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Title: GitHub - aandr/bert: TensorFlow code and pre-trained models for BERT

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

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

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

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

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

Opengraph URL: https://github.com/aandr/bert

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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README.mdhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/README.md
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__init__.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/__init__.py
create_pretraining_data.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/create_pretraining_data.py
create_pretraining_data.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/create_pretraining_data.py
extract_features.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/extract_features.py
extract_features.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/extract_features.py
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modeling.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/modeling.py
modeling_test.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/modeling_test.py
modeling_test.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/modeling_test.py
multilingual.mdhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/multilingual.md
multilingual.mdhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/multilingual.md
optimization.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/optimization.py
optimization.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/optimization.py
optimization_test.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/optimization_test.py
optimization_test.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/optimization_test.py
requirements.txthttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/requirements.txt
run_classifier.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/run_classifier.py
run_classifier.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/run_classifier.py
run_pretraining.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/run_pretraining.py
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run_squad.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/run_squad.py
run_squad.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/run_squad.py
sample_text.txthttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/sample_text.txt
sample_text.txthttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/sample_text.txt
tokenization.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/tokenization.py
tokenization.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/tokenization.py
tokenization_test.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/tokenization_test.py
tokenization_test.pyhttps://patch-diff.githubusercontent.com/aandr/bert/blob/master/tokenization_test.py
READMEhttps://patch-diff.githubusercontent.com/aandr/bert
Contributinghttps://patch-diff.githubusercontent.com/aandr/bert
Apache-2.0 licensehttps://patch-diff.githubusercontent.com/aandr/bert
https://patch-diff.githubusercontent.com/aandr/bert#bert
BERT-Base, Multilingual Casedhttps://storage.googleapis.com/bert_models/2018_11_23/multi_cased_L-12_H-768_A-12.zip
PyTorch version of BERT availablehttps://github.com/huggingface/pytorch-pretrained-BERT
Chainer version of BERT availablehttps://github.com/soskek/bert-chainer
BERT-Base, Multilingualhttps://storage.googleapis.com/bert_models/2018_11_03/multilingual_L-12_H-768_A-12.zip
BERT-Base, Chinesehttps://storage.googleapis.com/bert_models/2018_11_03/chinese_L-12_H-768_A-12.zip
Multilingual READMEhttps://github.com/google-research/bert/blob/master/multilingual.md
https://patch-diff.githubusercontent.com/aandr/bert#introduction
https://arxiv.org/abs/1810.04805https://arxiv.org/abs/1810.04805
SQuAD v1.1https://rajpurkar.github.io/SQuAD-explorer/
download the pre-trained modelshttps://patch-diff.githubusercontent.com/aandr/bert#pre-trained-models
run a state-of-the-art fine-tuninghttps://patch-diff.githubusercontent.com/aandr/bert#fine-tuning-with-bert
https://patch-diff.githubusercontent.com/aandr/bert#what-is-bert
word2vechttps://www.tensorflow.org/tutorials/representation/word2vec
GloVehttps://nlp.stanford.edu/projects/glove/
Semi-supervised Sequence Learninghttps://arxiv.org/abs/1511.01432
Generative Pre-Traininghttps://blog.openai.com/language-unsupervised/
ELMohttps://allennlp.org/elmo
ULMFithttp://nlp.fast.ai/classification/2018/05/15/introducting-ulmfit.html
Transformerhttps://arxiv.org/abs/1706.03762
BookCorpushttp://yknzhu.wixsite.com/mbweb
https://patch-diff.githubusercontent.com/aandr/bert#what-has-been-released-in-this-repository
Transformerhttps://arxiv.org/abs/1706.03762
https://patch-diff.githubusercontent.com/aandr/bert#pre-trained-models
Multilingual READMEhttps://github.com/google-research/bert/blob/master/multilingual.md
BERT-Base, Uncasedhttps://storage.googleapis.com/bert_models/2018_10_18/uncased_L-12_H-768_A-12.zip
BERT-Large, Uncasedhttps://storage.googleapis.com/bert_models/2018_10_18/uncased_L-24_H-1024_A-16.zip
BERT-Base, Casedhttps://storage.googleapis.com/bert_models/2018_10_18/cased_L-12_H-768_A-12.zip
BERT-Large, Casedhttps://storage.googleapis.com/bert_models/2018_10_18/cased_L-24_H-1024_A-16.zip
BERT-Base, Multilingual Cased (New, recommended)https://storage.googleapis.com/bert_models/2018_11_23/multi_cased_L-12_H-768_A-12.zip
BERT-Base, Multilingual Uncased (Orig, not recommended)https://storage.googleapis.com/bert_models/2018_11_03/multilingual_L-12_H-768_A-12.zip
BERT-Base, Chinesehttps://storage.googleapis.com/bert_models/2018_11_03/chinese_L-12_H-768_A-12.zip
https://patch-diff.githubusercontent.com/aandr/bert#fine-tuning-with-bert
out-of-memory issueshttps://patch-diff.githubusercontent.com/aandr/bert#out-of-memory-issues
https://patch-diff.githubusercontent.com/aandr/bert#fine-tuning-with-cloud-tpus
Google Cloud TPU tutorialhttps://cloud.google.com/tpu/docs/tutorials/mnist
BERT FineTuning with Cloud TPUshttps://colab.research.google.com/github/tensorflow/tpu/blob/master/tools/colab/bert_finetuning_with_cloud_tpus.ipynb
https://patch-diff.githubusercontent.com/aandr/bert#sentence-and-sentence-pair-classification-tasks
GLUE datahttps://gluebenchmark.com/tasks
this scripthttps://gist.github.com/W4ngatang/60c2bdb54d156a41194446737ce03e2e
https://patch-diff.githubusercontent.com/aandr/bert#prediction-from-classifier
https://patch-diff.githubusercontent.com/aandr/bert#squad-11
SQuAD websitehttps://rajpurkar.github.io/SQuAD-explorer/
train-v1.1.jsonhttps://rajpurkar.github.io/SQuAD-explorer/dataset/train-v1.1.json
dev-v1.1.jsonhttps://rajpurkar.github.io/SQuAD-explorer/dataset/dev-v1.1.json
evaluate-v1.1.pyhttps://github.com/allenai/bi-att-flow/blob/master/squad/evaluate-v1.1.py
TriviaQAhttp://nlp.cs.washington.edu/triviaqa/
https://patch-diff.githubusercontent.com/aandr/bert#squad-20
train-v2.0.jsonhttps://rajpurkar.github.io/SQuAD-explorer/dataset/train-v2.0.json
dev-v2.0.jsonhttps://rajpurkar.github.io/SQuAD-explorer/dataset/dev-v2.0.json
evaluate-v2.0.pyhttps://worksheets.codalab.org/rest/bundles/0x6b567e1cf2e041ec80d7098f031c5c9e/contents/blob/
https://patch-diff.githubusercontent.com/aandr/bert#out-of-memory-issues
Gradient checkpointinghttps://github.com/openai/gradient-checkpointing
https://patch-diff.githubusercontent.com/aandr/bert#using-bert-to-extract-fixed-feature-vectors-like-elmo
Tokenizationhttps://patch-diff.githubusercontent.com/aandr/bert#tokenization
https://patch-diff.githubusercontent.com/aandr/bert#tokenization
WordPiecehttps://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/data_generators/text_encoder.py
https://patch-diff.githubusercontent.com/aandr/bert#pre-training-with-bert
spaCyhttps://spacy.io/
https://patch-diff.githubusercontent.com/aandr/bert#pre-training-tips-and-caveats
preemptible Cloud TPU v2https://cloud.google.com/tpu/docs/pricing
https://patch-diff.githubusercontent.com/aandr/bert#pre-training-data
the latest dumphttps://dumps.wikimedia.org/enwiki/latest/enwiki-latest-pages-articles.xml.bz2
WikiExtractor.pyhttps://github.com/attardi/wikiextractor
BookCorpushttp://yknzhu.wixsite.com/mbweb
Project Guttenberg Datasethttps://web.eecs.umich.edu/~lahiri/gutenberg_dataset.html
Common Crawlhttp://commoncrawl.org/
https://patch-diff.githubusercontent.com/aandr/bert#learning-a-new-wordpiece-vocabulary
Google's SentencePiece libraryhttps://github.com/google/sentencepiece
tensor2tensor's WordPiece generation scripthttps://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/data_generators/text_encoder_build_subword.py
Rico Sennrich's Byte Pair Encoding libraryhttps://github.com/rsennrich/subword-nmt
https://patch-diff.githubusercontent.com/aandr/bert#using-bert-in-colab
Colabhttps://colab.research.google.com
BERT FineTuning with Cloud TPUshttps://colab.research.google.com/github/tensorflow/tpu/blob/master/tools/colab/bert_finetuning_with_cloud_tpus.ipynb
https://patch-diff.githubusercontent.com/aandr/bert#faq
https://patch-diff.githubusercontent.com/aandr/bert#is-this-code-compatible-with-cloud-tpus-what-about-gpus
https://patch-diff.githubusercontent.com/aandr/bert#i-am-getting-out-of-memory-errors-what-is-wrong
out-of-memory issueshttps://patch-diff.githubusercontent.com/aandr/bert#out-of-memory-issues
https://patch-diff.githubusercontent.com/aandr/bert#is-there-a-pytorch-version-available
PyTorch version of BERT availablehttps://github.com/huggingface/pytorch-pretrained-BERT
https://patch-diff.githubusercontent.com/aandr/bert#is-there-a-chainer-version-available
Chainer version of BERT availablehttps://github.com/soskek/bert-chainer
https://patch-diff.githubusercontent.com/aandr/bert#will-models-in-other-languages-be-released
https://patch-diff.githubusercontent.com/aandr/bert#will-models-larger-than-bert-large-be-released
https://patch-diff.githubusercontent.com/aandr/bert#what-license-is-this-library-released-under
https://patch-diff.githubusercontent.com/aandr/bert#how-do-i-cite-bert
the Arxiv paperhttps://arxiv.org/abs/1810.04805
https://patch-diff.githubusercontent.com/aandr/bert#disclaimer
https://patch-diff.githubusercontent.com/aandr/bert#contact-information
arxiv.org/abs/1810.04805https://arxiv.org/abs/1810.04805
Readme https://patch-diff.githubusercontent.com/aandr/bert#readme-ov-file
Apache-2.0 license https://patch-diff.githubusercontent.com/aandr/bert#Apache-2.0-1-ov-file
Contributing https://patch-diff.githubusercontent.com/aandr/bert#contributing-ov-file
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