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Title: GitHub - TheShadow29/pytorch-pretrained-BERT: A PyTorch implementation of Google AI's BERT model provided with Google's pre-trained models, examples and utilities. · GitHub

Open Graph Title: GitHub - TheShadow29/pytorch-pretrained-BERT: A PyTorch implementation of Google AI's BERT model provided with Google's pre-trained models, examples and utilities.

X Title: GitHub - TheShadow29/pytorch-pretrained-BERT: A PyTorch implementation of Google AI's BERT model provided with Google's pre-trained models, examples and utilities.

Description: A PyTorch implementation of Google AI's BERT model provided with Google's pre-trained models, examples and utilities. - TheShadow29/pytorch-pretrained-BERT

Open Graph Description: A PyTorch implementation of Google AI's BERT model provided with Google's pre-trained models, examples and utilities. - TheShadow29/pytorch-pretrained-BERT

X Description: A PyTorch implementation of Google AI's BERT model provided with Google's pre-trained models, examples and utilities. - TheShadow29/pytorch-pretrained-BERT

Opengraph URL: https://github.com/TheShadow29/pytorch-pretrained-BERT

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og:image:alt	A PyTorch implementation of Google AI's BERT model provided with Google's pre-trained models, examples and utilities. - TheShadow29/pytorch-pretrained-BERT
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	https://github.com/TheShadow29/pytorch-pretrained-BERT/commits/master/
bin	https://github.com/TheShadow29/pytorch-pretrained-BERT/tree/master/bin
bin	https://github.com/TheShadow29/pytorch-pretrained-BERT/tree/master/bin
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examples	https://github.com/TheShadow29/pytorch-pretrained-BERT/tree/master/examples
notebooks	https://github.com/TheShadow29/pytorch-pretrained-BERT/tree/master/notebooks
notebooks	https://github.com/TheShadow29/pytorch-pretrained-BERT/tree/master/notebooks
pytorch_pretrained_bert	https://github.com/TheShadow29/pytorch-pretrained-BERT/tree/master/pytorch_pretrained_bert
pytorch_pretrained_bert	https://github.com/TheShadow29/pytorch-pretrained-BERT/tree/master/pytorch_pretrained_bert
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samples	https://github.com/TheShadow29/pytorch-pretrained-BERT/tree/master/samples
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tests	https://github.com/TheShadow29/pytorch-pretrained-BERT/tree/master/tests
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LICENSE	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/LICENSE
LICENSE	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/LICENSE
README.md	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/README.md
README.md	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/README.md
requirements.txt	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/requirements.txt
requirements.txt	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/requirements.txt
setup.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/setup.py
setup.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/setup.py
README	https://github.com/TheShadow29/pytorch-pretrained-BERT
Apache-2.0 license	https://github.com/TheShadow29/pytorch-pretrained-BERT
	https://github.com/TheShadow29/pytorch-pretrained-BERT#pytorch-pretrained-bert
Google's TensorFlow repository for the BERT model	https://github.com/google-research/bert
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding	https://arxiv.org/abs/1810.04805
Google's pre-trained models	https://github.com/google-research/bert
	https://github.com/TheShadow29/pytorch-pretrained-BERT#content
Installation	https://github.com/TheShadow29/pytorch-pretrained-BERT#installation
Overview	https://github.com/TheShadow29/pytorch-pretrained-BERT#overview
Usage	https://github.com/TheShadow29/pytorch-pretrained-BERT#usage
Doc	https://github.com/TheShadow29/pytorch-pretrained-BERT#doc
Examples	https://github.com/TheShadow29/pytorch-pretrained-BERT#examples
Notebooks	https://github.com/TheShadow29/pytorch-pretrained-BERT#notebooks
TPU	https://github.com/TheShadow29/pytorch-pretrained-BERT#tpu
Command-line interface	https://github.com/TheShadow29/pytorch-pretrained-BERT#Command-line-interface
	https://github.com/TheShadow29/pytorch-pretrained-BERT#installation
	https://github.com/TheShadow29/pytorch-pretrained-BERT#with-pip
	https://github.com/TheShadow29/pytorch-pretrained-BERT#from-source
tests folder	https://github.com/huggingface/pytorch-pretrained-BERT/tree/master/tests
	https://github.com/TheShadow29/pytorch-pretrained-BERT#overview
Doc	https://github.com/TheShadow29/pytorch-pretrained-BERT#doc
modeling.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py
BertModel	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py#L537
BertForMaskedLM	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py#L691
BertForNextSentencePrediction	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py#L752
BertForPreTraining	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py#L620
BertForSequenceClassification	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py#L814
BertForMultipleChoice	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py#L880
BertForTokenClassification	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py#L949
BertForQuestionAnswering	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py#L1015
tokenization.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/tokenization.py
optimization.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/optimization.py
modeling.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py
examples folder	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples
extract_features.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/extract_features.py
run_classifier.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_classifier.py
run_squad.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_squad.py
run_swag.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_swag.py
Examples	https://github.com/TheShadow29/pytorch-pretrained-BERT#examples
notebooks folder	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/notebooks
Comparing-TF-and-PT-models.ipynb	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/notebooks/Comparing-TF-and-PT-models.ipynb
Comparing-TF-and-PT-models-SQuAD.ipynb	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/notebooks/Comparing-TF-and-PT-models-SQuAD.ipynb
Comparing-TF-and-PT-models-MLM-NSP.ipynb	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/notebooks/Comparing-TF-and-PT-models-MLM-NSP.ipynb
Notebooks	https://github.com/TheShadow29/pytorch-pretrained-BERT#notebooks
Command-line interface	https://github.com/TheShadow29/pytorch-pretrained-BERT#Command-line-interface
	https://github.com/TheShadow29/pytorch-pretrained-BERT#usage
doc section	https://github.com/TheShadow29/pytorch-pretrained-BERT#doc
	https://github.com/TheShadow29/pytorch-pretrained-BERT#doc
Loading Google AI's pre-trained weigths	https://github.com/TheShadow29/pytorch-pretrained-BERT#Loading-Google-AIs-pre-trained-weigths-and-PyTorch-dump
PyTorch models	https://github.com/TheShadow29/pytorch-pretrained-BERT#PyTorch-models
Tokenizer: BertTokenizer	https://github.com/TheShadow29/pytorch-pretrained-BERT#Tokenizer-BertTokenizer
Optimizer: BertAdam	https://github.com/TheShadow29/pytorch-pretrained-BERT#Optimizer-BertAdam
	https://github.com/TheShadow29/pytorch-pretrained-BERT#loading-google-ais-pre-trained-weigths-and-pytorch-dump
here	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py
Multilingual README	https://github.com/google-research/bert/blob/master/multilingual.md
	https://github.com/TheShadow29/pytorch-pretrained-BERT#pytorch-models
	https://github.com/TheShadow29/pytorch-pretrained-BERT#1-bertmodel
modeling.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/modeling.py
extract_features.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/extract_features.py
run_classifier.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_classifier.py
run_squad.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_squad.py
extract_features.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/extract_features.py
	https://github.com/TheShadow29/pytorch-pretrained-BERT#2-bertforpretraining
BertModel	https://github.com/TheShadow29/pytorch-pretrained-BERT#-1.-%60BertModel%60
	https://github.com/TheShadow29/pytorch-pretrained-BERT#3-bertformaskedlm
BertModel	https://github.com/TheShadow29/pytorch-pretrained-BERT#-1.-%60BertModel%60
	https://github.com/TheShadow29/pytorch-pretrained-BERT#4-bertfornextsentenceprediction
BertModel	https://github.com/TheShadow29/pytorch-pretrained-BERT#-1.-%60BertModel%60
	https://github.com/TheShadow29/pytorch-pretrained-BERT#5-bertforsequenceclassification
run_classifier.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_classifier.py
	https://github.com/TheShadow29/pytorch-pretrained-BERT#6-bertformultiplechoice
Improving Language Understanding by Generative Pre-Training	https://blog.openai.com/language-unsupervised/
issue	https://github.com/google-research/bert/issues/38
run_swag.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_swag.py
	https://github.com/TheShadow29/pytorch-pretrained-BERT#7-bertfortokenclassification
	https://github.com/TheShadow29/pytorch-pretrained-BERT#8-bertforquestionanswering
run_squad.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_squad.py
	https://github.com/TheShadow29/pytorch-pretrained-BERT#tokenizer-berttokenizer
tokenization.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/pytorch_pretrained_bert/tokenization.py
	https://github.com/TheShadow29/pytorch-pretrained-BERT#optimizer-bertadam
	https://github.com/TheShadow29/pytorch-pretrained-BERT#examples
Training large models: introduction, tools and examples	https://github.com/TheShadow29/pytorch-pretrained-BERT#Training-large-models-introduction,-tools-and-examples
Fine-tuning with BERT: running the examples	https://github.com/TheShadow29/pytorch-pretrained-BERT#Fine-tuning-with-BERT-running-the-examples
./examples	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples
Fine-tuning BERT-large on GPUs	https://github.com/TheShadow29/pytorch-pretrained-BERT#Fine-tuning-BERT-large-on-GPUs
	https://github.com/TheShadow29/pytorch-pretrained-BERT#training-large-models-introduction-tools-and-examples
run_classifier.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_classifier.py
run_squad.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_squad.py
the tips on training large batches in PyTorch	https://medium.com/huggingface/training-larger-batches-practical-tips-on-1-gpu-multi-gpu-distributed-setups-ec88c3e51255
run_squad.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_squad.py
here	https://devblogs.nvidia.com/mixed-precision-training-deep-neural-networks/
here	https://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html
	https://github.com/TheShadow29/pytorch-pretrained-BERT#fine-tuning-with-bert-running-the-examples
the original implementation	https://github.com/google-research/bert/
GLUE data	https://gluebenchmark.com/tasks
this script	https://gist.github.com/W4ngatang/60c2bdb54d156a41194446737ce03e2e
the original implementation hyper-parameters	https://github.com/google-research/bert#sentence-and-sentence-pair-classification-tasks
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
repository	https://github.com/rowanz/swagaf
	https://github.com/TheShadow29/pytorch-pretrained-BERT#fine-tuning-bert-large-on-gpus
	https://github.com/TheShadow29/pytorch-pretrained-BERT#notebooks
three Jupyter Notebooks	https://github.com/huggingface/pytorch-pretrained-BERT/tree/master/notebooks
Comparing-TF-and-PT-models.ipynb	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/notebooks/Comparing-TF-and-PT-models.ipynb
Comparing-TF-and-PT-models-SQuAD.ipynb	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/notebooks/Comparing-TF-and-PT-models-SQuAD.ipynb
Comparing-TF-and-PT-models-MLM-NSP.ipynb	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/notebooks/Comparing-TF-and-PT-models-MLM-NSP.ipynb
	https://github.com/TheShadow29/pytorch-pretrained-BERT#command-line-interface
the pre-trained models released by Google	https://github.com/google-research/bert#pre-trained-models
./pytorch_pretrained_bert/convert_tf_checkpoint_to_pytorch.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/convert_tf_checkpoint_to_pytorch.py
extract_features.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/extract_features.py
run_classifier.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/examples/run_classifier.py
run_squad.py	https://github.com/TheShadow29/pytorch-pretrained-BERT/blob/master/(./examples/run_squad.py)
here	https://github.com/google-research/bert#pre-trained-models
	https://github.com/TheShadow29/pytorch-pretrained-BERT#tpu
official announcement	https://cloud.google.com/blog/products/ai-machine-learning/introducing-pytorch-across-google-cloud
create_pretraining_data.py	https://github.com/google-research/bert/blob/master/create_pretraining_data.py
run_pretraining.py	https://github.com/google-research/bert/blob/master/run_pretraining.py
here	https://github.com/google-research/bert#pre-training-with-bert
Readme	https://github.com/TheShadow29/pytorch-pretrained-BERT#readme-ov-file
Apache-2.0 license	https://github.com/TheShadow29/pytorch-pretrained-BERT#Apache-2.0-1-ov-file
Activity	https://github.com/TheShadow29/pytorch-pretrained-BERT/activity
0 stars	https://github.com/TheShadow29/pytorch-pretrained-BERT/stargazers
1 watching	https://github.com/TheShadow29/pytorch-pretrained-BERT/watchers
0 forks	https://github.com/TheShadow29/pytorch-pretrained-BERT/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FTheShadow29%2Fpytorch-pretrained-BERT&report=TheShadow29+%28user%29
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Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
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