René's URL Explorer Experiment

Title: GitHub - Foboz/llama.cpp: Port of Facebook's LLaMA model in C/C++

Open Graph Title: GitHub - Foboz/llama.cpp: Port of Facebook's LLaMA model in C/C++

X Title: GitHub - Foboz/llama.cpp: Port of Facebook's LLaMA model in C/C++

Description: Port of Facebook's LLaMA model in C/C++. Contribute to Foboz/llama.cpp development by creating an account on GitHub.

Open Graph Description: Port of Facebook's LLaMA model in C/C++. Contribute to Foboz/llama.cpp development by creating an account on GitHub.

X Description: Port of Facebook's LLaMA model in C/C++. Contribute to Foboz/llama.cpp development by creating an account on GitHub.

Opengraph URL: https://github.com/Foboz/llama.cpp

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:77d55d23-7fdb-98b0-ea82-176d2d838963
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	9D18:824BB:7483AF:9917C8:69766082
html-safe-nonce	65f2d3e28c7f65bc685ffe5b49c3a8df74b95d55c688c4c8127436d032ea81a8
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI5RDE4OjgyNEJCOjc0ODNBRjo5OTE3Qzg6Njk3NjYwODIiLCJ2aXNpdG9yX2lkIjoiODI3MzE2NzQ5NzEyNTMyMjg4MiIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	e5309094d0de3b0642290ec65aff98cb129eb4adb3e4eb2e6e7248d592129209
hovercard-subject-tag	repository:623785410
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/Foboz/llama.cpp
twitter:image	https://opengraph.githubassets.com/47f6c3a254d93c506e69e11e430396d5ebc936701c2c7601941b939ff9b5a341/Foboz/llama.cpp
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/47f6c3a254d93c506e69e11e430396d5ebc936701c2c7601941b939ff9b5a341/Foboz/llama.cpp
og:image:alt	Port of Facebook's LLaMA model in C/C++. Contribute to Foboz/llama.cpp 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	032152924a283b83384255d9489e7b93b54ba01da8d380b05ecd3953b3212411
turbo-cache-control	no-preview
go-import	github.com/Foboz/llama.cpp git https://github.com/Foboz/llama.cpp.git
octolytics-dimension-user_id	812143
octolytics-dimension-user_login	Foboz
octolytics-dimension-repository_id	623785410
octolytics-dimension-repository_nwo	Foboz/llama.cpp
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	612354784
octolytics-dimension-repository_parent_nwo	ggml-org/llama.cpp
octolytics-dimension-repository_network_root_id	612354784
octolytics-dimension-repository_network_root_nwo	ggml-org/llama.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	5b577f6be6482e336e3c30e8daefa30144947b17
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FFoboz%2Fllama.cpp
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub SparkBuild and deploy intelligent apps	https://github.com/features/spark
GitHub ModelsManage and compare prompts	https://github.com/features/models
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
GitHub SponsorsFund open source developers	https://github.com/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/accelerator
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/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://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FFoboz%2Fllama.cpp
Sign up	https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=Foboz%2Fllama.cpp
Reload	https://patch-diff.githubusercontent.com/Foboz/llama.cpp
Reload	https://patch-diff.githubusercontent.com/Foboz/llama.cpp
Reload	https://patch-diff.githubusercontent.com/Foboz/llama.cpp
Foboz	https://patch-diff.githubusercontent.com/Foboz
llama.cpp	https://patch-diff.githubusercontent.com/Foboz/llama.cpp
ggml-org/llama.cpp	https://patch-diff.githubusercontent.com/ggml-org/llama.cpp
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FFoboz%2Fllama.cpp
Fork 0	https://patch-diff.githubusercontent.com/login?return_to=%2FFoboz%2Fllama.cpp
Star 0	https://patch-diff.githubusercontent.com/login?return_to=%2FFoboz%2Fllama.cpp
MIT license	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/LICENSE
0 stars	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/stargazers
14.6k forks	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/forks
Branches	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/branches
Tags	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tags
Activity	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2FFoboz%2Fllama.cpp
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FFoboz%2Fllama.cpp
Code	https://patch-diff.githubusercontent.com/Foboz/llama.cpp
Pull requests 0	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/pulls
Actions	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/actions
Projects 0	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/projects
Security 0	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/security
Insights	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/pulse
Code	https://patch-diff.githubusercontent.com/Foboz/llama.cpp
Pull requests	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/pulls
Actions	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/actions
Projects	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/projects
Security	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/security
Insights	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/pulse
Branches	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/branches
Tags	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tags
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/branches
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tags
286 Commits	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/commits/master/
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/commits/master/
.devops	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/.devops
.devops	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/.devops
.github	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/.github
.github	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/.github
examples	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/examples
examples	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/examples
models	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/models
models	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/models
prompts	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/prompts
prompts	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/prompts
spm-headers	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/spm-headers
spm-headers	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/spm-headers
tests	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/tests
tests	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/tree/master/tests
.dockerignore	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/.dockerignore
.dockerignore	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/.dockerignore
.gitignore	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/.gitignore
CMakeLists.txt	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/CMakeLists.txt
CMakeLists.txt	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/CMakeLists.txt
LICENSE	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/LICENSE
LICENSE	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/LICENSE
Makefile	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/Makefile
Makefile	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/Makefile
Package.swift	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/Package.swift
Package.swift	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/Package.swift
README.md	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/README.md
README.md	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/README.md
SHA256SUMS	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/SHA256SUMS
SHA256SUMS	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/SHA256SUMS
convert-ggml-to-pth.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/convert-ggml-to-pth.py
convert-ggml-to-pth.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/convert-ggml-to-pth.py
convert-gpt4all-to-ggml.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/convert-gpt4all-to-ggml.py
convert-gpt4all-to-ggml.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/convert-gpt4all-to-ggml.py
convert-gptq-to-ggml.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/convert-gptq-to-ggml.py
convert-gptq-to-ggml.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/convert-gptq-to-ggml.py
convert-pth-to-ggml.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/convert-pth-to-ggml.py
convert-pth-to-ggml.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/convert-pth-to-ggml.py
convert-unversioned-ggml-to-ggml.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/convert-unversioned-ggml-to-ggml.py
convert-unversioned-ggml-to-ggml.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/convert-unversioned-ggml-to-ggml.py
flake.lock	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/flake.lock
flake.lock	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/flake.lock
flake.nix	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/flake.nix
flake.nix	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/flake.nix
ggml.c	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/ggml.c
ggml.c	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/ggml.c
ggml.h	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/ggml.h
ggml.h	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/ggml.h
llama.cpp	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/llama.cpp
llama.cpp	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/llama.cpp
llama.h	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/llama.h
llama.h	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/llama.h
migrate-ggml-2023-03-30-pr613.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/migrate-ggml-2023-03-30-pr613.py
migrate-ggml-2023-03-30-pr613.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/migrate-ggml-2023-03-30-pr613.py
README	https://patch-diff.githubusercontent.com/Foboz/llama.cpp
License	https://patch-diff.githubusercontent.com/Foboz/llama.cpp
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#llamacpp
	https://user-images.githubusercontent.com/1991296/227761327-6d83e30e-2200-41a6-bfbb-f575231c54f4.png
	https://github.com/ggerganov/llama.cpp/actions
	https://opensource.org/licenses/MIT
LLaMA	https://arxiv.org/abs/2302.13971
Roadmap (short-term)	https://github.com/ggerganov/llama.cpp/discussions/457
GPT4All	https://github.com/ggerganov/llama.cpp#using-gpt4all
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#description
hacked in an evening	https://github.com/ggerganov/llama.cpp/issues/33#issuecomment-1465108022
Alpaca	https://github.com/ggerganov/llama.cpp#instruction-mode-with-alpaca
GPT4All	https://github.com/ggerganov/llama.cpp#using-gpt4all
Chinese LLaMA / Alpaca	https://github.com/ymcui/Chinese-LLaMA-Alpaca
Vigogne (French)	https://github.com/bofenghuang/vigogne
whisper.cpp	https://github.com/ggerganov/whisper.cpp
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#usage
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#memorydisk-requirements
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#interactive-mode
	https://user-images.githubusercontent.com/1991296/224575029-2af3c7dc-5a65-4f64-a6bb-517a532aea38.png
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#instruction-mode-with-alpaca
GPT4All	https://github.com/nomic-ai/gpt4all
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#using-gpt4all
./convert-gpt4all-to-ggml.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/convert-gpt4all-to-ggml.py
./migrate-ggml-2023-03-30-pr613.py	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/blob/master/migrate-ggml-2023-03-30-pr613.py
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#obtaining-and-verifying-the-facebook-llama-original-model-and-stanford-alpaca-model-data
Facebook's LLaMA repository	https://github.com/facebookresearch/llama/pull/73/files
Introducing LLaMA: A foundational, 65-billion-parameter large language model	https://ai.facebook.com/blog/large-language-model-llama-meta-ai/
LLaMA: Open and Efficient Foundation Language Models	https://arxiv.org/abs/2302.13971
Language Models are Few-Shot Learners	https://arxiv.org/abs/2005.14165
Aligning language models to follow instructions	https://openai.com/research/instruction-following
Training language models to follow instructions with human feedback	https://arxiv.org/abs/2203.02155
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#perplexity-measuring-model-quality
https://huggingface.co/docs/transformers/perplexity	https://huggingface.co/docs/transformers/perplexity
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#latest-measurements
discussion #406	https://github.com/ggerganov/llama.cpp/discussions/406
https://paperswithcode.com/dataset/wikitext-2	https://paperswithcode.com/dataset/wikitext-2
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#how-to-run
https://s3.amazonaws.com/research.metamind.io/wikitext/wikitext-2-raw-v1.zip?ref=salesforce-research	https://s3.amazonaws.com/research.metamind.io/wikitext/wikitext-2-raw-v1.zip?ref=salesforce-research
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#android
termux	https://termux.dev/
Android NDK	https://developer.android.com/ndk
termux	https://termux.dev/
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#docker
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#prerequisites
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#images
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#usage-1
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#contributing
Inference at the edge	https://github.com/ggerganov/llama.cpp/discussions/205
Changelog podcast	https://changelog.com/podcast/532
	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#coding-guidelines
good first issues	https://github.com/ggerganov/llama.cpp/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22
Readme	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/Foboz/llama.cpp#MIT-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/Foboz/llama.cpp
Activity	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/activity
0 stars	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/stargazers
0 watching	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/watchers
0 forks	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FFoboz%2Fllama.cpp&report=Foboz+%28user%29
Releases	https://patch-diff.githubusercontent.com/Foboz/llama.cpp/releases
Packages 0	https://patch-diff.githubusercontent.com/users/Foboz/packages?repo_name=llama.cpp
	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.