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A 10cm tall plush sloth toy in soft pink, 1:2 head-to-body ratio with a round head and oval body. Features 6cm long arms with curved claws, embroidered round eyes and sleepy smile. Show five technical views:  Front view: Full face with nose stitching and paw details  45-degree side view: Arm length visible hugging posture  Top view: Rounded head shape with ear tufts  Bottom view: Stitched paw pads on feet  Back view: Curved spine stitching and tail nub

A 10cm tall plush sloth toy in soft pink, 1:2 head-to-body ratio with a round head and oval body. Features 6cm long arms with curved claws, embroidered round eyes and sleepy smile. Show five technical views: Front view: Full face with nose stitching and paw details 45-degree side view: Arm length visible hugging posture Top view: Rounded head shape with ear tufts Bottom view: Stitched paw pads on feet Back view: Curved spine stitching and tail nub

Flexing super pecs. Powerfully muscled, hugely ripped power hero. Awesome cosmic powers. Long hair. 27 years old. Photorealistic.

Flexing super pecs. Powerfully muscled, hugely ripped power hero. Awesome cosmic powers. Long hair. 27 years old. Photorealistic.

A cheerful and colorful marker sketch of a small, playful kids' chair shaped like a friendly animal (e.g., a bear or a rabbit). Use bright, vibrant colors and simple, bold lines. The background should be a light, dotted pattern. --ar 1:1 --style raw --v 5.2

A cheerful and colorful marker sketch of a small, playful kids' chair shaped like a friendly animal (e.g., a bear or a rabbit). Use bright, vibrant colors and simple, bold lines. The background should be a light, dotted pattern. --ar 1:1 --style raw --v 5.2

Flexing super muscles. Bodybuilder. Powerfully muscled. Hugely ripped. Long hair. Awesome cosmic powers. 27 years old. Photorealistic.

Flexing super muscles. Bodybuilder. Powerfully muscled. Hugely ripped. Long hair. Awesome cosmic powers. 27 years old. Photorealistic.

Realistic MLP Princess Luna full body reference

Realistic MLP Princess Luna full body reference

A high-angle, close-up shot of a rustic wooden bowl filled with a variety of natural pine cones in different sizes and textures. Soft, warm fairy lights are gently intertwined among the cones, casting a subtle glow. A few sprigs of fresh eucalyptus leaves and a scattering of vibrant red cranberries add pops of color. The background is slightly blurred, suggesting a cozy dining room setting with a natural linen tablecloth. The overall mood is warm, inviting, and enchanting. Cinematic lighting, shallow depth of field.

A high-angle, close-up shot of a rustic wooden bowl filled with a variety of natural pine cones in different sizes and textures. Soft, warm fairy lights are gently intertwined among the cones, casting a subtle glow. A few sprigs of fresh eucalyptus leaves and a scattering of vibrant red cranberries add pops of color. The background is slightly blurred, suggesting a cozy dining room setting with a natural linen tablecloth. The overall mood is warm, inviting, and enchanting. Cinematic lighting, shallow depth of field.

In a high rise apartment. Powerfully muscled, hugely ripped, pumped muscle woman is engulfed in luminous golden electricity, receiving awesome cosmic superpowers. 32 years old. Long hair. Photorealistic.

In a high rise apartment. Powerfully muscled, hugely ripped, pumped muscle woman is engulfed in luminous golden electricity, receiving awesome cosmic superpowers. 32 years old. Long hair. Photorealistic.

Powerfully muscled, hugely ripped, massively pumped, invincible, superhuman, handsome bodybuilder, engulfed in violent purple lightning. 27 years old. Photorealistic.

Powerfully muscled, hugely ripped, massively pumped, invincible, superhuman, handsome bodybuilder, engulfed in violent purple lightning. 27 years old. Photorealistic.

Athletic guy. Glowing green. 18 years old. Photorealistic.

Athletic guy. Glowing green. 18 years old. Photorealistic.

In a high rise apartment at night. Powerfully muscled, hugely ripped, pumped muscle man and Powerfully muscled, hugely ripped, pumped muscle woman are engulfed in luminous golden electricity, receiving awesome cosmic superpowers. Becoming superior beings. 27 years old. Long hair. Photorealistic.

In a high rise apartment at night. Powerfully muscled, hugely ripped, pumped muscle man and Powerfully muscled, hugely ripped, pumped muscle woman are engulfed in luminous golden electricity, receiving awesome cosmic superpowers. Becoming superior beings. 27 years old. Long hair. Photorealistic.

small dog

small dog

A detailed pencil and charcoal sketch of a stylish hammock chair suspended from a beam. Focus on capturing the soft folds and curves of the fabric, as well as the texture of the rope or macrame. The shading should suggest depth and a feeling of gentle movement. The background should be a softly lit interior space with plants. --ar 9:16 --style raw --v 5.2

A detailed pencil and charcoal sketch of a stylish hammock chair suspended from a beam. Focus on capturing the soft folds and curves of the fabric, as well as the texture of the rope or macrame. The shading should suggest depth and a feeling of gentle movement. The background should be a softly lit interior space with plants. --ar 9:16 --style raw --v 5.2

Flexing super muscles. Power hero. Hugely ripped. Long hair. Awesome cosmic powers. 27 years old. Photorealistic.

Flexing super muscles. Power hero. Hugely ripped. Long hair. Awesome cosmic powers. 27 years old. Photorealistic.

A 6-year-old Chinese girl is standing in a courtyard with gray tiles and a traditional Chinese style, with her hair tied into a cute high ponytail (the tail is tied with a red ribbon into a butterfly knot), wearing a bright red jacket dress in Hanfu style (there are gold auspicious clouds embroidered on the cuffs) , waist tied with a conspicuous yellow silk belt (very hanging sense), and wearing red cloth shoes with curled heads and embroidered flowers (the shoe head is attached with a ball). The girl's skin is like ripe apples, plump pink, her eyes are round and bright, smiling, and the corners of her mouth are raised to reveal small tiger teeth. The overall modeling adopts Pixar's 3D style, the skin shines like a porcelain doll, and the clothes show delicate silk reflection. The background is red-lacquered pillars hanging with octagonal palace lanterns, white jade railings planted with blooming peach trees, pink petals fluttering in the wind on bluestone boards, and there is a little orange cat peeping out from the lower right corner of the picture.

A 6-year-old Chinese girl is standing in a courtyard with gray tiles and a traditional Chinese style, with her hair tied into a cute high ponytail (the tail is tied with a red ribbon into a butterfly knot), wearing a bright red jacket dress in Hanfu style (there are gold auspicious clouds embroidered on the cuffs) , waist tied with a conspicuous yellow silk belt (very hanging sense), and wearing red cloth shoes with curled heads and embroidered flowers (the shoe head is attached with a ball). The girl's skin is like ripe apples, plump pink, her eyes are round and bright, smiling, and the corners of her mouth are raised to reveal small tiger teeth. The overall modeling adopts Pixar's 3D style, the skin shines like a porcelain doll, and the clothes show delicate silk reflection. The background is red-lacquered pillars hanging with octagonal palace lanterns, white jade railings planted with blooming peach trees, pink petals fluttering in the wind on bluestone boards, and there is a little orange cat peeping out from the lower right corner of the picture.

6-year-old Chinese girl, high ponytail, wearing exquisite red Hanfu dress, matched with bright yellow silk waistband, stepping on red embroidered cloth shoes, round and cute face, bright big eyes, sweet smile, cartoon animation style, 3D rendering, clear colors, background of traditional Chinese courtyard, petals falling down, full of childlike fun and holiday atmosphere.

6-year-old Chinese girl, high ponytail, wearing exquisite red Hanfu dress, matched with bright yellow silk waistband, stepping on red embroidered cloth shoes, round and cute face, bright big eyes, sweet smile, cartoon animation style, 3D rendering, clear colors, background of traditional Chinese courtyard, petals falling down, full of childlike fun and holiday atmosphere.

In a high rise apartment. Powerfully muscled, hugely ripped, pumped muscle woman is engulfed in luminous golden electricity, receiving awesome cosmic superpowers. Overwhelmed with ecstasy. 32 years old. Long hair. Photorealistic.

In a high rise apartment. Powerfully muscled, hugely ripped, pumped muscle woman is engulfed in luminous golden electricity, receiving awesome cosmic superpowers. Overwhelmed with ecstasy. 32 years old. Long hair. Photorealistic.

Powerfully muscled, hugely ripped, massively pumped, invincible, superhuman, handsome bodybuilder, engulfed in violent purple lightning. Glowing with luminous purple power. 18 years old. Photorealistic.

Powerfully muscled, hugely ripped, massively pumped, invincible, superhuman, handsome bodybuilder, engulfed in violent purple lightning. Glowing with luminous purple power. 18 years old. Photorealistic.

Athletic guy. Glowing silver. 18 years old. Photorealistic.

Athletic guy. Glowing silver. 18 years old. Photorealistic.

Flying through space. Powerfully muscled, hugely ripped power hero. Awesome cosmic powers. Long hair. 27 years old. Photorealistic.

Flying through space. Powerfully muscled, hugely ripped power hero. Awesome cosmic powers. Long hair. 27 years old. Photorealistic.

make a picture of happy puppy

make a picture of happy puppy

A refined pen and ink sketch showing a set of four elegant dining chairs with upholstered seats and detailed backrests arranged around a simple round table. Focus on capturing the symmetry and the delicate details of the chair design. The background should be a lightly sketched suggestion of a room with wainscoting. --ar 3:2 --style raw --v 5.2

A refined pen and ink sketch showing a set of four elegant dining chairs with upholstered seats and detailed backrests arranged around a simple round table. Focus on capturing the symmetry and the delicate details of the chair design. The background should be a lightly sketched suggestion of a room with wainscoting. --ar 3:2 --style raw --v 5.2

A detailed pen and ink sketch of an industrial-style stool with a round wooden seat and metal legs. Focus on capturing the texture of the wood grain and the metallic sheen through line work and shading. The background should be a lightly textured paper. --ar 1:1 --style raw --v 5.2

A detailed pen and ink sketch of an industrial-style stool with a round wooden seat and metal legs. Focus on capturing the texture of the wood grain and the metallic sheen through line work and shading. The background should be a lightly textured paper. --ar 1:1 --style raw --v 5.2

MLP Princess Luna full body reference

MLP Princess Luna full body reference

In a high rise apartment at night. Powerfully muscled, hugely ripped, pumped muscle man is engulfed in luminous golden electricity, receiving awesome cosmic superpowers. Becoming a superior being. 32 years old. Long hair. Photorealistic.

In a high rise apartment at night. Powerfully muscled, hugely ripped, pumped muscle man is engulfed in luminous golden electricity, receiving awesome cosmic superpowers. Becoming a superior being. 32 years old. Long hair. Photorealistic.

Flexing super muscles. Ultra hero. Hugely ripped. Long hair. Awesome cosmic powers. 27 years old. Photorealistic.

Flexing super muscles. Ultra hero. Hugely ripped. Long hair. Awesome cosmic powers. 27 years old. Photorealistic.

Athletic guy. Glowing purple. 18 years old. Photorealistic.

Athletic guy. Glowing purple. 18 years old. Photorealistic.

Athletic guy. Glowing gold. 38 years old. Photorealistic.

Athletic guy. Glowing gold. 38 years old. Photorealistic.

In a high rise apartment at night. Powerfully muscled, hugely ripped, pumped muscle man is engulfed in luminous golden electricity, receiving awesome cosmic superpowers. Becoming a superior being. 18 years old. Long hair. Photorealistic.

In a high rise apartment at night. Powerfully muscled, hugely ripped, pumped muscle man is engulfed in luminous golden electricity, receiving awesome cosmic superpowers. Becoming a superior being. 18 years old. Long hair. Photorealistic.

A composition includes two figures seated facing each other in the foreground. A man to the left in a red sweater with a backpack points a gun to the right. A man in a gray jacket and helmet holds a pistol, sitting on a wooden box. The faces of both figures are hidden by clothing. In the background is a lush valley with green trees and a winding river leading to a silhouette of a distant cityscape under a large setting sun. The sky is a gradient of warm colors transitioning from deep red to orange, dotted with clouds. Everywhere, on both the foreground and background, various game elements are present such as coins, hearts, levels, keyboards, joysticks and such. Additionally, aside from the main characters, there should be other characters, both on land and in air, planes, an epic battle is going on. The overall style is cartoonish with clear outlines and bright colors, creating a dramatic and dynamic scene.

A composition includes two figures seated facing each other in the foreground. A man to the left in a red sweater with a backpack points a gun to the right. A man in a gray jacket and helmet holds a pistol, sitting on a wooden box. The faces of both figures are hidden by clothing. In the background is a lush valley with green trees and a winding river leading to a silhouette of a distant cityscape under a large setting sun. The sky is a gradient of warm colors transitioning from deep red to orange, dotted with clouds. Everywhere, on both the foreground and background, various game elements are present such as coins, hearts, levels, keyboards, joysticks and such. Additionally, aside from the main characters, there should be other characters, both on land and in air, planes, an epic battle is going on. The overall style is cartoonish with clear outlines and bright colors, creating a dramatic and dynamic scene.

Flexing super muscles. Power hero. Hugely ripped. Long hair. Awesome superpowers. 27 years old. Photorealistic.

Flexing super muscles. Power hero. Hugely ripped. Long hair. Awesome superpowers. 27 years old. Photorealistic.

A single, continuous black ink line drawing of a modern, armless chair with a slightly curved back, on a clean white background. The style should be minimalist and elegant, emphasizing the flow and form of the chair. Focus on a high-contrast, graphic feel. --ar 3:4 --style raw --v 5.2

A single, continuous black ink line drawing of a modern, armless chair with a slightly curved back, on a clean white background. The style should be minimalist and elegant, emphasizing the flow and form of the chair. Focus on a high-contrast, graphic feel. --ar 3:4 --style raw --v 5.2

A close-up shot of a beautifully set dining table with a natural linen runner. Several pine cone place card holders are arranged along the table, each holding a small, elegant white card with a handwritten name in calligraphy. The pine cones vary slightly in size and shape, adding to the natural charm. The table is also decorated with simple white plates, silverware, and a few small vases with delicate white flowers. Soft, natural light streams in from a nearby window. The overall atmosphere is refined, welcoming, and personal.

A close-up shot of a beautifully set dining table with a natural linen runner. Several pine cone place card holders are arranged along the table, each holding a small, elegant white card with a handwritten name in calligraphy. The pine cones vary slightly in size and shape, adding to the natural charm. The table is also decorated with simple white plates, silverware, and a few small vases with delicate white flowers. Soft, natural light streams in from a nearby window. The overall atmosphere is refined, welcoming, and personal.

In a high rise apartment at night. Powerfully muscled, hugely ripped, pumped muscle man is engulfed in luminous golden electricity, receiving awesome cosmic superpowers. Becoming a superior being. 32 years old. Long hair. Photorealistic.

In a high rise apartment at night. Powerfully muscled, hugely ripped, pumped muscle man is engulfed in luminous golden electricity, receiving awesome cosmic superpowers. Becoming a superior being. 32 years old. Long hair. Photorealistic.

Flexing super muscles. Power hero. Long hair. Godlike powers. 27 years old. Photorealistic.

Flexing super muscles. Power hero. Long hair. Godlike powers. 27 years old. Photorealistic.

Elf Princess with brown hair and light damaged armour wounded with a heavily bruised face, gruesome wounds, battle worn, blackened eyes, covered in blood and dirt, who is kneeling on a desolate battlefield at a dark night. She is suffering with closed eyes and tortured with agonizing pain.

Elf Princess with brown hair and light damaged armour wounded with a heavily bruised face, gruesome wounds, battle worn, blackened eyes, covered in blood and dirt, who is kneeling on a desolate battlefield at a dark night. She is suffering with closed eyes and tortured with agonizing pain.

Athletic guy. Glowing orange. 18 years old. Photorealistic.

Athletic guy. Glowing orange. 18 years old. Photorealistic.

What is Stable Diffusion 3 and what's new in it ?

Innovative Technologies and Architecture

Released on April 17, 2024, Stable Diffusion 3 features cutting-edge technologies such as the rectified flow technique and the Multimodal Diffusion Transformer architecture. These advancements streamline the image generation process and improve the integration of visual and textual data, significantly enhancing the quality and accuracy of the generated images.

Enhanced Text and Image Quality

The model utilizes a powerful combination of text encoders, including CLIP G14, CLIP L14, and T5 XXL, which greatly improve the text rendering capabilities, particularly in terms of spelling accuracy. It is trained on diverse datasets like COCO 2014 and ImageNet, using advanced de-duplication techniques to ensure a wide variety of high-quality training examples.

Scalability and Open-Source Ethos

Demonstrating its scalability, Stable Diffusion 3 shows continuous improvement with increases in model size and data volume. Stability AI’s commitment to open-sourcing the model promotes transparency in AI development and helps reduce environmental impacts by avoiding redundant computational experiments. This approach ensures that the benefits of AI advancements are accessible to a broader community.

SDXL Turbo Examples

Key Features and Benefits of SDXL Turbo

Revolutionary Performance

SDXL Turbo sets a new standard in text-to-image generation with its groundbreaking Adversarial Diffusion Distillation (ADD) technology. This innovative approach allows for rapid, single-step image generation, a significant leap forward from the traditional multi-step processes.

Enhanced Image Quality

Unlike other models, SDXL Turbo produces images of exceptional clarity and detail. By leveraging the strengths of Generative Adversarial Networks (GANs), it ensures images are crisp and vivid, avoiding common issues like blurriness or artifacts.

Real-Time Generation Capabilities

Ideal for applications demanding speed and efficiency, SDXL Turbo excels in generating high-quality images in real-time. This makes it a perfect fit for dynamic environments such as video games, virtual reality, and instant content creation.

Computational Efficiency

On high-end GPUs like the A100, SDXL Turbo can generate a 512x512 image in just 207ms, including prompt encoding, a single denoising step, and decoding. This efficiency represents a monumental improvement in both time and energy consumption over previous models.

Wide Range of Applications

The model’s versatility makes it suitable for diverse applications, from creating artistic and design works to aiding in educational and research projects. Its real-time generation ability opens new possibilities in interactive media and online content creation.

User Accessibility

SDXL Turbo’s ease of use is a key feature. With simple setup requirements and an intuitive interface on platforms like Clipdrop, it’s accessible to both professionals and hobbyists alike, regardless of their technical background. - Research and Development Opportunities: For researchers and developers, SDXL Turbo presents an unparalleled opportunity to explore advanced AI in image synthesis. The model’s unique approach and performance offer a rich ground for academic and commercial research.

In-Depth Technical Details and Model Information of SDXL Turbo

Innovative Model Architecture

At the core of SDXL Turbo lies the novel Adversarial Diffusion Distillation (ADD) technique. This unique architecture combines the best of generative adversarial networks (GANs) with diffusion model technologies, enabling the model to synthesize high-fidelity images in just a single step. This significant technical innovation represents a leap forward from the foundational SDXL 1.0 model, making SDXL Turbo more efficient and powerful in image generation.

Comprehensive Research and Development

Developed and funded by Stability AI, SDXL Turbo is the result of extensive research and development efforts. It stands as a distilled version of the SDXL 1.0, specifically trained for real-time synthesis. The model's design and training process are detailed in an extensive research paper, which is available for public access. This document offers deep insights into the technical workings and the innovative aspects of SDXL Turbo.

Technical Specifications

SDXL Turbo excels in generating photorealistic images from text prompts in a single network evaluation. This capability is a result of the Adversarial Diffusion Distillation method, which allows for high-quality sampling in one to four steps. The model is fine-tuned from the base of SDXL 1.0, maintaining high image quality while dramatically reducing the steps required for image synthesis.

Model Accessibility and Resources

For researchers and AI enthusiasts, SDXL Turbo’s model weights and code are readily available on platforms like Hugging Face. Additionally, the model’s implementation can be found in Stability AI's generative-models GitHub repository, which includes popular diffusion frameworks for both training and inference. These resources are instrumental for anyone looking to explore or utilize this state-of-the-art model in their projects or research.

Interactive Demonstrations and Tutorials

To facilitate understanding and adoption of SDXL Turbo, the website can feature interactive demos and tutorials. These resources can help users experience the model's capabilities firsthand and guide them through its various applications, from simple text-to-image generation to more complex image-to-image transformations.

Links to Further Reading and Research Papers

Providing direct links to the research paper and other technical documents allows visitors to delve deeper into the science and engineering behind SDXL Turbo. These resources are crucial for academics, researchers, and technology enthusiasts who wish to gain a comprehensive understanding of the model's inner workings.

Download, Trial, and Usage Information of SDXL Turbo

Free Trial and Experience on sdxlturbo.ai

The most exciting feature for visitors to sdxlturbo.ai is the opportunity to experience and use SDXL Turbo for free. Emphasize this at the forefront of the section: "Try SDXL Turbo firsthand at no cost on sdxlturbo.ai! Experience the power of real-time text-to-image generation directly through our platform." This invitation allows users to engage with the technology immediately, showcasing the model's capabilities and user-friendliness.

Easy Accessibility for All Users

Highlight the ease with which both novices and experts can access and use SDXL Turbo on the website. The platform is designed to be intuitive, ensuring that even users with minimal technical background can start generating images in moments. This feature broadens the appeal of SDXL Turbo, making it accessible to a wide audience, including educators, artists, researchers, and hobbyists.

Model Download and Implementation

For those interested in more technical engagement, provide clear instructions and links for downloading SDXL Turbo’s model weights and code from repositories like Hugging Face. This section caters to developers and researchers looking to integrate SDXL Turbo into their own projects or conduct in-depth analysis and customization.

SDXL Turbo Related Tweets

Frequently Asked Questions

What is SDXL Turbo?

SDXL Turbo is a state-of-the-art text-to-image generation model that utilizes Adversarial Diffusion Distillation (ADD) for high-quality, real-time image synthesis.

Is SDXL Turbo free to use?

Yes, SDXL Turbo is available for free, non-commercial use on sdxlturbo.ai, where users can experience and test its capabilities.

Can I use SDXL Turbo for commercial purposes?

Currently, SDXL Turbo is released under a non-commercial research license. For commercial use, please contact us through sdxlturbo.ai for further information.

How does SDXL Turbo differ from other text-to-image models?

SDXL Turbo leverages ADD technology, enabling it to generate high-quality images in a single step, significantly faster than traditional multi-step models.

What are the system requirements to use SDXL Turbo?

SDXL Turbo can be used on most modern systems with internet access. For developers, using a system with a capable GPU like NVIDIA's A100 enhances its performance.

Can I integrate SDXL Turbo into my own applications?

Yes, developers can integrate SDXL Turbo into their applications using the model weights and code available on Hugging Face and GitHub, adhering to the non-commercial license terms.

What image resolution does SDXL Turbo support?

SDXL Turbo is optimized for generating 512x512 pixel images, balancing quality and computational efficiency.

Does SDXL Turbo support text-to-video generation?

Currently, SDXL Turbo specializes in text-to-image generation. Text-to-video capabilities are not available in this version.

How can I access SDXL Turbo’s model weights and code?

The model weights and code are available on Hugging Face and Stability AI’s generative-models GitHub repository.

Are there any limitations to the content SDXL Turbo can generate?

Yes, SDXL Turbo may have limitations in rendering legible text, faces, and certain complex scenarios. It’s also governed by an ethical use policy to prevent misuse.

Can SDXL Turbo generate images from any text prompt?

SDXL Turbo is designed to generate images from a wide range of text prompts, though its accuracy and quality may vary depending on the prompt’s specificity and complexity.

Is it possible to customize images generated by SDXL Turbo?

Yes, users can influence the outcome by adjusting the text prompts, though the current version does not support fine-grained control over every aspect of the generated image.

How does SDXL Turbo ensure the ethical use of AI?

SDXL Turbo adheres to Stability AI’s Acceptable Use Policy, which guides against generating harmful or misleading content.

What support is available for new users of SDXL Turbo?

New users can access a range of resources, including tutorials, user guides, and a community forum on sdxlturbo.ai.

Can I contribute to the development of SDXL Turbo??

Yes, developers and researchers are welcome to contribute, especially those focusing on AI and image generation technology, by adhering to the guidelines provided on our repository.

Are there any plans to improve SDXL Turbo further?

Continuous improvements and updates are planned, with a focus on enhancing performance, expanding capabilities, and ensuring ethical AI practices.

Can SDXL Turbo be used for educational purposes?

Absolutely, SDXL Turbo is a valuable tool for educational purposes, particularly in fields related to AI, computer graphics, and media studies.

How does SDXL Turbo handle data privacy and security?

User data privacy and security are top priorities. SDXL Turbo complies with all relevant data protection regulations and does not store personal data without consent.

Is there a community for SDXL Turbo users?

Yes, there’s an active online community where users can share experiences, get help, and discuss best practices.

Where can I find more detailed documentation on SDXL Turbo?

Detailed documentation is available on sdxlturbo.ai and within the repositories on Hugging Face and GitHub.