What is Lepton?
Lepton AI introduces the New AI Cloud, a groundbreaking platform designed for high-performance AI inference and training. Whether you are building a cutting-edge machine learning model or require a scalable infrastructure for your AI applications, Lepton AI's cloud-native efficiency and top-tier GPU capabilities provide everything you need to succeed. With an impressive 99.5% GPU uptime and the ability to process more than 20 billion tokens and generate over 1 million images daily, Lepton AI is setting new standards in the AI industry.
What are the features of Lepton?
Lepton AI boasts an array of powerful features that can significantly enhance your AI projects. Here are some of the most notable ones:
- High Performance Computing: Achieve a performance boost of 5x with intelligent resource scheduling and accelerated compute capabilities.
- Fast Inference Engine: Experience 600+ tokens per second processing speed with our advanced LLM engine, Tuna.
- Distributed Image Generation: Leverage DistriFusion, our innovative algorithm, to generate high-resolution images 6x faster.
- Versatile Model Support: Seamlessly integrate 10,000+ models and LORAs for image generation, ensuring you have access to a wide variety of pre-trained solutions.
- Serverless Cloud Architecture: Enjoy the convenience of serverless operations, allowing you to focus more on development rather than infrastructure management.
- Enterprise-Ready Solutions: Compliant with SOC2 and HIPAA regulations, Lepton AI provides robust security features such as RBAC, quotas, and audit logs.
What are the characteristics of Lepton?
Lepton AI is not just about powerful features; it is characterized by its reliability, efficiency, and user-friendliness. Its unique attributes include:
- 99.9% Uptime: Experience fewer disruptions thanks to comprehensive health checks and automatic repairs that keep your applications running smoothly.
- Rapid Time-to-First-Token: With response times as low as 10ms, get immediate results and feedback during model serving.
- Scalable Infrastructure: Expand your resources as needed with a cloud environment that grows with your business requirements.
- Simplified Deployment: Use the Photon library for Python to quickly deploy machine learning models, making the introduction of AI into your projects seamless.
What are the use cases of Lepton?
Lepton AI’s innovative platform fits a variety of application scenarios, enabling businesses and developers to harness the power of AI. Here are some use cases:
- Real-time Inference for Applications: Developers can employ Lepton AI’s fast inference capabilities for chatbots, virtual assistants, or other user-interactive applications that demand speed and efficiency.
- High-Frequency Trading: Financial institutions can leverage superior AI capabilities for high-frequency trading algorithms that require low latency and high processing speeds.
- Image and Video Processing: With its image generation features, companies focusing on creative fields, such as advertising or movie production, can create unique graphics and animations effortlessly.
- Healthcare Analytics: Leverage AI for patient data analysis and predictive modeling, enhancing patient care and operational efficiency while ensuring compliance with regulations.
- Research and Development: Universities and research institutions can tap into the power of Lepton AI for advanced simulations and computational analyses in various scientific fields.
How to use Lepton?
To get started with Lepton AI, follow these simple steps:
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Install Lepton AI: Use the following command to install the package:
pip install -U leptonai -
Serve a Hugging Face Model: Deploy your model by running:
lep photon run -n llama3 -m hf:meta-llama/Meta-Llama-3-8B-Instruct -
Use VLLM Model Serving: For serving a VLLM model, run this command:
lep photon run -n mixtral -m vllm:mistralai/Mixtral-8x7B-v0.1 -
Optimize with Tuna: Soon, you will have the ability to use Lepton's optimized engine, Tuna, for even better performance.
