enhanceaiteam/kalpana

Model Card for enhanceaiteam/Kalpana

Kalpana is a powerful text-to-image generation model developed by EnhanceAI. It uses a 20 billion parameter architecture to produce high-quality, detailed images based on textual descriptions. This model is ideal for artists, designers, and creative professionals seeking to generate visually compelling and accurate images.

Model Details

• Version: 1.0
• Base Model: Flux and Sdxl
• Parameter Count: 20 billion
• Pipeline: Flux Pipeline, Stable diffusion 3

Key Features

1. High-Resolution Output: Generates images at 1024x1024 resolution.
2. Enhanced Prompt Understanding: Improved comprehension of complex and detailed text prompts.
3. Versatile Style Generation: Capable of producing images in various artistic and realistic styles.
4. High-Quality Images: Delivers visually stunning and detailed images.
5. Open Weights: Available for scientific research and artistic projects.

Usage

To use Kalpana, you can integrate it with the diffusers library. Below is an example of how to generate images:

import torch
from diffusers import FluxPipeline

pipe = FluxPipeline.from_pretrained("enhanceaiteam/kalpana", torch_dtype=torch.bfloat16)
pipe.enable_model_cpu_offload()

prompt = "A cat holding a sign that says hello world"
out = pipe(
    prompt=prompt,
    guidance_scale=0.,
    height=768,
    width=1360,
    num_inference_steps=4,
    max_sequence_length=256,
).images[0]
out.save("image.png")

Prompts

When creating prompts, be as descriptive as possible to achieve the desired results. Detailed descriptions help the model generate more accurate and relevant images.

Image Samples

Here are some example images generated by Kalpana:

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Limitations

• This model is not intended or able to provide factual information.
• As a statistical model, this checkpoint might amplify existing societal biases.
• The model may fail to generate output that matches the prompts.
• Prompt following is heavily influenced by the prompting style.

Out-of-Scope Use

The model and its derivatives may not be used:

• In any way that violates any applicable national, federal, state, local, or international law or regulation.
• For the purpose of exploiting, harming, or attempting to exploit or harm minors in any way; including but not limited to the solicitation, creation, acquisition, or dissemination of child exploitative content.
• To generate or disseminate verifiably false information and/or content with the purpose of harming others.
• To generate or disseminate personally identifiable information that can be used to harm an individual.
• To harass, abuse, threaten, stalk, or bully individuals or groups of individuals.
• To create non-consensual nudity or illegal pornographic content.
• For fully automated decision-making that adversely impacts an individual's legal rights or otherwise creates or modifies a binding, enforceable obligation.
• Generating or facilitating large-scale disinformation campaigns.

License

This model falls under the FLUX.1 [dev] Non-Commercial License.

Contact

For support and inquiries, please reach out to enhanceai.art.

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Happy creating!

• The EnhanceAI Team
• Pranav Ajay