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--- |
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license: apache-2.0 |
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datasets: |
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- liuhaotian/LLaVA-CC3M-Pretrain-595K |
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pipeline_tag: image-text-to-text |
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language: |
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- en |
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--- |
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> [!IMPORTANT] |
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> NOTE: This model is not meant to be used alone, you need to either finetune it with this [notebook](https://github.com/qrsch/doubutsu/blob/main/notebooks/finetuning_base.ipynb) or use an existing adapter. |
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# doubutsu-2b-pt-378 |
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`doubutsu` is a family of smol VLMs meant to be finetuned for your own use-case. |
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Built by [@qtnx_](https://x.com/qtnx_) and [@yeswondwerr](https://x.com/yeswondwerr) |
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## Usage |
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```python |
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import torch |
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from transformers import AutoModelForCausalLM, AutoTokenizer |
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from PIL import Image |
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model_id = "qresearch/doubutsu-2b-pt-378" |
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model = AutoModelForCausalLM.from_pretrained( |
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model_id, |
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trust_remote_code=True, |
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torch_dtype=torch.float16, |
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).to("cuda") |
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tokenizer = AutoTokenizer.from_pretrained( |
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model_id, |
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use_fast=True, |
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) |
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model.load_adapter("qresearch/doubutsu-2b-lora-378-docci") |
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image = Image.open("IMAGE") |
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print( |
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model.answer_question( |
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image, "Describe the image", tokenizer, max_new_tokens=128, temperature=0.1 |
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), |
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) |
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``` |
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> [!TIP] |
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> these models require smaller temperatures. We recommend to use a temperature of 0.1-0.3. |
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## Evals |
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TBD |
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## Acknowledgements |
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- Liu et al. : [LLaVA](https://arxiv.org/abs/2304.08485) |
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- Moon et al. : [AnyMAL](https://arxiv.org/abs/2309.16058) |
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- vikhyatk : moondream codebase |
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