Llama Cpp Models Dir, cpp for CPU-only environments, local development, or edge deployment and on-device inference. json to download all the models used by your project to a local models folder. The router acts as an intelligent proxy that automatically loads models on demand, manages memory through LRU (Least Recently Used) eviction, and routes requests to the appropriate model instance based on the requested Jun 29, 2026 · Learn llama. cpp. Contribute to ggml-org/llama. Follow our step-by-step guide to harness the full potential of `llama. How to configure llama-server router mode for dynamic model loading and switching. guide : using the new WebUI of llama. cpp`. It covers common parameters that control model loading, inference context, CPU and GPU usage, sampling behavior, as well as environment variables and the INI preset system enabling reusable and model-specific configurations. 5 days ago · Configuration and Parameters Relevant source files This page documents llama. Fast, lightweight, pure C/C++ HTTP server based on httplib, nlohmann::json and llama. We try to follow the HF standard (as discussed in the linked thread), though the layout of the llama. Verified July 2026. It's also recommended to ensure all the models are May 22, 2023 · HuggingFace is now providing a leaderboard of the best quality models. cpp cache is not the same atm. cpp时候 (b9038)，发现Qwen3. cpp development by creating an account on GitHub. cpp is to enable LLM inference with minimal setup and state-of-the-art performance on a wide range of hardware - locally and in the cloud Dec 11, 2025 · A Blog post by ggml-org on Hugging Face Fast, lightweight, pure C/C++ HTTP server based on httplib, nlohmann::json and llama. cpp (and therefore python-llama-cpp). cppをビルドすると、llama-serverが生成されます。 この実行ファイルがAPIサーバーとなります。 単純な単一ホスト 単純ホストの例です。 モデルを指定してすべてGPUに載せつつ、コンテキストサイズを8192にしています。. Set of LLM REST APIs and a web UI to interact with llama. May 15, 2026 · llama-serverでAPIサーバーをホスト llama. Features: LLM inference of F16 and quantized models on GPU and CPU OpenAI API compatible chat completions, responses, and embeddings routes Anthropic Messages API compatible chat completions Reranking endpoint (#9510) Parallel decoding with Apr 12, 2026 · I'm trying to run some small sized local models in my PC. Hugging Face cache migration: models downloaded with -hf are now stored in the standard Hugging Face cache directory, enabling sharing with other HF tools. cpp Once installed, you'll need a model to work with. Use llama. cpp` in your projects. 6 35B下输出速度比Ollama快出一倍（llama. Features: LLM inference of F16 and quantized models on GPU and CPU OpenAI API compatible chat completions, responses, and embeddings routes Anthropic Messages API compatible chat completions Reranking endpoint (#9510) Parallel decoding with 5 days ago · Router Mode and Model Management Relevant source files Router mode enables llama-server to host multiple models simultaneously, each running in its own isolated child process. May 17, 2025 · Downloading models with node-llama-cpp Using the CLI node-llama-cpp is equipped with a model downloader you can use to download models and their related files easily and at high speed (using ipull). ini setup, systemd service, API usage, and honest comparison to Ollama and llama-swap. cpp is a C++ library for efficient LLM inference with minimal dependencies. llama. Once installed, you'll need a model to work with. It’s designed for CPU-first inference with cross-platform support. We’re on a journey to advance and democratize artificial intelligence through open source and open science. I use the --models-dir and --models-preset to guide the llama-server where to load models and the model settings. The main goal of llama. Note again, however that the models linked off the leaderboard are not directly compatible with llama. cpp实际已经支持了模型路由（多模型切换），通过 --models-dir 参数就能实现多模型载入，并能通过--models-max 约束同时加载模型 Learn how to run LLaMA models locally using `llama. You can, again with a bit of searching, find the converted ggml v3 llama. cpp tools and examples download the models by default to a OS-specific cache folder [0]. It's recommended to add a models:pull script to your package. cpp's configuration and parameter system in technical detail. May 22, 2023 · HuggingFace is now providing a leaderboard of the best quality models. cpp is to enable LLM inference with minimal setup and state-of-the-art performance on a wide range of hardware - locally and in the cloud May 8, 2026 · 最近使用llama. cpp in 12 steps: build it, grab a GGUF model, run an LLM locally, and serve an OpenAI-compatible API. The llama. Covers models. Head to the Obtaining and quantizing models section to learn more. cpp 79 t/s VS ollama 44t/s）。 近期和部分网友交流时发现了llama. Jul 31, 2025 · LLM inference in C/C++. For GPU-accelerated inference at scale, consider using vLLM instead. cpp equivalent models. fazo, fknib, 1nxi1a, nceml, q4, 7il9r, ybw, cof, efjg0, ky,