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Update app.py
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app.py
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import gradio as gr
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from transformers import
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# Load
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tokenizer =
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model =
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# Function to generate keywords from input text
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def generate_keywords(
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# Encode the input text
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inputs = tokenizer.encode(
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# Generate
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outputs = model.generate(inputs, max_length=50, num_return_sequences=1, no_repeat_ngram_size=2, top_k=50, top_p=0.95)
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# Decode and return the generated keywords
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keywords = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return keywords.strip()
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# Gradio interface
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iface = gr.Interface(fn=generate_keywords,
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inputs=gr.Textbox(label="Enter Prompt", placeholder="E.g., Generate ad keywords for wireless headphones"),
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outputs=gr.Textbox(label="Generated Keywords"),
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live=True)
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import gradio as gr
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from transformers import DistilGPT2LMHeadModel, DistilGPT2Tokenizer
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# Load pre-trained DistilGPT-2 model and tokenizer
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tokenizer = DistilGPT2Tokenizer.from_pretrained("distilgpt2")
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model = DistilGPT2LMHeadModel.from_pretrained("distilgpt2")
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# Function to generate keywords from input text
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def generate_keywords(prompt):
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# Encode the input text
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inputs = tokenizer.encode(prompt, return_tensors="pt")
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# Generate output
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outputs = model.generate(inputs, max_length=50, num_return_sequences=1, no_repeat_ngram_size=2, top_k=50, top_p=0.95)
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# Decode and return the generated text (keywords)
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keywords = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return keywords.strip()
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# Gradio interface
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iface = gr.Interface(fn=generate_keywords,
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inputs=gr.Textbox(label="Enter Ad Prompt", placeholder="E.g., Generate ad keywords for wireless headphones"),
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outputs=gr.Textbox(label="Generated Keywords"),
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live=True)
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