Pablo
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Commit
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2a963f0
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Parent(s):
de633ab
:sparkles: Added test_script and a folder for scripts
Browse files- bertin/__init__.py +0 -0
- test_script.py +45 -0
bertin/__init__.py
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test_script.py
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"""CONFIG"""
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#!/usr/bin/env python3
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from transformers import RobertaConfig
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config = RobertaConfig.from_pretrained("roberta-large")
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config.save_pretrained("./")
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"""TOKENIZER"""
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#!/usr/bin/env python3
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from datasets import load_dataset
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from tokenizers import ByteLevelBPETokenizer
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# load dataset
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dataset = load_dataset("large_spanish_corpus")
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# Instantiate tokenizer
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tokenizer = ByteLevelBPETokenizer()
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def batch_iterator(batch_size=1000):
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for i in range(0, len(dataset), batch_size):
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yield dataset[i: i + batch_size]["text"]
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# Customized training
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tokenizer.train_from_iterator(batch_iterator(), vocab_size=50265, min_frequency=2, special_tokens=[
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"<s>",
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"<pad>",
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"</s>",
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"<unk>",
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"<mask>",
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])
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# Save files to disk
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tokenizer.save("./tokenizer.json")
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"""TOKENIZER"""
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#!/usr/bin/env bash
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./run_mlm_flax.py \
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--output_dir="./" \
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--model_type="roberta" \
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--config_name="./" \
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--tokenizer_name="./" \
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--dataset_name="large_spanish_corpus" \
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--dataset_config_name \ # I think this would be empty
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--max_seq_length="128" \
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--per_device_train_batch_size="4" \
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--per_device_eval_batch_size="4" \
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--learning_rate="3e-4" \
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--warmup_steps="1000" \
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--overwrite_output_dir \
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--num_train_epochs="8" \
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--push_to_hub
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