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mypy.ini	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/mypy.ini
pyproject.toml	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/pyproject.toml
pyproject.toml	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/pyproject.toml
pyrightconfig.json	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/pyrightconfig.json
pyrightconfig.json	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/pyrightconfig.json
requirements.txt	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/requirements.txt
requirements.txt	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/requirements.txt
ty.toml	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/ty.toml
ty.toml	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/ty.toml
README	https://github.com/TheTom/llama-cpp-turboquant
Contributing	https://github.com/TheTom/llama-cpp-turboquant
MIT license	https://github.com/TheTom/llama-cpp-turboquant
Security	https://github.com/TheTom/llama-cpp-turboquant
	https://github.com/TheTom/llama-cpp-turboquant#llamacpp--turboquant
	https://opensource.org/licenses/MIT
	https://github.com/TheTom/llama-cpp-turboquant
	https://github.com/TheTom/turboquant_plus
ggml-org/llama.cpp	https://github.com/ggml-org/llama.cpp
TheTom/turboquant_plus	https://github.com/TheTom/turboquant_plus
	https://github.com/TheTom/llama-cpp-turboquant#lineage--why-the-
	https://github.com/TheTom/llama-cpp-turboquant#production-deployments
LocalAI	https://localai.io
Chronara	https://chronara.io
AtomicChat	https://atomic.chat/
	https://github.com/TheTom/llama-cpp-turboquant#status
	https://github.com/TheTom/llama-cpp-turboquant#what-this-fork-adds
	https://github.com/TheTom/llama-cpp-turboquant#quantization-types
weight-compression-tq4	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/weight-compression-tq4.md
weight-compression-tq4	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/weight-compression-tq4.md
block-size-experiment	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/block-size-experiment.md
attn-rotation-and-ppl-artifact	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/attn-rotation-and-ppl-artifact.md
turbo4-resurrection	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/turbo4-resurrection.md
why-mse-fails-for-kv-quantization	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/why-mse-fails-for-kv-quantization.md
	https://github.com/TheTom/llama-cpp-turboquant#compression-policies
asymmetric-kv-compression	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/asymmetric-kv-compression.md
layer-aware-v-compression	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/layer-aware-v-compression.md
moe-v-compression-frontier	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/moe-v-compression-frontier.md
sparse-v-dequant	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/sparse-v-dequant.md
	https://github.com/TheTom/llama-cpp-turboquant#backend-coverage
m5-max-stress-test	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/m5-max-stress-test.md
cross-engine-mi300x	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/cross-engine-mi300x.md
	https://github.com/TheTom/llama-cpp-turboquant#model-family-support
	https://github.com/TheTom/llama-cpp-turboquant#operational-fixes-carried-by-this-fork
	https://github.com/TheTom/llama-cpp-turboquant#quick-start
	https://github.com/TheTom/llama-cpp-turboquant#prebuilt-binaries
TurboQuant+ tqp-v0.2.0 release	https://github.com/TheTom/llama-cpp-turboquant/releases/tag/tqp-v0.2.0
turboquant-plus-tqp-v0.2.0-linux-x64-cpu.tar.gz	https://github.com/TheTom/llama-cpp-turboquant/releases/download/tqp-v0.2.0/turboquant-plus-tqp-v0.2.0-linux-x64-cpu.tar.gz
turboquant-plus-tqp-v0.2.0-linux-x64-vulkan.tar.gz	https://github.com/TheTom/llama-cpp-turboquant/releases/download/tqp-v0.2.0/turboquant-plus-tqp-v0.2.0-linux-x64-vulkan.tar.gz
turboquant-plus-tqp-v0.2.0-macos-arm64-metal.tar.gz	https://github.com/TheTom/llama-cpp-turboquant/releases/download/tqp-v0.2.0/turboquant-plus-tqp-v0.2.0-macos-arm64-metal.tar.gz
turboquant-plus-tqp-v0.2.0-windows-x64-cuda12.4.zip	https://github.com/TheTom/llama-cpp-turboquant/releases/download/tqp-v0.2.0/turboquant-plus-tqp-v0.2.0-windows-x64-cuda12.4.zip
	https://github.com/TheTom/llama-cpp-turboquant#build-from-source
	https://github.com/TheTom/llama-cpp-turboquant#usage
	https://github.com/TheTom/llama-cpp-turboquant#kv-cache-quantization-runtime
Asymmetric K/V Cache Compression: Why V is Free and K is Everything	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/asymmetric-kv-compression.md
asymmetric-kv-compression	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/asymmetric-kv-compression.md
moe-v-compression-frontier	https://github.com/TheTom/turboquant_plus/blob/main/docs/papers/moe-v-compression-frontier.md
	https://github.com/TheTom/llama-cpp-turboquant#weight-quantization-offline
	https://github.com/TheTom/llama-cpp-turboquant#server-slot-saverestore-across-restarts
	https://github.com/TheTom/llama-cpp-turboquant#automatic-behavior
	https://github.com/TheTom/llama-cpp-turboquant#citation
TurboQuant+ paper corpus	https://github.com/TheTom/turboquant_plus/tree/main/docs/papers
	https://github.com/TheTom/llama-cpp-turboquant#license
	https://github.com/TheTom/llama-cpp-turboquant#recent-api-changes
Changelog for libllama API	https://github.com/ggml-org/llama.cpp/issues/9289
Changelog for llama-server REST API	https://github.com/ggml-org/llama.cpp/issues/9291
	https://github.com/TheTom/llama-cpp-turboquant#hot-topics
guide : using the new WebUI of llama.cpp	https://github.com/ggml-org/llama.cpp/discussions/16938
guide : running gpt-oss with llama.cpp	https://github.com/ggml-org/llama.cpp/discussions/15396
[FEEDBACK] Better packaging for llama.cpp to support downstream consumers 🤗	https://github.com/ggml-org/llama.cpp/discussions/15313
PR	https://github.com/ggml-org/llama.cpp/pull/15091
Collaboration with NVIDIA	https://blogs.nvidia.com/blog/rtx-ai-garage-openai-oss
Comment	https://github.com/ggml-org/llama.cpp/discussions/15095
#12898	https://github.com/ggml-org/llama.cpp/pull/12898
documentation	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/multimodal.md
https://github.com/ggml-org/llama.vscode	https://github.com/ggml-org/llama.vscode
https://github.com/ggml-org/llama.vim	https://github.com/ggml-org/llama.vim
ggml-org#9669	https://github.com/ggml-org/llama.cpp/discussions/9669
discussion	https://github.com/ggml-org/llama.cpp/discussions/9268
tool	https://huggingface.co/spaces/CISCai/gguf-editor
here	https://reeselevine.github.io/llamas-on-the-web/
	https://github.com/TheTom/llama-cpp-turboquant#quick-start-1
brew, nix or winget	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/install.md
Docker documentation	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/docker.md
releases page	https://github.com/ggml-org/llama.cpp/releases
our build guide	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/build.md
Obtaining and quantizing models	https://github.com/TheTom/llama-cpp-turboquant#obtaining-and-quantizing-models
	https://github.com/TheTom/llama-cpp-turboquant#description
ggml	https://github.com/ggml-org/ggml
HOWTO-add-model.md	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/development/HOWTO-add-model.md
	https://github.com/TheTom/llama-cpp-turboquant#text-only
Mistral 7B	https://huggingface.co/mistralai/Mistral-7B-v0.1
Mixtral MoE	https://huggingface.co/models?search=mistral-ai/Mixtral
DBRX	https://huggingface.co/databricks/dbrx-instruct
Jamba	https://huggingface.co/ai21labs
Falcon	https://huggingface.co/models?search=tiiuae/falcon
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
BERT	https://github.com/ggml-org/llama.cpp/pull/5423
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/ggml-org/llama.cpp/pull/3187
Refact	https://huggingface.co/smallcloudai/Refact-1_6B-fim
MPT	https://github.com/ggml-org/llama.cpp/pull/3417
Bloom	https://github.com/ggml-org/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/ggml-org/llama.cpp/pull/3557
Phi models	https://huggingface.co/models?search=microsoft/phi
PhiMoE	https://github.com/ggml-org/llama.cpp/pull/11003
GPT-2	https://huggingface.co/gpt2
Orion 14B	https://github.com/ggml-org/llama.cpp/pull/5118
InternLM2	https://huggingface.co/models?search=internlm2
CodeShell	https://github.com/WisdomShell/codeshell
Gemma	https://ai.google.dev/gemma
Mamba	https://github.com/state-spaces/mamba
Grok-1	https://huggingface.co/keyfan/grok-1-hf
Xverse	https://huggingface.co/models?search=xverse
Command-R models	https://huggingface.co/models?search=CohereForAI/c4ai-command-r
SEA-LION	https://huggingface.co/models?search=sea-lion
GritLM-7B	https://huggingface.co/GritLM/GritLM-7B
GritLM-8x7B	https://huggingface.co/GritLM/GritLM-8x7B
OLMo	https://allenai.org/olmo
OLMo 2	https://allenai.org/olmo
OLMoE	https://huggingface.co/allenai/OLMoE-1B-7B-0924
Granite models	https://huggingface.co/collections/ibm-granite/granite-code-models-6624c5cec322e4c148c8b330
GPT-NeoX	https://github.com/EleutherAI/gpt-neox
Pythia	https://github.com/EleutherAI/pythia
Snowflake-Arctic MoE	https://huggingface.co/collections/Snowflake/arctic-66290090abe542894a5ac520
Smaug	https://huggingface.co/models?search=Smaug
Poro 34B	https://huggingface.co/LumiOpen/Poro-34B
Bitnet b1.58 models	https://huggingface.co/1bitLLM
Flan T5	https://huggingface.co/models?search=flan-t5
Open Elm models	https://huggingface.co/collections/apple/openelm-instruct-models-6619ad295d7ae9f868b759ca
ChatGLM3-6b	https://huggingface.co/THUDM/chatglm3-6b
ChatGLM4-9b	https://huggingface.co/THUDM/glm-4-9b
GLMEdge-1.5b	https://huggingface.co/THUDM/glm-edge-1.5b-chat
GLMEdge-4b	https://huggingface.co/THUDM/glm-edge-4b-chat
GLM-4-0414	https://huggingface.co/collections/THUDM/glm-4-0414-67f3cbcb34dd9d252707cb2e
SmolLM	https://huggingface.co/collections/HuggingFaceTB/smollm-6695016cad7167254ce15966
EXAONE-3.0-7.8B-Instruct	https://huggingface.co/LGAI-EXAONE/EXAONE-3.0-7.8B-Instruct
FalconMamba Models	https://huggingface.co/collections/tiiuae/falconmamba-7b-66b9a580324dd1598b0f6d4a
Jais	https://huggingface.co/inceptionai/jais-13b-chat
Bielik-11B-v2.3	https://huggingface.co/collections/speakleash/bielik-11b-v23-66ee813238d9b526a072408a
RWKV-7	https://huggingface.co/collections/shoumenchougou/rwkv7-gxx-gguf
RWKV-6	https://github.com/BlinkDL/RWKV-LM
QRWKV-6	https://huggingface.co/recursal/QRWKV6-32B-Instruct-Preview-v0.1
GigaChat-20B-A3B	https://huggingface.co/ai-sage/GigaChat-20B-A3B-instruct
Trillion-7B-preview	https://huggingface.co/trillionlabs/Trillion-7B-preview
Ling models	https://huggingface.co/collections/inclusionAI/ling-67c51c85b34a7ea0aba94c32
LFM2 models	https://huggingface.co/collections/LiquidAI/lfm2-686d721927015b2ad73eaa38
Hunyuan models	https://huggingface.co/collections/tencent/hunyuan-dense-model-6890632cda26b19119c9c5e7
BailingMoeV2 (Ring/Ling 2.0) models	https://huggingface.co/collections/inclusionAI/ling-v2-68bf1dd2fc34c306c1fa6f86
Mellum models	https://huggingface.co/JetBrains/models?search=mellum
	https://github.com/TheTom/llama-cpp-turboquant#multimodal
LLaVA 1.5 models	https://huggingface.co/collections/liuhaotian/llava-15-653aac15d994e992e2677a7e
LLaVA 1.6 models	https://huggingface.co/collections/liuhaotian/llava-16-65b9e40155f60fd046a5ccf2
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
Mini CPM	https://huggingface.co/models?search=MiniCPM
Moondream	https://huggingface.co/vikhyatk/moondream2
Bunny	https://github.com/BAAI-DCAI/Bunny
GLM-EDGE	https://huggingface.co/models?search=glm-edge
Qwen2-VL	https://huggingface.co/collections/Qwen/qwen2-vl-66cee7455501d7126940800d
LFM2-VL	https://huggingface.co/collections/LiquidAI/lfm2-vl-68963bbc84a610f7638d5ffa
ddh0/easy-llama	https://github.com/ddh0/easy-llama
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
offline-ai/cli	https://github.com/offline-ai/cli
tangledgroup/llama-cpp-wasm	https://github.com/tangledgroup/llama-cpp-wasm
ngxson/wllama	https://github.com/ngxson/wllama
yoshoku/llama_cpp.rb	https://github.com/yoshoku/llama_cpp.rb
docusealco/rllama	https://github.com/docusealco/rllama
edgenai/llama_cpp-rs	https://github.com/edgenai/llama_cpp-rs
mdrokz/rust-llama.cpp	https://github.com/mdrokz/rust-llama.cpp
utilityai/llama-cpp-rs	https://github.com/utilityai/llama-cpp-rs
ShelbyJenkins/llm_client	https://github.com/ShelbyJenkins/llm_client
SciSharp/LLamaSharp	https://github.com/SciSharp/LLamaSharp
LM-Kit.NET	https://docs.lm-kit.com/lm-kit-net/index.html
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
QuasarByte/llama-cpp-jna	https://github.com/QuasarByte/llama-cpp-jna
deins/llama.cpp.zig	https://github.com/Deins/llama.cpp.zig
netdur/llama_cpp_dart	https://github.com/netdur/llama_cpp_dart
xuegao-tzx/Fllama	https://github.com/xuegao-tzx/Fllama
distantmagic/resonance	https://github.com/distantmagic/resonance
(more info)	https://github.com/ggml-org/llama.cpp/pull/6326
guile_llama_cpp	https://savannah.nongnu.org/projects/guile-llama-cpp
srgtuszy/llama-cpp-swift	https://github.com/srgtuszy/llama-cpp-swift
ShenghaiWang/SwiftLlama	https://github.com/ShenghaiWang/SwiftLlama
Embarcadero/llama-cpp-delphi	https://github.com/Embarcadero/llama-cpp-delphi
hybridgroup/yzma	https://github.com/hybridgroup/yzma
llama.android	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/examples/llama.android
AI Sublime Text plugin	https://github.com/yaroslavyaroslav/OpenAI-sublime-text
BonzAI App	https://apps.apple.com/us/app/bonzai-your-local-ai-agent/id6752847988
cztomsik/ava	https://github.com/cztomsik/ava
Dot	https://github.com/alexpinel/Dot
eva	https://github.com/ylsdamxssjxxdd/eva
iohub/collama	https://github.com/iohub/coLLaMA
janhq/jan	https://github.com/janhq/jan
johnbean393/Sidekick	https://github.com/johnbean393/Sidekick
KanTV	https://github.com/zhouwg/kantv?tab=readme-ov-file
KodiBot	https://github.com/firatkiral/kodibot
llama.vim	https://github.com/ggml-org/llama.vim
LARS	https://github.com/abgulati/LARS
Llama Assistant	https://github.com/vietanhdev/llama-assistant
LlamaLib	https://github.com/undreamai/LlamaLib
LLMFarm	https://github.com/guinmoon/LLMFarm?tab=readme-ov-file
LLMUnity	https://github.com/undreamai/LLMUnity
LMStudio	https://lmstudio.ai/
LocalAI	https://github.com/mudler/LocalAI
LostRuins/koboldcpp	https://github.com/LostRuins/koboldcpp
MindMac	https://mindmac.app
MindWorkAI/AI-Studio	https://github.com/MindWorkAI/AI-Studio
Mobile-Artificial-Intelligence/maid	https://github.com/Mobile-Artificial-Intelligence/maid
Mozilla-Ocho/llamafile	https://github.com/Mozilla-Ocho/llamafile
nat/openplayground	https://github.com/nat/openplayground
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
PocketPal AI	https://github.com/a-ghorbani/pocketpal-ai
psugihara/FreeChat	https://github.com/psugihara/FreeChat
ptsochantaris/emeltal	https://github.com/ptsochantaris/emeltal
pythops/tenere	https://github.com/pythops/tenere
ramalama	https://github.com/containers/ramalama
semperai/amica	https://github.com/semperai/amica
withcatai/catai	https://github.com/withcatai/catai
Autopen	https://github.com/blackhole89/autopen
akx/ggify	https://github.com/akx/ggify
akx/ollama-dl	https://github.com/akx/ollama-dl
crashr/gppm	https://github.com/crashr/gppm
gpustack/gguf-parser	https://github.com/gpustack/gguf-parser-go/tree/main/cmd/gguf-parser
Styled Lines	https://marketplace.unity.com/packages/tools/generative-ai/styled-lines-llama-cpp-model-292902
unslothai/unsloth	https://github.com/unslothai/unsloth
Paddler	https://github.com/intentee/paddler
GPUStack	https://github.com/gpustack/gpustack
llama_cpp_canister	https://github.com/onicai/llama_cpp_canister
llama-swap	https://github.com/mostlygeek/llama-swap
Kalavai	https://github.com/kalavai-net/kalavai-client
llmaz	https://github.com/InftyAI/llmaz
LLMKube	https://github.com/defilantech/llmkube
Lucy's Labyrinth	https://github.com/MorganRO8/Lucys_Labyrinth
	https://github.com/TheTom/llama-cpp-turboquant#supported-backends
Metal	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/build.md#metal-build
BLAS	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/build.md#blas-build
BLIS	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/backend/BLIS.md
SYCL	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/backend/SYCL.md
OpenVINO [In Progress]	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/backend/OPENVINO.md
MUSA	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/build.md#musa
CUDA	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/build.md#cuda
HIP	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/build.md#hip
ZenDNN	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/build.md#zendnn
Vulkan	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/build.md#vulkan
CANN	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/build.md#cann
OpenCL	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/backend/OPENCL.md
IBM zDNN	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/backend/zDNN.md
WebGPU	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/build.md#webgpu
RPC	https://github.com/ggml-org/llama.cpp/tree/master/tools/rpc
Hexagon [In Progress]	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/backend/snapdragon/README.md
VirtGPU	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/backend/VirtGPU.md
	https://github.com/TheTom/llama-cpp-turboquant#obtaining-and-quantizing-models
Hugging Face	https://huggingface.co
number of LLMs	https://huggingface.co/models?library=gguf&sort=trending
Trending	https://huggingface.co/models?library=gguf&sort=trending
LLaMA	https://huggingface.co/models?sort=trending&search=llama+gguf
Hugging Face	https://huggingface.co/
GGUF	https://github.com/ggml-org/ggml/blob/master/docs/gguf.md
GGUF-my-repo space	https://huggingface.co/spaces/ggml-org/gguf-my-repo
GGUF-my-LoRA space	https://huggingface.co/spaces/ggml-org/gguf-my-lora
ggml-org#10123	https://github.com/ggml-org/llama.cpp/discussions/10123
GGUF-editor space	https://huggingface.co/spaces/CISCai/gguf-editor
ggml-org#9268	https://github.com/ggml-org/llama.cpp/discussions/9268
Inference Endpoints	https://ui.endpoints.huggingface.co/
ggml-org#9669	https://github.com/ggml-org/llama.cpp/discussions/9669
read this documentation	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/tools/quantize/README.md
llama-cli	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/tools/cli
	https://github.com/TheTom/llama-cpp-turboquant#llama-cli
	https://github.com/TheTom/llama-cpp-turboquant#a-cli-tool-for-accessing-and-experimenting-with-most-of-llamacpps-functionality
grammars/	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/grammars
GBNF Guide	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/grammars/README.md
https://grammar.intrinsiclabs.ai/	https://grammar.intrinsiclabs.ai/
llama-server	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/tools/server
	https://github.com/TheTom/llama-cpp-turboquant#llama-server
OpenAI API	https://github.com/openai/openai-openapi
	https://github.com/TheTom/llama-cpp-turboquant#a-lightweight-openai-api-compatible-http-server-for-serving-llms
llama-perplexity	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/tools/perplexity
	https://github.com/TheTom/llama-cpp-turboquant#llama-perplexity
perplexity	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/tools/perplexity/README.md
1	https://github.com/TheTom/llama-cpp-turboquant#user-content-fn-1-f2dbeadde373b55fe2ab9ca04a84c2fd
	https://github.com/TheTom/llama-cpp-turboquant#a-tool-for-measuring-the-perplexity-1-and-other-quality-metrics-of-a-model-over-a-given-text
llama-bench	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/tools/llama-bench
	https://github.com/TheTom/llama-cpp-turboquant#llama-bench
	https://github.com/TheTom/llama-cpp-turboquant#benchmark-the-performance-of-the-inference-for-various-parameters
llama-simple	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/examples/simple
	https://github.com/TheTom/llama-cpp-turboquant#llama-simple
	https://github.com/TheTom/llama-cpp-turboquant#a-minimal-example-for-implementing-apps-with-llamacpp-useful-for-developers
	https://github.com/TheTom/llama-cpp-turboquant#contributing
good first issues	https://github.com/ggml-org/llama.cpp/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22
CONTRIBUTING.md	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/CONTRIBUTING.md
Inference at the edge	https://github.com/ggml-org/llama.cpp/discussions/205
Changelog podcast	https://changelog.com/podcast/532
	https://github.com/TheTom/llama-cpp-turboquant#other-documentation
cli	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/tools/cli/README.md
completion	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/tools/completion/README.md
server	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/tools/server/README.md
GBNF grammars	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/grammars/README.md
	https://github.com/TheTom/llama-cpp-turboquant#development-documentation
How to build	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/build.md
Running on Docker	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/docker.md
Build on Android	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/android.md
Multi-GPU usage	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/multi-gpu.md
Performance troubleshooting	https://github.com/TheTom/llama-cpp-turboquant/blob/feature/turboquant-kv-cache/docs/development/token_generation_performance_tips.md
GGML tips & tricks	https://github.com/ggml-org/llama.cpp/wiki/GGML-Tips-&-Tricks
	https://github.com/TheTom/llama-cpp-turboquant#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/TheTom/llama-cpp-turboquant#xcframework
	https://github.com/TheTom/llama-cpp-turboquant#completions
	https://github.com/TheTom/llama-cpp-turboquant#bash-completion
	https://github.com/TheTom/llama-cpp-turboquant#dependencies
yhirose/cpp-httplib	https://github.com/yhirose/cpp-httplib
stb-image	https://github.com/nothings/stb
nlohmann/json	https://github.com/nlohmann/json
miniaudio.h	https://github.com/mackron/miniaudio
subprocess.h	https://github.com/sheredom/subprocess.h
https://huggingface.co/docs/transformers/perplexity	https://huggingface.co/docs/transformers/perplexity
↩	https://github.com/TheTom/llama-cpp-turboquant#user-content-fnref-1-f2dbeadde373b55fe2ab9ca04a84c2fd
Readme	https://github.com/TheTom/llama-cpp-turboquant#readme-ov-file
MIT license	https://github.com/TheTom/llama-cpp-turboquant#MIT-1-ov-file
Contributing	https://github.com/TheTom/llama-cpp-turboquant#contributing-ov-file
Security policy	https://github.com/TheTom/llama-cpp-turboquant#security-ov-file
Please reload this page	https://github.com/TheTom/llama-cpp-turboquant
Activity	https://github.com/TheTom/llama-cpp-turboquant/activity
344 forks	https://github.com/TheTom/llama-cpp-turboquant/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FTheTom%2Fllama-cpp-turboquant&report=TheTom+%28user%29
Releases 2	https://github.com/TheTom/llama-cpp-turboquant/releases
TurboQuant+ tqp-v0.2.0 Latest Jul 1, 2026	https://github.com/TheTom/llama-cpp-turboquant/releases/tag/tqp-v0.2.0
+ 1 release	https://github.com/TheTom/llama-cpp-turboquant/releases
Please reload this page	https://github.com/TheTom/llama-cpp-turboquant
Learn more about GitHub Sponsors	https://github.com/sponsors
Packages 0	https://github.com/users/TheTom/packages?repo_name=llama-cpp-turboquant
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Contributors	https://github.com/TheTom/llama-cpp-turboquant/graphs/contributors
Please reload this page	https://github.com/TheTom/llama-cpp-turboquant
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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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