Update app.py
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app.py
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# https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html#inputs
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def __init__(self, nc=4, nz=100, ngf=64):
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super(Generator, self).__init__()
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self.network = nn.Sequential(
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nn.ConvTranspose2d(nz, ngf * 4, 3, 1, 0, bias=False),
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nn.BatchNorm2d(ngf * 4),
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nn.ReLU(True),
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nn.ConvTranspose2d(ngf * 4, ngf * 2, 3, 2, 1, bias=False),
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nn.BatchNorm2d(ngf * 2),
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nn.ReLU(True),
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nn.ConvTranspose2d(ngf * 2, ngf, 4, 2, 0, bias=False),
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nn.BatchNorm2d(ngf),
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nn.ReLU(True),
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nn.ConvTranspose2d(ngf, nc, 4, 2, 1, bias=False),
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nn.Tanh(),
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)
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import gradio as gr
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from transformers import pipeline
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# Load GPT-2 model
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generator = pipeline('text-generation', model='gpt2')
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# Define function to generate text using GPT-2
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def generate_text(prompt):
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return generator(prompt, max_length=50, do_sample=True)[0]['generated_text']
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# Create Gradio interface
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interface = gr.Interface(
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fn=generate_text,
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inputs="text",
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outputs="text",
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title="Text Generator AI",
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description="Generate text using GPT-2 from Hugging Face"
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)
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# Launch the interface
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interface.launch()
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