Moondream Prompt

🚀 Fine-tuned Moondream2 for Image Prompt Generation

This is a fine-tuned version of Moondream2, designed for prompt generation from images. Moondream is a compact vision language model optimized for efficient operation on edge devices. For more details, visit the GitHub repository, or test it on the Hugging Face Space!

🚀 Quick Start

📦 Installation

To use this fine-tuned model, you need to install the necessary dependencies. Run the following command in your terminal:

pip install transformers timm einops bitsandbytes accelerate

💻 Usage Examples

Basic Usage

The following Python code demonstrates how to use the fine-tuned model to generate a detailed description of an image:

import torch
from transformers import AutoTokenizer, AutoModelForCausalLM
from PIL import Image

DEVICE = "cuda"
DTYPE = torch.float32 if DEVICE == "cpu" else torch.float16 # CPU doesn't support float16
revision = "ac6c8fc0ba757c6c4d7d541fdd0e63618457350c"
tokenizer = AutoTokenizer.from_pretrained("gokaygokay/moondream-prompt", revision=revision)
moondream = AutoModelForCausalLM.from_pretrained("gokaygokay/moondream-prompt",trust_remote_code=True,
    torch_dtype=DTYPE, device_map={"": DEVICE}, revision=revision)
moondream.eval()

image_path = "<image_path>"
image = Image.open(image_path).convert("RGB")
md_answer = moondream.answer_question(
        moondream.encode_image(image),
        "Describe this image and its style in a very detailed manner",
        tokenizer=tokenizer,
    )

print(md_answer)

Example

"a very angry old man with white hair and a mustache, in the style of a Pixar movie, hyperrealistic, white background, 8k"

📄 License

This project is licensed under the Apache-2.0 License.