René's URL Explorer Experiment


Title: GitHub - bibo-msft/BitBLAS: BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment. · GitHub

Open Graph Title: GitHub - bibo-msft/BitBLAS: BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.

X Title: GitHub - bibo-msft/BitBLAS: BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.

Description: BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment. - bibo-msft/BitBLAS

Open Graph Description: BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment. - bibo-msft/BitBLAS

X Description: BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment. - bibo-msft/BitBLAS

Mail addresses
opencode@microsoft.com

Opengraph URL: https://github.com/bibo-msft/BitBLAS

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:f343b1d4-34a6-274e-ed8c-22d586ac7897
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idC69E:1070C6:933C4F:C60AB9:6A4C4762
html-safe-nonce123eb3b60c900d73fa3c5cdb690640bdcb6c68119163240644a53afe1b50e95a
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDNjlFOjEwNzBDNjo5MzNDNEY6QzYwQUI5OjZBNEM0NzYyIiwidmlzaXRvcl9pZCI6Ijg1MTUzMzI2MDA5ODk3NjM0MjYiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac87bb921dcefaedefe6ab41e270d63f803241d5e9aa126176b4a3204109aab99f
hovercard-subject-tagrepository:830352072
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/bibo-msft/BitBLAS
twitter:imagehttps://opengraph.githubassets.com/4f6e27ee593bc585e731029ca0b72ff1bb22adddb2bb26abb8d28743516a4d33/bibo-msft/BitBLAS
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/4f6e27ee593bc585e731029ca0b72ff1bb22adddb2bb26abb8d28743516a4d33/bibo-msft/BitBLAS
og:image:altBitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment. - bibo-msft/BitBLAS
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None3d11bb817438277de2a940854450e83a7d32b6aeb5014e9e6b00a6423900251c
turbo-cache-controlno-cache
go-importgithub.com/bibo-msft/BitBLAS git https://github.com/bibo-msft/BitBLAS.git
octolytics-dimension-user_id129240105
octolytics-dimension-user_loginbibo-msft
octolytics-dimension-repository_id830352072
octolytics-dimension-repository_nwobibo-msft/BitBLAS
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id762181983
octolytics-dimension-repository_parent_nwomicrosoft/BitBLAS
octolytics-dimension-repository_network_root_id762181983
octolytics-dimension-repository_network_root_nwomicrosoft/BitBLAS
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
release3996b3b83990e134be6c099ab9a7f48f140ae80f
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/bibo-msft/BitBLAS#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fbibo-msft%2FBitBLAS
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub Copilot appDirect agents from issue to mergehttps://github.com/features/ai/github-app
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
View all resourceshttps://github.com/resources
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
GitHub Starshttps://stars.github.com
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://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fbibo-msft%2FBitBLAS
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&source=header-repo&source_repo=bibo-msft%2FBitBLAS
Reloadhttps://github.com/bibo-msft/BitBLAS
Reloadhttps://github.com/bibo-msft/BitBLAS
Reloadhttps://github.com/bibo-msft/BitBLAS
bibo-msft https://github.com/bibo-msft
BitBLAShttps://github.com/bibo-msft/BitBLAS
microsoft/BitBLAShttps://github.com/microsoft/BitBLAS
Notifications https://github.com/login?return_to=%2Fbibo-msft%2FBitBLAS
Fork 0 https://github.com/login?return_to=%2Fbibo-msft%2FBitBLAS
Star 0 https://github.com/login?return_to=%2Fbibo-msft%2FBitBLAS
Code https://github.com/bibo-msft/BitBLAS
Pull requests 0 https://github.com/bibo-msft/BitBLAS/pulls
Actions https://github.com/bibo-msft/BitBLAS/actions
Projects https://github.com/bibo-msft/BitBLAS/projects
Security and quality 0 https://github.com/bibo-msft/BitBLAS/security
Insights https://github.com/bibo-msft/BitBLAS/pulse
Code https://github.com/bibo-msft/BitBLAS
Pull requests https://github.com/bibo-msft/BitBLAS/pulls
Actions https://github.com/bibo-msft/BitBLAS/actions
Projects https://github.com/bibo-msft/BitBLAS/projects
Security and quality https://github.com/bibo-msft/BitBLAS/security
Insights https://github.com/bibo-msft/BitBLAS/pulse
https://github.com/bibo-msft/BitBLAS
Brancheshttps://github.com/bibo-msft/BitBLAS/branches
Tagshttps://github.com/bibo-msft/BitBLAS/tags
https://github.com/bibo-msft/BitBLAS/branches
https://github.com/bibo-msft/BitBLAS/tags
179 Commitshttps://github.com/bibo-msft/BitBLAS/commits/main/
https://github.com/bibo-msft/BitBLAS/commits/main/
.github/workflowshttps://github.com/bibo-msft/BitBLAS/tree/main/.github/workflows
.github/workflowshttps://github.com/bibo-msft/BitBLAS/tree/main/.github/workflows
3rdpartyhttps://github.com/bibo-msft/BitBLAS/tree/main/3rdparty
3rdpartyhttps://github.com/bibo-msft/BitBLAS/tree/main/3rdparty
benchmarkhttps://github.com/bibo-msft/BitBLAS/tree/main/benchmark
benchmarkhttps://github.com/bibo-msft/BitBLAS/tree/main/benchmark
bitblashttps://github.com/bibo-msft/BitBLAS/tree/main/bitblas
bitblashttps://github.com/bibo-msft/BitBLAS/tree/main/bitblas
docshttps://github.com/bibo-msft/BitBLAS/tree/main/docs
docshttps://github.com/bibo-msft/BitBLAS/tree/main/docs
imageshttps://github.com/bibo-msft/BitBLAS/tree/main/images
imageshttps://github.com/bibo-msft/BitBLAS/tree/main/images
integrationhttps://github.com/bibo-msft/BitBLAS/tree/main/integration
integrationhttps://github.com/bibo-msft/BitBLAS/tree/main/integration
maint/scriptshttps://github.com/bibo-msft/BitBLAS/tree/main/maint/scripts
maint/scriptshttps://github.com/bibo-msft/BitBLAS/tree/main/maint/scripts
testinghttps://github.com/bibo-msft/BitBLAS/tree/main/testing
testinghttps://github.com/bibo-msft/BitBLAS/tree/main/testing
toolshttps://github.com/bibo-msft/BitBLAS/tree/main/tools
toolshttps://github.com/bibo-msft/BitBLAS/tree/main/tools
.gitignorehttps://github.com/bibo-msft/BitBLAS/blob/main/.gitignore
.gitignorehttps://github.com/bibo-msft/BitBLAS/blob/main/.gitignore
.gitmoduleshttps://github.com/bibo-msft/BitBLAS/blob/main/.gitmodules
.gitmoduleshttps://github.com/bibo-msft/BitBLAS/blob/main/.gitmodules
CODE_OF_CONDUCT.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/CONTRIBUTING.md
CONTRIBUTING.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/CONTRIBUTING.md
LICENSEhttps://github.com/bibo-msft/BitBLAS/blob/main/LICENSE
LICENSEhttps://github.com/bibo-msft/BitBLAS/blob/main/LICENSE
MANIFEST.inhttps://github.com/bibo-msft/BitBLAS/blob/main/MANIFEST.in
MANIFEST.inhttps://github.com/bibo-msft/BitBLAS/blob/main/MANIFEST.in
README.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/README.md
README.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/README.md
SECURITY.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/SECURITY.md
SECURITY.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/SECURITY.md
SUPPORT.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/SUPPORT.md
SUPPORT.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/SUPPORT.md
THIRDPARTYNOTICES.txthttps://github.com/bibo-msft/BitBLAS/blob/main/THIRDPARTYNOTICES.txt
THIRDPARTYNOTICES.txthttps://github.com/bibo-msft/BitBLAS/blob/main/THIRDPARTYNOTICES.txt
TRANSPARENCY.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/TRANSPARENCY.md
TRANSPARENCY.mdhttps://github.com/bibo-msft/BitBLAS/blob/main/TRANSPARENCY.md
VERSIONhttps://github.com/bibo-msft/BitBLAS/blob/main/VERSION
VERSIONhttps://github.com/bibo-msft/BitBLAS/blob/main/VERSION
format.shhttps://github.com/bibo-msft/BitBLAS/blob/main/format.sh
format.shhttps://github.com/bibo-msft/BitBLAS/blob/main/format.sh
install.shhttps://github.com/bibo-msft/BitBLAS/blob/main/install.sh
install.shhttps://github.com/bibo-msft/BitBLAS/blob/main/install.sh
pyproject.tomlhttps://github.com/bibo-msft/BitBLAS/blob/main/pyproject.toml
pyproject.tomlhttps://github.com/bibo-msft/BitBLAS/blob/main/pyproject.toml
requirements-dev.txthttps://github.com/bibo-msft/BitBLAS/blob/main/requirements-dev.txt
requirements-dev.txthttps://github.com/bibo-msft/BitBLAS/blob/main/requirements-dev.txt
requirements.txthttps://github.com/bibo-msft/BitBLAS/blob/main/requirements.txt
requirements.txthttps://github.com/bibo-msft/BitBLAS/blob/main/requirements.txt
setup.pyhttps://github.com/bibo-msft/BitBLAS/blob/main/setup.py
setup.pyhttps://github.com/bibo-msft/BitBLAS/blob/main/setup.py
READMEhttps://github.com/bibo-msft/BitBLAS
Code of conducthttps://github.com/bibo-msft/BitBLAS
Contributinghttps://github.com/bibo-msft/BitBLAS
Licensehttps://github.com/bibo-msft/BitBLAS
Securityhttps://github.com/bibo-msft/BitBLAS
https://github.com/bibo-msft/BitBLAS#bitblas
GPTQhttps://arxiv.org/abs/2210.17323
BitDistillerhttps://arxiv.org/abs/2402.10631
BitNet-b1.58https://arxiv.org/abs/2402.17764
support matrixhttps://github.com/bibo-msft/BitBLAS#support-matrix
integrationhttps://github.com/microsoft/BitBLAS/blob/main/integration/
PyTorchhttps://pytorch.org/
GPTQModelhttps://github.com/ModelCloud/GPTQModel
AutoGPTQhttps://github.com/AutoGPTQ/AutoGPTQ
vLLMhttps://github.com/vllm-project/vllm
BitNet-b1.58https://huggingface.co/1bitLLM/bitnet_b1_58-3B
benchmark summaryhttps://github.com/bibo-msft/BitBLAS#benchmark-summary
BitNet-b1.58https://arxiv.org/abs/2402.17764
op_benchmark_a100_int2_scalinghttps://github.com/microsoft/BitBLAS/blob/main/images/figures/op_benchmark_a100_int2_scaling.png
BitNet-b1.58 integrationhttps://github.com/microsoft/BitBLAS/blob/main/integration/BitNet
https://github.com/bibo-msft/BitBLAS#latest-news
https://github.com/bibo-msft/BitBLAS#integration-example-of-fastertransformer-with-bitblas
https://github.com/bibo-msft/BitBLAS/blob/main/images/gif/FasterTransformer.gif
https://github.com/bibo-msft/BitBLAS#benchmark-summary
https://github.com/bibo-msft/BitBLAS/blob/main/images/figures/end2end_llama_13b_auto_gptq.png
https://github.com/bibo-msft/BitBLAS/blob/main/images/figures/end2end_llama_70b_auto_gptq.png
https://github.com/bibo-msft/BitBLAS/blob/main/images/figures/end2end_llama_13b_vllm.png
https://github.com/bibo-msft/BitBLAS/blob/main/images/figures/end2end_llama_70B_vllm.png
https://github.com/bibo-msft/BitBLAS/blob/main/images/figures/op_benchmark_a100_wq_gemv_e7.png
https://github.com/bibo-msft/BitBLAS/blob/main/images/figures/op_benchmark_a100_wq_gemm_e7.png
https://github.com/bibo-msft/BitBLAS/blob/main/images/figures/op_benchmark_consistent_gemm_fp16.png
https://github.com/bibo-msft/BitBLAS/blob/main/images/figures/op_benchmark_consistent_gemm_int8.png
benchmarkhttps://github.com/bibo-msft/BitBLAS/blob/main/benchmark/README.md
https://github.com/bibo-msft/BitBLAS#support-matrix
https://github.com/bibo-msft/BitBLAS#getting-started
Installationhttps://github.com/microsoft/BitBLAS/blob/main/docs/Installation.md
installationhttps://github.com/microsoft/BitBLAS/blob/main/docs/Installation.md
QuickStarthttps://github.com/microsoft/BitBLAS/blob/main/docs/QuickStart.md
Python APIhttps://github.com/microsoft/BitBLAS/blob/main/docs/PythonAPI.md
Integrationhttps://github.com/microsoft/BitBLAS/tree/main/integration
Customizationhttps://github.com/microsoft/BitBLAS/blob/main/docs/ExtendOperatorsWithDSL.md
https://github.com/bibo-msft/BitBLAS#reference
https://github.com/bibo-msft/BitBLAS#contributing
https://cla.opensource.microsoft.comhttps://cla.opensource.microsoft.com
https://github.com/bibo-msft/BitBLAS#trademarks
Readme https://github.com/bibo-msft/BitBLAS#readme-ov-file
MIT license https://github.com/bibo-msft/BitBLAS#MIT-1-ov-file
Code of conduct https://github.com/bibo-msft/BitBLAS#coc-ov-file
Contributing https://github.com/bibo-msft/BitBLAS#contributing-ov-file
Security policy https://github.com/bibo-msft/BitBLAS#security-ov-file
Please reload this pagehttps://github.com/bibo-msft/BitBLAS
Activityhttps://github.com/bibo-msft/BitBLAS/activity
0 forkshttps://github.com/bibo-msft/BitBLAS/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fbibo-msft%2FBitBLAS&report=bibo-msft+%28user%29
Releaseshttps://github.com/bibo-msft/BitBLAS/releases
Packages 0https://github.com/users/bibo-msft/packages?repo_name=BitBLAS
Please reload this pagehttps://github.com/bibo-msft/BitBLAS
Contributorshttps://github.com/bibo-msft/BitBLAS/graphs/contributors
Please reload this pagehttps://github.com/bibo-msft/BitBLAS
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.