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--- |
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license: apache-2.0 |
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pipeline_tag: image-text-to-text |
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--- |
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Fine tuned version of moondream2 for prompt generation from images. Moondream is a small vision language model designed to run efficiently on edge devices. Check out the [GitHub repository](https://github.com/vikhyat/moondream) for details, or try it out on the [Hugging Face Space](https://huggingface.co/spaces/vikhyatk/moondream2)! |
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**Usage** |
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```bash |
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pip install transformers timm einops bitsandbytes accelerate |
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``` |
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```python |
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import torch |
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from transformers import AutoTokenizer, AutoModelForCausalLM |
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from PIL import Image |
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DEVICE = "cuda" |
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DTYPE = torch.float32 if DEVICE == "cpu" else torch.float16 # CPU doesn't support float16 |
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revision = "1082928d0aa39290a31a92f632ca670458eda512" |
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tokenizer = AutoTokenizer.from_pretrained("gokaygokay/moondream-prompt", revision=revision) |
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moondream = AutoModelForCausalLM.from_pretrained("gokaygokay/moondream-prompt",trust_remote_code=True, |
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torch_dtype=DTYPE, device_map={"": DEVICE}, revision=revision) |
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moondream.eval() |
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image_path = "<image_path>" |
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image = Image.open(image_path).convert("RGB") |
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md_answer = moondream.answer_question( |
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moondream.encode_image(image), |
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"Describe this image and its style in a very detailed manner", |
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tokenizer=tokenizer, |
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) |
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print(md_answer) |
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``` |
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**Example** |
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"a very angry old man with white hair and a mustache, in the style of a Pixar movie, hyperrealistic, white background, 8k" |
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