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Title: GitHub - 01Matrix/bert: TensorFlow code and pre-trained models for BERT · GitHub

Open Graph Title: GitHub - 01Matrix/bert: TensorFlow code and pre-trained models for BERT

X Title: GitHub - 01Matrix/bert: TensorFlow code and pre-trained models for BERT

Description: TensorFlow code and pre-trained models for BERT. Contribute to 01Matrix/bert development by creating an account on GitHub.

Open Graph Description: TensorFlow code and pre-trained models for BERT. Contribute to 01Matrix/bert development by creating an account on GitHub.

X Description: TensorFlow code and pre-trained models for BERT. Contribute to 01Matrix/bert development by creating an account on GitHub.

Opengraph URL: https://github.com/01Matrix/bert

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.gitignore	https://github.com/01Matrix/bert/blob/master/.gitignore
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CONTRIBUTING.md	https://github.com/01Matrix/bert/blob/master/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/01Matrix/bert/blob/master/CONTRIBUTING.md
LICENSE	https://github.com/01Matrix/bert/blob/master/LICENSE
LICENSE	https://github.com/01Matrix/bert/blob/master/LICENSE
README.md	https://github.com/01Matrix/bert/blob/master/README.md
README.md	https://github.com/01Matrix/bert/blob/master/README.md
__init__.py	https://github.com/01Matrix/bert/blob/master/__init__.py
__init__.py	https://github.com/01Matrix/bert/blob/master/__init__.py
create_pretraining_data.py	https://github.com/01Matrix/bert/blob/master/create_pretraining_data.py
create_pretraining_data.py	https://github.com/01Matrix/bert/blob/master/create_pretraining_data.py
extract_features.py	https://github.com/01Matrix/bert/blob/master/extract_features.py
extract_features.py	https://github.com/01Matrix/bert/blob/master/extract_features.py
modeling.py	https://github.com/01Matrix/bert/blob/master/modeling.py
modeling.py	https://github.com/01Matrix/bert/blob/master/modeling.py
modeling_test.py	https://github.com/01Matrix/bert/blob/master/modeling_test.py
modeling_test.py	https://github.com/01Matrix/bert/blob/master/modeling_test.py
optimization.py	https://github.com/01Matrix/bert/blob/master/optimization.py
optimization.py	https://github.com/01Matrix/bert/blob/master/optimization.py
optimization_test.py	https://github.com/01Matrix/bert/blob/master/optimization_test.py
optimization_test.py	https://github.com/01Matrix/bert/blob/master/optimization_test.py
requirements.txt	https://github.com/01Matrix/bert/blob/master/requirements.txt
requirements.txt	https://github.com/01Matrix/bert/blob/master/requirements.txt
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run_squad.py	https://github.com/01Matrix/bert/blob/master/run_squad.py
sample_text.txt	https://github.com/01Matrix/bert/blob/master/sample_text.txt
sample_text.txt	https://github.com/01Matrix/bert/blob/master/sample_text.txt
tokenization.py	https://github.com/01Matrix/bert/blob/master/tokenization.py
tokenization.py	https://github.com/01Matrix/bert/blob/master/tokenization.py
tokenization_test.py	https://github.com/01Matrix/bert/blob/master/tokenization_test.py
tokenization_test.py	https://github.com/01Matrix/bert/blob/master/tokenization_test.py
README	https://github.com/01Matrix/bert
Contributing	https://github.com/01Matrix/bert
Apache-2.0 license	https://github.com/01Matrix/bert
	https://github.com/01Matrix/bert#bert
	https://github.com/01Matrix/bert#introduction
https://arxiv.org/abs/1810.04805	https://arxiv.org/abs/1810.04805
SQuAD v1.1	https://rajpurkar.github.io/SQuAD-explorer/
download the pre-trained models	https://github.com/01Matrix/bert#pre-trained-models
run a state-of-the-art fine-tuning	https://github.com/01Matrix/bert#fine-tuning-with-bert
	https://github.com/01Matrix/bert#what-is-bert
word2vec	https://www.tensorflow.org/tutorials/representation/word2vec
GloVe	https://nlp.stanford.edu/projects/glove/
Semi-supervised Sequence Learning	https://arxiv.org/abs/1511.01432
Generative Pre-Training	https://blog.openai.com/language-unsupervised/
ELMo	https://allennlp.org/elmo
ULMFit	http://nlp.fast.ai/classification/2018/05/15/introducting-ulmfit.html
Transformer	https://arxiv.org/abs/1706.03762
BookCorpus	http://yknzhu.wixsite.com/mbweb
	https://github.com/01Matrix/bert#what-has-been-released-in-this-repository
Transformer	https://arxiv.org/abs/1706.03762
	https://github.com/01Matrix/bert#pre-trained-models
BERT-Base, Uncased	https://storage.googleapis.com/bert_models/2018_10_18/uncased_L-12_H-768_A-12.zip
BERT-Large, Uncased	https://storage.googleapis.com/bert_models/2018_10_18/uncased_L-24_H-1024_A-16.zip
BERT-Base, Cased	https://storage.googleapis.com/bert_models/2018_10_18/cased_L-12_H-768_A-12.zip
	https://github.com/01Matrix/bert#fine-tuning-with-bert
out-of-memory issues	https://github.com/01Matrix/bert#out-of-memory-issues
	https://github.com/01Matrix/bert#fine-tuning-with-cloud-tpus
Google Cloud TPU tutorial	https://cloud.google.com/tpu/docs/tutorials/mnist
BERT FineTuning with Cloud TPUs	https://colab.research.google.com/github/tensorflow/tpu/blob/master/tools/colab/bert_finetuning_with_cloud_tpus.ipynb
	https://github.com/01Matrix/bert#sentence-and-sentence-pair-classification-tasks
GLUE data	https://gluebenchmark.com/tasks
this script	https://gist.github.com/W4ngatang/60c2bdb54d156a41194446737ce03e2e
	https://github.com/01Matrix/bert#squad
SQuAD website	https://rajpurkar.github.io/SQuAD-explorer/
train-v1.1.json	https://rajpurkar.github.io/SQuAD-explorer/dataset/train-v1.1.json
dev-v1.1.json	https://rajpurkar.github.io/SQuAD-explorer/dataset/dev-v1.1.json
evaluate-v1.1.py	https://github.com/allenai/bi-att-flow/blob/master/squad/evaluate-v1.1.py
TriviaQA	http://nlp.cs.washington.edu/triviaqa/
	https://github.com/01Matrix/bert#out-of-memory-issues
Gradient checkpointing	https://github.com/openai/gradient-checkpointing
	https://github.com/01Matrix/bert#using-bert-to-extract-fixed-feature-vectors-like-elmo
Tokenization	https://github.com/01Matrix/bert#tokenization
	https://github.com/01Matrix/bert#tokenization
WordPiece	https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/data_generators/text_encoder.py
	https://github.com/01Matrix/bert#pre-training-with-bert
spaCy	https://spacy.io/
	https://github.com/01Matrix/bert#pre-training-tips-and-caveats
preemptible Cloud TPU v2	https://cloud.google.com/tpu/docs/pricing
	https://github.com/01Matrix/bert#pre-training-data
the latest dump	https://dumps.wikimedia.org/enwiki/latest/enwiki-latest-pages-articles.xml.bz2
WikiExtractor.py	https://github.com/attardi/wikiextractor
BookCorpus	http://yknzhu.wixsite.com/mbweb
Project Guttenberg Dataset	https://web.eecs.umich.edu/~lahiri/gutenberg_dataset.html
Common Crawl	http://commoncrawl.org/
	https://github.com/01Matrix/bert#learning-a-new-wordpiece-vocabulary
Google's SentencePiece library	https://github.com/google/sentencepiece
tensor2tensor's WordPiece generation script	https://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/data_generators/text_encoder_build_subword.py
Rico Sennrich's Byte Pair Encoding library	https://github.com/rsennrich/subword-nmt
	https://github.com/01Matrix/bert#using-bert-in-colab
Colab	https://colab.research.google.com
BERT FineTuning with Cloud TPUs	https://colab.research.google.com/github/tensorflow/tpu/blob/master/tools/colab/bert_finetuning_with_cloud_tpus.ipynb
	https://github.com/01Matrix/bert#faq
	https://github.com/01Matrix/bert#is-this-code-compatible-with-cloud-tpus-what-about-gpus
	https://github.com/01Matrix/bert#i-am-getting-out-of-memory-errors-what-is-wrong
out-of-memory issues	https://github.com/01Matrix/bert#out-of-memory-issues
	https://github.com/01Matrix/bert#is-there-a-pytorch-version-available
	https://github.com/01Matrix/bert#will-models-in-other-languages-be-released
	https://github.com/01Matrix/bert#will-models-larger-than-bert-large-be-released
	https://github.com/01Matrix/bert#what-license-is-this-library-released-under
	https://github.com/01Matrix/bert#how-do-i-cite-bert
the Arxiv paper	https://arxiv.org/abs/1810.04805
	https://github.com/01Matrix/bert#disclaimer
	https://github.com/01Matrix/bert#contact-information
arxiv.org/abs/1810.04805	https://arxiv.org/abs/1810.04805
Readme	https://github.com/01Matrix/bert#readme-ov-file
Apache-2.0 license	https://github.com/01Matrix/bert#Apache-2.0-1-ov-file
Contributing	https://github.com/01Matrix/bert#contributing-ov-file
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Releases	https://github.com/01Matrix/bert/releases
Packages 0	https://github.com/users/01Matrix/packages?repo_name=bert
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