Hf download gguf. 5 Mixtral 8X7B Description This repo contains GGUF format model files for Eric Hartford's Dolphin 2. The weights here are float32. The guide explains versioned caching and warns not to modify cached files. In this blog post, we’re going to look at how to download a GGUF model from Hugging Face and run it locally. In llama. GGUF works with any LLaMA-family model, making it a versatile solution for local experimentation and research without relying on cloud GPUs. exe to quantize the result. examples/writer. It is a replacement for GGML, which is no longer supported by llama. 3. Nemotron-3-Super is designed for high efficiency and accuracy for multi-agent AI. cpp downloads the model checkpoint and automatically caches it. Under Download Model, you can enter the model repo: TheBloke/WizardLM-7B-uncensored-GGUF and below it, a specific filename to download, such as: WizardLM-7B-uncensored. Other models for Whisper (speech recognition), Image Generation, Text to Speech or Image Recognition can be found on the Wiki Mixtral 8X7B v0. Describe alternatives you've considered Search and download GGUF models. Mixtral GGUF Support for Mixtral Learn to fine-tune and run Qwen3-VL locally with Unsloth. It downloads the remote file, caches it on disk (in a version-aware way), and returns its local file path. cpp -compatible models from Hugging Face or other model hosting sites, such as ModelScope, by using this CLI argument: -hf <user>/<model>[:quant]. 09. Apr 27, 2024 · Multiple different quantisation formats are provided, and most users only want to pick and download a single file. Gemma Model Card Model Page: Gemma This model card corresponds to the 7B base version of the Gemma model in GGUF Format. Aug 16, 2024 · When downloading GGUF models, we can specify one version rather than download the whole files, usually containing several different quantized models. 8B parameters, lightweight, state-of-the-art open model trained with the Phi-3 datasets that includes both synthetic data and the filtered publicly available websites data with a focus on high-quality and reasoning dense properties. Currently, the primary means to convert from HF SafeTensors format to GGUF will be the canonical llama. Sep 18, 2024 · But you would have to download the . Feel free to give it a try! Jul 28, 2025: 👋 We've released the inference code and model weights of Wan2. py to convert them, then quantize_gguf. 📖 Check out the GLM-4. Browse model metadata, compare quantizations, and access files directly. hf_xet is a Rust-based package leveraging the new Xet storage backend to optimize file transfers with chunk-based deduplication. Refer to the original model card for more details on the model. 6B parameters, supports 200K context, and leads SWE-Bench, GPQA, and reasoning/chat benchmarks. py from llama. 3-GGUF uses Unsloth Dynamic 2. 1 - GGUF Model creator: Mistral AI_ Original model: Mixtral 8X7B v0. Mixtral GGUF Support for Mixtral was merged into Llama. Change -ngl 32 to the number of layers to offload to GPU. 2's T2V, I2V and TI2V have been integrated into Diffusers (T2V-A14B | I2V-A14B | TI2V-5B). 0. 5) to GGUF model. 7-Flash API services on Z. 7-Flash is Z. GGUF is a file format used to store models for inference with GGML, a fast and lightweight inference framework written in C and C++. GGUF is a single-file format containing the model metadata and tensors. ai's GGUF-my-repo space. 4 days ago · / convert_hf_to_gguf. GGUF offers numerous advantages over GGML, such as better Jul 26, 2024 · By tinkering with its registry a bit, we can perform a direct download of a . Aug 24, 2023 · Under Download Model, you can enter the model repo: TheBloke/CodeLlama-13B-GGUF and below it, a specific filename to download, such as: codellama-13b. 5 Mixtral 8X7B - GGUF Model creator: Eric Hartford Original model: Dolphin 2. For a full list of available options, you can run: Llama. Enjoy! Jul 28, 2025: 👋 Wan2. cpp tool convert-hf-to-gguf. gguf -p "The meaning to life and the universe is" A quick and optimized solution to manage llama based gguf quantized models, download gguf files, retreive messege formatting, add more models from hf repos and more. Note: you can directly download GGUF quantized Microsoft Phi-2 models from HF with hf. This model was converted to GGUF format from byroneverson/gemma-2-27b-it-abliterated using llama. 7-Flash offers a new option for lightweight deployment that balances performance and efficiency. The model excels at long-horizon reasoning, complex tool use, and recovery NVIDIA releases Nemotron-3-Super-120B-A12B, a 120B open hybrid reasoning MoE model with 12B active parameters, following the earlier launch of Nemotron-3-Nano, its 30B counterpart. gguf -p "The meaning to life and the universe is" We would like to show you a description here but the site won’t allow us. To run GLM Cross-platform LLM inference framework. llama-cli --hf-repo harada2025/Qwen3-8B-Q4_K_M-GGUF --hf-file qwen3-8b-q4_k_m. Jul 28, 2025 · 🔥 Latest News!! Jul 28, 2025: 👋 Wan2. The specification describes the structure of the file, how it is encoded, and what information is included. llama. Jun 18, 2024 · 今までHuggingfaceからGGUFファイルをダウンロードするのに一々、Text Generation WebUI を立ち上げていました。さすがに面倒になったので、コマンドラインでのダウンロード方法を調べた覚え書きメモです。 必要なパッケージをアップデート、なかったら入れる pip install -U huggingface-hub 以下を入れると Oct 26, 2024 · Ollama now supports running any GGUF models available on Hugging Face directly, without manual downloads or Modelfiles. For users seeking managed, scalable inference without infrastructure maintenance, the official Qwen API service is provided by Alibaba Cloud Model Studio. 5-397B-A17B This repository contains model weights and configuration files for the post-trained model in the Hugging Face Transformers format. 5-7B-Instruct-GGUF Introduction Qwen2. 7B Instruct. 5 brings the following improvements upon Qwen2: Significantly more knowledge and has greatly improved capabilities in coding and mathematics, thanks to GLM-4. Jun 18, 2024 · 今までHuggingfaceからGGUFファイルをダウンロードするのに一々、Text Generation WebUI を立ち上げていました。さすがに面倒になったので、コマンドラインでのダウンロード方法を調べた覚え書きメモです。 必要なパッケージをアップデート、なかったら入れる pip install -U huggingface-hub 以下を入れると In this article, we'll show you how to download open source models from Hugging Face, transform, and use them in your local Ollama setup. Here is an incomplate list of clients LFM2-8B-A1B-GGUF LFM2 is a new generation of hybrid models developed by Liquid AI, specifically designed for edge AI and on-device deployment. 5B active parameters. Aug 25, 2023 · Tinyllama 1. 2 Collection including LiquidAI/LFM2-350M-GGUF 💧 LFM2 Collection LFM2 is a new generation of hybrid models, designed for on-device deployment. co/google Under Download Model, you can enter the model repo: TheBloke/zephyr-7B-beta-GGUF and below it, a specific filename to download, such as: zephyr-7b-beta. # Step 3: Convert Hugging Face Model to GGUF (FP16) import os Under Download Model, you can enter the model repo: TheBloke/Llama-2-7B-GGUF and below it, a specific filename to download, such as: llama-2-7b. from_pretrained The Llama. This way it works-ish. 1 - GGUF Model creator: Mistral AI_ Original model: Mixtral 8X7B Instruct v0. cpp allows you to download and run inference on a GGUF simply by providing a path to the Hugging Face repo path and the file name. cpp for fast local inference, especially if you have a CPU. 5 is the latest series of Qwen large language models. 3 Description This repo contains GGUF format model files for Zhang Peiyuan's TinyLlama 1. Once downloaded, these GGUF files can be seamlessly integrated with tools like llama. py — Generates example. cpp, which is now the GGUF file format. Models initially developed in frameworks like PyTorch can be converted to GGUF format for use with those engines. cpp handles this. The distilled model is optimized for few step generation, think 4-8 steps. It&#39;s super easy to use and The GGUF format is defined in the GGUF specification. 5-Coder is the latest series of Code-Specific Qwen large language models (formerly known as CodeQwen). cpp via the ggml. 7B Instruct Description This repo contains GGUF format model files for DeepSeek's Deepseek Coder 6. cache/huggingface/hub; move it via HF_HOME or HF_HUB_CACHE. Uses tooling from ComfyUI-GGUF by city96. It is a replacement for GGML, which is For this guide we will be utilizing Dynamic 4-bit which works great on a 24GB RAM / Mac device for fast inference. The Phi-3-Mini-4K-Instruct is a 3. Mixtral GGUF Support for Mixtral HUGGINGFACE_HUB_ENABLE_HF_TRANSFER=1 huggingface-cli download TheBloke/Llama-2-13B-GGUF llama-2-13b. py. GLM-4. Step 1: Get a model Go to the Ollama library page and pick the model you want to download. ) Llama 2 7B Chat - GGUF Model creator: Meta Llama 2 Original model: Llama 2 7B Chat Description This repo contains GGUF format model files for Meta Llama 2's Llama 2 7B Chat. 0 methodology for SOTA performance. (Hugging Face) Cache locations and moving the cache (common laptop need) Default cache is ~/. 58 2B4T - Scaling Native 1-bit LLM This repository contains the weights for BitNet b1. Then click Download. Sep 10, 2024 · ということで、 HuggingFace に公開されている HFモデル をなんとかして Ollama でも使用可能な GGUF形式 に変換できないかという内容でチャレンジしてみたいと思います。 （2024. 5-1. py as an example for its usage. Q4_K_M. q4_K_M. 0 for SOTA 5-shot MMLU and Aider performance, meaning you can run & fine-tune quantized GLM LLMs with minimal accuracy loss. Jul 20, 2024 · HF to GGUF Converter A Python package for converting Hugging Face models to GGUF files. Important layers are upcasted to higher precision. This tool simplifies the process of transforming models for compatibility with the GGUF format, streamlining model conversion tasks. 5-35B-A3B-GGUF For these tutorials, we will using llama. As of now, Qwen2. Oct 24, 2025 · Running inference using llama-cli. This makes it easier for researchers, developers, and hobbyists to experiment with and deploy large language models. 5-Coder has covered six mainstream model sizes, 0. 5 brings the following improvements upon Qwen2: Significantly more knowledge and has greatly improved capabilities in coding and mathematics, thanks to We’re on a journey to advance and democratize artificial intelligence through open source and open science. Georgi Gerganov (llama. These files were quantised using hardware kindly provided by Massed Compute. cpp's author) shared his experience in https://huggingface. py Top File metadata and controls Code Blame executable file · 12532 lines (10239 loc) · 582 KB Raw Copy raw file Download raw file Open symbols panel Edit and raw actions 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 llama-cli --hf-repo jebcarter/Ancient-Awakening-12B-Q8_0-GGUF --hf-file ancient-awakening-12b-q8_0. 1 Description This repo contains GGUF format model files for Mistral AI_'s Mixtral 8X7B v0. With a 1M-token context window, it leads its size class on AIME 2025, Terminal Bench and SWE-Bench Verified benchmarks, while Qwen2. 7 technical blog, technical report (GLM-4. 5). --local-dir-use-symlinks False Example llama. Here is an incomplate list of Model Summary This repo provides the GGUF format for the Phi-3-Mini-4K-Instruct. cpp team on August 21st 2023. 1B Chat v1. The hf_hub_download () function is the main function for downloading files from the Hub. py # # This is necessary in order to analyze the type of pre-tokenizer used by the model and # provide the necessary information to llama. Contribute to ggml-org/llama. These artifacts are compatible with Hugging Face Transformers, vLLM, SGLang, etc. 7-Flash runs on 24GB RAM /VRAM/unified memory (32GB for full precision), and you can now fine-tune with Unsloth. By default, the file will be considered as being part of a model Toolkit to download, quantize and package Hugging Face models as GGUF - dgacitua/hf-gguf-quantize Jan 13, 2026 · Note that not every model can be converted to GGUF format using convert-hf-to-gguf. 1 Description This repo contains GGUF format model files for Mistral AI's Mistral 7B v0. GGUF was developed by @ggerganov who is also the developer of llama. gguf --local-dir . It is comparable to the performance of models with 10–20× more active parameters. Contribute to SprBull/ggml-org-llama. Note that this file cannot be used as a model. 2. Under Download Model, you can enter the model repo: TheBloke/WizardLM-13B-Uncensored-GGUF and below it, a specific filename to download, such as: WizardLM-13B-Uncensored. • 27 items• Updated 1 day ago• 136 Under Download Model, you can enter the model repo: TheBloke/MythoMax-L2-13B-GGUF and below it, a specific filename to download, such as: mythomax-l2-13b. 👉 One click to GLM-4. At the time of writing there are 45K public GGUF checkpoints on the Hub, you can run any of them with a single ollama run command. Series of 3D Vision Models You can either manually download the GGUF file or directly use any llama. TinyLlama 1. OmniInfer / examples / model-conversion / scripts / utils / hf-upload-gguf-model. GGUF: Qwen3. gguf. BitNet b1. Trained on a corpus of 4 trillion tokens, this model demonstrates that native 1-bit LLMs can achieve performance comparable to leading open-weight, full May 19, 2021 · How about using hf_hub_download from huggingface_hub library? hf_hub_download returns the local path where the model was downloaded so you could hook this one liner with another shell command. Built with llama. 1 has been integrated into ComfyUI (CN | EN). 1 - GGUF Model creator: Mistral AI Original model: Mistral 7B v0. A simple CLI tool to effortlessly download GGUF model files from Ollama&#39;s registry. Optionally, you can install gguf with the extra 'gui' to enable the visual GGUF editor. dev on the # This script downloads the tokenizer models of the specified models from Huggingface and # generates the get_vocab_base_pre () function for convert_hf_to_gguf. 👋 Join our Discord community. cpp integration and intelligent tokenizer detection, this tool streamlines the conversion workflow for both Aug 31, 2023 · The downside however is that you need to convert models to a format that's supported by Llama. ai’s new 30B MoE reasoning model built for local deployment, delivering best-in-class performance for coding, agentic workflows, and chat. Sep 2, 2023 · Please properly download files from HF microsoft/phi-2. We're releasing the weights of our first MoE based on LFM2, with 8. 11）Ollamaに作成したGGUF形式のモデルをpullする方法のリンクを追記 動作の前提 Use the hf download command to download files from the Hub directly. Explore machine learning models. from_pretrained method allows users to directly download GGUF models from Hugging Face and use them without manually Llama 2 7B Chat - GGUF Model creator: Meta Llama 2 Original model: Llama 2 7B Chat Description This repo contains GGUF format model files for Meta Llama 2's Llama 2 7B Chat. GGUF offers numerous advantages over GGML, such as better llama-cli --hf-repo harada2025/Qwen3-8B-Q4_K_M-GGUF --hf-file qwen3-8b-q4_k_m. 5 brings the following improvements upon Qwen2: Significantly more knowledge and has greatly improved capabilities in coding and mathematics, thanks to High-Precision Human Head Reconstruction Model Based on HRN This human head reconstruction model takes a single portrait image as input and, leveraging the hierarchical representation of the facial reconstruction model HRN, swiftly recovers facial geometry and texture, outputting a high-precision 3D head reconstruction mesh. Mixtral 8X7B Instruct v0. 1. The following clients/libraries will automatically download models for you, providing a list of available models to choose from: Step 2: Then click Download. cpp command Make sure you are using llama. gguf -p "The meaning to life and the universe is" Under Download Model, you can enter the model repo: TheBloke/una-xaberius-34b-v1beta-GGUF and below it, a specific filename to download, such as: una-xaberius-34b-v1beta. 5-Coder-7B-Instruct-GGUF Introduction Qwen2. You can use any GGUF quants created by the community (bartowski, MaziyarPanahi and many more) on Hugging Face directly with Ollama, without creating a new Modelfile. cpp Mistral 7B Instruct v0. hf_xet is enabled by default but with lower performances to avoid bloating available CPU and Under Download Model, you can enter the model repo: TheBloke/phi-2-GGUF and below it, a specific filename to download, such as: phi-2. Note down the model name and parameters, as you’ll need them in the next steps: Step 2: Get the digest from the manifest Use lms import (experimental) To import a GGUF model you've downloaded outside of LM Studio, run the following command in your terminal: Universal GGUF LLMs Converter is a production-ready, Docker-based solution for automatically converting HuggingFace models to GGUF format with multiple quantization types. 1 Description This repo contains GGUF format model files for Mistral AI_'s Mixtral 8X7B Instruct v0. At the time of writing, there are over 45,000 public GGUF checkpoints on the Hugging Face Hub that you can run with a single ollama run command. Because the model is only around 72GB at full F16 precision, we won't need to worry much about performance. cpp, a popular C/C++ LLM inference framework. Other models for Whisper (speech recognition), Image Generation, Text to Speech or Image Recognition can be found on the Wiki Mistral 7B v0. 5, we release a number of base language models and instruction-tuned language models ranging from 0. In this blog post you will learn how to convert a HuggingFace model (Vicuna 13b v1. Feb 12, 2026 · Option 2 — Python download (good for scripts) hf_hub_download() for single files; snapshot_download() for full repos. ai API Platform. Qwen3. 5B-Instruct-GGUF Introduction Qwen2. Contribute to omnimind-ai/OmniInfer development by creating an account on GitHub. 5, 3, 7, 14, 32 billion parameters, to meet the needs of different developers. As the strongest model in the 30B class, GLM-4. 7-GGUF All uploads use Unsloth Dynamic 2. 1 - GGUF Model creator: Mistral AI Original model: Mistral 7B Instruct v0. For advanced users on machines with high bandwidth and at least 64 GB of RAM, HF_XET_HIGH_PERFORMANCE=1 raises concurrency bounds and significantly increases memory buffer sizes, which can help when downloading many large files in parallel. sh, example for a Q4_K_M: Aug 24, 2023 · Under Download Model, you can enter the model repo: TheBloke/CodeLlama-7B-GGUF and below it, a specific filename to download, such as: codellama-7b. gguf model first and mount a volume containing the said model to the container. It sets a new standard in terms of quality, speed, and memory efficiency. Deepseek Coder 6. HF_XET_HIGH_PERFORMANCE=1 hf download Model Summary This repo provides the GGUF format for the Phi-3-Mini-4K-Instruct. 7. Internally, it uses the same hf_hub_download () and snapshot_download () helpers described in the Download guide and prints the returned path to the terminal. Aug 31, 2023 · The downside however is that you need to convert models to a format that's supported by Llama. 7-Flash is a 30B-A3B MoE model. Cross-platform LLM inference framework. In my case, it is complaning that it is missing a chat template, but that is another issue. LLM inference in C/C++. GGUF is a modern file format for storing models optimized for efficient inference, particularly on consumer-grade hardware. GGUF is designed for use with GGML and other executors. cpp, and other related tools such as Ollama and LM Studio, please make sure that you have these flags set correctly, especially repeat-penalty. 5 to 72 billion parameters. 📍 Use GLM-4. Hugging Face Hub supports all file formats, but has built-in features for GGUF format, a binary format that is optimized for quick loading and saving of models, making it highly efficient for inference purposes. Performances May 10, 2025 · The script convert_hf_to_gguf. cpp. 58 2B4T, the first open-source, native 1-bit Large Language Model (LLM) at the 2-billion parameter scale, developed by Microsoft Research. Model must have Auto-regressive Token Generation (model generates token one at a time, where each token depends only on past tokens. unsloth/LTX-2. There are two sets of GGUF's published. cpp installation Choose the downloaded Hugging Face model folder Select an output folder for the converted model Specify the quantization model (default is "q8_0" but can work only with q8_0, f16, f32) Enter the desired output file name Simple go utility to download HuggingFace Models and Datasets - bodaay/HuggingFaceModelDownloader If you are running on a machine with high bandwidth, you can speed up downloads by allowing hf_xet to run on all CPU cores. This is a GGUF quantized version of LTX-2. 0 - GGUF Model creator: TinyLlama Original model: Tinyllama 1. Select the file to download using the repo_id, repo_type and filename parameters. It uses ~3. 5, 1. cpp via the GGUF header in order to implement We’re on a journey to advance and democratize artificial intelligence through open source and open science. Dolphin 2. 3 - GGUF Model creator: Zhang Peiyuan Original model: TinyLlama 1. Features Convert models from Hugging Face to GGUF format Easy-to-use command-line interface Supports various output types Integrates with Ollama for model creation and Sep 18, 2024 · Qwen2. Qwen2. cpp from commit d0cee0d36d5be95a0d9088b674dbb27354107221 or later. gguf file (without having Ollama installed). Run convert-hf-to-gguf. py file from your llama. for example: Click "Download Model" In the "Convert to GGUF" section: Select the convert_hf_to_gguf. cpp for model training, Qwen2. sh, example for a Q4_K_M: ModelScope——汇聚各领域先进的机器学习模型，提供模型探索体验、推理、训练、部署和应用的一站式服务。在这里，共建模型开源社区，发现、学习、定制和分享心仪的模型。 Feb 12, 2025 · Downloading and Using GGUF Models with Llama. 1B Chat v0. exe. Alternatively, you can download the tools to convert models to the GGUF format yourself here. 0 Description This repo contains GGUF format model files for TinyLlama's Tinyllama 1. Community Works If your research or project builds upon Wan2. Feb 27, 2026 · See convert_hf_to_gguf. py Cannot retrieve latest commit at this time. The full 355B parameter model requires 400GB of disk space, while the Unsloth Dynamic 2-bit GGUF reduces the size to 134GB (- 75%). In the examples below, we will walk through the most common use cases. 3B total parameters and 1. gguf in the current directory to demonstrate generating a GGUF file. 1 or Wan2. It runs on 46GB RAM /VRAM/unified memory (85GB for 8-bit), is non-reasoning for ultra-quick code responses. It is a replacement for GGML Oct 18, 2023 · One cool thing about GGUF models is that it’s super easy to get them running on your own machine using Ollama. dev on the Qwen releases Qwen3-Coder-Next, an 80B MoE model (3B active parameters) with 256K context for fast agentic coding and local use. 7B Instruct - GGUF Model creator: DeepSeek Original model: Deepseek Coder 6. One for the dev model and one for the distilled. 1 Description This repo contains GGUF format model files for Mistral AI's Mistral 7B Instruct v0. This step can be RAM-intensive for large models. Introduction GLM-4. In Alternatively, you can download the tools to convert models to the GGUF format yourself here. py file , only models fulfilling the following conditions can be: Model must follow a Decoder-only Architecture. About GGUF GGUF is a new format introduced by the llama. cpp development by creating an account on GitHub. For Qwen2. 5 Mixtral 8X7B. In this article, we'll show you how to download open source models from Hugging Face, transform, and use them in your local Ollama setup. cynb vvnib beciew ytlvi xbga ugax awga hrda fkcxtd hzble