BaseRT vs. LLaMA-Factory Comparison


BaseRT Base Compute	LLaMA-Factory hoshi-hiyouga	+	+
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About BaseRT is a high-performance LLM inference runtime for Apple Silicon that lets developers pull models from Hugging Face, chat with them locally, or serve an OpenAI-compatible API from one CLI. Accelerated by hand-written Metal kernels, it is designed to deliver fast prefill and decode performance on M-series Macs, with published benchmarks showing up to 6.4× faster prefill than llama.cpp, 3.9× faster than MLX, and up to 1.33× faster decode. The basert CLI handles model downloading, conversion, interactive chat, serving, completion, benchmarking, inspection, and bundle signing. Its server supports chat, completions, embeddings, transcription, tool calls, continuous batching, paged KV caching, and prefix caching, while supported models can process text, vision, and audio. BaseRT uses its own .base model format with Q2–Q8 affine quantization, optional AWQ calibration, and signed bundles, and can convert GGUF, Hugging Face, and MLX checkpoints.	About LLaMA-Factory is an open source platform designed to streamline and enhance the fine-tuning process of over 100 Large Language Models (LLMs) and Vision-Language Models (VLMs). It supports various fine-tuning techniques, including Low-Rank Adaptation (LoRA), Quantized LoRA (QLoRA), and Prefix-Tuning, allowing users to customize models efficiently. It has demonstrated significant performance improvements; for instance, its LoRA tuning offers up to 3.7 times faster training speeds with better Rouge scores on advertising text generation tasks compared to traditional methods. LLaMA-Factory's architecture is designed for flexibility, supporting a wide range of model architectures and configurations. Users can easily integrate their datasets and utilize the platform's tools to achieve optimized fine-tuning results. Detailed documentation and diverse examples are provided to assist users in navigating the fine-tuning process effectively.
Platforms Supported Windows Not Supported Mac Supported Linux Not Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience AI infrastructure engineers and developers seeking a fast, private local model inference and an OpenAI-compatible backend for applications and coding agents	Audience AI researchers and developers wanting a solution to fine-tune a wide array of language and vision-language models
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing Free Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Base Compute Founded: 2026 Australia www.basecompute.co/getbasert	Company Information hoshi-hiyouga github.com/hiyouga/LLaMA-Factory
Alternatives LMCache	Alternatives Axolotl
Lucebox	Helix AI
EXAONE Deep LG	Unsloth
DeepInfer DeepSeek	Nebius Token Factory Nebius
oMLX View All	Lens Moondream View All
Categories AI Tools Supported	Categories AI Fine-Tuning Supported

Integrations Mistral AI Supported OpenAI Supported DeepSeek Not Supported Gemma Not Supported Gemma 4 Supported LLaVA Not Supported Llama Not Supported Llama 3 Not Supported Llama 3.1 Supported Llama 3.2 Supported MLflow Not Supported Mixtral 8x22B Not Supported Mixtral 8x7B Not Supported PaliGemma 2 Not Supported Phi-2 Not Supported Qwen Not Supported Qwen3.5 Supported Qwen3.6 Supported TensorBoard Not Supported TensorWave Not Supported Show More Integrations View All 11 Integrations	Integrations Mistral AI Supported OpenAI Supported DeepSeek Supported Gemma Supported Gemma 4 Not Supported LLaVA Supported Llama Supported Llama 3 Supported Llama 3.1 Not Supported Llama 3.2 Not Supported MLflow Supported Mixtral 8x22B Supported Mixtral 8x7B Supported PaliGemma 2 Supported Phi-2 Supported Qwen Supported Qwen3.5 Not Supported Qwen3.6 Not Supported TensorBoard Supported TensorWave Supported Show More Integrations View All 17 Integrations
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