Stable Diffusion 3 is HERE! MASSIVE Improvements, Turbo, 3D, Can Stability AI Survive?

Ai Flux
17 Apr 202409:51

TLDRStability AI has announced the release of Stable Diffusion 3 and Stable Diffusion 3 Turbo on their developer platform API, in partnership with Fireworks AI. Despite recent challenges, including CEO departure and restructuring, the company has made significant improvements to their generative AI capabilities. The new models are claimed to be on par with or surpass state-of-the-art systems like Dolly 3 and mid-Journey V6. A new membership model has been introduced, offering access to various models for different use cases, with commercial use allowed at the professional tier. The pricing for using the API is detailed, with costs ranging from 4 cents for Turbo images to 25 cents for upscaling to 4K. The community's response to the membership model and the potential impact on model fine-tuning and modifications remain to be seen.

Takeaways

  • 🚀 Stable Diffusion 3 and Stable Diffusion 3 Turbo have been released on Stability AI's developer platform API.
  • 🤝 Stability AI has partnered with Fireworks AI to deliver these models, aiming for a more reliable service with 99.9% availability.
  • 💰 A new Stability AI membership is required to access the model weights, which may be a strategy to generate revenue and attract investors.
  • 📈 The new model claims to be equal to or outperform state-of-the-art text-image generation systems like DALL-E 3 and Midjourney V6.
  • 🔍 The multimodal diffusion Transformer architecture uses separate sets of weights for image and language, improving text understanding and spelling capabilities.
  • 💡 The release includes impressive artwork and scene creation demos, showcasing the model's capabilities.
  • 📊 The pricing for using Stable Diffusion 3 is detailed, with costs for different types of image generation and modifications.
  • 📉 The efficiency of Stable Diffusion 3 is said to be roughly 10 times the cost of SDXL when used through the same API.
  • 📈 The model is not yet available for 3D, despite mentions of 3D capabilities in the membership offerings.
  • 🔗 The community's reaction to the membership model and the potential impact on model fine-tuning and modifications is yet to be seen.
  • ⏱️ The timeline for when the raw model weights will be available to Stability AI members is not specified.

Q & A

  • What has been the recent situation with Stability AI?

    -Stability AI has faced a challenging few months, including the departure of their CEO, corporate restructuring, and issues with paying their GPU bills to Amazon and Cori.

  • What are the new offerings from Stability AI?

    -Stability AI has announced the release of Stable Diffusion 3 and Stable Diffusion 3 Turbo on their developer platform API, in partnership with Fireworks AI.

  • How does Stability AI plan to make the model weights available?

    -Stability AI intends to make the model weights available for self-hosting to those with a Stability AI membership in the near future.

  • What is the significance of the partnership with Fireworks AI?

    -The partnership with Fireworks AI aims to deliver an enterprise-grade API solution with 99.9% service availability, improving the reliability and robustness of Stability AI's service.

  • What are the capabilities of the new Stable Diffusion 3 model?

    -The Stable Diffusion 3 model is claimed to be equal to or outperform state-of-the-art text-image generation systems in typography prompt adherence and human preference evaluations, with a new multimodal diffusion transformer architecture.

  • What is Stability AI Membership?

    -Stability AI Membership is a new product offering that provides access to various models hosted online, including image, video, language, and 3D models, with different tiers offering varying levels of access and commercial usage rights.

  • How does the pricing for Stable Diffusion 3 compare to previous models?

    -The efficiency and relative cost for Stable Diffusion 3 is roughly 10 times that of SDXL when used through the same API, with credits costing around 7 cents per image generated.

  • What are the different pricing tiers for using Stable Diffusion 3?

    -The pricing tiers include a free tier without commercial use, a professional membership allowing commercial use, and enterprise features with potentially faster response times and more parallelization.

  • What are the potential implications of the new licensing model for the generative AI community?

    -The new licensing model may affect how people fine-tune and post modifications of these models, and could potentially reduce the need for quantizations since the model is more efficient.

  • How does Stability AI's move to a membership model differ from platforms like Hugging Face?

    -Stability AI's membership model creates a monetized barrier to entry for accessing model weights, which is a shift from the open-source nature of platforms like Hugging Face.

  • What are the community's concerns regarding the new membership model and pricing?

    -The community is concerned about the cost of the Stability AI memberships and whether the benefits justify the price, as well as the potential impact on accessibility and innovation within the generative AI field.

  • What is the future outlook for Stability AI after the release of Stable Diffusion 3?

    -The future for Stability AI will depend on the community's reception of the new membership model, the company's ability to meet its financial obligations, and the continued development and release of advanced generative AI models.

Outlines

00:00

🚀 Stability AI's New Release and Challenges

Stability AI, a key player in open-source generative AI, has faced recent challenges including the departure of their CEO, corporate restructuring, and issues with unpaid bills. Despite these hurdles, they've announced the release of Stable Diffusion 3 and Stable Diffusion 3 Turbo on their developer platform API, in partnership with Fireworks AI. This move aims to improve API performance and reliability. The company also plans to make model weights available for self-hosting to Stability AI members, possibly as a revenue strategy. The announcement was accompanied by impressive artwork demonstrating the model's capabilities in creating detailed scenes from text. However, there are concerns about the pricing model and the omission of certain features from the initial preview.

05:00

💡 Stability AI Membership and Pricing Structure

Stability AI has introduced a new membership model, akin to Adobe's Creative Cloud, offering access to various models including image, video, language, and 3D models hosted online. The membership tiers provide different levels of access, with professional membership allowing commercial use. There's a distinction between commercial and non-commercial access, and the membership may also influence the speed of GPU response. The company has also introduced Stable Image Core, the API for accessing Stable Diffusion 3. The pricing is detailed, with costs for image generation and other features like out painting, inpainting, upscaling, and video generation. The efficiency and cost of Stable Diffusion 3 are highlighted, with the potential impact on the community and how the licensing model might affect model fine-tuning and modifications discussed. The video ends with a call for community feedback on the pricing and the new membership approach.

Mindmap

Keywords

💡Stable Diffusion 3

Stable Diffusion 3 is a significant update to an AI model developed by Stability AI. It is designed for text-to-image generation and is mentioned as having massive improvements over previous versions. In the video, it is highlighted as a core product that Stability AI is now offering through their API platform, indicating its importance to the company's current direction and offerings.

💡Turbo

The term 'Turbo' in this context refers to a version of Stable Diffusion 3 that is presumably faster or more efficient. It is part of the announcement made by Stability AI, suggesting that this Turbo version offers enhanced performance characteristics, which is a key selling point for users looking to leverage AI for generative tasks.

💡Open Source

Open Source refers to software where the source code is available to the public, allowing anyone to view, use, modify, and distribute the software. In the video, Stability AI is described as having been a key player in the open source generative AI space, which implies that their tools and models have been accessible to a wide community for collaborative development and use.

💡API

API stands for Application Programming Interface, which is a set of protocols and tools that allows different software applications to communicate with each other. In the context of the video, Stability AI's developer platform API is where users can access the Stable Diffusion 3 and its Turbo version, signifying a shift towards a more integrated and accessible service for developers.

💡Fireworks AI

Fireworks AI is mentioned as a partner of Stability AI in delivering the Stable Diffusion 3 models. It is described as the fastest and most reliable API platform in the market, suggesting that their collaboration is aimed at enhancing the performance and reliability of the AI models being offered to users.

💡Model Weights

In machine learning, 'model weights' are the parameters that the model learns from the training data. They are crucial for the model's ability to make predictions or generate outputs. The video discusses that Stability AI plans to make the model weights available for self-hosting to members, which is a significant step towards increasing accessibility and control for users.

💡Corporate Restructuring

Corporate restructuring refers to the process of reorganizing a company's structure or operations to improve efficiency, effectiveness, or profitability. The video mentions that Stability AI has been undergoing corporate restructuring, which has led to uncertainty about the company's future and the release of Stable Diffusion 3.

💡Multimodal Diffusion Transformer

A 'Multimodal Diffusion Transformer' is an advanced AI architecture that handles multiple types of data or 'modalities'. In the context of the video, Stability AI's new architecture is said to use separate sets of weights for image and language representations, which improves the model's text understanding and spelling capabilities, making it state-of-the-art.

💡Stability AI Membership

Stability AI Membership is a new product offering from Stability AI that provides access to various models hosted online, including image, video, language, and 3D models. The membership is tiered, with different levels offering varying degrees of access and commercial usage rights, which is a new approach for the company to monetize their services.

💡Pricing

The video discusses the pricing for using the Stable Diffusion 3 API, which is a critical factor for potential users and customers. It mentions that the cost per image generated is around 7 cents for the standard model and 4 cents for the Turbo version, with additional costs for other features like upscaling and video generation. The pricing strategy is significant as it reflects Stability AI's business model and the value they place on their AI services.

💡Hugging Face

Hugging Face is an open-source platform that provides tools for developers to build, train, and deploy machine learning models, particularly in the field of natural language processing. The video suggests that Stability AI's move to offer a membership for model access might be a strategic step away from platforms like Hugging Face, indicating a potential shift in the company's distribution strategy.

Highlights

Stability AI has been a key player in open-source generative AI for nearly 2 years.

The company has recently faced challenges, including the departure of their CEO and corporate restructuring.

Stability AI has released Stable Diffusion 3 and Stable Diffusion 3 Turbo on their developer platform API.

They have partnered with Fireworks AI for API orchestration, aiming for 99.9% service availability.

Stable Diffusion 3 is claimed to be equal to or outperform state-of-the-art text-image generation systems.

The new model features a multimodal diffusion Transformer architecture with improved text understanding.

Access to model weights will require a Stability AI membership, indicating a potential new revenue stream.

The release includes impressive artwork and scene creation demos showcasing the model's capabilities.

Pricing for using Stable Diffusion 3 is notably high, with costs around 7 cents per image generated.

Stable Diffusion 3 Turbo offers slightly cheaper rates at approximately 4 cents per image.

The release omits certain features initially promised, raising questions about the company's direction.

Stability AI membership provides access to various models, including image, video, language, and 3D models.

Commercial use of the models is restricted to professional and enterprise membership tiers.

The company is exploring a new licensing model that may impact how the community interacts with their models.

Stability AI's partnership with Amazon AWS and the use of discounted GPUs suggest a focus on cost efficiency.

The community's reaction to the membership model and the future of Stability AI remain to be seen.

The release of Stable Diffusion 3 raises questions about the company's ability to turn a profit amidst financial challenges.

The efficiency and cost of Stable Diffusion 3 compared to its predecessor, SDXL, are significant talking points.

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