Sambanova Gradio is an AI application platform that allows users to build and share machine learning demos and web apps. It provides various hardware options for hosting Spaces, including GPUs and CPUs.
Sambanova Gradio is a platform hosted on Hugging Face Spaces, designed for building and sharing machine learning demos and web applications. While the specific Sambanova Gradio space currently shows a runtime error, the underlying Hugging Face Spaces platform offers extensive capabilities for developers and data scientists. Users can deploy models on dedicated and autoscaling infrastructure, with a wide range of CPU and GPU instances available. The platform supports various ML tasks and provides tools for collaboration, training, and optimization. It's an environment for experimenting, sharing, and building AI applications, with options for both free and paid hardware resources.
Best used for
Ideal for developers and data scientists who need to deploy machine learning models, create interactive AI demos, and share their AI projects with a community. Especially valuable for those looking for flexible hardware options and dedicated inference capabilities within a collaborative environment.
What kind of hardware is available for hosting applications on Sambanova Gradio?
Sambanova Gradio, through Hugging Face Spaces, offers a range of hardware options including various CPU instances (Basic, Upgrade) and GPU instances (Nvidia T4, L4, L40S, A10G, A100, H100, H200, B200). There are free CPU options and more powerful paid GPU options available.
Is there a free tier available for using Sambanova Gradio?
Yes, Sambanova Gradio, as part of Hugging Face Spaces, offers a free tier with basic CPU instances. Users can also access ZeroGPU with H200 hardware for free, and there are community GPU grants available for side projects.
What are Inference Endpoints and how do they work with Sambanova Gradio?
Inference Endpoints provide a secure production solution to deploy ML models on dedicated and autoscaling infrastructure directly from the Hugging Face Hub. They offer various CPU and GPU instances with different hourly rates, allowing users to scale their model deployments efficiently.
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