Thomas.Chaigneau
commited on
Commit
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3234a40
1
Parent(s):
6de6ae4
init main app
Browse files
main.py
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import gradio as gr
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import torch
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import torchvision.transforms as T
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from model import DocuGAN
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chk_path = "best_model.ckpt"
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model = DocuGAN(hidden_size=64, num_channel=1, latent_size=128, batch_size=128)
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# model = DocuGAN.load_from_checkpoint(chk_path, strict=False)
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model.eval()
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transform = T.ToPILImage()
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def fn(seed: int = 42):
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torch.manual_seed(seed)
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noise = torch.randn(1, 128, 1, 1)
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with torch.no_grad():
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pred = model(noise)
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img = transform(pred.squeeze(1))
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return img
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gr.Interface(
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fn,
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inputs=[
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gr.inputs.Slider(minimum=0, maximum=999999999, step=1, default=298422436, label='Random Seed')
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],
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outputs='image',
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examples=[],
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enable_queue=True,
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title="DocuGAN",
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description="Select random seed and click on Submit to generate a new Document",
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article="DocuGAN, Document Generator by ChainYo",
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css=".panel { padding: 5px } .moflo-link { color: #999 }"
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).launch()
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