Llama cpp python openai api. Python-native — If your stack is Python, MLX integrates more naturally than calling llama. Remember to initialize Lmod and then module load miniforge first in any new shell. LangChain is the easy way to start building completely custom agents and applications powered by LLMs. LangChain provides a prebuilt agent architecture and model integrations to help you get started quickly and seamlessly incorporate LLMs into your agents and applications. Mar 6, 2026 · 4. 2 days ago · Build llama. It offers a high-level API compatible with OpenAI's API, facilitating easy integration into existing applications. Simple Python bindings for @ggerganov's llama. This package provides: Low-level access to C API via ctypes interface. I keep coming back to llama. 5 days ago · Often faster than llama. Nov 11, 2025 · Summary llama-cpp-python provides robust Python bindings for the popular llama. The project also includes a powerful web server for local deployment and supports various hardware acceleration backends. Tested on Ubuntu 24 + CUDA 12. Create an environment and install. It currently only supports a limited number of LLM architectures. cpp library. 4. Aug 14, 2025 · llama-cpp-python offers a web server which aims to act as a drop-in replacement for the OpenAI API. Lower batched throughput. cpp's server has more limited extensibility. With under 10 lines of code, you can connect to OpenAI, Anthropic, Google, and more. cpp on Apple hardware. llama. Easy to run GGUF models interactively with llama-cli or expose an OpenAI-compatible HTTP API with llama-server. . Tested on Python 3. cpp compatible models with any OpenAI compatible client (language libraries, services, etc). High-level Python API for text completion OpenAI-like API LangChain compatibility LlamaIndex compatibility OpenAI compatible web server Local Copilot replacement Function Calling support Vision API support Multiple 2 days ago · Serve any GGUF model as an OpenAI-compatible REST API using llama. Lightweight, zero-dependency Python proxy that translates Anthropic Messages API to OpenAI Chat Completions format — run Claude Code and other Anthropic SDK clients against local llama. Tested on CUDA 12. cpp (local with Anthropic endpoints). vLLM's plugin system let me write a custom reasoning parser for Nemotron's thinking tokens. cpp on Mac — For certain model sizes and quantizations, MLX outperforms llama. Jan 28, 2026 · A lightweight proxy that routes Claude Code's Anthropic API calls to NVIDIA NIM (40 req/min free), OpenRouter (hundreds of models), LM Studio (fully local), or llama. cpp from source for CPU, NVIDIA CUDA, and Apple Metal backends. While single-request speed is excellent, the lack of PagedAttention means multi-user serving is fundamentally less efficient. cpp library, enabling efficient local inference with large language models. Drop-in replacement for GPT-4o endpoints. If you have ever wanted to run Llama 4, DeepSeek-R1, or Qwen3 locally without babysitting a terminal, this guide is exactly what you need. cpp binaries. cpp: convert, quantize to Q4_K_M or Q8_0, and run locally. cpp (OpenAI-compatible server) We use llama. cpp for local inference—it gives you control that Ollama and others abstract away, and it just works. 2 days ago · GGUF quantization after fine-tuning with llama. 12, CUDA 12, Ubuntu 24. 12. Like vLLM, it offers a pre-built Docker image for easy deployment. cpp bac Get up and running with Kimi-K2. Dec 2, 2023 · llama-cpp-pythonで、OpenAI API互換のサーバーを試す - CLOVER🍀 この時はcurlでアクセスして確認してみましたが、今度はOpenAIのPython APIライブラリーを使ってみたいと思います。 OpenAI Python APIライブラリー OpenAI Python APIライブラリーのGitHubリポジトリーはこちら。 2 days ago · Deploy vLLM as a production-ready OpenAI-compatible LLM API on Docker with tensor parallelism, quantization, and auth. cpp server. 5, GLM-5, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models. 4 + Python 3. This allows you to use llama. cpp via the llama-cpp-python package, which provides an OpenAI-style HTTP API (default port 8000) that Open WebUI can connect to. 4 days ago · Serve the model with llama. High Level API High-level Python bindings for llama. 1 day ago · No native OpenAI-compatible reasoning parser. cpp. 連携・応用：ローカルAPIサーバーとして活用する CLIで動かすだけでなく、システムに組み込むためのAPIサーバーとしても非常に優秀です。 組み込みの llama-server を立ち上げると、OpenAI互換のAPIエンドポイントとして利用できます。 SGLang comes with an OpenAI-compatible API, making it easy to integrate with existing software. It also supports multi-GPU and multi-node setups. However, SGLang has some limitations. Step-by-step compilation on Ubuntu 24, Windows 11, and macOS with M-series chips. - ollama/ollama Mar 5, 2026 · LM Studio is the tool that made this accessible to people who would never dream of configuring a Python environment from scratch. ssvf dfgc fchaxtpg nsmqbj cec wbaykj bwm jkmsx rbzp rsqu