Akamas vs. LLaMA-Factory Comparison


Akamas	LLaMA-Factory hoshi-hiyouga	+	+
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About Customers need to keep delivering high-quality services at minimum costs and at business speed. Today's applications, whether on-prem or on cloud, monolithic or microservices-based, are very complex with thousands of different parameters and hundreds of instance types to be tuned to find the optimal configuration to achieve the expected tradeoff among performance, resilience and cost efficiency. Thanks to Akamas, customers can state their custom optimization goals and constraints (e.g. SLOs) and get their applications and IT stacks tuned. Akamas customers can achieve tangible benefits: 60% decrease in infrastructure/cloud cost with the same application performance, 30% increase in transactions/sec with the same resources, 70% decrease in response time with lower peaks and fluctuations and 80% time saved for tuning. Akamas AI-powered optimization enables enterprises and online businesses to maximize service quality, resilience and cost savings.	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 Supported Cloud Not Supported On-Premises 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 Businesses and banks seeking a solution to improve their customer and client experience	Audience AI researchers and developers wanting a solution to fine-tune a wide array of language and vision-language models
Support Phone Support Supported 24/7 Live Support Not Supported Online Not Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online 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 No information available. Free Version Not Supported Free Trial 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 Akamas Founded: 2019 Italy akamas.io	Company Information hoshi-hiyouga github.com/hiyouga/LLaMA-Factory
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Applicare Arcturus Technologies	Nebius Token Factory Nebius
Llama 3.1 Meta View All	Lens Moondream View All
Categories Application Performance Monitoring (APM) Supported	Categories AI Fine-Tuning Supported

Integrations ChatGLM Not Supported DeepSeek Not Supported Gemma Not Supported LLaVA Not Supported Llama Not Supported Llama 3 Not Supported MLflow Not Supported Mistral AI Not Supported Mixtral 8x22B Not Supported Mixtral 8x7B Not Supported OpenAI Not Supported PaliGemma 2 Not Supported Phi-2 Not Supported Qwen Not Supported TensorBoard Not Supported TensorWave Not Supported Yi-Large Not Supported Show More Integrations	Integrations ChatGLM Supported DeepSeek Supported Gemma Supported LLaVA Supported Llama Supported Llama 3 Supported MLflow Supported Mistral AI Supported Mixtral 8x22B Supported Mixtral 8x7B Supported OpenAI Supported PaliGemma 2 Supported Phi-2 Supported Qwen Supported TensorBoard Supported TensorWave Supported Yi-Large Supported Show More Integrations View All 17 Integrations
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