René's URL Explorer Experiment

Title: GitHub - staghado/vit.cpp: Inference Vision Transformer (ViT) in plain C/C++ with ggml · GitHub

Open Graph Title: GitHub - staghado/vit.cpp: Inference Vision Transformer (ViT) in plain C/C++ with ggml

X Title: GitHub - staghado/vit.cpp: Inference Vision Transformer (ViT) in plain C/C++ with ggml

Description: Inference Vision Transformer (ViT) in plain C/C++ with ggml - staghado/vit.cpp

Open Graph Description: Inference Vision Transformer (ViT) in plain C/C++ with ggml - staghado/vit.cpp

X Description: Inference Vision Transformer (ViT) in plain C/C++ with ggml - staghado/vit.cpp

Opengraph URL: https://github.com/staghado/vit.cpp

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:2e0c6b51-31d5-6b0f-4b37-19820cb42ba6
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	87A8:9FE98:423035:5E88F4:6A4E6E8F
html-safe-nonce	4b4e06db0a8ae94ba3119f649bfe29ec1f74af680e6b7fadec4f2df0bf1abf5f
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI4N0E4OjlGRTk4OjQyMzAzNTo1RTg4RjQ6NkE0RTZFOEYiLCJ2aXNpdG9yX2lkIjoiMzY0MTA0MjQzMzcyNTA2Njg5NSIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	d77da10fc138e49dbb7100e9c4f27f25cbf153bbe53b9a24853316164f8c0db0
hovercard-subject-tag	repository:713446585
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/staghado/vit.cpp
twitter:image	https://opengraph.githubassets.com/07cc19086e71be4b0c1473a191fc6829b4c1091001707de6dea3554133bc8c47/staghado/vit.cpp
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/07cc19086e71be4b0c1473a191fc6829b4c1091001707de6dea3554133bc8c47/staghado/vit.cpp
og:image:alt	Inference Vision Transformer (ViT) in plain C/C++ with ggml - staghado/vit.cpp
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	41b6ab3ba6d20a71766ac245b5a4a94c6fc672a9cd4da7d44c1b33ab8bf6a21c
turbo-cache-control	no-cache
go-import	github.com/staghado/vit.cpp git https://github.com/staghado/vit.cpp.git
octolytics-dimension-user_id	84044788
octolytics-dimension-user_login	staghado
octolytics-dimension-repository_id	713446585
octolytics-dimension-repository_nwo	staghado/vit.cpp
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	713446585
octolytics-dimension-repository_network_root_nwo	staghado/vit.cpp
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	e6a744804e8e70f97b4d5a18a94dcc63db22f97a
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/staghado/vit.cpp#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fstaghado%2Fvit.cpp
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
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%2Fstaghado%2Fvit.cpp
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=staghado%2Fvit.cpp
Reload	https://github.com/staghado/vit.cpp
Reload	https://github.com/staghado/vit.cpp
Reload	https://github.com/staghado/vit.cpp
staghado	https://github.com/staghado
vit.cpp	https://github.com/staghado/vit.cpp
Notifications	https://github.com/login?return_to=%2Fstaghado%2Fvit.cpp
Fork 28	https://github.com/login?return_to=%2Fstaghado%2Fvit.cpp
Star 318	https://github.com/login?return_to=%2Fstaghado%2Fvit.cpp
Code	https://github.com/staghado/vit.cpp
Issues 8	https://github.com/staghado/vit.cpp/issues
Pull requests 1	https://github.com/staghado/vit.cpp/pulls
Actions	https://github.com/staghado/vit.cpp/actions
Projects	https://github.com/staghado/vit.cpp/projects
Security and quality 0	https://github.com/staghado/vit.cpp/security
Insights	https://github.com/staghado/vit.cpp/pulse
Code	https://github.com/staghado/vit.cpp
Issues	https://github.com/staghado/vit.cpp/issues
Pull requests	https://github.com/staghado/vit.cpp/pulls
Actions	https://github.com/staghado/vit.cpp/actions
Projects	https://github.com/staghado/vit.cpp/projects
Security and quality	https://github.com/staghado/vit.cpp/security
Insights	https://github.com/staghado/vit.cpp/pulse
	https://github.com/staghado/vit.cpp
Branches	https://github.com/staghado/vit.cpp/branches
Tags	https://github.com/staghado/vit.cpp/tags
	https://github.com/staghado/vit.cpp/branches
	https://github.com/staghado/vit.cpp/tags
110 Commits	https://github.com/staghado/vit.cpp/commits/main/
	https://github.com/staghado/vit.cpp/commits/main/
assets	https://github.com/staghado/vit.cpp/tree/main/assets
assets	https://github.com/staghado/vit.cpp/tree/main/assets
extensions/vitstr.cpp	https://github.com/staghado/vit.cpp/tree/main/extensions/vitstr.cpp
extensions/vitstr.cpp	https://github.com/staghado/vit.cpp/tree/main/extensions/vitstr.cpp
ggml @ a5e4560	https://github.com/ggerganov/ggml/tree/a5e4560425f83797327001f12fb780cf33606d87
ggml @ a5e4560	https://github.com/ggerganov/ggml/tree/a5e4560425f83797327001f12fb780cf33606d87
scripts	https://github.com/staghado/vit.cpp/tree/main/scripts
scripts	https://github.com/staghado/vit.cpp/tree/main/scripts
tests	https://github.com/staghado/vit.cpp/tree/main/tests
tests	https://github.com/staghado/vit.cpp/tree/main/tests
.gitignore	https://github.com/staghado/vit.cpp/blob/main/.gitignore
.gitignore	https://github.com/staghado/vit.cpp/blob/main/.gitignore
.gitmodules	https://github.com/staghado/vit.cpp/blob/main/.gitmodules
.gitmodules	https://github.com/staghado/vit.cpp/blob/main/.gitmodules
CMakeLists.txt	https://github.com/staghado/vit.cpp/blob/main/CMakeLists.txt
CMakeLists.txt	https://github.com/staghado/vit.cpp/blob/main/CMakeLists.txt
LICENSE	https://github.com/staghado/vit.cpp/blob/main/LICENSE
LICENSE	https://github.com/staghado/vit.cpp/blob/main/LICENSE
README.md	https://github.com/staghado/vit.cpp/blob/main/README.md
README.md	https://github.com/staghado/vit.cpp/blob/main/README.md
convert-pth-to-ggml.py	https://github.com/staghado/vit.cpp/blob/main/convert-pth-to-ggml.py
convert-pth-to-ggml.py	https://github.com/staghado/vit.cpp/blob/main/convert-pth-to-ggml.py
main.cpp	https://github.com/staghado/vit.cpp/blob/main/main.cpp
main.cpp	https://github.com/staghado/vit.cpp/blob/main/main.cpp
quantize.cpp	https://github.com/staghado/vit.cpp/blob/main/quantize.cpp
quantize.cpp	https://github.com/staghado/vit.cpp/blob/main/quantize.cpp
vit.cpp	https://github.com/staghado/vit.cpp/blob/main/vit.cpp
vit.cpp	https://github.com/staghado/vit.cpp/blob/main/vit.cpp
vit.h	https://github.com/staghado/vit.cpp/blob/main/vit.h
vit.h	https://github.com/staghado/vit.cpp/blob/main/vit.h
README	https://github.com/staghado/vit.cpp
MIT license	https://github.com/staghado/vit.cpp
	https://github.com/staghado/vit.cpp#vitcpp
	https://github.com/staghado/vit.cpp#description
ggml	https://github.com/ggerganov/ggml
Description	https://github.com/staghado/vit.cpp#Description
Features	https://github.com/staghado/vit.cpp#features
Vision Transformer Architecture	https://github.com/staghado/vit.cpp#vision-transformer-architecture
Quick Example	https://github.com/staghado/vit.cpp#quick-example
Convert PyTorch to GGUF	https://github.com/staghado/vit.cpp#convert-pytorch-to-gguf
Build	https://github.com/staghado/vit.cpp#build
Simple Build	https://github.com/staghado/vit.cpp#simple-build
Per Device Optimizations	https://github.com/staghado/vit.cpp#per-device-optimizations
OpenMP	https://github.com/staghado/vit.cpp#using-openmp
Run	https://github.com/staghado/vit.cpp#run
Benchmark against PyTorch	https://github.com/staghado/vit.cpp#benchmark-against-pytorch
ViT Inference	https://github.com/staghado/vit.cpp#vit-inference
Benchmark on Your Machine	https://github.com/staghado/vit.cpp#benchmark-on-your-machine
Quantization	https://github.com/staghado/vit.cpp#quantization
To-Do List	https://github.com/staghado/vit.cpp#to-do-list
	https://github.com/staghado/vit.cpp#features
ggml	https://github.com/ggerganov/ggml
	https://github.com/staghado/vit.cpp#vision-transformer-architecture
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale	https://arxiv.org/abs/2010.11929
	https://github.com/staghado/vit.cpp/blob/main/assets/image.png
original paper	https://arxiv.org/abs/2010.11929
	https://github.com/staghado/vit.cpp#quick-example
	https://github.com/staghado/vit.cpp/blob/main/assets/magpie.jpeg
	https://github.com/staghado/vit.cpp#convert-pytorch-to-gguf
Hugging Face	https://huggingface.co/staghado/vit.cpp
	https://github.com/staghado/vit.cpp#build
	https://github.com/staghado/vit.cpp#simple-build
	https://github.com/staghado/vit.cpp#per-device-optimizations
	https://github.com/staghado/vit.cpp#for-amd-host-processors
AMD Optimizing C/C++ and Fortran Compilers (AOCC)	https://www.amd.com/en/developer/aocc.html
	https://github.com/staghado/vit.cpp#using-openmp
	https://github.com/staghado/vit.cpp#run
	https://github.com/staghado/vit.cpp#benchmark-against-pytorch
	https://github.com/staghado/vit.cpp#vit-inference
	https://github.com/staghado/vit.cpp#benchmark-on-your-machine
	https://github.com/staghado/vit.cpp#quantization
	https://github.com/staghado/vit.cpp#results
	https://github.com/staghado/vit.cpp#to-do-list
whisper.cpp	https://github.com/ggerganov/whisper.cpp
llama.cpp	https://github.com/ggerganov/llama.cpp
	https://github.com/staghado/vit.cpp#star-history
	https://star-history.com/#staghado/vit.cpp&Date
c	https://github.com/topics/c
cpu	https://github.com/topics/cpu
ai	https://github.com/topics/ai
computer-vision	https://github.com/topics/computer-vision
cpp	https://github.com/topics/cpp
image-classification	https://github.com/topics/image-classification
edge-computing	https://github.com/topics/edge-computing
vision-transformer	https://github.com/topics/vision-transformer
whisper-cpp	https://github.com/topics/whisper-cpp
llamacpp	https://github.com/topics/llamacpp
ggml	https://github.com/topics/ggml
Readme	https://github.com/staghado/vit.cpp#readme-ov-file
MIT license	https://github.com/staghado/vit.cpp#MIT-1-ov-file
Please reload this page	https://github.com/staghado/vit.cpp
Activity	https://github.com/staghado/vit.cpp/activity
28 forks	https://github.com/staghado/vit.cpp/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fstaghado%2Fvit.cpp&report=staghado+%28user%29
Releases	https://github.com/staghado/vit.cpp/releases
2 tags	https://github.com/staghado/vit.cpp/tags
Packages 0	https://github.com/users/staghado/packages?repo_name=vit.cpp
Please reload this page	https://github.com/staghado/vit.cpp
Contributors	https://github.com/staghado/vit.cpp/graphs/contributors
Please reload this page	https://github.com/staghado/vit.cpp
C++ 82.2%	https://github.com/staghado/vit.cpp/search?l=c%2B%2B
Python 12.8%	https://github.com/staghado/vit.cpp/search?l=python
CMake 2.6%	https://github.com/staghado/vit.cpp/search?l=cmake
Shell 2.4%	https://github.com/staghado/vit.cpp/search?l=shell
	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.