René's URL Explorer Experiment


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

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

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:4f41f71c-a97f-7983-e00b-a8867a7150ad
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idE7EE:19E64D:7D0C:A549:6971AA1E
html-safe-nonce83cedd09770947c86f079e8e392619d36692af3ac4b071adeac797d47aa8b6f1
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFN0VFOjE5RTY0RDo3RDBDOkE1NDk6Njk3MUFBMUUiLCJ2aXNpdG9yX2lkIjoiODg0MDg0Mjc0Nzc5NTU4MTQ3MCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmacf6d67a4fe49de473ca9e1624f805cbf4aa6de5219b4617db9ad175867867304b
hovercard-subject-tagrepository:155818395
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/01Matrix/bert
twitter:imagehttps://opengraph.githubassets.com/d800bf1fd470c9f17558b5f44adc65b9b9418f8c32e917452e70704a6fc55028/01Matrix/bert
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/d800bf1fd470c9f17558b5f44adc65b9b9418f8c32e917452e70704a6fc55028/01Matrix/bert
og:image:altTensorFlow code and pre-trained models for BERT. Contribute to 01Matrix/bert development by creating an account on GitHub.
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None2b0f2f00499ad3dd2c21ad030a3c403edca54df20ea256f6517c6d8c4fa3a1a4
turbo-cache-controlno-preview
go-importgithub.com/01Matrix/bert git https://github.com/01Matrix/bert.git
octolytics-dimension-user_id8651437
octolytics-dimension-user_login01Matrix
octolytics-dimension-repository_id155818395
octolytics-dimension-repository_nwo01Matrix/bert
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id154747577
octolytics-dimension-repository_parent_nwogoogle-research/bert
octolytics-dimension-repository_network_root_id154747577
octolytics-dimension-repository_network_root_nwogoogle-research/bert
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release979375c570cc30aefe2a734083debe402a612209
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/01Matrix/bert#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2F01Matrix%2Fbert
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2F01Matrix%2Fbert
Sign up https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=01Matrix%2Fbert
Reloadhttps://patch-diff.githubusercontent.com/01Matrix/bert
Reloadhttps://patch-diff.githubusercontent.com/01Matrix/bert
Reloadhttps://patch-diff.githubusercontent.com/01Matrix/bert
01Matrix https://patch-diff.githubusercontent.com/01Matrix
berthttps://patch-diff.githubusercontent.com/01Matrix/bert
google-research/berthttps://patch-diff.githubusercontent.com/google-research/bert
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2F01Matrix%2Fbert
Fork 0 https://patch-diff.githubusercontent.com/login?return_to=%2F01Matrix%2Fbert
Star 1 https://patch-diff.githubusercontent.com/login?return_to=%2F01Matrix%2Fbert
arxiv.org/abs/1810.04805https://arxiv.org/abs/1810.04805
Apache-2.0 license https://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/LICENSE
1 star https://patch-diff.githubusercontent.com/01Matrix/bert/stargazers
9.7k forks https://patch-diff.githubusercontent.com/01Matrix/bert/forks
Branches https://patch-diff.githubusercontent.com/01Matrix/bert/branches
Tags https://patch-diff.githubusercontent.com/01Matrix/bert/tags
Activity https://patch-diff.githubusercontent.com/01Matrix/bert/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2F01Matrix%2Fbert
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2F01Matrix%2Fbert
Code https://patch-diff.githubusercontent.com/01Matrix/bert
Pull requests 0 https://patch-diff.githubusercontent.com/01Matrix/bert/pulls
Actions https://patch-diff.githubusercontent.com/01Matrix/bert/actions
Projects 0 https://patch-diff.githubusercontent.com/01Matrix/bert/projects
Wiki https://patch-diff.githubusercontent.com/01Matrix/bert/wiki
Security Uh oh! There was an error while loading. Please reload this page. https://patch-diff.githubusercontent.com/01Matrix/bert/security
Please reload this pagehttps://patch-diff.githubusercontent.com/01Matrix/bert
Insights https://patch-diff.githubusercontent.com/01Matrix/bert/pulse
Code https://patch-diff.githubusercontent.com/01Matrix/bert
Pull requests https://patch-diff.githubusercontent.com/01Matrix/bert/pulls
Actions https://patch-diff.githubusercontent.com/01Matrix/bert/actions
Projects https://patch-diff.githubusercontent.com/01Matrix/bert/projects
Wiki https://patch-diff.githubusercontent.com/01Matrix/bert/wiki
Security https://patch-diff.githubusercontent.com/01Matrix/bert/security
Insights https://patch-diff.githubusercontent.com/01Matrix/bert/pulse
Brancheshttps://patch-diff.githubusercontent.com/01Matrix/bert/branches
Tagshttps://patch-diff.githubusercontent.com/01Matrix/bert/tags
https://patch-diff.githubusercontent.com/01Matrix/bert/branches
https://patch-diff.githubusercontent.com/01Matrix/bert/tags
20 Commitshttps://patch-diff.githubusercontent.com/01Matrix/bert/commits/master/
https://patch-diff.githubusercontent.com/01Matrix/bert/commits/master/
.gitignorehttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/.gitignore
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/CONTRIBUTING.md
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/CONTRIBUTING.md
LICENSEhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/README.md
README.mdhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/README.md
__init__.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/__init__.py
__init__.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/__init__.py
create_pretraining_data.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/create_pretraining_data.py
create_pretraining_data.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/create_pretraining_data.py
extract_features.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/extract_features.py
extract_features.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/extract_features.py
modeling.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/modeling.py
modeling.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/modeling.py
modeling_test.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/modeling_test.py
modeling_test.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/modeling_test.py
optimization.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/optimization.py
optimization.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/optimization.py
optimization_test.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/optimization_test.py
optimization_test.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/optimization_test.py
requirements.txthttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/requirements.txt
run_classifier.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/run_classifier.py
run_classifier.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/run_classifier.py
run_pretraining.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/run_pretraining.py
run_pretraining.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/run_pretraining.py
run_squad.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/run_squad.py
run_squad.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/run_squad.py
sample_text.txthttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/sample_text.txt
sample_text.txthttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/sample_text.txt
tokenization.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/tokenization.py
tokenization.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/tokenization.py
tokenization_test.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/tokenization_test.py
tokenization_test.pyhttps://patch-diff.githubusercontent.com/01Matrix/bert/blob/master/tokenization_test.py
READMEhttps://patch-diff.githubusercontent.com/01Matrix/bert
Contributinghttps://patch-diff.githubusercontent.com/01Matrix/bert
Apache-2.0 licensehttps://patch-diff.githubusercontent.com/01Matrix/bert
https://patch-diff.githubusercontent.com/01Matrix/bert#bert
https://patch-diff.githubusercontent.com/01Matrix/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/01Matrix/bert#pre-trained-models
run a state-of-the-art fine-tuninghttps://patch-diff.githubusercontent.com/01Matrix/bert#fine-tuning-with-bert
https://patch-diff.githubusercontent.com/01Matrix/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/01Matrix/bert#what-has-been-released-in-this-repository
Transformerhttps://arxiv.org/abs/1706.03762
https://patch-diff.githubusercontent.com/01Matrix/bert#pre-trained-models
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
https://patch-diff.githubusercontent.com/01Matrix/bert#fine-tuning-with-bert
out-of-memory issueshttps://patch-diff.githubusercontent.com/01Matrix/bert#out-of-memory-issues
https://patch-diff.githubusercontent.com/01Matrix/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/01Matrix/bert#sentence-and-sentence-pair-classification-tasks
GLUE datahttps://gluebenchmark.com/tasks
this scripthttps://gist.github.com/W4ngatang/60c2bdb54d156a41194446737ce03e2e
https://patch-diff.githubusercontent.com/01Matrix/bert#squad
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/01Matrix/bert#out-of-memory-issues
Gradient checkpointinghttps://github.com/openai/gradient-checkpointing
https://patch-diff.githubusercontent.com/01Matrix/bert#using-bert-to-extract-fixed-feature-vectors-like-elmo
Tokenizationhttps://patch-diff.githubusercontent.com/01Matrix/bert#tokenization
https://patch-diff.githubusercontent.com/01Matrix/bert#tokenization
WordPiecehttps://github.com/tensorflow/tensor2tensor/blob/master/tensor2tensor/data_generators/text_encoder.py
https://patch-diff.githubusercontent.com/01Matrix/bert#pre-training-with-bert
spaCyhttps://spacy.io/
https://patch-diff.githubusercontent.com/01Matrix/bert#pre-training-tips-and-caveats
preemptible Cloud TPU v2https://cloud.google.com/tpu/docs/pricing
https://patch-diff.githubusercontent.com/01Matrix/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/01Matrix/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/01Matrix/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/01Matrix/bert#faq
https://patch-diff.githubusercontent.com/01Matrix/bert#is-this-code-compatible-with-cloud-tpus-what-about-gpus
https://patch-diff.githubusercontent.com/01Matrix/bert#i-am-getting-out-of-memory-errors-what-is-wrong
out-of-memory issueshttps://patch-diff.githubusercontent.com/01Matrix/bert#out-of-memory-issues
https://patch-diff.githubusercontent.com/01Matrix/bert#is-there-a-pytorch-version-available
https://patch-diff.githubusercontent.com/01Matrix/bert#will-models-in-other-languages-be-released
https://patch-diff.githubusercontent.com/01Matrix/bert#will-models-larger-than-bert-large-be-released
https://patch-diff.githubusercontent.com/01Matrix/bert#what-license-is-this-library-released-under
https://patch-diff.githubusercontent.com/01Matrix/bert#how-do-i-cite-bert
the Arxiv paperhttps://arxiv.org/abs/1810.04805
https://patch-diff.githubusercontent.com/01Matrix/bert#disclaimer
https://patch-diff.githubusercontent.com/01Matrix/bert#contact-information
arxiv.org/abs/1810.04805https://arxiv.org/abs/1810.04805
Readme https://patch-diff.githubusercontent.com/01Matrix/bert#readme-ov-file
Apache-2.0 license https://patch-diff.githubusercontent.com/01Matrix/bert#Apache-2.0-1-ov-file
Contributing https://patch-diff.githubusercontent.com/01Matrix/bert#contributing-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/01Matrix/bert
Activityhttps://patch-diff.githubusercontent.com/01Matrix/bert/activity
1 starhttps://patch-diff.githubusercontent.com/01Matrix/bert/stargazers
1 watchinghttps://patch-diff.githubusercontent.com/01Matrix/bert/watchers
0 forkshttps://patch-diff.githubusercontent.com/01Matrix/bert/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2F01Matrix%2Fbert&report=01Matrix+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/01Matrix/bert/releases
Packages 0https://patch-diff.githubusercontent.com/users/01Matrix/packages?repo_name=bert
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.