CoolFace
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ifire/star-vector

sourceHugging Faceapache-2.0updated 2y agoView on Hugging Face
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app.py58 linesDownload Raw Back to root
1import gradio as gr2import torch3from PIL import Image4from transformers import AutoModelForCausalLM, AutoProcessor5from starvector.data.util import process_and_rasterize_svg6 7# Load model and processor8model = AutoModelForCausalLM.from_pretrained(9    "starvector/starvector-8b-im2svg", 10    trust_remote_code=True,11    torch_dtype=torch.float1612).cuda()13processor = AutoProcessor.from_pretrained("starvector/starvector-8b-im2svg")14 15def generate_svg(input_data, input_type):16    if input_type == "image":17        # Process image input18        image = processor(input_data, return_tensors="pt")['pixel_values'].cuda()19        raw_svg = model.generate_im2svg({"image": image}, max_length=4000)[0]20    else:21        # Process text input22        raw_svg = model.generate_text2svg(input_data, max_length=4000)[0]23        24    svg_code, raster_image = process_and_rasterize_svg(raw_svg)25    return svg_code, raster_image26 27with gr.Blocks() as demo:28    gr.Markdown("# 💫 StarVector SVG Generator")29    30    with gr.Tab("Image to SVG"):31        gr.Markdown("Upload an image to convert to SVG")32        with gr.Row():33            image_input = gr.Image(type="pil", label="Input Image")34            image_output = gr.Image(label="SVG Preview")35        svg_code = gr.Code(label="Generated SVG Code")36        image_button = gr.Button("Convert to SVG")37 38    with gr.Tab("Text to SVG"):39        gr.Markdown("Enter text to generate SVG")40        with gr.Row():41            text_input = gr.Textbox(label="Text Prompt")42            text_output = gr.Image(label="SVG Preview")43        text_svg_code = gr.Code(label="Generated SVG Code")44        text_button = gr.Button("Generate SVG")45 46    image_button.click(47        fn=lambda x: generate_svg(x, "image"),48        inputs=image_input,49        outputs=[svg_code, image_output]50    )51    text_button.click(52        fn=lambda x: generate_svg(x, "text"),53        inputs=text_input,54        outputs=[text_svg_code, text_output]55    )56 57demo.launch()58