Axolotl vs. DeepSpeed Comparison


Axolotl	DeepSpeed Microsoft	+	+
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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 DeepSpeed is an open source deep learning optimization library for PyTorch. It's designed to reduce computing power and memory use, and to train large distributed models with better parallelism on existing computer hardware. DeepSpeed is optimized for low latency, high throughput training. DeepSpeed can train DL models with over a hundred billion parameters on the current generation of GPU clusters. It can also train up to 13 billion parameters in a single GPU. DeepSpeed is developed by Microsoft and aims to offer distributed training for large-scale models. It's built on top of PyTorch, which specializes in data parallelism.
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 Supported Mac Supported Linux Supported Cloud Supported On-Premises 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 Deep learning model developers
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 Not Supported
API Offers API Not Supported	API Offers API Not 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 Free Open source 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 Axolotl United States axolotl.ai/	Company Information Microsoft Founded: 1975 United States www.deepspeed.ai/
Alternatives LLaMA-Factory hoshi-hiyouga	Alternatives Horovod
Unsloth	Unsloth
prompteasy.ai	GPT-NeoX EleutherAI
FinetuneDB	AWS Neuron Amazon Web Services
Helix AI View All	Amazon SageMaker Model Training Amazon View All
Categories AI Fine-Tuning Supported	Categories AI Development Supported AI/ML Model Training Supported Deep Learning Supported

Integrations Axolotl Not Supported Cerebras Supported Comet LLM Not Supported DeepSpeed Supported Docker Supported Falcon Supported GPT-J Supported Hugging Face Supported Latitude Supported Llama Supported MLflow Supported MPT-7B Supported Mistral AI Supported Modal Supported OpenPipe Supported PyTorch Not Supported Pythia Supported Runpod Supported TensorWave Supported XGen Security Supported Show More Integrations View All 22 Integrations	Integrations Axolotl Supported Cerebras Not Supported Comet LLM Supported DeepSpeed Not Supported Docker Not Supported Falcon Not Supported GPT-J Not Supported Hugging Face Not Supported Latitude Not Supported Llama Not Supported MLflow Not Supported MPT-7B Not Supported Mistral AI Not Supported Modal Not Supported OpenPipe Not Supported PyTorch Supported Pythia Not Supported Runpod Not Supported TensorWave Not Supported XGen Security Not Supported Show More Integrations View All 6 Integrations
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