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Update app.py
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app.py
CHANGED
@@ -10,18 +10,27 @@ tokenizer = AutoTokenizer.from_pretrained("Manasa1/gpt-finetuned-tweets")
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def generate_tweet():
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prompt = "Write a concise, creative tweet reflecting the style and personality in the fine-tuned dataset."
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outputs = model.generate(
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inputs["input_ids"],
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max_length=140,
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num_return_sequences=1,
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top_p=0.8,
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temperature=0.6,
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repetition_penalty=1.2, #
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)
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generated_tweet = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return generated_tweet.strip()
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# Gradio Interface
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with gr.Blocks() as app:
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gr.Markdown("# AI Tweet Generator")
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def generate_tweet():
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prompt = "Write a concise, creative tweet reflecting the style and personality in the fine-tuned dataset."
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# Tokenize the input prompt
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inputs = tokenizer(prompt, return_tensors="pt", truncation=True, max_length=100, padding=True)
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# Explicitly set the pad_token_id
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model.config.pad_token_id = model.config.eos_token_id
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# Generate the tweet with the attention mask
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outputs = model.generate(
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inputs["input_ids"],
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attention_mask=inputs["attention_mask"], # Pass attention_mask explicitly
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max_length=140,
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num_return_sequences=1,
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top_p=0.8,
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temperature=0.6,
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repetition_penalty=1.2, # Penalize repetition
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)
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# Decode and return the generated tweet
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generated_tweet = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return generated_tweet.strip()
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# Gradio Interface
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with gr.Blocks() as app:
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gr.Markdown("# AI Tweet Generator")
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