Axolotl vs. HPC-AI Comparison


Axolotl	HPC-AI	+	+
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About Axolotl is an open source tool designed to streamline the fine-tuning of various AI models, offering support for multiple configurations and architectures. It enables users to train models, supporting methods like full fine-tuning, LoRA, QLoRA, ReLoRA, and GPTQ. Users can customize configurations using simple YAML files or command-line interface overrides, and load different dataset formats, including custom or pre-tokenized datasets. Axolotl integrates with technologies like xFormers, Flash Attention, Liger kernel, RoPE scaling, and multipacking, and works with single or multiple GPUs via Fully Sharded Data Parallel (FSDP) or DeepSpeed. It can be run locally or on the cloud using Docker and supports logging results and checkpoints to several platforms. It is designed to make fine-tuning AI models friendly, fast, and fun, without sacrificing functionality or scale.	About HPC-AI is an enterprise AI infrastructure and GPU cloud platform designed to accelerate deep learning training, inference, and large-scale compute workloads with high performance and cost efficiency. It delivers a pre-configured AI-optimized stack that enables rapid deployment and real-time inference while supporting demanding workloads that require high IOPS, ultra-low latency, and massive throughput. It provides a robust GPU cloud environment built for artificial intelligence, high-performance computing, and other compute-intensive applications, giving teams the tools needed to run complex workflows efficiently. At its core, the company’s software focuses on parallel and distributed training, inference, and fine-tuning of large neural networks, helping organizations reduce infrastructure costs while maintaining performance. It is powered in part by technologies such as Colossal-AI, which significantly accelerates model training and improves productivity.
Platforms Supported Windows Not 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	Platforms Supported Windows Not 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 Data scientists seeking a solution to fine-tune large language models across various architectures	Audience AI developers, researchers, and enterprises that need scalable GPU infrastructure to train and run large machine learning models efficiently
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 Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing $3.05 per hour Free Version Not 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 Axolotl United States axolotl.ai/	Company Information HPC-AI Singapore www.hpc-ai.com
Alternatives LLaMA-Factory hoshi-hiyouga	Alternatives Compute with Hivenet Hivenet
Unsloth	IONOS Cloud GPU Servers IONOS
prompteasy.ai	Fluidstack
FinetuneDB	Together AI
Helix AI View All	Intel Tiber AI Cloud Intel View All
Categories AI Fine-Tuning Supported	Categories AI Cloud Providers Supported AI Fine-Tuning Supported AI Infrastructure Supported Cloud GPU Supported

Integrations Docker Supported Hugging Face Supported Cerebras Supported Comet Supported DeepSpeed Supported GPT-J Supported Gemma Supported Latitude Supported MLflow Supported Mistral AI Supported Modal Supported OpenPipe Supported Phi-2 Supported PyTorch Not Supported Pythia Supported Qwen Supported TensorFlow Not Supported TensorWave Supported Weights & Biases Supported XGen Security Supported Show More Integrations View All 22 Integrations	Integrations Docker Supported Hugging Face Supported Cerebras Not Supported Comet Not Supported DeepSpeed Not Supported GPT-J Not Supported Gemma Not Supported Latitude Not Supported MLflow Not Supported Mistral AI Not Supported Modal Not Supported OpenPipe Not Supported Phi-2 Not Supported PyTorch Supported Pythia Not Supported Qwen Not Supported TensorFlow Supported TensorWave Not Supported Weights & Biases Not Supported XGen Security Not Supported Show More Integrations View All 5 Integrations
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