TL;DR
- Batch Inference is a powerful feature from our AI Oracle that allows developers to request multiple AI inferences in a single transaction, streamlining the process of creating AI-Generated Content (AIGC) NFTs.
What is Batch Inference?
Batch Inference is an innovative feature that enables developers to submit a single request for multiple AI inferences. By providing a prompt (e.g., "a bottle of orange juice") along with a specified batch size (e.g., 100), the AI Oracle node generates a collection of inference results using the same prompt but with different random seeds. This results in a diverse array of outputs, all returned to the requester in one go.
How Batch Inference Works
The process is straightforward:
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Input: A prompt and a batch size.
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Output: The AI Oracle node processes the prompt using the batch size, producing multiple results based on different seeds. This means not only can you generate variations for the same prompt, but you can also group multiple requests together and pass them to the AI Oracle, enhancing versatility in output.
Comparison with Regular AI Oracle Workflow
Key Benefits of Batch Inference
1. Enhanced User Experience
Developers and users no longer need to manage multiple transactions to create a collection, simplifying the process significantly.
2. Cost Savings
The cost structure is more efficient; users pay just one transaction fee plus the AI Oracle fee for multiple inferences, leading to substantial savings compared to paying for each individual transaction.
3. Diverse Outputs for NFT Collections
By using different seeds for all prompts, developers can generate variations across multiple assets, making it easier to create unique NFT collections efficiently.
Use Cases for Batch Inference
The Batch Inference feature is particularly beneficial in scenarios where multiple assets need to be created or managed simultaneously. Some specific use cases include:
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AIGC NFT Marketplace: Creators can launch an entire collection of AIGC NFTs in one transaction rather than executing multiple transactions, enhancing efficiency and user satisfaction.
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Applications Requiring High Throughput: Batch Inference is ideal for applications like recommendation systems or chatbots that need to handle numerous requests simultaneously, ensuring quick responses and improved performance.
The Significance of AIGC NFTs for Creators and Fans
As concerns grow about artificial intelligence (AI) potentially undermining creative professionals, it's crucial to recognize the potential for AI to enhance rather than replace artistic work. When AI model creators align with artists effectively, they can serve as valuable tools that complement the creative process.
How AIGC NFTs Foster Collaboration
The introduction of ERC-7007 and AIGC NFTs represents a groundbreaking opportunity for collaboration between artists and AI developers. By attributing AI models and their creators within NFTs, a mutually beneficial ecosystem emerges. This framework not only facilitates the sale of collections but also ensures that revenue is shared among creators, AI developers, and fans.
Building a New Ecosystem
AIGC NFTs create a unique environment where artists can release NFT collections that provide token-gated access to exclusive AI experiences. For instance, an artist could partner with an AI model developer to craft a model that allows fans to generate personalized derivative artworks in the artist’s distinctive style.
This innovative approach not only broadens the artist's brand but also deepens fan engagement and fosters creativity within the community. By recognizing AI model developers as co-creators, the incentive is created for them to produce tools that enhance artistic expression rather than overshadow it.
Empowering Artists with Control
One of the key benefits of AIGC NFTs is their ability to expand an artist's brand while clearly labeling the works as verifiable derivatives. This addresses a significant concern for creators regarding the control and ownership of their art. With AIGC NFTs, artists can confidently explore new creative avenues without fearing for the integrity of their original works.
Looking Ahead: Revolutionizing AI Integration in AIGC NFTs
Batch Inference is poised to revolutionize the integration of AI into applications, especially within the realm of AIGC NFTs. By allowing multiple inferences in a single transaction, this feature enhances user experience, reduces costs, and unlocks new possibilities for innovative blockchain applications. AIGC NFTs themselves address the challenges faced by the creative industry by promoting collaboration and ensuring fair attribution and revenue sharing. Together, these technologies pave the way for unique artistic experiences that benefit creators and fans alike, fostering a vibrant ecosystem that celebrates both creativity and innovation.
Embrace Batch Inference to streamline your projects and unlock the full potential of AI integration. Build with us!
About ORA
ORA is chain-agnostic infrastructure that bridges the gap between AI and blockchain.
We empower developers with the tools necessary to build end-to-end trustless and decentralized applications enhanced by verifiable AI.
ORA is live today, offering the capability to verify and run inference on the largest and most sophisticated AI models without limitations.