René's URL Explorer Experiment

Title: DeepLearningExamples/TensorFlow/LanguageModeling/BERT at master · codeaudit/DeepLearningExamples · GitHub

Open Graph Title: DeepLearningExamples/TensorFlow/LanguageModeling/BERT at master · codeaudit/DeepLearningExamples

X Title: DeepLearningExamples/TensorFlow/LanguageModeling/BERT at master · codeaudit/DeepLearningExamples

Description: Deep Learning Examples. Contribute to codeaudit/DeepLearningExamples development by creating an account on GitHub.

Open Graph Description: Deep Learning Examples. Contribute to codeaudit/DeepLearningExamples development by creating an account on GitHub.

X Description: Deep Learning Examples. Contribute to codeaudit/DeepLearningExamples development by creating an account on GitHub.

Opengraph URL: https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository/tree/name(/path)
route-controller	files
route-action	disambiguate
fetch-nonce	v2:ae7db16e-7899-4dda-ab0b-012298b64f12
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	C636:1CA5A3:6A70BA:9674AA:6A6240B4
html-safe-nonce	b0fefd1b373eb9e7ac1a1ba11cbe30dffb45a22400560f0d7eb461b05bd73fb1
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDNjM2OjFDQTVBMzo2QTcwQkE6OTY3NEFBOjZBNjI0MEI0IiwidmlzaXRvcl9pZCI6IjMwMDM3ODk0MTI5NDAyNjc3MDAiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	56793e8907fc0d4d25ae52ea1c7590a64c55ffb02f220c8486e10739f2063596
hovercard-subject-tag	repository:203048706
github-keyboard-shortcuts	repository,source-code,file-tree,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	///files/disambiguate
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT
twitter:image	https://opengraph.githubassets.com/7ecc59c8a32ecd8ff5cfcbeb16590f188b15a3a8991c1b9d89da4bf46ac2aa7e/codeaudit/DeepLearningExamples
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/7ecc59c8a32ecd8ff5cfcbeb16590f188b15a3a8991c1b9d89da4bf46ac2aa7e/codeaudit/DeepLearningExamples
og:image:alt	Deep Learning Examples. Contribute to codeaudit/DeepLearningExamples development by creating an account on GitHub.
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	5d6ba65d73ecc4e3394fe318d2b2f98e6f8eed4878b5421b938e20d30bde267b
turbo-cache-control	no-cache
go-import	github.com/codeaudit/DeepLearningExamples git https://github.com/codeaudit/DeepLearningExamples.git
octolytics-dimension-user_id	11135016
octolytics-dimension-user_login	codeaudit
octolytics-dimension-repository_id	203048706
octolytics-dimension-repository_nwo	codeaudit/DeepLearningExamples
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	131881622
octolytics-dimension-repository_parent_nwo	NVIDIA/DeepLearningExamples
octolytics-dimension-repository_network_root_id	131881622
octolytics-dimension-repository_network_root_nwo	NVIDIA/DeepLearningExamples
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	2dadc56fd5989b76a8ae7304e3aa56d0b485e5dc
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fcodeaudit%2FDeepLearningExamples%2Ftree%2Fmaster%2FTensorFlow%2FLanguageModeling%2FBERT
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
Code QualityEnforce quality at merge	https://github.com/features/code-quality
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fcodeaudit%2FDeepLearningExamples%2Ftree%2Fmaster%2FTensorFlow%2FLanguageModeling%2FBERT
Sign up	https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Ffiles%2Fdisambiguate&source=header-repo&source_repo=codeaudit%2FDeepLearningExamples
Reload	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT
Reload	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT
Reload	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT
codeaudit	https://github.com/codeaudit
DeepLearningExamples	https://github.com/codeaudit/DeepLearningExamples
NVIDIA/DeepLearningExamples	https://github.com/NVIDIA/DeepLearningExamples
Notifications	https://github.com/login?return_to=%2Fcodeaudit%2FDeepLearningExamples
Fork 0	https://github.com/login?return_to=%2Fcodeaudit%2FDeepLearningExamples
Star 0	https://github.com/login?return_to=%2Fcodeaudit%2FDeepLearningExamples
Code	https://github.com/codeaudit/DeepLearningExamples
Pull requests 0	https://github.com/codeaudit/DeepLearningExamples/pulls
Actions	https://github.com/codeaudit/DeepLearningExamples/actions
Projects	https://github.com/codeaudit/DeepLearningExamples/projects
Security and quality 0	https://github.com/codeaudit/DeepLearningExamples/security
Insights	https://github.com/codeaudit/DeepLearningExamples/pulse
Code	https://github.com/codeaudit/DeepLearningExamples
Pull requests	https://github.com/codeaudit/DeepLearningExamples/pulls
Actions	https://github.com/codeaudit/DeepLearningExamples/actions
Projects	https://github.com/codeaudit/DeepLearningExamples/projects
Security and quality	https://github.com/codeaudit/DeepLearningExamples/security
Insights	https://github.com/codeaudit/DeepLearningExamples/pulse
	https://github.com/codeaudit/DeepLearningExamples
DeepLearningExamples	https://github.com/codeaudit/DeepLearningExamples/tree/master
TensorFlow	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow
LanguageModeling	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling
History	https://github.com/codeaudit/DeepLearningExamples/commits/master/TensorFlow/LanguageModeling/BERT
	https://github.com/codeaudit/DeepLearningExamples/commits/master/TensorFlow/LanguageModeling/BERT
DeepLearningExamples	https://github.com/codeaudit/DeepLearningExamples/tree/master
TensorFlow	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow
LanguageModeling	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling
..	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling
data	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/data
data	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/data
results	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/results
results	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/results
scripts	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/scripts
scripts	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/scripts
tensorrt-inference-server @ 33931a4	https://github.com/NVIDIA/tensorrt-inference-server/tree/33931a4f884ea91e92c0c292473d8cbd47f3cafd
tensorrt-inference-server @ 33931a4	https://github.com/NVIDIA/tensorrt-inference-server/tree/33931a4f884ea91e92c0c292473d8cbd47f3cafd
utils	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/utils
utils	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/utils
.dockerignore	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/.dockerignore
.dockerignore	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/.dockerignore
.gitignore	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/.gitignore
.gitignore	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/.gitignore
.gitmodules	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/.gitmodules
.gitmodules	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/.gitmodules
CONTRIBUTING.md	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/CONTRIBUTING.md
Dockerfile	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/Dockerfile
Dockerfile	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/Dockerfile
LICENSE	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/LICENSE
LICENSE	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/LICENSE
NOTICE	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/NOTICE
NOTICE	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/NOTICE
README.md	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/README.md
README.md	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/README.md
__init__.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/__init__.py
__init__.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/__init__.py
extract_features.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/extract_features.py
extract_features.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/extract_features.py
fp16_utils.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/fp16_utils.py
fp16_utils.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/fp16_utils.py
fused_layer_norm.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/fused_layer_norm.py
fused_layer_norm.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/fused_layer_norm.py
gpu_environment.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/gpu_environment.py
gpu_environment.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/gpu_environment.py
modeling.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/modeling.py
modeling.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/modeling.py
modeling_test.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/modeling_test.py
modeling_test.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/modeling_test.py
multilingual.md	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/multilingual.md
multilingual.md	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/multilingual.md
optimization.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/optimization.py
optimization.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/optimization.py
optimization_test.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/optimization_test.py
optimization_test.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/optimization_test.py
predicting_movie_reviews_with_bert_on_tf_hub.ipynb	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/predicting_movie_reviews_with_bert_on_tf_hub.ipynb
predicting_movie_reviews_with_bert_on_tf_hub.ipynb	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/predicting_movie_reviews_with_bert_on_tf_hub.ipynb
requirements.txt	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/requirements.txt
requirements.txt	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/requirements.txt
run_classifier.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_classifier.py
run_classifier.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_classifier.py
run_classifier_with_tfhub.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_classifier_with_tfhub.py
run_classifier_with_tfhub.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_classifier_with_tfhub.py
run_pretraining.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_pretraining.py
run_pretraining.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_pretraining.py
run_pretraining.sh	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_pretraining.sh
run_pretraining.sh	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_pretraining.sh
run_squad.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_squad.py
run_squad.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_squad.py
run_squad_trtis_client.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_squad_trtis_client.py
run_squad_trtis_client.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_squad_trtis_client.py
sample_text.txt	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/sample_text.txt
sample_text.txt	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/sample_text.txt
tokenization.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/tokenization.py
tokenization.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/tokenization.py
tokenization_test.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/tokenization_test.py
tokenization_test.py	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/tokenization_test.py
README.md	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#readme
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#bert-for-tensorflow
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#table-of-contents
Model overview	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#model-overview
Model architecture	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#model-architecture
Default configuration	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#default-configuration
Feature support matrix	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#feature-support-matrix
Features	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#features
Mixed Precision training	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#mixed-precision-training
Enabling Mixed Precision	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#enabling-mixed-precision
Glossary	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#glossary
Setup	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#setup
Requirements	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#requirements
Quick Start Guide	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
Advanced	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#advanced
Scripts and sample code	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#scripts-and-sample-code
Parameters	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#parameters
Command-line options	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#command-line-options
Getting the data	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#getting-the-data
Dataset guidelines	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#dataset-guidelines
Multi-dataset	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#multi-dataset
Training process	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-process
Pre-training	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training
Fine tuning	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning
Inference process	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-process
Deploying the BERT model using TensorRT Inference Server	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#deploying-the-bert-model-using-tensorrt-inference-server
Performance analysis for TensorRT Inference Server	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#performance-analysis-for-tensorrt-inference-server
Advanced Details	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#advanced-details
Running the TensorRT Inference Server and client	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#running-the-tensorrt-inference-server-and-client
Performance	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#performance
Benchmarking	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#benchmarking
Training performance benchmark	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-benchmark
Inference performance benchmark	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-benchmark
Results	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#results
Training accuracy results	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-accuracy-results
Training accuracy: NVIDIA DGX-1 (8x V100 32G)	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-accuracy-nvidia-dgx-1-(8x-v100-32G)
Training stability test	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-stability-test
Training performance results	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-results
Training performance: NVIDIA DGX-1 (8x V100 16G)	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-1-8x-v100-16g
Training performance: NVIDIA DGX-1 (8x V100 32G)	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-1-8x-v100-32g
Training performance: NVIDIA DGX-2 (16x V100 32G)	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-2-16x-v100-32g
Inference performance results	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-results
Inference performance: NVIDIA DGX-1 (1x V100 16G)	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-1-1x-v100-16g
Inference performance: NVIDIA DGX-1 (1x V100 32G)	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-1-1x-v100-32g
Inference performance: NVIDIA DGX-2 (1x V100 32G)	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-2-1x-v100-32g
Release notes	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#release-notes
Changelog	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#changelog
Known issues	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#known-issues
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#model-overview
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding	https://arxiv.org/abs/1810.04805
Google's official implementation	https://github.com/google-research/bert
Hugging Face	https://github.com/huggingface/pytorch-pretrained-BERT
codertimo	https://github.com/codertimo/BERT-pytorch
gluon-nlp	https://github.com/dmlc/gluon-nlp/tree/master/scripts/bert
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#model-architecture
	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/data/images/bert_pipeline.png?raw=true
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#default-configuration
Wikipedia	https://dumps.wikimedia.org/
Books Corpus	http://yknzhu.wixsite.com/mbweb
SQuAD	https://rajpurkar.github.io/SQuAD-explorer/
XLA	https://www.tensorflow.org/xla
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#feature-support-matrix
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#features
Horovod: Official repository	https://github.com/horovod/horovod
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#mixed-precision-training
Mixed precision	https://arxiv.org/abs/1710.03740
Tensor Cores	https://developer.nvidia.com/tensor-cores
CUDA 8	https://devblogs.nvidia.com/parallelforall/tag/fp16/
Mixed Precision Training	https://arxiv.org/abs/1710.03740
Training With Mixed Precision	https://docs.nvidia.com/deeplearning/sdk/Mixed-Precision-training/index.html
Mixed Precision Training of Deep Neural Networks	https://devblogs.nvidia.com/mixed-precision-training-deep-neural-networks/
Using TF-AMP	https://docs.nvidia.com/deeplearning/dgx/tensorflow-user-guide/index.html#tfamp
NVIDIA Apex: Tools for Easy Mixed Precision Training in PyTorch	https://devblogs.nvidia.com/apex-pytorch-easy-mixed-precision-training/
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#enabling-mixed-precision
mixed precision methodology	https://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html#tensorflow
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#glossary
Attention Is All You Need	https://arxiv.org/abs/1706.03762
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#setup
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#requirements
NVIDIA Docker	https://github.com/NVIDIA/nvidia-docker
TensorFlow 19.06-py3+	https://ngc.nvidia.com/catalog/containers/nvidia:tensorflow
NVIDIA Volta	https://www.nvidia.com/en-us/data-center/volta-gpu-architecture/
Turing	https://www.nvidia.com/en-us/geforce/turing/
Getting Started Using NVIDIA GPU Cloud	https://docs.nvidia.com/ngc/ngc-getting-started-guide/index.html
Accessing And Pulling From The NGC Container Registry	https://docs.nvidia.com/deeplearning/frameworks/user-guide/index.html#accessing_registry
Running TensorFlow	https://docs.nvidia.com/deeplearning/frameworks/tensorflow-release-notes/running.html#running
NVIDIA Container Support Matrix	https://docs.nvidia.com/deeplearning/frameworks/support-matrix/index.html
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
NGC model catalog	https://ngc.nvidia.com/catalog/models
paper	https://arxiv.org/pdf/1810.04805.pdf
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#advanced
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#scripts-and-sample-code
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#parameters
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#command-line-options
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#getting-the-data
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#dataset-guidelines
WordPiece tokenization	https://arxiv.org/pdf/1609.08144.pdf
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#multi-dataset
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-process
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-process
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#deploying-the-bert-model-using-tensorrt-inference-server
NVIDIA TensorRT Inference Server	https://github.com/NVIDIA/tensorrt-inference-server
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#performance-analysis-for-tensorrt-inference-server
	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/data/images/trtis_base_summary.png?raw=true
	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/data/images/trtis_large_summary.png?raw=true
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#advanced-details
TensorRT Inference Server model config	https://docs.nvidia.com/deeplearning/sdk/tensorrt-inference-server-guide/docs/model_configuration.html
perf_client	https://docs.nvidia.com/deeplearning/sdk/tensorrt-inference-server-guide/docs/client.html#performance-example-application
	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/data/images/trtis_bs_1.png?raw=true
	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/data/images/trtis_bs_8.png?raw=true
Dynamic Batcher parameters	https://docs.nvidia.com/deeplearning/sdk/tensorrt-inference-server-master-branch-guide/docs/model_configuration.html#dynamic-batcher
	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/data/images/trtis_static.png?raw=true
	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/data/images/trtis_dynamic.png?raw=true
	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/data/images/trtis_ec_1.png?raw=true
	https://github.com/codeaudit/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/data/images/trtis_ec_4.png?raw=true
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#run-the-tensorrt-inference-server-and-client
TensorRT Inference Server model config	https://docs.nvidia.com/deeplearning/sdk/tensorrt-inference-server-guide/docs/model_configuration.html
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#performance
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#benchmarking
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-benchmark
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-benchmark
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#results
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-accuracy-results
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#nvidia-dgx-1-8x-v100-16g
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-stability-test
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-results
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-1-8x-v100-16g
Quick Start Guide	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-1-8x-v100-32g
Quick Start Guide	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-2-16x-v100-32g
Quick Start Guide	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-results
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-1-1x-v100-16g
Quick Start Guide	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-1-1x-v100-32g
Quick Start Guide	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-2-1x-v100-32g
Quick Start Guide	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#release-notes
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#changelog
	https://github.com/codeaudit/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#known-issues
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.