Run llama 2 on windows


Run the download. The collection contains pretrained and fine-tuned variants Apr 19, 2024 路 A detailed guide on how you can run Llama 3 models locally on Mac, Windows or Ubuntu. Llama-2-7b-Chat-GPTQ can run on a single GPU with 6 GB of VRAM. In this article, we will explore the approach u can use in order to run LLaMA models on your computer. 5. It is a successor to Meta's Llama 1 language model, released in the first quarter of 2023. sudo yum update -y. json; Now I would like to interact with the model. Nov 14, 2023 路 Extract the zip folder, and run the w64devkit. Since bitsandbytes doesn't officially have windows binaries, the following trick using an older unofficially compiled cuda compatible bitsandbytes binary works for windows. Llama 2 is free for research and commercial use. Which one you need depends on the hardware of your machine. Clone the Llama repository from GitHub. Mar 21, 2023 路 Alpaca. Documentation. com/download/winDownload Python: https://www. Select "View" and then "Terminal" to open a command prompt within Visual Studio. 馃挕. Llama 3 represents a large improvement over Llama 2 and other openly available models: Trained on a dataset seven times larger than Llama 2; Double the context length of 8K from Llama 2 Apr 26, 2024 路 Specifically, Llama 3 Instruct, tailored for dialogue applications, was fine-tuned on a dataset of over 10 million human-annotated samples using a combination of techniques such as supervised fine Nov 15, 2023 路 At Inspire this year we shared details on how developers will be able to run Llama 2 with DirectML and the ONNX Runtime and we have been hard at work to make this a reality. To install Python, visit the Python website, where you can choose your OS and download the version of Python you like. ) Minimum requirements: M1/M2/M3 Mac, or a Windows PC with a processor that supports AVX2. cpp directory. Linux is available in beta. Jul 21, 2023 路 LLAMA 2 is a large language model that can generate text, translate languages, and answer your questions in an informative way. We will be using llama. python. If you're looking for a more user-friendly way to run Llama 2, look no further than llama2-webui. Steps: Install MSYS2. Activate the virtual environment: . Firstly, simply connect to the EC2 Instance using either EC2 Instance Connect or SSH into the Instance. Step 3. download. I have tried 5 methods: download. make. Run from the llama. Introduction. Aug 4, 2023 路 This post details three open-source tools to facilitate running Llama 2 on your personal devices: Llama. Dec 17, 2023 路 Windows Subsystem for Linux is a feature of Windows that allows developers to run a Linux environment without the need for a separate virtual machine or dual booting. Obtaining the Model. Jul 18, 2023 路 For Llama 3 - Check this out - https://www. com/antimatter15/alpaca. cpp (Mac/Windows/Linux) Llama. pth; params. If you've heard of Llama 2 and want to run it on your PC, you can do it easily with a few programs for free. Download LM Studio and install it locally. Request Access her Apr 25, 2024 路 Step 3: Load the downloaded model. this output . With Llama, you can generate high-quality text in a variety of styles, making it an essential tool for writers, marketers, and content creators. Mar 13, 2023 路 Dead simple way to run LLaMA on your computer. To use Chat App which is an interactive interface for running llama_v2 model, follow these steps: Open Anaconda terminal and input the following commands: conda create --name=llama2_chat python=3. Drivers. 馃敼 Supercharge your content creation. Microsoft and Meta are expanding their longstanding partnership, with Microsoft as the preferred partner for Llama 2. Llama 2 is designed to enable any developer or organisations to build generative artificial intelligence-powered tools and experiences. When you're in the shell, run these commands to install the required build packages: pacman -Suy. #llama2. It provides a simple API for creating, running, and managing models, as well as a library of pre-built models that can be easily used in a variety of applications. Feb 21, 2024 路 Updated Feb 21, 2024. 1: Visit to huggingface. So I am ready to go. vcxproj -> select build. past them to C:\Program Files (x86)\Microsoft Visual Nov 15, 2023 路 Let’s dive in! Getting started with Llama 2. The easiest way to use LLaMA 2 is to visit llama2. Below you can find and download LLama 2 specialized versions of these models, known as Llama-2-Chat, tailored for dialogue scenarios. Install the latest version of Python from python. November 15th, 2023 0 0. Hardware Recommendations: Ensure a minimum of 8 GB RAM for the 3B model, 16 GB for the 7B model, and 32 GB for the 13B variant. Create a Python virtual environment and activate it. cpp and run a llama 2 model on my Dell XPS 15 laptop running Windows 10 Professional Edition laptop. Like Windows for Gaming. May 3, 2024 路 Once LLaMA 3 is installed, click the AI Chat icon on the left-hand vertical bar within LM Studio. Mar 12, 2023 路 Download Git: https://git-scm. Step 2. What's Next? Jul 22, 2023 路 Learn how to install and use Llama. cpp on windows with ROCm. 7b_gptq_example. However, Llama. This powerful tool allows you to run Llama 2 with a web interface, making it accessible from anywhere and on any operating system including Linux, Windows, and Mac. After 4-bit quantization with GPTQ, its size drops to 3. Jan 8, 2024 路 A reference project that runs the popular continue. Today, we’re introducing the availability of Llama 2, the next generation of our open source large language model. Prerequisite: Install anaconda; Install Python 11; Steps Step 1: 1. the path of the models Aug 15, 2023 路 Email to download Meta’s model. cpp Github Repository: https://github. 0-cp310-cp310-win_amd64. conda activate llama-cpp. Generally, using LM Studio would involve: Step 1. Aug 8, 2023 • 9 min read. Interact with the Chatbot Demo. org. cpp (Mac/Windows/Linux) Ollama (Mac) MLC LLM (iOS/Android) Llama. Download the models with GPTQ format if you use Windows with Nvidia GPU card. copy all the four files from C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12. Models in the catalog are organized by collections. In this blog post, I will show you how to run LLAMA 2 on your local computer. For more examples, see the Llama 2 recipes repository. 00GHz / 16GB as x64 bit app, it takes around 5GB of RAM. Check the compatibility of your NVIDIA graphics card with CUDA. com/geohot/tinygradLLaMA Model Leak: Jul 19, 2023 路 Meta has expanded its long-standing partnership with Microsoft to make Llama 2, its new family of large language models (LLMs), freely available to commercial customers for the first time via Microsoft Azure and Windows. Wait for the model to load. For instance, one can use an RTX 3090, an ExLlamaV2 model loader, and a 4-bit quantized LLaMA or Llama-2 30B model, achieving approximately 30 to 40 tokens per second, which is huge. Mar 4, 2024 路 The latest release of Intel Extension for PyTorch (v2. Copy the Hugging Face API token. ps1 # suggested in this thread using powershell. To get started, Download Ollama and run Llama 3: ollama run llama3 The most capable model. While I love Python, its slow to run on CPU and can eat RAM faster Project. Could I run Llama 2? Sep 7, 2023 路 The following steps were used to build llama. Aug 21, 2023 路 Step 2: Download Llama 2 model. cpp" that can run Meta's new GPT-3-class AI large language model, LLaMA, locally on a Mac laptop. However, for this installer to work, you need to download the Visual Studio 2019 Build Tool and install the necessary resources. 馃敼 Harnessing Llama2's language prowess. gg/95K5W5wnvtThe $30 microphone I'm using: h Oct 17, 2023 路 Step 1: Install Visual Studio 2019 Build Tool. Chat with your own documents: h2oGPT. Make sure you have downloaded the 4-bit model from Llama-2-7b-Chat-GPTQ and set the MODEL_PATH and arguments in . In case you have already your Llama 2 models on the disk, you should load them first. It's my first video, your likes and subscriptions would be really encouraging for future content, thanks!----Text-generation-webui: https://github. 3\extras\visual_studio_integration\MSBuildExtensions. The code, pretrained models, and fine-tuned Jul 23, 2023 路 How to install Llama2 on a windows local machine with GPU1. Use Visual Studio to open llama. Click on the “New Token” button. Make sure the environment variables are set (specifically PATH). Running Llama 2 Locally with LM Studio. It is now available free of charge for Jan 31, 2024 路 Select “Access Token” from the dropdown menu. Here's how: Download: Visit the Ollama Windows Preview page and click the download link for the Windows version. Alternatively, hit Windows+R, type msinfo32 into the "Open" field, and then hit enter. The RAG pipeline consists of the Llama-2 13B model, TensorRT-LLM, LlamaIndex, and the FAISS vector search library. I have a setup with a Linux partition, mainly for testing LLMs and it's great for that. cppJoin the Discord server: https://discord. bat # batch file using command prompt. venv. e. pip install markdown. Update the drivers for your NVIDIA graphics card. whl file in there. Currently supported engines are llama and alpaca. First things first, you need to get Ollama onto your system. com/oobabo Aug 5, 2023 路 Step 3: Configure the Python Wrapper of llama. Then I built the Llama 2 on the Rocky 8 system. 馃寧; A notebook on how to run the Llama 2 Chat Model with 4-bit quantization on a local computer or Google Colab. Patrice Vignola. io/dalai/ LLaMa Model Card - https://github. Look at "Version" to see what version you are running. com/watch?v=KyrYOKamwOkThis video shows the instructions of how to download the model1. Apr 18, 2024 路 Llama 3 April 18, 2024. AMD has released optimized graphics drivers supporting AMD RDNA™ 3 devices including AMD Radeon™ RX 7900 Series graphics On Windows, make sure to run all commands in cmd. For what it’s worth, the laptop specs include: Intel Core i7-7700HQ 2. After installing, open your favorite terminal and run ollama run llama2 to run a model. exe. Once the download is complete, click on AI chat on the left. 5 GB. There are many variants. Getting started with Meta Llama. : dnf install make automake gcc gcc-c++ kernel-devel python3-virtualenv -y . pacman -S cmake. Install the llama-cpp-python package: pip install llama-cpp-python. RAG on Windows using TensorRT-LLM and LlamaIndex. - GitHub - liltom-eth/llama2-webui: Run any Llama 2 locally with gradio UI on GPU or CPU from anywhere (Linux/Windows/Mac). cpp, a port of Llama 2 in C/C++, on Windows using WSL. cpp is a port of Llama in C/C++, which makes it possible to run Llama 2 locally using 4-bit integer quantization on Macs. 6. The files a here locally downloaded from meta: folder llama-2-7b-chat with: checklist. org Aug 20, 2023 路 Getting Started: Download the Ollama app at ollama. To setup environment we will use Conda. However, to run the larger 65B model, a dual GPU setup is necessary. Click Select a model to load at the top of the Jul 19, 2023 路 Here are just a few of the easiest ways to access and begin experimenting with LLaMA 2 right now: 1. And choose the downloaded Meta Llama 3. dev plugin entirely on a local Windows PC, with a web server for OpenAI Chat API compatibility. cpp. 70 GHz. 馃敼 Unlock limitless possibilities. Run clangarm64. Aug 5, 2023 路 I would like to use llama 2 7B locally on my win 11 machine with python. Nov 17, 2023 路 Are you a developer looking to harness the power of hardware-accelerated llama-cpp-python on Windows for local LLM developments? Look no further! In this guide, I’ll walk you through the step-by Jul 19, 2023 路 But, sadly I am not being able to download the llama-v2 model. Then enter in command prompt: pip install quant_cuda-0. Option 2: Download from Hugging Face. 2 Run Llama2 using the Chat App. Download installation package fromoobabooga/text-generation-webui: A gradio web UI for running La Jul 25, 2023 路 The HackerNews post provides a guide on how to run Llama 2 locally on various devices. Llama 2 is a large language model that can chat and generate text without internet connection. ai, a chatbot Mar 13, 2023 路 On Friday, a software developer named Georgi Gerganov created a tool called "llama. 6 GB, i. Fine-tune LLaMA 2 (7-70B) on Amazon SageMaker, a complete guide from setup to QLoRA fine-tuning and deployment on Amazon LM Studio supports any ggml Llama, MPT, and StarCoder model on Hugging Face (Llama 2, Orca, Vicuna, Nous Hermes, WizardCoder, MPT, etc. - https://cocktailpeanut. Sep 5, 2023 路 tokenizer. Give your token a name and click on the “Generate a token” button. Build the Llama code by running "make" in the repository directory. Double-click the installer, OllamaSetup. Navigate to the llama repository in the terminal. We’re opening access to Llama 2 with the support Related How to run Llama 2 locally on your Mac or PC If you've heard of Llama 2 and want to run it on your PC, you can do it easily with a few programs for free. Post-installation, download Llama 2: ollama pull llama2 or for a larger version: ollama pull llama2:13b. Option 1: Using Llama. md)" Ollama is a lightweight, extensible framework for building and running language models on the local machine. 42. 4. 2. Then you copy over the Llama2 model folder you downloaded in step 3, into the cloned repository. env like example . cpp for this video. env file. Loading an LLM with 7B parameters isn’t Sep 6, 2023 路 Here are the steps to run Llama 2 locally: Download the Llama 2 model files. export REPLICATE_API_TOKEN=<paste-your-token-here>. 11. Option 2: Using Ollama. chk; consolidated. $ ollama run llama3 "Summarize this file: $(cat README. See our careers page. cd llama. Steps for building llama. Install the required Python libraries: requirement. 1. We will use Python to write our script to set up and run the pipeline. cpp folder you can run: make. I have a conda venv installed with cuda and pytorch with cuda support and python 3. Download: Visual Studio 2019 (Free) Go ahead Feb 2, 2024 路 This GPU, with its 24 GB of memory, suffices for running a Llama model. This guide provides information and resources to help you set up Llama including how to access the model, hosting, how-to and integration guides. Additionally, you will find supplemental materials to further assist you while building with Llama. Jul 19, 2023 路 In this video, we'll show you how to install Llama 2 locally and access it on the cloud, enabling you to harness the full potential of this magnificent langu Nov 15, 2023 路 Requesting Llama 2 access. Click on Select a model to load. sh # bash script using git-bash. ai/download. Podrás acceder gratis a sus modelos de 7B If you want to run 4 bit Llama-2 model like Llama-2-7b-Chat-GPTQ, you can set up your LOAD_IN_4BIT as True in . Visit the Meta website and register to download the model/s. To get started with the Ollama on Windows Preview: Download Ollama on Windows. env. wikipedia. youtube. In case the model install silently fails or hangs forever, try the following command, and try running the npx command again: On ubuntu/debian/etc. Moreover, in terms of helpfulness and security, they match the standards set by widely recognized closed-source models Jul 22, 2023 路 Llama. Aug 19, 2023 路 The official way to run Llama 2 is via their example repo and in their recipes repo, however this version is developed in Python. github. It's by far the easiest way to do it of all the platforms, as it requires minimal work to do so. build llama. sudo yum install git -y. Jul 24, 2023 路 In this video, I'll show you how to install LLaMA 2 locally. Run the CUDA Toolkit installer. AMD has released optimized graphics drivers supporting AMD RDNA™ 3 devices including AMD Radeon™ RX 7900 Series graphics Llama 2 is a family of state-of-the-art open-access large language models released by Meta today, and we’re excited to fully support the launch with comprehensive integration in Hugging Face. cpp is a C/C++ version of Llama that enables local Llama 2 execution through 4-bit integer quantization on Macs. cpp is a major advancement that enables quantised versions of these models to run highly efficiently, Llama-cpp-python are Python bindings for this (we will use when it comes to bulk text Nov 13, 2023 路 In this video we will show you how to install and test the Meta's LLAMA 2 model locally on your machine with easy to follow steps. Aug 2, 2023 路 Llama. Mar 7, 2023 路 It does not matter where you put the file, you just have to install it. To run Llama 2, or any other PyTorch models Jul 19, 2023 路 The official way to run Llama 2 is via their example repo and in their recipes repo, however this version is developed in Python. My preferred method to run Llama is via ggerganov’s llama. You can say it is Meta's equivalent of Google's PaLM 2, OpenAIs GPT-4, and Nov 15, 2023 路 3. 6% of its original size. and run the following commands to install pip and git in EC2 as it does come pre installed. cpp project. org/downloads/Tinygrad: https://github. At Inspire this year we talked about how developers will be able to run Llama 2 on Windows with DirectML and the ONNX Runtime and we’ve been hard at work to make this a reality. cpp also has support for Linux/Windows. 9. txt. Ollama will prompt for updates as new releases become available. Its predecessor, Llama, stirred waves by generating text and code in response to prompts, much like its chatbot counterparts. cpp root folder. To interact with the model: ollama run llama2. /download. How to run Llama 2 on a Aug 8, 2023 路 Rohan Chopra. 10+xpu) officially supports Intel Arc A-series graphics on WSL2, built-in Windows and built-in Linux. If you are on Windows: Apr 29, 2024 路 How to Run Llama 2 with llama2-webui. We’d love your feedback! Aug 5, 2023 路 The 7 billion parameter version of Llama 2 weighs 13. Now you have text-generation webUI running, the next step is to download the Llama 2 model. 00. co Nov 15, 2023 路 Requesting Llama 2 access. A notebook on how to quantize the Llama 2 model using GPTQ from the AutoGPTQ library. To do so, you need : LlamaForCausalLM which is like the brain of "Llama 2", LlamaTokenizer which helps "Llama 2" understand and break down words. sh # given by facebook. Running Ollama [cmd] Ollama communicates via pop-up messages. Easy but slow chat with your data: PrivateGPT. To do so, click on Advanced Configuration under ‘Settings’. Run meta/llama-2-70b-chat using Replicate’s API. 2. Your can call the HTTP API directly with tools like cURL: Set the REPLICATE_API_TOKEN environment variable. Option 3: Oobabooga's Text Generation WebUI. Check if your GPU is supported here… How to run Llama 2 on a Mac or Linux using Ollama If you have a Mac, you can use Ollama to run Llama 2. , 26. Made possible thanks to the llama. I have constructed a Linux (Rocky 8) system on the VMware workstation which is running on my Windows 11 system. Quick Links. Once it’s loaded, you can offload the entire model to the GPU. Table of contents. But since your command prompt is already navigated to the GTPQ-for-LLaMa folder you might as well place the . Option 1: Request Access from Meta's Website. pip install gradio==3. Download the CUDA Toolkit installer from the NVIDIA official website. Soon thereafter Mar 7, 2024 路 Now you are ready torun Ollama and download some models :) 3. Llama 2 is being released with a very permissive community license and is available for commercial use. Here’s a one-liner you can use to install it on your M1/M2 Mac: Here’s what that one-liner does: cd llama. We’ll use the Python wrapper of llama. Run any Llama 2 locally with gradio UI on GPU or CPU from anywhere (Linux/Windows/Mac). In a conda env with PyTorch / CUDA available clone and download this repository. You also need a decent computer with a powerful GPU with plenty of VRAM, or a modern CPU with enough system memory, to run LLaMA locally. exe file. Llama 3 models will soon be available on AWS, Databricks, Google Cloud, Hugging Face, Kaggle, IBM WatsonX, Microsoft Azure, NVIDIA NIM, and Snowflake, and with support from hardware platforms offered by AMD, AWS, Dell, Intel Apr 25, 2024 路 LLMs on the command line. It introduces three open-source tools and mentions the recommended RAM Apr 18, 2024 路 Today, we’re introducing Meta Llama 3, the next generation of our state-of-the-art open source large language model. Downloading and Running Llama 2 Locally. venv/Scripts/activate. cpp folder with cd commands. 80 GHz These steps will let you run quick inference locally. 0. Dec 19, 2023 路 In order to quantize the model you will need to execute quantize script, but before you will need to install couple of more things. This will download an executable installer file. But I would highly recommend Linux for this, because it is way better for using LLMs. model llama 2 tokenizer; Step 5: Load the Llama 2 model from the disk. Search "llama" in the search bar, choose a quantized version, and click on the Download button. conda create --name llama-cpp python=3. DO NOT run in powershell. 馃寧; 馃殌 Deploy. Powershell has unnecessarily strict permissions and makes the script fail silently. You can view models linked from the ‘Introducing Llama 2’ tile or filter on the ‘Meta’ collection, to get started with the Llama 2 models. However, Llama’s availability was strictly on-request to Jul 19, 2023 路 In this video, I'll show you how you can run llama-v2 13b locally on an ubuntu machine and also on a m1/m2 mac. com/facebookresearch/llama/blob/m Jul 19, 2023 路 Emerging from the shadows of its predecessor, Llama, Meta AI’s Llama 2 takes a significant stride towards setting a new benchmark in the chatbot landscape. sh Mar 11, 2023 路 First of all thremendous work Georgi! I managed to run your project with a small adjustments on: Intel(R) Core(TM) i7-10700T CPU @ 2. This command will enable WSL, download and install the lastest Linux Kernel, use WSL2 as default, and download and install the Ubuntu Linux distribution. When you are in the llama. This Jul 27, 2023 路 Running Llama 2 with cURL. whl. Ready to make your Windows PC a powerhouse of Apr 8, 2024 路 So, let’s kickstart this journey. 3. Installation: Let's dive into the ultimate guide on how to install and run Llama2 on your Windows computer for FREE. Step 1: Prerequisites and dependencies. Nov 15, 2023 路 Announcing preview support for Llama 2 in DirectML. To simplify things, we will use a one-click installer for Text-Generation-WebUI (the program used to load Llama 2 with GUI). While I love Python, its slow to run on CPU and can eat RAM faster than Google Chrome. Restart your computer. In this video tutorial, you will learn how to install Llama - a powerful generative text AI model - on your Windows PC using WSL (Windows Subsystem for Linux). Use `llama2-wrapper` as your local llama2 backend for Generative Agents/Apps. pacman -S mingw-w64-clang-aarch64-clang. Dec 13, 2023 路 1. In this case, I choose to download "The Block, llama 2 chat 7B Q4_K_M gguf". We recommend upgrading to the latest drivers for the best performance. Jul 24, 2023 路 Getting started with Llama 2 on Azure: Visit the model catalog to start using Llama 2. We will install LLaMA 2 chat 13b fp16, but you can install ANY LLaMA 2 model after watching this 42 votes, 38 comments. Chatbots like Jul 18, 2023 路 Takeaways. Jul 29, 2023 路 Step 2: Prepare the Python Environment. Type the following commands: cmake . Installation will fail if a C++ compiler cannot be located. Jul 25, 2023 路 Demongle commented on Jul 25, 2023. Troubleshoot. Create a virtual environment: python -m venv . Llama models on your desktop: Ollama. 10. This setup allows you to harness the capabilities of the LLaMA 3 models within a Windows environment, providing a seamless and efficient workflow for machine Nov 15, 2023 路 3. sudo yum -y install python-pip. More ways to run a local LLM. When compared against open-source chat models on various benchmarks, Llama-2-Chat excels. Ple In this video, I'll show you how May 20, 2024 路 By following these steps, you can successfully set up a Conda environment, download the necessary Meta LLaMA 3 model files, and run the LLaMA 3 model using torchrun on Windows 11 with WSL. We now have a sample showing our progress with Llama 2 7B; after an Olive optimization pass, our sample shows how developers can now run this versatile LLM locally and npx dalai llama install 7B 13B Step 2. \Debug\quantize. Feb 15, 2024 路 Get started. System Requirements. See https://en. This opens up a terminal, where you can maneuver to the llama. I have no gpus or an integrated graphics card, but a 12th Gen Intel (R) Core (TM) i7-1255U 1. Step 1: Download and Installation. Requirements. On fedora/etc. We are expanding our team. sh script to download the models using your custom URL /bin/bash . Once Ollama is set up, you can open your cmd (command line) on Windows Aug 2, 2023 路 Different versions of LLaMA and Llama-2 have different parameters and quantization levels. Here's what you need to know: 馃敼 Step-by-step installation process. Aug 26, 2023 路 Llama 2, a large language model, is a product of an uncommon alliance between Meta and Microsoft, two competing tech giants at the forefront of artificial intelligence research. To enable GPU support, set certain environment variables before compiling: set Jul 19, 2023 路 Meta se ha aliado con Microsoft para que LLaMA 2 esté disponible tanto para los clientes de Azure como para poder descargarlo directamente en Windows. Typical output speeds are 4 t/s to 5 t/s. Jacques van Rhyn. : sudo apt-get install build-essential python3-venv -y. Find your API token in your account settings. conda activate llama2_chat. On the right hand side panel: right click file quantize. In the top-level directory run: pip install -e . Llama 3 is now available to run using Ollama. Demonstrated running Llama 2 7B and Llama 2-Chat 7B inference on Intel Arc A770 graphics on Windows and WSL2 via Intel Extension for PyTorch. To run our Olive optimization pass in our sample you should first request access to the Llama 2 weights from Meta. This will open a chat interface similar to ChatGPT. The installer package has x64 and ARM64 binaries included. However, there are rumors that AMD will also bring ROCm to Windows, but this is not the case at the moment. We now have a sample showing our progress with Llama 2 7B! Efforts are being made to get the larger LLaMA 30b onto <24GB vram with 4bit quantization by implementing the technique from the paper GPTQ quantization. cpp, llama-cpp-python. qb zw nf rv hx as oe nx cm cq