René's URL Explorer Experiment

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

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

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

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

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

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

Opengraph URL: https://github.com/mopshell/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:a656a62e-d846-0af3-4401-a33e41d56634
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	AAEE:28909A:5A4C73:79F321:6A6121C7
html-safe-nonce	9cd5a10516e4e0fd05999b87ddc26b2b024f9ed9089f1346adb3c54b0125f35b
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBQUVFOjI4OTA5QTo1QTRDNzM6NzlGMzIxOjZBNjEyMUM3IiwidmlzaXRvcl9pZCI6IjcyNDAwMjM0NDc3NzkyMjE5NjAiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	fd237f901d6af61cb394d8a9b8d0fcc975ea2e78016b25edcb3388961c14f522
hovercard-subject-tag	repository:429957754
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/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT
twitter:image	https://opengraph.githubassets.com/5f9f821b89e9815b1acf0b0868c0d28ca1f20b4c4fa4a21984013f6296c5da7f/mopshell/DeepLearningExamples
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/5f9f821b89e9815b1acf0b0868c0d28ca1f20b4c4fa4a21984013f6296c5da7f/mopshell/DeepLearningExamples
og:image:alt	Deep Learning Examples. Contribute to mopshell/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	7d9987c85f924dc5597480f737e023a6e985b0316e672f00513eb4ba440d87ba
turbo-cache-control	no-cache
go-import	github.com/mopshell/DeepLearningExamples git https://github.com/mopshell/DeepLearningExamples.git
octolytics-dimension-user_id	11892930
octolytics-dimension-user_login	mopshell
octolytics-dimension-repository_id	429957754
octolytics-dimension-repository_nwo	mopshell/DeepLearningExamples
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	343010329
octolytics-dimension-repository_parent_nwo	jxgu1016/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	d38dc1dac7b5a5d0788e068e080820de6de90a28
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/mopshell/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%2Fmopshell%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%2Fmopshell%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=mopshell%2FDeepLearningExamples
Reload	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT
Reload	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT
Reload	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT
mopshell	https://github.com/mopshell
DeepLearningExamples	https://github.com/mopshell/DeepLearningExamples
jxgu1016/DeepLearningExamples	https://github.com/jxgu1016/DeepLearningExamples
Notifications	https://github.com/login?return_to=%2Fmopshell%2FDeepLearningExamples
Fork 0	https://github.com/login?return_to=%2Fmopshell%2FDeepLearningExamples
Star 0	https://github.com/login?return_to=%2Fmopshell%2FDeepLearningExamples
Code	https://github.com/mopshell/DeepLearningExamples
Pull requests 0	https://github.com/mopshell/DeepLearningExamples/pulls
Actions	https://github.com/mopshell/DeepLearningExamples/actions
Projects	https://github.com/mopshell/DeepLearningExamples/projects
Security and quality 0	https://github.com/mopshell/DeepLearningExamples/security
Insights	https://github.com/mopshell/DeepLearningExamples/pulse
Code	https://github.com/mopshell/DeepLearningExamples
Pull requests	https://github.com/mopshell/DeepLearningExamples/pulls
Actions	https://github.com/mopshell/DeepLearningExamples/actions
Projects	https://github.com/mopshell/DeepLearningExamples/projects
Security and quality	https://github.com/mopshell/DeepLearningExamples/security
Insights	https://github.com/mopshell/DeepLearningExamples/pulse
	https://github.com/mopshell/DeepLearningExamples
DeepLearningExamples	https://github.com/mopshell/DeepLearningExamples/tree/master
TensorFlow	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow
LanguageModeling	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling
History	https://github.com/mopshell/DeepLearningExamples/commits/master/TensorFlow/LanguageModeling/BERT
	https://github.com/mopshell/DeepLearningExamples/commits/master/TensorFlow/LanguageModeling/BERT
DeepLearningExamples	https://github.com/mopshell/DeepLearningExamples/tree/master
TensorFlow	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow
LanguageModeling	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling
..	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling
biobert	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/biobert
biobert	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/biobert
data	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/data
data	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/data
notebooks	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/notebooks
notebooks	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/notebooks
results	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/results
results	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/results
scripts	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/scripts
scripts	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/scripts
triton	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/triton
triton	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/triton
utils	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/utils
utils	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT/utils
.dockerignore	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/.dockerignore
.dockerignore	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/.dockerignore
.gitignore	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/.gitignore
.gitignore	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/.gitignore
CONTRIBUTING.md	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/CONTRIBUTING.md
Dockerfile	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/Dockerfile
Dockerfile	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/Dockerfile
LICENSE	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/LICENSE
LICENSE	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/LICENSE
NOTICE	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/NOTICE
NOTICE	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/NOTICE
README.md	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/README.md
README.md	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/README.md
__init__.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/__init__.py
__init__.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/__init__.py
extract_features.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/extract_features.py
extract_features.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/extract_features.py
fp16_utils.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/fp16_utils.py
fp16_utils.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/fp16_utils.py
fused_layer_norm.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/fused_layer_norm.py
fused_layer_norm.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/fused_layer_norm.py
gpu_environment.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/gpu_environment.py
gpu_environment.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/gpu_environment.py
modeling.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/modeling.py
modeling.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/modeling.py
modeling_test.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/modeling_test.py
modeling_test.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/modeling_test.py
multilingual.md	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/multilingual.md
multilingual.md	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/multilingual.md
optimization.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/optimization.py
optimization.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/optimization.py
optimization_test.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/optimization_test.py
optimization_test.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/optimization_test.py
predicting_movie_reviews_with_bert_on_tf_hub.ipynb	https://github.com/mopshell/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/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/predicting_movie_reviews_with_bert_on_tf_hub.ipynb
requirements.txt	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/requirements.txt
requirements.txt	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/requirements.txt
run.sub	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run.sub
run.sub	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run.sub
run_classifier.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_classifier.py
run_classifier.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_classifier.py
run_classifier_with_tfhub.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_classifier_with_tfhub.py
run_classifier_with_tfhub.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_classifier_with_tfhub.py
run_ner.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_ner.py
run_ner.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_ner.py
run_pretraining.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_pretraining.py
run_pretraining.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_pretraining.py
run_re.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_re.py
run_re.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_re.py
run_squad.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_squad.py
run_squad.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/run_squad.py
sample_text.txt	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/sample_text.txt
sample_text.txt	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/sample_text.txt
tf_metrics.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/tf_metrics.py
tf_metrics.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/tf_metrics.py
tokenization.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/tokenization.py
tokenization.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/tokenization.py
tokenization_test.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/tokenization_test.py
tokenization_test.py	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/tokenization_test.py
README.md	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#readme
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#bert-for-tensorflow
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#table-of-contents
Model overview	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#model-overview
Model architecture	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#model-architecture
Default configuration	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#default-configuration
Feature support matrix	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#feature-support-matrix
Features	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#features
Mixed precision training	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#mixed-precision-training
Enabling mixed precision	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#enabling-mixed-precision
Enabling TF32	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#enabling-tf32
Glossary	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#glossary
Setup	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#setup
Requirements	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#requirements
Quick Start Guide	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
Advanced	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#advanced
Scripts and sample code	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#scripts-and-sample-code
Parameters	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#parameters
Command-line options	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#command-line-options
Getting the data	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#getting-the-data
Dataset guidelines	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#dataset-guidelines
Multi-dataset	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#multi-dataset
Training process	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-process
Pre-training	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training
Fine tuning	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning
Multi-node	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#multi-node
Inference process	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-process
Inference Process With TensorRT	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-process-with-tensorrt
Deploying the BERT model using Triton Inference Server	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#deploying-the-bert-model-using-triton-inference-server
BioBERT	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#biobert
Performance	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#performance
Benchmarking	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#benchmarking
Training performance benchmark	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-benchmark
Inference performance benchmark	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-benchmark
Results	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#results
Training accuracy results	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-accuracy-results
Pre-training accuracy	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-accuracy
Fine-tuning accuracy for SQuAD v1.1: NVIDIA DGX A100 (8x A100 40GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-accuracy-for-squad-v1.1-nvidia-dgx-a100-8x-a100-40GB
Fine-tuning accuracy for GLUE MRPC: NVIDIA DGX A100 (8x A100 40GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-accuracy-for-glue-mrpc-nvidia-dgx-a100-8x-a100-40GB
Training stability test	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-stability-test
Pre-training SQuAD v1.1 stability test: NVIDIA DGX A100 (256x A100 40GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-squad-v1.1-stability-test-nvidia-dgx-a100-256x-a100-40GB
Fine-tuning SQuAD v1.1 stability test: NVIDIA DGX A100 (8x A100 40GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-squad-v1.1-stability-test-nvidia-dgx-a100-8x-a100-40GB
Fine-tuning GLUE MRPC stability test: NVIDIA DGX A100 (8x A100 40GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-glue-mrpc-stability-test-nvidia-dgx-a100-8x-a100-40GB
Training performance results	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-results
Training performance: NVIDIA DGX-1 (8x V100 16GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-1-8x-v100-16GB
Pre-training training performance: single-node on DGX-1 16GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-single-node-on-dgx-1-16GB
Fine-tuning training performance for SQuAD v1.1 on DGX-1 16GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-training-performance-for-squad-v1.1-on-dgx-1-16GB
Training performance: NVIDIA DGX-1 (8x V100 32GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-1-8x-v100-32GB
Pre-training training performance: single-node on DGX-1 32GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-single-node-on-dgx-1-32GB
Fine-tuning training performance for SQuAD v1.1 on DGX-1 32GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-training-performance-for-squad-v1.1-on-dgx-1-32GB
Training performance: NVIDIA DGX-2 (16x V100 32GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-2-16x-v100-32GB
Pre-training training performance: single-node on DGX-2 32GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-single-node-on-dgx-2-32GB
Pre-training training performance: multi-node on DGX-2 32GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-multi-node-on-dgx-2-32GB
Fine-tuning training performance for SQuAD v1.1 on DGX-2 32GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-training-performance-for-squad-v1.1-on-dgx-2-32GB
Training performance: NVIDIA DGX A100 (8x A100 40GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-a100-8x-a100-40gb
Pre-training training performance: single-node on DGX A100 40GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-single-node-on-dgx-a100-40gb
Pre-training training performance: multi-node on DGX A100 40GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-multi-node-on-dgx-a100-40gb
Fine-tuning training performance for SQuAD v1.1 on DGX A100 40GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-training-performance-for-squad-v1.1-on-dgx-a100-40gb
Inference performance results	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-results
Inference performance: NVIDIA DGX-1 (1x V100 16GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-1-1x-v100-16GB
Fine-tuning inference performance for SQuAD v1.1 on 16GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-inference-performance-for-squad-v1.1-on-16GB
Inference performance: NVIDIA DGX-1 (1x V100 32GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-1-1x-v100-32GB
Fine-tuning inference performance for SQuAD v1.1 on 32GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-inference-performance-for-squad-v1.1-on-32GB
Inference performance: NVIDIA DGX-2 (1x V100 32GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-2-1x-v100-32GB
Fine-tuning inference performance for SQuAD v1.1 on DGX-2 32GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-inference-performance-for-squad-v1.1-on-dgx-2-32GB
Inference performance: NVIDIA DGX A100 (1x A100 40GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-a100-1x-a100-40gb
Fine-tuning inference performance for SQuAD v1.1 on DGX A100 (1x A100 40GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-inference-performance-for-squad-v1.1-on-dgx-a100-40gb
Inference performance: NVIDIA Tesla T4 (1x T4 16GB)	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-tesla-t4-1x-t4-16GB
Fine-tuning inference performance for SQuAD v1.1 on Tesla T4 16GB	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-inference-performance-for-squad-v1.1-on-tesla-t4-16GB
Release notes	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#release-notes
Changelog	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#changelog
Known issues	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#known-issues
	https://github.com/mopshell/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
NVIDIA PyTorch	https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/LanguageModeling/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/v0.10.x/scripts/bert
Google's official implementation	https://github.com/google-research/bert
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#model-architecture
	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/data/images/bert_pipeline.png?raw=true
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#default-configuration
Wikipedia	https://dumps.wikimedia.org/
BookCorpus	http://yknzhu.wixsite.com/mbweb
SQuAD	https://rajpurkar.github.io/SQuAD-explorer/
GLUE	https://gluebenchmark.com/
XLA	https://www.tensorflow.org/xla
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#feature-support-matrix
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#features
TensorFlow tutorial	https://github.com/horovod/horovod/#usage
LAMB	https://arxiv.org/pdf/1904.00962.pdf
Adam	https://arxiv.org/pdf/1412.6980.pdf
LAMB version 1	https://arxiv.org/abs/1904.00962v1
article	https://medium.com/@NvidiaAI/a-guide-to-optimizer-implementation-for-bert-at-scale-8338cc7f45fd
	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/data/images/images_nvlamb.png
	https://github.com/mopshell/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
mixed precision training	https://docs.nvidia.com/deeplearning/performance/mixed-precision-training/index.html
mixed precision methodology	https://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html#tensorflow
Mixed Precision Training	https://arxiv.org/abs/1710.03740
Training With Mixed Precision	https://docs.nvidia.com/deeplearning/performance/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/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#enabling-mixed-precision
loss scaling	https://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html#lossscaling
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#enabling-tf32
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#glossary
Attention Is All You Need	https://arxiv.org/abs/1706.03762
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#setup
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#requirements
NVIDIA Docker	https://github.com/NVIDIA/nvidia-docker
TensorFlow 20.06-py3+	https://ngc.nvidia.com/catalog/containers/nvidia:tensorflow
NVIDIA Volta	https://www.nvidia.com/en-us/data-center/volta-gpu-architecture/
NVIDIA Turing	https://www.nvidia.com/en-us/geforce/turing/
NVIDIA Ampere architecture	https://www.nvidia.com/en-us/data-center/nvidia-ampere-gpu-architecture/
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
Enroot	https://github.com/NVIDIA/enroot
Pyxis	https://github.com/NVIDIA/pyxis
SLURM	https://slurm.schedmd.com
Multi-node Documentation	https://docs.nvidia.com/ngc/multi-node-bert-user-guide
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
NGC model catalog	https://ngc.nvidia.com/catalog/models
LAMB paper	https://arxiv.org/pdf/1904.00962.pdf
BERT paper	https://arxiv.org/pdf/1810.04805.pdf
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#advanced
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#scripts-and-sample-code
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#parameters
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#command-line-options
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#getting-the-data
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#dataset-guidelines
WordPiece tokenization	https://arxiv.org/pdf/1609.08144.pdf
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#multi-dataset
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-process
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#multi-node
Requirements	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#requirements
Training performance results	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-results
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-process
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-process-with-tensorrt
./trt/README.md	https://github.com/mopshell/DeepLearningExamples/blob/master/TensorFlow/LanguageModeling/BERT/trt/README.md
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#deploying-the-bert-model-using-triton-inference-server
NVIDIA Triton Inference Server	https://github.com/NVIDIA/triton-inference-server
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#biobert
BioBERT	https://arxiv.org/pdf/1901.08746.pdf
SciBERT	https://arxiv.org/pdf/1903.10676.pdf
NCBI-BERT	https://arxiv.org/pdf/1906.05474.pdf
ClinicalBERT (MIT)	https://arxiv.org/pdf/1904.03323.pdf
ClinicalBERT (NYU, Princeton)	https://arxiv.org/pdf/1904.05342.pdf
BioNLP’19 workshop	https://aclweb.org/aclwiki/BioNLP_Workshop
PubMed	https://www.ncbi.nlm.nih.gov/pubmed/
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#performance
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#benchmarking
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-benchmark
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-benchmark
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#results
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-accuracy-results
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-accuracy
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-accuracy
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-accuracy-for-squad-v11-nvidia-dgx-a100-8x-a100-40g
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-accuracy-for-glue-mrpc-nvidia-dgx-a100-8x-a100-40g
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-stability-test
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-squad-v11-stability-test-nvidia-dgx-a100-256x-a100-40gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-squad-v11-stability-test-nvidia-dgx-a100-8x-a100-40gb
https://ngc.nvidia.com/catalog/models/nvidia:bert_tf_pretraining_lamb_16n	https://ngc.nvidia.com/catalog/models/nvidia:bert_tf_pretraining_lamb_16n
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-glue-mrpc-stability-test-nvidia-dgx-a100-8x-a100-40gb
https://ngc.nvidia.com/catalog/models/nvidia:bert_tf_pretraining_lamb_16n	https://ngc.nvidia.com/catalog/models/nvidia:bert_tf_pretraining_lamb_16n
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-results
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-1-8x-v100-16gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-single-node-on-dgx-1-16gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-training-performance-for-squad-v11-on-dgx-1-16gb
Quick Start Guide	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-1-8x-v100-32gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-single-node-on-dgx-1-32gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-training-performance-for-squad-v11-on-dgx-1-32gb
Quick Start Guide	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-2-16x-v100-32gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-single-node-on-dgx-2-32gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-multi-node-on-dgx-2h-32gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-training-performance-for-squad-v11-on-dgx-2-32gb
Quick Start Guide	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#training-performance-nvidia-dgx-a100-8x-a100-40gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-single-node-on-dgx-a100-40gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#pre-training-training-performance-multi-node-on-dgx-a100-40gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-training-performance-for-squad-v11-on-dgx-a100-40gb
Quick Start Guide	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-results
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-1-1x-v100-16gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-inference-performance-for-squad-v11-on-16gb
Quick Start Guide	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-1-1x-v100-32gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-inference-performance-for-squad-v11-on-32gb
Quick Start Guide	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-2-1x-v100-32gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-inference-performance-for-squad-v11-on-dgx-2--32gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-dgx-a100-1x-a100-40gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-inference-performance-for-squad-v11-on-dgx-a100--40gb
Quick Start Guide	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#inference-performance-nvidia-tesla-t4-1x-t4-16gb
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#fine-tuning-inference-performance-for-squad-v11-on-tesla-t4-16gb
Quick Start Guide	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#quick-start-guide
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#release-notes
	https://github.com/mopshell/DeepLearningExamples/tree/master/TensorFlow/LanguageModeling/BERT#changelog
	https://github.com/mopshell/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.