From e5f134bba443d87482f48610b8c1d593a6e99d02 Mon Sep 17 00:00:00 2001 From: Jakub Pokrywka Date: Sat, 25 Sep 2021 16:38:33 +0200 Subject: [PATCH] roberta no year from scratch --- dev-0/out.tsv | 52470 ++++++++-------- .../01_create_datasets.py | 17 + .../02_load_dataset.py | 32 + roberta_no_year_from_scratch/03_train.py | 78 + roberta_no_year_from_scratch/04_predict.py | 24 + roberta_no_year_from_scratch/config.py | 18 + roberta_no_year_from_scratch/logs | 0 test-A/out.tsv | 50216 +++++++-------- 8 files changed, 51512 insertions(+), 51343 deletions(-) create mode 100644 roberta_no_year_from_scratch/01_create_datasets.py create mode 100644 roberta_no_year_from_scratch/02_load_dataset.py create mode 100644 roberta_no_year_from_scratch/03_train.py create mode 100644 roberta_no_year_from_scratch/04_predict.py create mode 100644 roberta_no_year_from_scratch/config.py create mode 100644 roberta_no_year_from_scratch/logs diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 0cfc7b3..7527f7f 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-148751,17 +148751,17 @@ news sport news news +business news news news news -news -news +business opinion -lifestyle -sport -sport +news culture +sport +opinion news news opinion @@ -148772,13 +148772,13 @@ news sport opinion news -news +business business news news news news -culture +news sport news sport @@ -148788,13 +148788,13 @@ news sport news sport -lifestyle -news +business +business news opinion news opinion -news +business news news news @@ -148802,13 +148802,13 @@ news news sport news -culture -news +opinion +business business news news news -news +sport opinion sport news @@ -148816,26 +148816,26 @@ news opinion news news -lifestyle +sport news +business news news +opinion news opinion news -culture -business news news business -business opinion news +lifestyle news business culture news -opinion +news news news news @@ -148851,9 +148851,9 @@ news sport business news -sport news news +business news sport sport @@ -148862,8 +148862,8 @@ news news news sport -opinion news +business news news news @@ -148871,10 +148871,10 @@ sport business business opinion -opinion +news news sport -sport +news lifestyle news news @@ -148882,23 +148882,23 @@ news news opinion sport -news +business news sport culture news sport -lifestyle +sport +news news news -business news news news opinion business sport -business +opinion business news news @@ -148924,48 +148924,48 @@ news news business culture -culture -business news +business +sport +business news -opinion business sport news -culture -lifestyle +news +news business sport news sport sport business -business -sport news -opinion sport news -culture news +sport +business +culture +sport business sport sport news news news -business -news news news +opinion +business news sport culture -news +culture lifestyle business sport -sport +news news news news @@ -148973,14 +148973,14 @@ business lifestyle lifestyle news -business news news +sport news news sport news -culture +news business opinion news @@ -148988,10 +148988,10 @@ lifestyle culture business news -culture news +opinion lifestyle -news +culture news business sport @@ -149006,7 +149006,7 @@ sport news news news -business +news news news news @@ -149015,20 +149015,20 @@ news news business sport -news +sport news news news news business -lifestyle -news -news +opinion news +lifestyle news news -culture news +opinion +sport lifestyle news news @@ -149041,11 +149041,11 @@ news sport opinion sport +sport news news news -business -news +culture news news news @@ -149067,8 +149067,7 @@ news news opinion business -lifestyle -business +news business business business @@ -149078,15 +149077,16 @@ news news news news +sport business news business sport news sport -sport news -opinion +news +news news culture sport @@ -149103,20 +149103,20 @@ opinion sport news news -opinion +news news news business +sport opinion -opinion -news news business news news +news business -culture -opinion +news +sport sport news news @@ -149124,8 +149124,8 @@ lifestyle news business sport -news -news +culture +culture business news news diff --git 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..c9d3e18 --- /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.tsv', '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.tsv','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/02_load_dataset.py b/roberta_no_year_from_scratch/02_load_dataset.py new file mode 100644 index 0000000..7efff36 --- /dev/null +++ b/roberta_no_year_from_scratch/02_load_dataset.py @@ -0,0 +1,32 @@ +import pickle +from datasets import load_dataset +from transformers import AutoTokenizer, RobertaTokenizer +from config import MODEL + +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 = RobertaTokenizer.from_pretrained(MODEL) + +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_full = tokenized_datasets["test"] +eval_dataset_small = tokenized_datasets["test"].select(range(2000)) +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_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.pickle','wb') as f_p: + pickle.dump(test_dataset, f_p) diff --git a/roberta_no_year_from_scratch/03_train.py b/roberta_no_year_from_scratch/03_train.py new file mode 100644 index 0000000..7975e9f --- /dev/null +++ b/roberta_no_year_from_scratch/03_train.py @@ -0,0 +1,78 @@ +import pickle +from config import LABELS_LIST, MODEL + +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.pickle','rb') as f_p: + test_dataset = pickle.load(f_p) + + +from transformers import RobertaTokenizer, RobertaForSequenceClassification, RobertaConfig + +#model = RobertaForSequenceClassification(RobertaConfig(num_labels=7)) +model = RobertaForSequenceClassification.from_pretrained('roberta-base',num_labels=7) +model = RobertaForSequenceClassification(model.config) + +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, + #save_steps=2_000, + eval_steps=20_000, + save_steps=20_000, + num_train_epochs=20, + gradient_accumulation_steps=2, + learning_rate = 1e-6, + #warmup_steps=4_000, + warmup_steps=4, + load_best_model_at_end=True, + ) + +import numpy as np +from datasets import load_metric + +metric = load_metric("accuracy") + +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_small, + compute_metrics=compute_metrics, + ) + +trainer.train(resume_from_checkpoint=True) +#trainer.train() +trainer.save_model("./roberta-retrained") +trainer.evaluate() + + +eval_predictions = trainer.predict(eval_dataset_full).predictions.argmax(1) + +with open('../dev-0/out.tsv', 'w') as f_out: + for pred in eval_predictions: + f_out.write(LABELS_LIST[pred] + '\n') + +test_predictions = trainer.predict(test_dataset).predictions.argmax(1) +with open('../test-A/out.tsv', 'w') as f_out: + for pred in test_predictions: + f_out.write(LABELS_LIST[pred] + '\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..e92437b --- /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 = 'cpu' + + +from transformers import AutoModelForSequenceClassification + +model = AutoModelForSequenceClassification.from_pretrained('test_trainer/checkpoint-620000/') +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..4b62f72 --- /dev/null +++ b/roberta_no_year_from_scratch/config.py @@ -0,0 +1,18 @@ +LABELS_DICT = {'news':0, + 'sport':1, + 'business':2, + 'opinion':3, + 'culture':4, + 'lifestyle':5, + 'removed':6} + + +LABELS_LIST = ['news', + 'sport', + 'business', + 'opinion', + 'culture', + 'lifestyle', + 'removed'] + +MODEL = 'roberta-base' diff --git a/roberta_no_year_from_scratch/logs b/roberta_no_year_from_scratch/logs new file mode 100644 index 0000000..e69de29 diff --git a/test-A/out.tsv b/test-A/out.tsv index eda3807..0d9af03 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,12 +1,12 @@ sport +lifestyle news news news -sport -news news sport -business +sport +sport news business opinion @@ -17,46 +17,46 @@ sport lifestyle sport news -sport news news business business +lifestyle news sport -business +news news business -opinion +news news news sport opinion -lifestyle +news news sport news news news news -opinion +news sport sport news -culture +news business sport news sport -culture news news -sport news +sport news news news news +business news sport news @@ -70,10 +70,10 @@ opinion opinion sport news -business +news sport opinion -opinion +culture news business culture @@ -81,22 +81,22 @@ business news news news -culture -sport +opinion news news -sport news +sport news news news news news news -sport +business news news opinion +opinion news news news @@ -105,7 +105,7 @@ news news news news -news +opinion news news sport @@ -113,7 +113,7 @@ news news news news -opinion +news opinion culture sport @@ -122,21 +122,21 @@ sport news news news +business news -sport news sport news news -business -news news business +sport news news news news -business +news +sport sport news news @@ -145,7 +145,7 @@ news news sport sport -business +opinion news culture opinion @@ -156,13 +156,13 @@ news sport news opinion -news +business business news news news culture -news +business news sport news @@ -170,10 +170,10 @@ news business news news -news +business news business -sport +lifestyle news sport business @@ -182,27 +182,27 @@ news sport news business -sport lifestyle -business +lifestyle news -sport -business news news news news news +lifestyle +news +news +sport +opinion sport news sport news news +sport news news -sport -opinion -opinion news news news @@ -210,7 +210,7 @@ business business sport news -news +sport news news business @@ -230,13 +230,13 @@ business news news news -news -culture +business +lifestyle news news sport -news -news +culture +business news business business @@ -245,7 +245,7 @@ news opinion culture sport -news +sport news sport news @@ -254,30 +254,30 @@ business culture sport opinion -culture +news sport sport news sport news -sport news +business sport opinion news business -news +sport news news sport -opinion -culture news news news news news -business +news +news +news news news business @@ -287,19 +287,19 @@ sport business news news -news +sport news sport news business news -business +news news opinion sport news news -opinion +business news news news @@ -328,15 +328,15 @@ business news business news -opinion news news news news +sport +opinion opinion -business sport -news +sport news sport news @@ -346,11 +346,11 @@ news business sport news -news +lifestyle news news sport -opinion +news news business news @@ -359,12 +359,12 @@ news news news news -business +news news sport sport -news -news +business +business opinion news news @@ -378,7 +378,7 @@ news sport news business -business +news news news sport @@ -392,7 +392,7 @@ news business news culture -news +business sport sport news @@ -400,19 +400,19 @@ sport culture opinion culture -culture -news opinion +news +lifestyle business news business -sport news -sport -opinion news sport news +news +sport +lifestyle opinion opinion sport @@ -430,55 +430,55 @@ news news news news -lifestyle -news -opinion +business news +culture news news +culture business news -news +opinion business opinion news opinion news -opinion +news news business business -sport +news culture news +opinion news news -sport opinion business -news -news business news -culture business -sport news news +business +sport news +sport +sport news +business +business news news -culture news -culture news news news -business +sport news opinion -news +sport lifestyle news news @@ -491,10 +491,10 @@ sport news business news -business +news news business -opinion +culture news news news @@ -503,35 +503,35 @@ news news news news -opinion +culture opinion sport sport opinion -culture +news news business sport -opinion -culture +news +sport news news business news news business -business +lifestyle +news news news news -business sport news sport sport -business news -culture +news +news business business sport @@ -546,12 +546,12 @@ sport sport news opinion -news +sport sport business news news -culture +lifestyle news news news @@ -559,25 +559,25 @@ news news sport opinion -opinion 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news news news news -opinion news business business -news -culture -news +lifestyle +sport +business news sport news @@ -728,13 +728,13 @@ sport news business news -culture +news sport news opinion +business news -news -news +business news sport news @@ -745,31 +745,31 @@ sport opinion news news -opinion -news news news +business +sport news sport business news sport -business +sport news sport business -opinion news -business news +sport news news -sport news sport -news +sport +sport business business +lifestyle sport news news @@ -783,7 +783,7 @@ news news business sport -news +lifestyle sport news sport @@ -794,24 +794,24 @@ news culture news news -news +opinion sport news sport business -sport +business news sport sport sport news -news +culture business business news business -opinion -opinion +sport +culture business news news @@ -824,15 +824,15 @@ news news business news -sport -business +opinion +news news sport opinion news business sport -opinion +culture sport sport business @@ -853,10 +853,10 @@ news business sport news -opinion news news sport +sport news lifestyle news @@ -864,7 +864,7 @@ sport lifestyle sport news -sport +news news opinion sport @@ -878,14 +878,14 @@ news sport sport news -business +news business culture -news -news +sport +opinion news business -news +business news news news @@ -899,12 +899,12 @@ sport news news news -news +sport sport business news business -sport +news sport sport news @@ -914,7 +914,7 @@ news news news opinion -news +business news news business @@ -925,16 +925,16 @@ news news news business -business news news news news news -business news news -business +news +news +news sport sport news @@ -942,17 +942,17 @@ news sport culture culture -sport -news +business news news news +business sport news business news news -news +business opinion news news @@ -961,15 +961,15 @@ news sport sport news +lifestyle news -news -news +business opinion news news business sport -news +lifestyle news sport news @@ -983,17 +983,17 @@ news business business culture -business -culture +news +lifestyle business business -opinion -culture +news +sport lifestyle sport +sport news news -opinion news opinion sport @@ -1002,7 +1002,7 @@ news news opinion news -business +news news sport news @@ -1023,13 +1023,13 @@ news news news sport -opinion +news sport business news news culture -news +lifestyle news news sport @@ -1039,37 +1039,37 @@ news lifestyle sport news -opinion +news sport sport sport news -news -news +opinion +opinion culture news -business +news business news news news news sport -lifestyle -sport news sport news +sport news news news news +business news news opinion news -sport news +opinion news news sport @@ -1079,26 +1079,26 @@ business news news news -business +news sport culture business business news news -sport +news opinion sport news sport news -news opinion -news opinion +news +news business -culture -sport +lifestyle +news news sport sport @@ -1107,41 +1107,41 @@ business news news sport +culture news opinion opinion -opinion sport business news news news news -business -news +lifestyle news news news -business news news +business culture +opinion news -culture +opinion news business news news news -culture -news business news news +news +news opinion news sport -opinion +news business news sport @@ -1158,14 +1158,14 @@ news sport news opinion +lifestyle news news news news -opinion sport +lifestyle news -opinion news sport news @@ -1174,12 +1174,12 @@ opinion sport news business -culture +news business +sport news news news -lifestyle business sport news @@ -1189,14 +1189,14 @@ sport sport news opinion -news +business +sport sport -culture news sport business news -news +opinion sport sport business @@ -1204,8 +1204,8 @@ sport news news news -opinion -opinion +news +news business news sport @@ -1213,7 +1213,7 @@ opinion news sport news -sport +business news news news @@ -1228,106 +1228,106 @@ business news news opinion +opinion +news news -business news news news -sport business sport news -sport +business news news sport sport -opinion -sport -opinion +lifestyle +lifestyle +news news business +business news news -business sport -culture news news news -culture news -sport news news +sport +business news news news news -business +sport news -opinion +news +culture business news sport news sport -business news news -sport -sport news +opinion +sport business +news sport -culture +opinion news news news news opinion -business sport news +news sport -business +opinion news business sport news business business -opinion -opinion +news +culture sport sport sport -culture news news -opinion +news +news sport news business -opinion +news culture news news news business business -lifestyle +business sport opinion news -business +news culture +sport news -business news news business -news +opinion sport news news @@ -1335,11 +1335,11 @@ news sport opinion news -news +business news business business -opinion +culture opinion sport sport @@ -1357,7 +1357,7 @@ sport news sport news -news +business news news news @@ -1366,23 +1366,23 @@ news sport news lifestyle -business news +business opinion sport business news news -lifestyle +news news business sport news news sport -business -sport +lifestyle sport +news business news sport @@ -1397,12 +1397,12 @@ news news news business -business +news business news business sport -opinion +news sport news news @@ -1415,7 +1415,7 @@ news news news news -news +business sport business news @@ -1424,7 +1424,7 @@ sport sport news sport -sport +business lifestyle news news @@ -1444,12 +1444,13 @@ sport news opinion news -opinion -sport +news +news opinion news news -culture +news +lifestyle news news news @@ -1457,26 +1458,25 @@ news news news news -business business opinion -business +news news opinion sport news -news +opinion sport -culture +news business business news news -culture +sport lifestyle news news -news +lifestyle business news news @@ -1484,10 +1484,10 @@ business news business business -culture +opinion news +sport news -culture opinion news sport @@ -1498,14 +1498,14 @@ news news culture news -sport +lifestyle sport sport business news news business -business +news sport news news @@ -1519,74 +1519,74 @@ news sport news news +lifestyle news opinion -opinion news culture -news +sport news culture -business news -opinion +news +news sport business news sport -business news +business culture news sport news sport news -news +business news news sport -sport +news culture opinion business -news -sport +culture sport +news business news -sport +business news news culture sport -opinion +news news opinion news news lifestyle -news +business news culture business news news -news +lifestyle business news -sport -opinion +lifestyle news +lifestyle news news -opinion +news +business news news news news news -business news sport news @@ -1598,13 +1598,13 @@ culture business business sport -sport news -business +news news news business -sport +news +news news sport news @@ -1615,47 +1615,47 @@ lifestyle news news sport -business -culture +news +news business news culture sport -business news -sport news sport news sport news +sport +opinion news -news +sport news news sport news sport sport -business news news -business -culture news +business sport +news sport -lifestyle news +business news -culture news news -business news news +business +news news news +lifestyle news news sport @@ -1664,7 +1664,7 @@ business sport news news -news +sport news opinion news @@ -1672,7 +1672,7 @@ news news news business -news +lifestyle news news sport @@ -1684,18 +1684,18 @@ lifestyle business opinion business -culture news +news +lifestyle sport news news sport -sport business news news news -opinion +news business opinion news @@ -1705,46 +1705,46 @@ culture news news news -news opinion -news +opinion sport news news +news sport opinion business sport business news -sport -news news +business news +lifestyle news news culture -opinion +news news business news sport news -sport +news news news culture -opinion +news sport sport news -news +opinion sport news news news -news -news +lifestyle +culture sport news business @@ -1759,29 +1759,29 @@ news news business sport +opinion news -business sport news news -sport news -culture -culture news -culture +news +news +news +news business news +culture news -sport news -lifestyle -sport +business news -sport news sport news +news +news business opinion news @@ -1791,14 +1791,14 @@ sport sport business business -news +opinion sport business news sport -business +lifestyle +news news -business news business news @@ -1807,15 +1807,15 @@ culture news sport sport -opinion +sport +news news news -opinion sport business news news -opinion +sport business sport sport @@ -1823,23 +1823,23 @@ news business sport business -culture +opinion +news news -business opinion opinion news opinion sport opinion +business news -news -sport culture -opinion -news culture +opinion news +sport +lifestyle news news news @@ -1849,10 +1849,10 @@ sport business business opinion -business -opinion news -sport +news +news +business news news sport @@ -1868,17 +1868,17 @@ sport news news sport -news -sport business sport +business +news sport business news news business news -culture +news opinion news news @@ -1895,7 +1895,7 @@ business culture culture news -culture +lifestyle news news news @@ -1904,13 +1904,13 @@ culture news news opinion -business -news news sport news sport -lifestyle +news +news +news business business news @@ -1922,7 +1922,7 @@ news business sport news -news +opinion sport business news @@ -1934,7 +1934,7 @@ news business business news -opinion +news news news news @@ -1944,10 +1944,6 @@ news sport sport opinion -business -news -business -business news news news @@ -1958,6 +1954,10 @@ news news news culture +business +news +news +lifestyle news news sport @@ -1975,7 +1975,7 @@ news news news news -news +business sport news opinion @@ -1984,14 +1984,14 @@ news business news business 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