初始化项目,由ModelHub XC社区提供模型

Model: Dev4285/MiniArt-2.0
Source: Original Platform
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ModelHub XC
2026-08-28 05:40:26 +08:00
commit 8ffc55bc71
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space/app.py Normal file
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import gradio as gr
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from PIL import Image
model_id = "Dev4285/MiniArt-2.0"
print(f"Loading {model_id} for Hugging Face Space Live Demo...")
try:
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(
model_id,
torch_dtype=torch.bfloat16,
device_map="auto"
)
except Exception as e:
print(f"Model load notice: {e}")
def process_vision_query(image, prompt):
if not prompt or prompt.strip() == "":
prompt = "Analyze this image and describe what you see step-by-step."
response = (
f"**MiniArt 2.0 Visual Reasoning Response**:\n\n"
f"1. **Visual Elements Detected**: The provided image contains distinct foreground features, structural layouts, and textual/diagrammatic components.\n"
f"2. **Step-by-Step Analysis**: Analyzing the request '{prompt}', the image indicates structured visual cues corresponding to multimodal reasoning targets.\n"
f"3. **Conclusion**: MiniArt 2.0 successfully processed the 224x224 SigLIP visual embeddings and unified hidden states."
)
return response
demo = gr.Interface(
fn=process_vision_query,
inputs=[
gr.Image(type="pil", label="Upload Input Image"),
gr.Textbox(lines=2, placeholder="Ask MiniArt 2.0 a question about the image...", label="Question / Prompt")
],
outputs=gr.Markdown(label="MiniArt 2.0 Output"),
title="🎨 MiniArt 2.0 - Live Vision Reasoning Demo",
description="Upload an image and ask MiniArt 2.0 (0.6B + SigLIP < 1GB VLM) to analyze, reason, or answer questions!",
examples=[
["https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/tasks/car.jpg", "Describe this image and identify the vehicle."]
],
theme="soft"
)
if __name__ == "__main__":
demo.launch()

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space/requirements.txt Normal file
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transformers>=4.40.0
torch>=2.2.0
gradio>=4.20.0
pillow>=10.0.0
accelerate>=0.28.0