Axolotl vs. Cleanlab Comparison


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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 Cleanlab Studio handles the entire data quality and data-centric AI pipeline in a single framework for analytics and machine learning tasks. Automated pipeline does all ML for you: data preprocessing, foundation model fine-tuning, hyperparameter tuning, and model selection. ML models are used to diagnose data issues, and then can be re-trained on your corrected dataset with one click. Explore the entire heatmap of suggested corrections for all classes in your dataset. Cleanlab Studio provides all of this information and more for free as soon as you upload your dataset. Cleanlab Studio comes pre-loaded with several demo datasets and projects, so you can check those out in your account after signing in.
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 Developers requiring a solution to automatically find and fix errors in their real-world data
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 No information available. 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 Supported In Person Not Supported
Company Information Axolotl United States axolotl.ai/	Company Information Cleanlab United States cleanlab.ai/
Alternatives LLaMA-Factory hoshi-hiyouga	Alternatives YData
Unsloth	thinkdeeply Think Deeply
prompteasy.ai	Tune Studio NimbleBox
FinetuneDB	FinetuneDB
Helix AI View All	prompteasy.ai View All
Categories AI Fine-Tuning Supported	Categories Data Quality Supported

Integrations Hugging Face Supported Amazon Redshift Not Supported Cerebras Supported Databricks Not Supported DeepSpeed Supported Docker Supported Dropbox Not Supported GPT-J Supported Google Cloud Storage Not Supported JupyterHub Not Supported Latitude Supported MLflow Supported MPT-7B Supported Mistral AI Supported Qwen Supported TensorFlow Not Supported Vertica Not Supported Weaviate Not Supported Weights & Biases Supported XGen Security Supported Show More Integrations View All 22 Integrations	Integrations Hugging Face Supported Amazon Redshift Supported Cerebras Not Supported Databricks Supported DeepSpeed Not Supported Docker Not Supported Dropbox Supported GPT-J Not Supported Google Cloud Storage Supported JupyterHub Supported Latitude Not Supported MLflow Not Supported MPT-7B Not Supported Mistral AI Not Supported Qwen Not Supported TensorFlow Supported Vertica Supported Weaviate Supported Weights & Biases Not Supported XGen Security Not Supported Show More Integrations View All 14 Integrations
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