FLUX - A new Midjourney killer is born!!!

1littlecoder
1 Aug 202408:48

TLDRBlack Forest Labs introduces FLUX, a groundbreaking text-to-image generation model that outperforms the competition. With three models—FLUX Pro, Dev, and Schnell—offering varying levels of access and licensing, the startup has captured attention with its impressive text rendering capabilities. FLUX Pro, available via API, and the open yet non-commercial Dev model, demonstrate the company's hybrid architecture prowess. Schnell, available on Hugging Face, stands out for personal and commercial use. The models' high ELO scores and rapid image generation times signal a significant shift in the industry, with a text-to-video model on the horizon.

Takeaways

  • 🌟 A new text-to-image generation startup, Black Forest Labs, has launched a family of models called FLUX.
  • 🚀 The company has released three models: FLUX Pro, FLUX Dev, and FLUX Schnell, with varying availability and licensing.
  • 🎨 FLUX models excel in text rendering, suggesting potential for creating YouTube thumbnails and other graphic design applications.
  • 💰 The startup has received significant funding, reportedly from investors like a16z.
  • 🏅 FLUX Pro is only available through APIs and not as open weights, while FLUX Dev is open but not for commercial use.
  • 🔍 FLUX Schnell is available for personal use and under an Apache 2.0 license, accessible on Hugging Face Model Hub.
  • 📊 FLUX models have impressive ELO scores, outperforming other models like Stability AI's SD3 Turbo and Midjourney's D3 Ultra.
  • 🤖 The models are based on a hybrid architecture combining multimodality and parallel diffusion Transformer blocks, scaled to 12 billion parameters.
  • 🖼️ FLUX models can generate images in various sizes and resolutions, from 1 megapixel up to 2 megapixels.
  • 📹 An upcoming text-to-video model is expected from Black Forest Labs, following trends in the industry.
  • 🎂 The video transcript includes examples of generated images, such as a 'black forest cake' and various scenarios, showcasing the model's capabilities.

Q & A

  • What is the name of the new text-to-image generation startup mentioned in the script?

    -The new text-to-image generation startup is called Black Forest Labs.

  • How many models has Black Forest Labs released in their initial offering?

    -Black Forest Labs has released three models in their initial offering.

  • What are the names of the three models released by Black Forest Labs?

    -The three models released are Flux Pro, Flux Dev, and Flux Schnell.

  • Which model is not available for commercial applications?

    -Flux Dev is available as an open weight but is not available for commercial applications.

  • What is special about the Flux Schnell model?

    -Flux Schnell is available for both personal use and is licensed under Apache 2.0, making it an open model available on Hugging Face Model Hub.

  • What is the significance of the ELO score mentioned in the script?

    -The ELO score is a ranking that indicates the performance of the models, showing how Flux models compare to other models like Stable Diffusion and Mid Journey.

  • What is the architecture of the Flux One models?

    -The Flux One models are based on a hybrid architecture of multimodality and parallel diffusion Transformer blocks, scaled up to 12 billion parameters.

  • What technique is used to improve the context window in large language models and is also used in Flux models?

    -The technique used is called RoPE (Ragged Proofreading Encoder), which helps increase the context window and is also used in Flux models to improve performance and hardware efficiency.

  • What is the expected upcoming release from Black Forest Labs?

    -Black Forest Labs is expected to release a text-to-video model in the future.

  • How quickly can the smallest Flux model generate an image?

    -The smallest Flux model can generate an image in approximately less than 2 seconds.

  • What is the potential impact of these models on various industries?

    -The high-quality and fast image generation capabilities of these models could transform industries that rely on image and video generation, such as advertising, entertainment, and design.

Outlines

00:00

🚀 Launch of Black Forest Labs' Flux Models

Black Forest Labs, a new text-to-image startup, has introduced a groundbreaking family of models called Flux, which includes Flux Pro, Flux Dev, and Flux Schnell. These models excel in text rendering and are backed by significant funding, possibly from a16z. Flux Pro is exclusive to APIs and platforms like Replicate and File, while Flux Dev is open for non-commercial use. Flux Schnell is available under the Apache 2.0 license for personal use and on Hugging Faces Model Hub. The models have achieved impressive ELO scores, outperforming competitors like Stability AI's models. They are based on a hybrid architecture combining multimodality and parallel diffusion transformer blocks, scaling up to 12 billion parameters. The company is also planning to launch a text-to-video model in the future.

05:00

🎨 Artistic and Technical Marvels of Flux Models

The Flux models showcase remarkable capabilities in generating high-quality images with excellent text rendering. Examples provided include a prompt for 'the world's largest black forest cake,' which results in a detailed and surreal image. The models can render various images in different sizes and aspect ratios, from 1 megapixel up to 2 megapixels. The text rendering is particularly impressive, as seen in the examples of 'roses are red violets are blue.' Other prompts like 'a tense diplomatic negotiation in a grand hall' and 'artistic interpretation of human consciousness and subconscious' demonstrate the models' ability to create complex and nuanced scenes. The basic model, Flux Schnell, also performs well, generating images in less than 2 seconds, indicating its potential for real-time applications in various industries.

Mindmap

Keywords

Midjourney

Midjourney is a term used in the video to refer to a company or technology that is considered a competitor in the field of text-to-image generation. In the context of the video, it suggests that the new startup, Black Forest Labs, is being positioned as a potential 'killer' or superior alternative to existing technologies like Midjourney, indicating a significant advancement in the capabilities of image generation models.

Black Forest Labs

Black Forest Labs is the name of the new startup introduced in the video. It is highlighted as a company with a team that includes former members of the original stable diffusion team. They have released a family of models called 'flux' which are intended to revolutionize the field of text-to-image generation, indicating a significant development in the technology landscape.

Flux models

The term 'Flux models' refers to a series of text-to-image generation models released by Black Forest Labs. The video mentions three specific models: Flux Pro, Flux Dev, and Flux Schnell. These models are described as being highly advanced, with capabilities that surpass existing competitors, and they are central to the narrative of the video as groundbreaking technology.

Text rendering

Text rendering in the context of the video refers to the ability of the Flux models to generate images from textual descriptions with high-quality text representation within the images. It is emphasized as a strong suit of the models, suggesting that they can create visually appealing and accurate text within generated images, which is a key feature for applications like YouTube thumbnail generation.

APIs

APIs, or Application Programming Interfaces, are mentioned in the video as a method through which the Flux Pro model is made available. APIs allow developers to integrate the functionality of the Flux models into their own applications, indicating a focus on accessibility and integration for developers and businesses.

Replicate and File.a

Replicate and File.a are platforms mentioned in the video where the Flux models can be accessed. These platforms likely offer the ability to run the models or use their capabilities in a user-friendly manner, suggesting that Black Forest Labs is providing multiple avenues for users to engage with their technology.

Elo score

The Elo score mentioned in the video is a ranking system used to compare the performance of different models in text-to-image generation. The Flux models are said to have high Elo scores, indicating that they outperform other models like Stability AI's models and Midjourney, which is a key point in the video's argument for the superiority of the Flux models.

Hybrid architecture

Hybrid architecture in the context of the Flux models refers to the combination of a transformer and diffusion model in their design. This architectural choice is said to improve upon previous state-of-the-art diffusion models, suggesting an innovative approach to generating images from text.

Rope

Rope, short for Rotary Positional Embedding, is a technique mentioned in the video that is used in large language models and has been incorporated into the Flux models. It is used to increase the context window, allowing the models to better understand and generate images from complex textual descriptions.

Text-to-video model

The video script mentions an upcoming text-to-video model from Black Forest Labs, indicating an expansion of their technology beyond still images into the realm of video generation. This suggests a future direction for the company and the potential for further disruption in the media creation industry.

Hugging Face Model Hub

The Hugging Face Model Hub is a platform where the Flux Schnell model is made available under an open license. This platform is significant as it allows for a wide range of users, including developers and researchers, to access and utilize the Flux model for various applications, promoting an open ecosystem for AI model usage.

Highlights

A new text-to-image generation startup, Black Forest Labs, has been launched.

The company introduces a family of models named FLUX, including FLUX Pro, FLUX Dev, and FLUX Schnell.

FLUX models excel in text rendering, suggesting potential for creating YouTube thumbnail generators.

FLUX Pro is available only through APIs and not open for public weights.

FLUX Dev is open-source but not for commercial applications.

FLUX Schnell is open for personal use and is available under the Apache 2.0 license.

FLUX models have received significant funding, possibly from a16z.

FLUX One Pro outperforms other models in ELO scores, indicating superior quality.

The models are based on a hybrid architecture combining multimodality and parallel diffusion Transformer blocks.

FLUX models incorporate the RoPE technique to increase context window and improve hardware efficiency.

FLUX One Pro is capable of generating high-quality images up to 2 megapixels in various sizes and aspect ratios.

Black Forest Labs plans to launch a text-to-video model in the future.

Sample images demonstrate the models' ability to render complex scenes and text accurately.

The FLUX Schnell model, despite being the basic model, shows impressive rendering capabilities.

The models can generate images in less than 2 seconds, indicating high efficiency for on-the-fly image generation.

Industries such as video and image generation are expected to be transformed by FLUX models.

The startup is positioned to compete with other text-to-video and image generation companies like Runway and Midjourney.