doubutsu-2b-lora-756-docci

qresearch/doubutsu-2b-lora-756-docci

doubutsu-2b-lora-756-docci is a image-text-to-text model from qresearch. Use it for the image-text-to-text task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as apache-2.0.

An adapter for qresearch/doubutsu-2b-pt-756 on DOCCI for 3 epochs.

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Repo size

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Hugging Face

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.safetensors343 MB · 100%

At a glance

Task: Image-Text-to-Text
Library: peft
License: apache-2.0
Access: Public
Created: Jul 22, 2024
Updated: Jul 22, 2024
SHA: ff68d275

Try a prompt

Base models

qresearch/doubutsu-2b-pt-756

Datasets

google/docci

Model card

From the Hugging Face model README

doubutsu-2b-lora-756-docci

An adapter for qresearch/doubutsu-2b-pt-756 on DOCCI for 3 epochs.

Usage

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

model_id = "qresearch/doubutsu-2b-pt-756"
model = AutoModelForCausalLM.from_pretrained(
    model_id,
    trust_remote_code=True,
    torch_dtype=torch.float16,
).to("cuda")

tokenizer = AutoTokenizer.from_pretrained(
    model_id,
    use_fast=True,
)

model.load_adapter("qresearch/doubutsu-2b-lora-756-docci")

image = Image.open("IMAGE")

print(
    model.answer_question(
        image, "Describe the image", tokenizer, max_new_tokens=128, temperature=0.1
    ),
)

Examples

Image	Examples
<img src="assets/demo1.png" width="300"/>	Describe the image.<br>A top-down view of a sidewalk with the word "ROW" in orange spray paint on the left side. A red fire lane symbol is below the word in the middle. A line is on the right side of the sidewalk, going up vertically. A metal strip is on the left side of the sidewalk, going horizontally. Dirt is on the ground in front of the sidewalk.
<img src="assets/demo2.png" width="300"/>	Describe the image.<br>A low-angle view of a golden statue of a woman on top of a golden horse and a golden chariot. The woman is facing the right side of the image. She is holding a golden bird in her right hand and a golden shield in her left hand. She is wearing a golden robe with a golden belt around her waist. She is wearing a golden helmet on her head. She is holding a golden staff in her right hand and her left hand is raised up above her head, palm facing forward. The woman is wearing a golden crown on her head. The horse is facing the left side of the image.

Image

Examples

Describe the image.<br>A top-down view of a sidewalk with the word "ROW" in orange spray paint on the left side. A red fire lane symbol is below the word in the middle. A line is on the right side of the sidewalk, going up vertically. A metal strip is on the left side of the sidewalk, going horizontally. Dirt is on the ground in front of the sidewalk.

Describe the image.<br>A low-angle view of a golden statue of a woman on top of a golden horse and a golden chariot. The woman is facing the right side of the image. She is holding a golden bird in her right hand and a golden shield in her left hand. She is wearing a golden robe with a golden belt around her waist. She is wearing a golden helmet on her head. She is holding a golden staff in her right hand and her left hand is raised up above her head, palm facing forward. The woman is wearing a golden crown on her head. The horse is facing the left side of the image.

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Task: Image-Text-to-Text
Library: peft
License: apache-2.0
Languages: en
Created: Jul 22, 2024
Updated: Jul 22, 2024