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---
pipeline_tag: text-to-image
tags:
- art
- image-generation
- text-to-image
- diffusion
- high-quality
- AI
thumbnail: https://graph.org/file/66aad0f496f8a1390f222.jpg
language:
- en
---
## 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:
```python
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](https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md).
### Contact
For support and inquiries, please reach out to [enhanceai.art](https://enhanceai.art).
---
Happy creating!
- The EnhanceAI Team
- Pranav Ajay |