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import gradio as gr |
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from models import models |
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from PIL import Image |
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import requests |
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import uuid |
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import io |
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import base64 |
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import threading |
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loaded_model=[] |
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for i,model in enumerate(models): |
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try: |
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loaded_model.append(gr.load(f'models/{model}')) |
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except Exception as e: |
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print(e) |
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pass |
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print (loaded_model) |
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def run_dif(out_prompt): |
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out_box=[] |
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out_html="" |
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for i,ea in enumerate(loaded_model): |
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try: |
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print (ea) |
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model=loaded_model[int(i)] |
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out_img=model(out_prompt) |
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print(out_img) |
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url=f'https://omnibus-top-20.hf.space/file={out_img}' |
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print(url) |
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uid = uuid.uuid4() |
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r = requests.get(url, stream=True) |
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if r.status_code == 200: |
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img_buffer = io.BytesIO(r.content) |
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print (f'bytes:: {io.BytesIO(r.content)}') |
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str_equivalent_image = base64.b64encode(img_buffer.getvalue()).decode() |
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img_tag = "<img src='data:image/png;base64," + str_equivalent_image + "'/>" |
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out_html+=f"<div class='img_class'><a href='https://huggingface.co/models/{models[i]}'>{models[i]}</a><br>"+img_tag+"</div>" |
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out = Image.open(io.BytesIO(r.content)) |
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out_box.append(out) |
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html_out = "<div class='grid_class'>"+out_html+"</div>" |
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yield out_box,html_out |
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except Exception as e: |
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out_html+=str(e) |
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html_out = "<div class='grid_class'>"+out_html+"</div>" |
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yield out_box,html_out |
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def thread_dif(out_prompt,mod): |
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out_box=[] |
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out_html="" |
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try: |
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print (ea) |
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model=loaded_model[int(mod)] |
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out_img=model(out_prompt) |
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print(out_img) |
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url=f'https://omnibus-top-20.hf.space/file={out_img}' |
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print(url) |
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uid = uuid.uuid4() |
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r = requests.get(url, stream=True) |
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if r.status_code == 200: |
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img_buffer = io.BytesIO(r.content) |
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print (f'bytes:: {io.BytesIO(r.content)}') |
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str_equivalent_image = base64.b64encode(img_buffer.getvalue()).decode() |
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img_tag = "<img src='data:image/png;base64," + str_equivalent_image + "'/>" |
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out_html+=f"<div class='img_class'><a href='https://huggingface.co/models/{models[i]}'>{models[i]}</a><br>"+img_tag+"</div>" |
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out = Image.open(io.BytesIO(r.content)) |
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out_box.append(out) |
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html_out = "<div class='grid_class'>"+out_html+"</div>" |
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return out_box,html_out |
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except Exception as e: |
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out_html+=str(e) |
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html_out = "<div class='grid_class'>"+out_html+"</div>" |
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return out_box,html_out |
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def start_threads(prompt): |
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t1 = threading.Thread(target=thread_dif, args=(prompt,0)) |
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t2 = threading.Thread(target=thread_dif, args=(prompt,1)) |
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t1.start() |
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t2.start() |
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print (t1) |
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print (t2) |
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a1,a2=t1.result() |
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b1,b2=t2.result() |
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return a1,a2 |
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css=""" |
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.grid_class{ |
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display:flex; |
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height:100%; |
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} |
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.img_class{ |
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min-width:200px; |
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} |
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""" |
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with gr.Blocks(css=css) as app: |
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inp=gr.Textbox() |
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out_html=gr.HTML() |
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outp=gr.Gallery() |
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btn=gr.Button() |
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btn.click(run_dif,inp,[outp,out_html]) |
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app.launch() |