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Anyscale | Scalable Compute for AI and Python logo

Anyscale | Scalable Compute for AI and Python

Anyscale is a compute platform for AI and Python workloads, powered by Ray. It helps AI builders run data-intensive tasks like distributed training, data curation, and batch inference at scale on their own GPUs.

Platform
Web app
Categories
AI Developer Tools, AI Tools Directory, AI Code Assistant
Indexed
2024-02-19

About Anyscale | Scalable Compute for AI and Python

What is Anyscale

Anyscale is a compute platform built on Ray, an open-source AI compute engine. It is designed for AI builders who need to run data-intensive workloads such as distributed training, multimodal data curation, batch embedding generation, and post-training. Anyscale enables scaling of AI libraries like PyTorch, vLLM, SGLang, and XGBoost across thousands of nodes using Python APIs. It provides fine-grained machine control, multi-cloud orchestration, and advanced observability, allowing teams to focus on innovation rather than infrastructure bottlenecks.

Key features

Anyscale offers several key features for scaling AI workloads. It supports multimodal data curation with large-scale pipelines for processing videos, images, text, and audio. Distributed model training is orchestrated across GPU clusters with elastic scaling and GPU observability. Batch embedding generation processes and generates embeddings at scale for search, retrieval, or training. Post-training frameworks like SkyRL and veRL are natively supported for LLM inference and training. Anyscale also provides fine-grained machine control, a seamless agent-first experience, multi-cloud orchestration, and price-performance optimized Ray workloads.

Use cases

Anyscale is used for a variety of AI workloads. It is ideal for foundation model builders who need to scale distributed training, multimodal data curation, embedding generation, and post-training. The platform supports data-intensive pipelines for curating and preparing multimodal data, training models across GPU clusters, generating embeddings for downstream tasks, and running LLM inference and training with frameworks like SkyRL and veRL. Anyscale is also used for batch inference and can scale existing AI libraries like PyTorch, vLLM, SGLang, and XGBoost.

Pricing

Anyscale offers a free start with $100 credit. For detailed pricing information, users are encouraged to get a demo or visit the Anyscale website.

Questions

Anyscale | Scalable Compute for AI and Python FAQ

What is Anyscale | Scalable Compute for AI and Python?
Anyscale | Scalable Compute for AI and Python is an AI tool available as a web app in the AI Developer Tools, AI Tools Directory, AI Code Assistant categories. Anyscale is a compute platform for AI and Python workloads, powered by Ray. It helps AI builders run data-intensive tasks like distributed training, data curation, and batch inference at scale on their own GPUs.
What is Anyscale | Scalable Compute for AI and Python used for?
Anyscale | Scalable Compute for AI and Python is filed under AI Developer Tools, AI Tools Directory, AI Code Assistant in the AITOOLIST index. Anyscale is a compute platform for AI and Python workloads, powered by Ray. It helps AI builders run data-intensive tasks like distributed training, data curation, and batch inference at scale on their own GPUs.
Is Anyscale | Scalable Compute for AI and Python a web app, an extension or a native app?
Anyscale | Scalable Compute for AI and Python is a web app.

Listed in the AITOOLIST index since 2024-02-19.

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