From e151a46dfef8aaa78ddeb40fef38ca703801a02f Mon Sep 17 00:00:00 2001 From: kubapok Date: Thu, 23 Dec 2021 13:09:27 +0100 Subject: [PATCH] hf_roberta_base_as_in_ireland --- dev-0/out.tsv | 21038 ++++++++-------- .../01_create_datasets.py | 62 + .../02_load_dataset.py | 74 + .../03_train_pytorch_regression.py | 141 + hf_roberta_base_as_in_ireland/04_predict.py | 54 + .../04_predict_from_file.py | 53 + hf_roberta_base_as_in_ireland/config.py | 9 + test-A/out.tsv | 16996 ++++++------- 8 files changed, 19410 insertions(+), 19017 deletions(-) create mode 100644 hf_roberta_base_as_in_ireland/01_create_datasets.py create mode 100644 hf_roberta_base_as_in_ireland/02_load_dataset.py create mode 100644 hf_roberta_base_as_in_ireland/03_train_pytorch_regression.py create mode 100644 hf_roberta_base_as_in_ireland/04_predict.py create mode 100644 hf_roberta_base_as_in_ireland/04_predict_from_file.py create mode 100644 hf_roberta_base_as_in_ireland/config.py diff --git a/dev-0/out.tsv 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+1840.3703569173813 +1865.4025911092758 +1840.7664816379547 +1879.6357207298279 +1865.6152580976486 +1841.1755784153938 +1883.07153570652 +1839.550186574459 +1831.5893365740776 +1847.69253718853 +1867.3606439232826 +1868.8393305540085 +1889.023969054222 +1870.7456229925156 +1870.908034324646 +1846.8463243842125 +1852.7171685099602 +1890.7072483301163 +1838.6677621603012 +1900.4344223737717 +1870.8170332312584 +1850.5799065828323 diff --git a/hf_roberta_base_as_in_ireland/01_create_datasets.py b/hf_roberta_base_as_in_ireland/01_create_datasets.py new file mode 100644 index 0000000..19c20e8 --- /dev/null +++ b/hf_roberta_base_as_in_ireland/01_create_datasets.py @@ -0,0 +1,62 @@ +import datetime +import calendar + +def to_fractional_year(d: datetime.datetime) -> float: + """ + Converts a date stamp to a fractional year (i.e. number like `1939.781`) + """ + is_leap = calendar.isleap(d.year) + t = d.timetuple() + day_of_year = t.tm_yday + day_time = (60 * 60 * t.tm_hour + 60 * t.tm_min + t.tm_sec) / (24 * 60 * 60) + + days_in_year = 366 if is_leap else 365 + + return d.year + ((day_of_year - 1 + day_time) / days_in_year) + +def fractional_to_date(fractional): + eps = 0.0001 + year = int(fractional) + is_leap = calendar.isleap(year) + + modulus = fractional % 1 + + days_in_year = 366 if is_leap else 365 + + day_of_year = int( days_in_year * modulus + eps ) + + d = datetime.datetime(year, 1,1) + datetime.timedelta(days = day_of_year ) + + return d + +dates = (datetime.datetime(1825,10,30), + datetime.datetime(1825,10,31), + datetime.datetime(1900,1,1), + datetime.datetime(1900,12,1), + datetime.datetime(1900,12,31), + datetime.datetime(1930,2,28), + datetime.datetime(1932,2,29), + ) + +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_cont\tyear\tmonth\tday\tweekday\tday_of_year\ttext\n') + for line_in,line_exp in zip(f_in,f_exp): + line_in = line_in.split('\t')[-1] + year_cont = float(line_exp.rstrip()) + date = fractional_to_date(year_cont) + year = date.year + month = date.month + day = date.day + weekday = date.weekday() + day_of_year = date.timetuple().tm_yday + + #f_hf.write(line_exp.rstrip() + '\t' + line_in) + f_hf.write(f'{year_cont}\t{year}\t{month}\t{day}\t{weekday}\t{day_of_year}\t{line_in}') + +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_cont\tyear\tmonth\tday\tweekday\tday_of_year\ttext\n') + for line_in in f_in: + line_in = line_in.split('\t')[-1] + f_hf.write(f'0\t0\t0\t0\t0\t0\t{line_in}') diff --git a/hf_roberta_base_as_in_ireland/02_load_dataset.py b/hf_roberta_base_as_in_ireland/02_load_dataset.py new file mode 100644 index 0000000..f46bb3b --- /dev/null +++ b/hf_roberta_base_as_in_ireland/02_load_dataset.py @@ -0,0 +1,74 @@ +from config import MODEL, TEST +import pickle +from datasets import load_dataset, Dataset +from transformers import AutoTokenizer +from tqdm import tqdm +from sklearn.preprocessing import MinMaxScaler +import numpy as np + +tokenizer = AutoTokenizer.from_pretrained(MODEL) +def tokenize_function(examples): + t = tokenizer(examples["text"], padding="max_length", truncation=True, max_length=512) + return t + +def get_dataset_dict(dataset): + with open(dataset) as f_in: + next(f_in) + d = dict() + d['year_cont'] = list() + d['year'] = list() + d['month'] = list() + d['day'] = list() + d['weekday'] = list() + d['day_of_year'] = list() + d['text'] = list() + for l in f_in: + yc,y,m,day,w,dy,t= l.rstrip().split('\t') + d['year_cont'].append(yc) + d['year'].append(int(y)) + d['month'].append(int(m)) + d['day'].append(int(day)) + d['weekday'].append(int(w)) + d['day_of_year'].append(int(dy)) + d['text'].append(t) + return d + +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) +eval_dataset_small = eval_dataset_full.shuffle(seed=42).select(range(2000)) +test_dataset_A = Dataset.from_dict(get_dataset_dict('test-A_huggingface_format.csv')).map(tokenize_function, batched=True) + +if TEST: + train_dataset = train_dataset.select(range(25)) + eval_dataset_full = eval_dataset_full.select(range(400)) + eval_dataset_small = eval_dataset_small.select(range(50)) + test_dataset_A = test_dataset_A.select(range(200)) + +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_as_in_ireland/03_train_pytorch_regression.py b/hf_roberta_base_as_in_ireland/03_train_pytorch_regression.py new file mode 100644 index 0000000..6da7545 --- /dev/null +++ b/hf_roberta_base_as_in_ireland/03_train_pytorch_regression.py @@ -0,0 +1,141 @@ +from config import * +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 torch.optim import Adam +from transformers import get_scheduler +import torch +from tqdm.auto import tqdm + + +if TEST: + STEPS_EVAL = 10 + WARMUP_STEPS = 10 + + +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_small = DataLoader(eval_dataset_small, batch_size=BATCH_SIZE) +eval_dataloader_full = DataLoader(eval_dataset_full, batch_size=BATCH_SIZE) + +model = AutoModelForSequenceClassification.from_pretrained(MODEL, num_labels=1) +optimizer = Adam(model.parameters(), lr=LR) + + +num_training_steps = NUM_EPOCHS * len(train_dataloader) +#lr_scheduler = get_scheduler( +# "linear", +# optimizer=optimizer, +# num_warmup_steps=WARMUP_STEPS, +# 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(full = False): + model.eval() + with torch.no_grad(): + eval_loss = 0.0 + dataloader = eval_dataloader_full if full else eval_dataloader_small + items_passed = 0 + for i, batch in enumerate(dataloader): + items_passed += len(batch) + batch = transform_batch(batch) + labels = batch['labels'] + del batch['labels'] + outputs = model(**batch) + o = soft_clip(outputs['logits']).squeeze() + loss = criterion(o, labels) + eval_loss += loss.item() + eval_loss = (eval_loss / items_passed) + print(f'eval loss full={full}: {eval_loss:.5f}', end = '\n') + model.train() + return eval_loss + +criterion = torch.nn.MSELoss(reduction='sum').to(device) + +lrelu = torch.nn.LeakyReLU(0.1) +def soft_clip(t): + t = lrelu(t) + t = -lrelu(-t + 1 ) + 1 + return t + +best_eval_loss = 9999 +epochs_without_progress = 0 +for epoch in range(NUM_EPOCHS): + train_loss = 0.0 + items_passed = 0 + for i, batch in enumerate(train_dataloader): + items_passed += len(batch) + batch = transform_batch(batch) + labels = batch['labels'] + del batch['labels'] + outputs = model(**batch) + o = soft_clip(outputs['logits']).squeeze() + loss = criterion(o, labels) + loss.backward() + train_loss += loss.item() + progress_bar.update(1) + + optimizer.step() + #lr_scheduler.step() + optimizer.zero_grad() + model.zero_grad() + + if i % STEPS_EVAL == 0 and i > 1 : + print(f' epoch {epoch} train loss: {(train_loss / items_passed):.5f}', end = '\t') + items_passed = 0 + train_loss = 0.0 + eval(full = False) + + eval_loss = eval(full=True) + model.save_pretrained(f'roberta_year_prediction/epoch_{epoch}_loss{eval_loss:.5f}') + model.save_pretrained(f'roberta_year_prediction/epoch_last') + + if eval_loss < best_eval_loss: + model.save_pretrained(f'roberta_year_prediction/epoch_best') + print('\nsaving best model') + best_eval_loss = eval_loss + else: + epochs_without_progress += 1 + print(f'epochs_witohut_progress: {epochs_without_progress}') + + if epochs_without_progress > EARLY_STOPPING: + print('early stopping') + break + + print(f'best_eval_loss: {best_eval_loss:5f}', end = '\n') diff --git a/hf_roberta_base_as_in_ireland/04_predict.py b/hf_roberta_base_as_in_ireland/04_predict.py new file mode 100644 index 0000000..f1658f4 --- /dev/null +++ b/hf_roberta_base_as_in_ireland/04_predict.py @@ -0,0 +1,54 @@ +import pickle +import torch +from transformers import AutoModelForSequenceClassification +from torch.utils.data import DataLoader +from tqdm.auto import tqdm + +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 = pickle.load(f_p) + +device = 'cuda' +model = AutoModelForSequenceClassification.from_pretrained('./roberta_year_prediction/epoch_best') +model.eval() +model.to(device) + +lrelu = torch.nn.LeakyReLU(0.0) +def soft_clip(t): + t = lrelu(t) + t = -lrelu(-t + 1 ) + 1 + return t + +with open('scalers.pickle', 'rb') as f_scaler: + scalers = pickle.load(f_scaler) + +def predict(dataset, out_f): + eval_dataloader = DataLoader(dataset, batch_size=50) + 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(soft_clip(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(test_dataset, '../test-A/out.tsv') diff --git a/hf_roberta_base_as_in_ireland/04_predict_from_file.py b/hf_roberta_base_as_in_ireland/04_predict_from_file.py new file mode 100644 index 0000000..186df77 --- /dev/null +++ b/hf_roberta_base_as_in_ireland/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/epoch_best') +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/hf_roberta_base_as_in_ireland/config.py b/hf_roberta_base_as_in_ireland/config.py new file mode 100644 index 0000000..f04fcb8 --- /dev/null +++ b/hf_roberta_base_as_in_ireland/config.py @@ -0,0 +1,9 @@ +#MODEL = '../MODELS/without_date/checkpoint-395000' +MODEL = 'roberta-base' +BATCH_SIZE = 6 +EARLY_STOPPING = 3 +WARMUP_STEPS = 10_000 +LR=1e-6 +NUM_EPOCHS = 20 +STEPS_EVAL = 5_000 +TEST=False diff --git a/test-A/out.tsv b/test-A/out.tsv index f591530..a8c164e 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,8498 +1,8498 @@ -1848.6288179844732 -1844.3779319413427 -1873.7759229885094 -1914.4312920383916 -1897.4418777867245 -1914.0191561904378 -1890.8819041535985 -1898.6302317589634 -1882.368163077116 -1843.048347831396 -1911.2871675683732 -1851.1044403085675 -1875.7084906169518 -1897.9804922139513 -1907.143617613972 -1915.2484001012403 -1896.6119225472326 -1908.614204914573 -1910.2479375443752 -1857.009040189413 -1905.4149520452413 -1910.9672708965034 -1885.10491758729 -1905.015860719194 -1922.5821842464388 -1904.9307851761694 -1871.1066605583967 -1848.9811138149516 -1872.134104136542 -1912.3647121752483 -1876.5009206546201 -1837.5771206156553 -1925.809203594322 -1891.0751545027217 -1909.7424376523363 -1913.094179206649 -1904.101806795731 -1877.0767297303546 -1846.0988813102767 -1899.1340640835272 -1875.9809602884102 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