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import sagemaker
import json
from sagemaker import get_execution_role
import boto3
# Role to have access of reading and write inside S3
role = get_execution_role()
# Path files
train_path='s3://topicmodeling/train/base_treino.csv'
@avidale
avidale / train-rubert-tiny-sentiment-classifier.ipynb
Last active January 30, 2025 13:10
train-rubert-tiny-sentiment-classifier.ipynb
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@avidale
avidale / t5_extra_models.py
Created August 29, 2021 07:59
T5ForSequenceClassification
import torch
import copy
from torch import nn
from transformers import T5PreTrainedModel
from transformers.models.t5.modeling_t5 import T5Stack
from transformers.modeling_outputs import SequenceClassifierOutput
from torch.nn import BCEWithLogitsLoss, CrossEntropyLoss, MSELoss
def mean_pooling(inputs, mask):
@avidale
avidale / bert-ner-ru.ipynb
Created August 24, 2021 10:03
Bert-NER-ru
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avidale / bert-toxicity-classification.ipynb
Last active May 25, 2023 21:16
BERT-toxicity-classification.ipynb
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avidale / phrase_similarity.ipynb
Created July 23, 2021 21:01
phrase_similarity
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@avidale
avidale / rut5-base-paraphraser-demo.ipynb
Last active March 11, 2024 13:18
rut5-base-paraphraser-demo.ipynb
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@avidale
avidale / parametrics.py
Created June 26, 2021 19:25
parametrics
from transformers import AutoModel, AutoTokenizer
from transformers import AutoModelForCausalLM
import torch
import torch.nn.functional
from tqdm.auto import tqdm
from nltk.translate.bleu_score import sentence_bleu
import pandas as pd
import numpy as np
@avidale
avidale / evaluate_rubert-tiny.ipynb
Created June 9, 2021 22:32
evaluate_rubert-tiny.ipynb
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@avidale
avidale / rubert-tiny.ipynb
Last active December 3, 2024 19:38
rubert-tiny
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