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JakeTurner616
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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 GPT2LMHeadModel, GPT2TokenizerFast, pipeline
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import gradio as gr
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import os
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# Set the correct path to your model directory on Hugging Face Hub
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model_dir = "JakeTurner616/Adonalsium-gpt2"
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# Manually specify the model's configuration and weights files
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model = GPT2LMHeadModel.from_pretrained(model_dir, torch_dtype='auto', low_cpu_mem_usage=True)
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tokenizer = GPT2TokenizerFast.from_pretrained(model_dir, use_fast=True)
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# Ensure the tokenizer uses the correct pad token
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tokenizer.pad_token = tokenizer.eos_token
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# Create the text generation pipeline
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generator = pipeline('text-generation', model=model, tokenizer=tokenizer)
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def generate_text(prompt):
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# Generate text
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generated_texts = generator(prompt, max_length=150, temperature=0.7,
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top_p=0.85, repetition_penalty=1.3,
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num_return_sequences=1, no_repeat_ngram_size=2,
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early_stopping=True)
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return generated_texts[0]['generated_text']
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# Create the Gradio interface
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iface = gr.Interface(fn=generate_text, inputs="text", outputs="text",
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title="Cosmere Text Generator",
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description="Generate text based on the Cosmere series by Brandon Sanderson.")
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# Launch the interface
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iface.launch()
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