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

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ggml-quants.h	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml-quants.h
ggml-sycl.cpp	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml-sycl.cpp
ggml-sycl.cpp	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml-sycl.cpp
ggml-sycl.h	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml-sycl.h
ggml-sycl.h	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml-sycl.h
ggml-vulkan-shaders.hpp	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml-vulkan-shaders.hpp
ggml-vulkan-shaders.hpp	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml-vulkan-shaders.hpp
ggml-vulkan.cpp	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml-vulkan.cpp
ggml-vulkan.cpp	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml-vulkan.cpp
ggml-vulkan.h	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml-vulkan.h
ggml-vulkan.h	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml-vulkan.h
ggml.c	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml.c
ggml.c	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml.c
ggml.h	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml.h
ggml.h	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml.h
ggml_vk_generate_shaders.py	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml_vk_generate_shaders.py
ggml_vk_generate_shaders.py	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/ggml_vk_generate_shaders.py
llama.cpp	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/llama.cpp
llama.cpp	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/llama.cpp
llama.h	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/llama.h
llama.h	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/llama.h
mypy.ini	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/mypy.ini
mypy.ini	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/mypy.ini
requirements.txt	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/requirements.txt
requirements.txt	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/requirements.txt
unicode.h	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/unicode.h
unicode.h	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/unicode.h
README	https://patch-diff.githubusercontent.com/slp/llama.cpp
License	https://patch-diff.githubusercontent.com/slp/llama.cpp
	https://patch-diff.githubusercontent.com/slp/llama.cpp#llamacpp
	https://user-images.githubusercontent.com/1991296/230134379-7181e485-c521-4d23-a0d6-f7b3b61ba524.png
	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://patch-diff.githubusercontent.com/slp/llama.cpp#hot-topics
ggml-org#5240	https://github.com/ggml-org/llama.cpp/pull/5240
ggml-org#5138	https://github.com/ggml-org/llama.cpp/discussions/5138
SYCL backend	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/README-sycl.md
https://huggingface.co/ikawrakow	https://huggingface.co/ikawrakow
ggml-org#4167	https://github.com/ggml-org/llama.cpp/discussions/4167
ggml-org#4508	https://github.com/ggml-org/llama.cpp/discussions/4508
ggml-org#4216	https://github.com/ggml-org/llama.cpp/issues/4216
Description	https://patch-diff.githubusercontent.com/slp/llama.cpp#description
Usage	https://patch-diff.githubusercontent.com/slp/llama.cpp#usage
Get the Code	https://patch-diff.githubusercontent.com/slp/llama.cpp#get-the-code
Build	https://patch-diff.githubusercontent.com/slp/llama.cpp#build
BLAS Build	https://patch-diff.githubusercontent.com/slp/llama.cpp#blas-build
Prepare and Quantize	https://patch-diff.githubusercontent.com/slp/llama.cpp#prepare-and-quantize
Run the quantized model	https://patch-diff.githubusercontent.com/slp/llama.cpp#run-the-quantized-model
Memory/Disk Requirements	https://patch-diff.githubusercontent.com/slp/llama.cpp#memorydisk-requirements
Quantization	https://patch-diff.githubusercontent.com/slp/llama.cpp#quantization
Interactive mode	https://patch-diff.githubusercontent.com/slp/llama.cpp#interactive-mode
Constrained output with grammars	https://patch-diff.githubusercontent.com/slp/llama.cpp#constrained-output-with-grammars
Instruct mode	https://patch-diff.githubusercontent.com/slp/llama.cpp#instruct-mode
Obtaining and using the Facebook LLaMA 2 model	https://patch-diff.githubusercontent.com/slp/llama.cpp#obtaining-and-using-the-facebook-llama-2-model
Seminal papers and background on the models	https://patch-diff.githubusercontent.com/slp/llama.cpp#seminal-papers-and-background-on-the-models
Perplexity (measuring model quality)	https://patch-diff.githubusercontent.com/slp/llama.cpp#perplexity-measuring-model-quality
Android	https://patch-diff.githubusercontent.com/slp/llama.cpp#android
Docker	https://patch-diff.githubusercontent.com/slp/llama.cpp#docker
Contributing	https://patch-diff.githubusercontent.com/slp/llama.cpp#contributing
Coding guidelines	https://patch-diff.githubusercontent.com/slp/llama.cpp#coding-guidelines
Docs	https://patch-diff.githubusercontent.com/slp/llama.cpp#docs
	https://patch-diff.githubusercontent.com/slp/llama.cpp#description
inception	https://github.com/ggerganov/llama.cpp/issues/33#issuecomment-1465108022
ggml	https://github.com/ggerganov/ggml
Mistral 7B	https://huggingface.co/mistralai/Mistral-7B-v0.1
Mixtral MoE	https://huggingface.co/models?search=mistral-ai/Mixtral
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
Koala	https://bair.berkeley.edu/blog/2023/04/03/koala/
Baichuan 1 & 2	https://huggingface.co/models?search=baichuan-inc/Baichuan
derivations	https://huggingface.co/hiyouga/baichuan-7b-sft
Aquila 1 & 2	https://huggingface.co/models?search=BAAI/Aquila
Starcoder models	https://github.com/ggerganov/llama.cpp/pull/3187
Refact	https://huggingface.co/smallcloudai/Refact-1_6B-fim
Persimmon 8B	https://github.com/ggerganov/llama.cpp/pull/3410
MPT	https://github.com/ggerganov/llama.cpp/pull/3417
Bloom	https://github.com/ggerganov/llama.cpp/pull/3553
Yi models	https://huggingface.co/models?search=01-ai/Yi
StableLM models	https://huggingface.co/stabilityai
Deepseek models	https://huggingface.co/models?search=deepseek-ai/deepseek
Qwen models	https://huggingface.co/models?search=Qwen/Qwen
PLaMo-13B	https://github.com/ggerganov/llama.cpp/pull/3557
Phi models	https://huggingface.co/models?search=microsoft/phi
GPT-2	https://huggingface.co/gpt2
Orion 14B	https://github.com/ggerganov/llama.cpp/pull/5118
InternLM2	https://huggingface.co/models?search=internlm2
CodeShell	https://github.com/WisdomShell/codeshell
LLaVA 1.5 models	https://huggingface.co/collections/liuhaotian/llava-15-653aac15d994e992e2677a7e
BakLLaVA	https://huggingface.co/models?search=SkunkworksAI/Bakllava
Obsidian	https://huggingface.co/NousResearch/Obsidian-3B-V0.5
ShareGPT4V	https://huggingface.co/models?search=Lin-Chen/ShareGPT4V
MobileVLM 1.7B/3B models	https://huggingface.co/models?search=mobileVLM
Yi-VL	https://huggingface.co/models?search=Yi-VL
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
lgrammel/modelfusion	https://modelfusion.dev/integration/model-provider/llamacpp
yoshoku/llama_cpp.rb	https://github.com/yoshoku/llama_cpp.rb
mdrokz/rust-llama.cpp	https://github.com/mdrokz/rust-llama.cpp
utilityai/llama-cpp-rs	https://github.com/utilityai/llama-cpp-rs
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
deins/llama.cpp.zig	https://github.com/Deins/llama.cpp.zig
netdur/llama_cpp_dart	https://github.com/netdur/llama_cpp_dart
iohub/collama	https://github.com/iohub/coLLaMA
janhq/jan	https://github.com/janhq/jan
nat/openplayground	https://github.com/nat/openplayground
Faraday	https://faraday.dev/
LMStudio	https://lmstudio.ai/
LostRuins/koboldcpp	https://github.com/LostRuins/koboldcpp
Mozilla-Ocho/llamafile	https://github.com/Mozilla-Ocho/llamafile
nomic-ai/gpt4all	https://github.com/nomic-ai/gpt4all
ollama/ollama	https://github.com/ollama/ollama
oobabooga/text-generation-webui	https://github.com/oobabooga/text-generation-webui
psugihara/FreeChat	https://github.com/psugihara/FreeChat
cztomsik/ava	https://github.com/cztomsik/ava
ptsochantaris/emeltal	https://github.com/ptsochantaris/emeltal
pythops/tenere	https://github.com/pythops/tenere
semperai/amica	https://github.com/semperai/amica
withcatai/catai	https://github.com/withcatai/catai
whisper.cpp	https://github.com/ggerganov/whisper.cpp
	https://patch-diff.githubusercontent.com/slp/llama.cpp#usage
	https://patch-diff.githubusercontent.com/slp/llama.cpp#get-the-code
	https://patch-diff.githubusercontent.com/slp/llama.cpp#build
w64devkit	https://github.com/skeeto/w64devkit/releases
DRM in FreeBSD	https://wiki.freebsd.org/Graphics
	https://patch-diff.githubusercontent.com/slp/llama.cpp#metal-build
	https://patch-diff.githubusercontent.com/slp/llama.cpp#mpi-build
MPICH	https://www.mpich.org
OpenMPI	https://www.open-mpi.org
	https://patch-diff.githubusercontent.com/slp/llama.cpp#blas-build
	https://patch-diff.githubusercontent.com/slp/llama.cpp#accelerate-framework
	https://patch-diff.githubusercontent.com/slp/llama.cpp#openblas
w64devkit	https://github.com/skeeto/w64devkit/releases
OpenBLAS for Windows	https://github.com/xianyi/OpenBLAS/releases
	https://patch-diff.githubusercontent.com/slp/llama.cpp#blis
BLIS.md	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/docs/BLIS.md
	https://patch-diff.githubusercontent.com/slp/llama.cpp#sycl
llama.cpp for SYCL	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/README-sycl.md
	https://patch-diff.githubusercontent.com/slp/llama.cpp#intel-onemkl
llama.cpp for SYCL	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/README-sycl.md
oneAPI-basekit	https://hub.docker.com/r/intel/oneapi-basekit
Optimizing and Running LLaMA2 on Intel® CPU	https://www.intel.com/content/www/us/en/content-details/791610/optimizing-and-running-llama2-on-intel-cpu.html
	https://patch-diff.githubusercontent.com/slp/llama.cpp#cublas
CUDA Toolkit	https://developer.nvidia.com/cuda-downloads
Offical Support	https://www.jetson-ai-lab.com/tutorial_text-generation.html
CUDA_VISIBLE_DEVICES	https://docs.nvidia.com/cuda/cuda-c-programming-guide/index.html#env-vars
	https://patch-diff.githubusercontent.com/slp/llama.cpp#hipblas
ROCm Quick Start (Linux)	https://rocm.docs.amd.com/en/latest/deploy/linux/quick_start.html
here	https://llvm.org/docs/AMDGPUUsage.html#processors
HIP_VISIBLE_DEVICES	https://rocm.docs.amd.com/en/latest/understand/gpu_isolation.html#hip-visible-devices
	https://patch-diff.githubusercontent.com/slp/llama.cpp#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://patch-diff.githubusercontent.com/slp/llama.cpp#installing-clblast
CLBlast Releases	https://github.com/CNugteren/CLBlast/releases
	https://patch-diff.githubusercontent.com/slp/llama.cpp#building-llama-with-clblast
	https://patch-diff.githubusercontent.com/slp/llama.cpp#running-llama-with-clblast
	https://patch-diff.githubusercontent.com/slp/llama.cpp#vulkan
Vulkan SDK	https://vulkan.lunarg.com/doc/view/latest/linux/getting_started_ubuntu.html
	https://patch-diff.githubusercontent.com/slp/llama.cpp#prepare-and-quantize
Obtaining and using the Facebook LLaMA 2 model	https://patch-diff.githubusercontent.com/slp/llama.cpp#obtaining-and-using-the-facebook-llama-2-model
	https://patch-diff.githubusercontent.com/slp/llama.cpp#run-the-quantized-model
	https://patch-diff.githubusercontent.com/slp/llama.cpp#running-on-windows-with-prebuilt-binaries
	https://patch-diff.githubusercontent.com/slp/llama.cpp#memorydisk-requirements
	https://patch-diff.githubusercontent.com/slp/llama.cpp#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
#4773 - 2-bit i-quants (inference)	https://github.com/ggerganov/llama.cpp/pull/4773
#4856 - 2-bit i-quants (inference)	https://github.com/ggerganov/llama.cpp/pull/4856
#4861 - importance matrix	https://github.com/ggerganov/llama.cpp/pull/4861
#4872 - MoE models	https://github.com/ggerganov/llama.cpp/pull/4872
#4897 - 2-bit quantization	https://github.com/ggerganov/llama.cpp/pull/4897
#4930 - imatrix for all k-quants	https://github.com/ggerganov/llama.cpp/pull/4930
#4951 - imatrix on the GPU	https://github.com/ggerganov/llama.cpp/pull/4957
#4969 - imatrix for legacy quants	https://github.com/ggerganov/llama.cpp/pull/4969
#4996 - k-qunats tuning	https://github.com/ggerganov/llama.cpp/pull/4996
#5060 - Q3_K_XS	https://github.com/ggerganov/llama.cpp/pull/5060
#5196 - 3-bit i-quants	https://github.com/ggerganov/llama.cpp/pull/5196
quantization tuning	https://github.com/ggerganov/llama.cpp/pull/5320
another one	https://github.com/ggerganov/llama.cpp/pull/5334
another one	https://github.com/ggerganov/llama.cpp/pull/5361
	https://patch-diff.githubusercontent.com/slp/llama.cpp#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://patch-diff.githubusercontent.com/slp/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/slp/llama.cpp#interactive-mode
README	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/examples/main/README.md
	https://user-images.githubusercontent.com/1991296/224575029-2af3c7dc-5a65-4f64-a6bb-517a532aea38.png
	https://patch-diff.githubusercontent.com/slp/llama.cpp#persistent-interaction
	https://patch-diff.githubusercontent.com/slp/llama.cpp#constrained-output-with-grammars
GBNF Guide	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/grammars/README.md
https://grammar.intrinsiclabs.ai/	https://grammar.intrinsiclabs.ai/
its repo	http://github.com/intrinsiclabsai/gbnfgen
	https://patch-diff.githubusercontent.com/slp/llama.cpp#instruct-mode
	https://patch-diff.githubusercontent.com/slp/llama.cpp#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://patch-diff.githubusercontent.com/slp/llama.cpp#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://patch-diff.githubusercontent.com/slp/llama.cpp#android
	https://patch-diff.githubusercontent.com/slp/llama.cpp#building-the-project-using-android-ndk
termux	https://termux.dev/
Android NDK	https://developer.android.com/ndk
termux	https://termux.dev/
	https://patch-diff.githubusercontent.com/slp/llama.cpp#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://patch-diff.githubusercontent.com/slp/llama.cpp#docker
	https://patch-diff.githubusercontent.com/slp/llama.cpp#prerequisites
	https://patch-diff.githubusercontent.com/slp/llama.cpp#images
.devops/	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/.devops
.github/workflows/docker.yml	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/.github/workflows/docker.yml
	https://patch-diff.githubusercontent.com/slp/llama.cpp#usage-1
	https://patch-diff.githubusercontent.com/slp/llama.cpp#docker-with-cuda
nvidia-container-toolkit	https://github.com/NVIDIA/nvidia-container-toolkit
	https://patch-diff.githubusercontent.com/slp/llama.cpp#building-locally
	https://patch-diff.githubusercontent.com/slp/llama.cpp#usage-2
	https://patch-diff.githubusercontent.com/slp/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/slp/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
z = ggml_mul_mat(ctx, x, y)	https://github.com/ggerganov/llama.cpp/blob/880e352277fc017df4d5794f0c21c44e1eae2b84/ggml.h#L1058-L1064
	https://patch-diff.githubusercontent.com/slp/llama.cpp#docs
main	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/examples/main/README.md
server	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/examples/server/README.md
jeopardy	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/examples/jeopardy/README.md
BLIS	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/docs/BLIS.md
Performance troubleshooting	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/docs/token_generation_performance_tips.md
GGML tips & tricks	https://github.com/ggerganov/llama.cpp/wiki/GGML-Tips-&-Tricks
GBNF grammars	https://patch-diff.githubusercontent.com/slp/llama.cpp/blob/master/grammars/README.md
Readme	https://patch-diff.githubusercontent.com/slp/llama.cpp#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/slp/llama.cpp#MIT-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/slp/llama.cpp
Activity	https://patch-diff.githubusercontent.com/slp/llama.cpp/activity
1 star	https://patch-diff.githubusercontent.com/slp/llama.cpp/stargazers
0 watching	https://patch-diff.githubusercontent.com/slp/llama.cpp/watchers
0 forks	https://patch-diff.githubusercontent.com/slp/llama.cpp/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fslp%2Fllama.cpp&report=slp+%28user%29
Releases	https://patch-diff.githubusercontent.com/slp/llama.cpp/releases
Packages 0	https://patch-diff.githubusercontent.com/users/slp/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

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URLs of crawlers that visited me.