.py b/herbert/03_train.py new file mode 100644 index 0000000..f9e08a5 --- /dev/null +++ b/herbert/03_train.py @@ -0,0 +1,73 @@ +import pickle +from config import MODEL +from scipy.special import softmax + +with open('train_dataset.pickle','rb') as f_p: + train_dataset = pickle.load(f_p) + +with open('eval_dataset.pickle','rb') as f_p: + eval_dataset = pickle.load(f_p) + +with open('test_dataset.pickle','rb') as f_p: + test_dataset = pickle.load(f_p) + + +from transformers import AutoModelForSequenceClassification + +model = AutoModelForSequenceClassification.from_pretrained(MODEL, num_labels=2) + +from transformers import TrainingArguments + + +training_args = TrainingArguments("test_trainer", + per_device_train_batch_size=4, + per_device_eval_batch_size=4, + evaluation_strategy='steps', + eval_steps=2_000, + gradient_accumulation_steps=10, + learning_rate=2e-6, + warmup_steps=4_000, + num_train_epochs=10, + load_best_model_at_end=True) + + + + +import numpy as np +from datasets import load_metric + +metric = load_metric("f1") + +def compute_metrics(eval_pred): + logits, labels = eval_pred + predictions = np.argmax(logits, axis=-1) + return metric.compute(predictions=predictions, references=labels) + + +from transformers import Trainer + +trainer = Trainer( + model=model, + args=training_args, + train_dataset=train_dataset, + eval_dataset=eval_dataset, + compute_metrics=compute_metrics, + ) + +trainer.train() +trainer.save_model('./roberta_retrained') +trainer.evaluate() + + +eval_predictions = trainer.predict(eval_dataset).predictions + +with open('../dev-0/out.tsv', 'w') as f_out: + for pred in eval_predictions: + pred = softmax(pred)[1] + f_out.write(str(pred) + '\n') + +test_predictions = trainer.predict(test_dataset).predictions +with open('../test-A/out.tsv', 'w') as f_out: + for pred in test_predictions: + pred = softmax(pred)[1] + f_out.write(str(pred) + '\n')