Cleanlab vs. LLaMA-Factory Comparison


Cleanlab	LLaMA-Factory hoshi-hiyouga	+	+
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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.	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 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 Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers requiring a solution to automatically find and fix errors in their real-world data	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 Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Cleanlab United States cleanlab.ai/	Company Information hoshi-hiyouga github.com/hiyouga/LLaMA-Factory
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Categories Data Quality Supported	Categories AI Fine-Tuning Supported

Integrations ChatGLM Not Supported Databricks Supported DeepSeek Not Supported Google Cloud Storage Supported JupyterHub Supported Keras Supported LLaVA Not Supported MLflow Not Supported Mixtral 8x22B Not Supported OpenAI Not Supported PaliGemma 2 Not Supported Phi-2 Not Supported PyTorch Supported Qwen Not Supported Snowflake Supported TensorWave Not Supported Vertica Supported Weaviate Supported Yi-Large Not Supported pandas Supported Show More Integrations View All 14 Integrations	Integrations ChatGLM Supported Databricks Not Supported DeepSeek Supported Google Cloud Storage Not Supported JupyterHub Not Supported Keras Not Supported LLaVA Supported MLflow Supported Mixtral 8x22B Supported OpenAI Supported PaliGemma 2 Supported Phi-2 Supported PyTorch Not Supported Qwen Supported Snowflake Not Supported TensorWave Supported Vertica Not Supported Weaviate Not Supported Yi-Large Supported pandas Not Supported Show More Integrations View All 17 Integrations
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