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bytedance / seedream-5-pro ByteDance's flagship text-to-image and image editing model, generating sharp 1K and 2K images from text or up to 10 reference images 42.1K runs Official

openai / gpt-5.6-sol OpenAI's GPT-5.6 flagship tier, built for complex professional work, coding, and deep multi-step reasoning. 11.1K runs Official

openai / gpt-5.6-terra OpenAI's GPT-5.6 balanced tier, tuned for everyday production work at roughly half the cost of the flagship. 4.4K runs Official

openai / gpt-5.6-luna OpenAI's GPT-5.6 cost-optimized tier, built for fast, high-volume, latency-sensitive workloads. 15K runs Official

anthropic / claude-sonnet-5 Anthropic's most agentic Sonnet model, bringing frontier-level coding and tool use at Sonnet's speed and price 2.5K runs Official

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google / nano-banana-2 Google's fast image generation model with conversational editing, multi-image fusion, and character consistency 15.4M runs Official

black-forest-labs / flux-2-max The highest fidelity image model from Black Forest Labs 3.8M runs Official

xai / grok-imagine-video Generate videos using xAI's Grok Imagine Video model 1.4M runs Official

bytedance / seedream-5-lite Seedream 5.0 lite: image generation with built-in reasoning, example-based editing, and deep domain knowledge 3.1M runs Official

prunaai / p-video-avatar p-video-avatar is the fastest and cheapest avatar/lipsync video model on the market. 120.3K runs Official

bytedance / seedance-2.0 ByteDance's multimodal video generation model with native audio, multimodal reference inputs, and intelligent duration control. 1.2M runs Official

google / gemini-3.1-flash-tts Google's fast, expressive text-to-speech model with 30 voices and 70+ language support 350.3K runs Official

anthropic / claude-opus-4.7 Anthropic's most capable model with a step-change improvement in agentic coding, better vision, and stronger multi-step reasoning 217.1K runs Official

openai / gpt-image-2 OpenAI's state-of-the-art image generation model. Create and edit images from text with strong instruction following, sharp text rendering, and detailed editing. 16.8M runs Official

krea / krea-2-medium Foundation image model from Krea, tuned for expressive illustration, anime, and painterly styles. Fast and consistent across artistic directions. 19.6K runs Official

prunaai / p-image A sub 1 second text-to-image model built for production use cases. 14.9M runs Official

prunaai / p-image-edit A sub 1 second 0.01$ multi-image editing model built for production use cases. For image generation, check out p-image here: https://replicate.com/prunaai/p-image 37.2M runs Official

andreasjansson / clip-features Return CLIP features for the clip-vit-large-patch14 model 164.6M runs

Compare models in the Playground

Pattern: Using ray.wait to limit the number of pending tasks

Build a multi-agent system with the A2A protocol

Build a tool-using agent

Evaluate RAG using Batch Inference with Ray Data LLM

Deploy LLM with Ray Serve LLM

Host an object detection model as a service

Fine-tuning a face mask detection model with Faster R-CNN

Online serving for DLinear model using Ray Serve

DLinear model validation using offline batch inference

Distributed training of a DLinear time-series model

Model validation using offline batch inference

Distributed training of an XGBoost model

LLM training and inference

Distributed training

Batch inference

Multi-modal AI pipeline

Ray for ML Infrastructure

Ray Serve Scale model serving

Ray Train Scale machine learning training

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ACML 2011 Proceedings

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KDD Cup 2011

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Proceedings of the Learning to Rank Challenge