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llama.cpp	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/llama.cpp
llama.h	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/llama.h
llama.h	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/llama.h
mypy.ini	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/mypy.ini
mypy.ini	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/mypy.ini
requirements.txt	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/requirements.txt
requirements.txt	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/requirements.txt
run_with_preset.py	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/run_with_preset.py
run_with_preset.py	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/run_with_preset.py
unicode.h	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/unicode.h
unicode.h	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/unicode.h
README	https://github.com/crystallinal/llama_cpp_for_codeshell
License	https://github.com/crystallinal/llama_cpp_for_codeshell
	https://github.com/crystallinal/llama_cpp_for_codeshell#llamacpp
	https://user-images.githubusercontent.com/1991296/230134379-7181e485-c521-4d23-a0d6-f7b3b61ba524.png
	https://github.com/ggerganov/llama.cpp/actions
	https://opensource.org/licenses/MIT
Roadmap	https://github.com/users/ggerganov/projects/7
Project status	https://github.com/ggerganov/llama.cpp/discussions/3471
Manifesto	https://github.com/ggerganov/llama.cpp/discussions/205
ggml	https://github.com/ggerganov/ggml
LLaMA	https://arxiv.org/abs/2302.13971
	https://github.com/crystallinal/llama_cpp_for_codeshell#hot-topics
#3401	https://github.com/ggerganov/llama.cpp/pull/3401
#3228	https://github.com/ggerganov/llama.cpp/pull/3228
Description	https://github.com/crystallinal/llama_cpp_for_codeshell#description
Usage	https://github.com/crystallinal/llama_cpp_for_codeshell#usage
Get the Code	https://github.com/crystallinal/llama_cpp_for_codeshell#get-the-code
Build	https://github.com/crystallinal/llama_cpp_for_codeshell#build
BLAS Build	https://github.com/crystallinal/llama_cpp_for_codeshell#blas-build
Prepare Data & Run	https://github.com/crystallinal/llama_cpp_for_codeshell#prepare-data--run
Memory/Disk Requirements	https://github.com/crystallinal/llama_cpp_for_codeshell#memorydisk-requirements
Quantization	https://github.com/crystallinal/llama_cpp_for_codeshell#quantization
Interactive mode	https://github.com/crystallinal/llama_cpp_for_codeshell#interactive-mode
Constrained output with grammars	https://github.com/crystallinal/llama_cpp_for_codeshell#constrained-output-with-grammars
Instruction mode with Alpaca	https://github.com/crystallinal/llama_cpp_for_codeshell#instruction-mode-with-alpaca
Using OpenLLaMA	https://github.com/crystallinal/llama_cpp_for_codeshell#using-openllama
Using GPT4All	https://github.com/crystallinal/llama_cpp_for_codeshell#using-gpt4all
Using Pygmalion 7B & Metharme 7B	https://github.com/crystallinal/llama_cpp_for_codeshell#using-pygmalion-7b--metharme-7b
Obtaining the Facebook LLaMA original model and Stanford Alpaca model data	https://github.com/crystallinal/llama_cpp_for_codeshell#obtaining-the-facebook-llama-original-model-and-stanford-alpaca-model-data
Verifying the model files	https://github.com/crystallinal/llama_cpp_for_codeshell#verifying-the-model-files
Seminal papers and background on the models	https://github.com/crystallinal/llama_cpp_for_codeshell#seminal-papers-and-background-on-the-models
Perplexity (measuring model quality)	https://github.com/crystallinal/llama_cpp_for_codeshell#perplexity-measuring-model-quality
Android	https://github.com/crystallinal/llama_cpp_for_codeshell#android
Docker	https://github.com/crystallinal/llama_cpp_for_codeshell#docker
Contributing	https://github.com/crystallinal/llama_cpp_for_codeshell#contributing
Coding guidelines	https://github.com/crystallinal/llama_cpp_for_codeshell#coding-guidelines
Docs	https://github.com/crystallinal/llama_cpp_for_codeshell#docs
	https://github.com/crystallinal/llama_cpp_for_codeshell#description
hacked in an evening	https://github.com/ggerganov/llama.cpp/issues/33#issuecomment-1465108022
ggml	https://github.com/ggerganov/ggml
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
Chinese LLaMA-2 / Alpaca-2	https://github.com/ymcui/Chinese-LLaMA-Alpaca-2
Vigogne (French)	https://github.com/bofenghuang/vigogne
Vicuna	https://github.com/ggerganov/llama.cpp/discussions/643#discussioncomment-5533894
Koala	https://bair.berkeley.edu/blog/2023/04/03/koala/
OpenBuddy 🐶 (Multilingual)	https://github.com/OpenBuddy/OpenBuddy
Pygmalion 7B / Metharme 7B	https://github.com/crystallinal/llama_cpp_for_codeshell#using-pygmalion-7b--metharme-7b
WizardLM	https://github.com/nlpxucan/WizardLM
Baichuan-7B	https://huggingface.co/baichuan-inc/baichuan-7B
baichuan-7b-sft	https://huggingface.co/hiyouga/baichuan-7b-sft
Aquila-7B	https://huggingface.co/BAAI/Aquila-7B
AquilaChat-7B	https://huggingface.co/BAAI/AquilaChat-7B
Starcoder models	https://github.com/ggerganov/llama.cpp/pull/3187
Mistral AI v0.1	https://huggingface.co/mistralai/Mistral-7B-v0.1
Refact	https://huggingface.co/smallcloudai/Refact-1_6B-fim
Bloom	https://github.com/ggerganov/llama.cpp/pull/3553
MPT	https://github.com/ggerganov/llama.cpp/pull/3417
abetlen/llama-cpp-python	https://github.com/abetlen/llama-cpp-python
go-skynet/go-llama.cpp	https://github.com/go-skynet/go-llama.cpp
withcatai/node-llama-cpp	https://github.com/withcatai/node-llama-cpp
hlhr202/llama-node	https://github.com/hlhr202/llama-node
yoshoku/llama_cpp.rb	https://github.com/yoshoku/llama_cpp.rb
mdrokz/rust-llama.cpp	https://github.com/mdrokz/rust-llama.cpp
SciSharp/LLamaSharp	https://github.com/SciSharp/LLamaSharp
donderom/llm4s	https://github.com/donderom/llm4s
phronmophobic/llama.clj	https://github.com/phronmophobic/llama.clj
mybigday/llama.rn	https://github.com/mybigday/llama.rn
kherud/java-llama.cpp	https://github.com/kherud/java-llama.cpp
nat/openplayground	https://github.com/nat/openplayground
oobabooga/text-generation-webui	https://github.com/oobabooga/text-generation-webui
withcatai/catai	https://github.com/withcatai/catai
whisper.cpp	https://github.com/ggerganov/whisper.cpp
	https://github.com/crystallinal/llama_cpp_for_codeshell#usage
	https://github.com/crystallinal/llama_cpp_for_codeshell#get-the-code
	https://github.com/crystallinal/llama_cpp_for_codeshell#build
w64devkit	https://github.com/skeeto/w64devkit/releases
DRM in FreeBSD	https://wiki.freebsd.org/Graphics
	https://github.com/crystallinal/llama_cpp_for_codeshell#metal-build
	https://github.com/crystallinal/llama_cpp_for_codeshell#mpi-build
MPICH	https://www.mpich.org
OpenMPI	https://www.open-mpi.org
	https://github.com/crystallinal/llama_cpp_for_codeshell#blas-build
	https://github.com/crystallinal/llama_cpp_for_codeshell#accelerate-framework
	https://github.com/crystallinal/llama_cpp_for_codeshell#openblas
w64devkit	https://github.com/skeeto/w64devkit/releases
OpenBLAS for Windows	https://github.com/xianyi/OpenBLAS/releases
	https://github.com/crystallinal/llama_cpp_for_codeshell#blis
BLIS.md	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/docs/BLIS.md
	https://github.com/crystallinal/llama_cpp_for_codeshell#intel-mkl
	https://github.com/crystallinal/llama_cpp_for_codeshell#cublas
CUDA Toolkit	https://developer.nvidia.com/cuda-downloads
CUDA_VISIBLE_DEVICES	https://docs.nvidia.com/cuda/cuda-c-programming-guide/index.html#env-vars
	https://github.com/crystallinal/llama_cpp_for_codeshell#hipblas
ROCm Quick Start (Linux)	https://rocm.docs.amd.com/en/latest/deploy/linux/quick_start.html
HIP_VISIBLE_DEVICES	https://rocm.docs.amd.com/en/latest/understand/gpu_isolation.html#hip-visible-devices
	https://github.com/crystallinal/llama_cpp_for_codeshell#clblast
CLBlast	https://github.com/CNugteren/CLBlast
OpenCL SDK	https://github.com/KhronosGroup/OpenCL-SDK
OpenCL Releases	https://github.com/KhronosGroup/OpenCL-SDK/releases
	https://github.com/crystallinal/llama_cpp_for_codeshell#installing-clblast
CLBlast Releases	https://github.com/CNugteren/CLBlast/releases
	https://github.com/crystallinal/llama_cpp_for_codeshell#building-llama-with-clblast
	https://github.com/crystallinal/llama_cpp_for_codeshell#running-llama-with-clblast
	https://github.com/crystallinal/llama_cpp_for_codeshell#prepare-data--run
	https://github.com/crystallinal/llama_cpp_for_codeshell#memorydisk-requirements
	https://github.com/crystallinal/llama_cpp_for_codeshell#quantization
k-quants	https://github.com/ggerganov/llama.cpp/pull/1684
#2707	https://github.com/ggerganov/llama.cpp/pull/2707
#2807	https://github.com/ggerganov/llama.cpp/pull/2807
	https://github.com/crystallinal/llama_cpp_for_codeshell#perplexity-measuring-model-quality
https://huggingface.co/docs/transformers/perplexity	https://huggingface.co/docs/transformers/perplexity
https://paperswithcode.com/dataset/wikitext-2	https://paperswithcode.com/dataset/wikitext-2
	https://github.com/crystallinal/llama_cpp_for_codeshell#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://github.com/crystallinal/llama_cpp_for_codeshell#interactive-mode
README	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/examples/main/README.md
	https://user-images.githubusercontent.com/1991296/224575029-2af3c7dc-5a65-4f64-a6bb-517a532aea38.png
	https://github.com/crystallinal/llama_cpp_for_codeshell#persistent-interaction
	https://github.com/crystallinal/llama_cpp_for_codeshell#constrained-output-with-grammars
GBNF Guide	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/grammars/README.md
https://grammar.intrinsiclabs.ai/	https://grammar.intrinsiclabs.ai/
its repo	http://github.com/intrinsiclabsai/gbnfgen
	https://github.com/crystallinal/llama_cpp_for_codeshell#instruction-mode-with-alpaca
OpenLLaMA	https://github.com/openlm-research/open_llama
	https://github.com/crystallinal/llama_cpp_for_codeshell#using-openllama
3B	https://huggingface.co/openlm-research/open_llama_3b
7B	https://huggingface.co/openlm-research/open_llama_7b
13B	https://huggingface.co/openlm-research/open_llama_13b
GPT4All	https://github.com/nomic-ai/gpt4all
	https://github.com/crystallinal/llama_cpp_for_codeshell#using-gpt4all
	https://github.com/crystallinal/llama_cpp_for_codeshell#using-pygmalion-7b--metharme-7b
LLaMA weights	https://github.com/crystallinal/llama_cpp_for_codeshell#obtaining-the-facebook-llama-original-model-and-stanford-alpaca-model-data
Pygmalion 7B	https://huggingface.co/PygmalionAI/pygmalion-7b/
Metharme 7B	https://huggingface.co/PygmalionAI/metharme-7b
the latest HF convert script	https://github.com/huggingface/transformers/blob/main/src/transformers/models/llama/convert_llama_weights_to_hf.py
xor_codec	https://huggingface.co/PygmalionAI/pygmalion-7b/blob/main/xor_codec.py
bfloat16	https://en.wikipedia.org/wiki/Bfloat16_floating-point_format
	https://github.com/crystallinal/llama_cpp_for_codeshell#obtaining-the-facebook-llama-original-model-and-stanford-alpaca-model-data
Facebook's LLaMA repository	https://github.com/facebookresearch/llama/pull/73/files
	https://github.com/crystallinal/llama_cpp_for_codeshell#obtaining-and-using-the-facebook-llama-2-model
Facebook's LLaMA download page	https://ai.meta.com/resources/models-and-libraries/llama-downloads/
TheBloke	https://huggingface.co/TheBloke
LLaMA 2 7B base	https://huggingface.co/TheBloke/Llama-2-7B-GGUF
LLaMA 2 13B base	https://huggingface.co/TheBloke/Llama-2-13B-GGUF
LLaMA 2 70B base	https://huggingface.co/TheBloke/Llama-2-70B-GGUF
LLaMA 2 7B chat	https://huggingface.co/TheBloke/Llama-2-7B-chat-GGUF
LLaMA 2 13B chat	https://huggingface.co/TheBloke/Llama-2-13B-chat-GGUF
LLaMA 2 70B chat	https://huggingface.co/TheBloke/Llama-2-70B-chat-GGUF
	https://github.com/crystallinal/llama_cpp_for_codeshell#verifying-the-model-files
sha256 checksums	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/SHA256SUMS
	https://github.com/crystallinal/llama_cpp_for_codeshell#seminal-papers-and-background-on-the-models
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://github.com/crystallinal/llama_cpp_for_codeshell#android
	https://github.com/crystallinal/llama_cpp_for_codeshell#building-the-project-using-android-ndk
termux	https://termux.dev/
Android NDK	https://developer.android.com/ndk
termux	https://termux.dev/
	https://github.com/crystallinal/llama_cpp_for_codeshell#building-the-project-using-termux-f-droid
https://github.com/CNugteren/CLBlast	https://github.com/CNugteren/CLBlast
https://www.reddit.com/r/termux/comments/kc3ynp/opencl_working_in_termux_more_in_comments/	https://www.reddit.com/r/termux/comments/kc3ynp/opencl_working_in_termux_more_in_comments/
	https://github.com/crystallinal/llama_cpp_for_codeshell#docker
	https://github.com/crystallinal/llama_cpp_for_codeshell#prerequisites
	https://github.com/crystallinal/llama_cpp_for_codeshell#images
.devops/	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/.devops
.github/workflows/docker.yml	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/.github/workflows/docker.yml
	https://github.com/crystallinal/llama_cpp_for_codeshell#usage-1
	https://github.com/crystallinal/llama_cpp_for_codeshell#docker-with-cuda
nvidia-container-toolkit	https://github.com/NVIDIA/nvidia-container-toolkit
	https://github.com/crystallinal/llama_cpp_for_codeshell#building-locally
	https://github.com/crystallinal/llama_cpp_for_codeshell#usage-2
	https://github.com/crystallinal/llama_cpp_for_codeshell#contributing
Inference at the edge	https://github.com/ggerganov/llama.cpp/discussions/205
Changelog podcast	https://changelog.com/podcast/532
	https://github.com/crystallinal/llama_cpp_for_codeshell#coding-guidelines
good first issues	https://github.com/ggerganov/llama.cpp/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22
	https://github.com/crystallinal/llama_cpp_for_codeshell#docs
main	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/examples/main/README.md
server	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/examples/server/README.md
embd-input	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/examples/embd-input/README.md
jeopardy	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/examples/jeopardy/README.md
BLIS	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/docs/BLIS.md
Performance troubleshooting	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/docs/token_generation_performance_tips.md
GGML tips & tricks	https://github.com/ggerganov/llama.cpp/wiki/GGML-Tips-&-Tricks
GBNF grammars	https://github.com/crystallinal/llama_cpp_for_codeshell/blob/master/grammars/README.md
Readme	https://github.com/crystallinal/llama_cpp_for_codeshell#readme-ov-file
MIT license	https://github.com/crystallinal/llama_cpp_for_codeshell#MIT-1-ov-file
Please reload this page	https://github.com/crystallinal/llama_cpp_for_codeshell
Activity	https://github.com/crystallinal/llama_cpp_for_codeshell/activity
Custom properties	https://github.com/crystallinal/llama_cpp_for_codeshell/custom-properties
0 forks	https://github.com/crystallinal/llama_cpp_for_codeshell/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fcrystallinal%2Fllama_cpp_for_codeshell&report=crystallinal+%28user%29
Releases	https://github.com/crystallinal/llama_cpp_for_codeshell/releases
Packages 0	https://github.com/orgs/crystallinal/packages?repo_name=llama_cpp_for_codeshell
Please reload this page	https://github.com/crystallinal/llama_cpp_for_codeshell
Contributors	https://github.com/crystallinal/llama_cpp_for_codeshell/graphs/contributors
Please reload this page	https://github.com/crystallinal/llama_cpp_for_codeshell
	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

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