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Create app.py
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app.py
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import os
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import logging
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import gradio as gr
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from groq import Groq
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# Initialize logging
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logging.basicConfig(level=logging.INFO)
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# Initialize Groq client
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try:
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client = Groq(api_key=os.environ["GROQ_API_KEY"])
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except KeyError:
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logging.error("GROQ_API_KEY not found in environment variables")
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raise EnvironmentError("Please set the GROQ_API_KEY environment variable")
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# Specify the actual model name
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GROQ_MODEL = "mixtral-8x7b-32768" # Replace with the actual model you want to use
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SYSTEM_PROMPT = """
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You are an expert in natural language processing and writing, specializing in transforming AI-generated text into highly natural, human-like prose. Your task is to refine and humanize the given text while adhering to the following guidelines:
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1. Preserve the core meaning and information of the original text.
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2. Maintain the overall structure, including paragraph breaks and any headings or subheadings.
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3. Adjust the writing style to be more natural and conversational, as if written by a skilled human writer.
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4. Vary sentence structure, using a mix of simple, compound, and complex sentences to improve flow and readability.
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5. Introduce subtle imperfections that are characteristic of human writing, such as:
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- Occasional use of contractions (e.g., "it's", "don't", "we're")
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- Varied paragraph lengths
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- Strategic use of transition words and phrases
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- Occasional parenthetical asides or brief digressions
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- Subtle voice and tone shifts that maintain consistency but add depth
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6. Refine vocabulary choices to be more nuanced and context-appropriate, avoiding overly formal or repetitive language.
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7. Ensure proper use of idioms, colloquialisms, and figures of speech where appropriate, but don't overuse them.
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8. Maintain consistent tense and point of view throughout the text.
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9. Preserve any technical terms, proper nouns, or specific jargon present in the original text.
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10. Aim to keep the word count within 5% of the original text.
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Remember, the goal is to make the text feel authentically human-written while retaining its original purpose and information. Strive for a balance between polish and natural imperfection that characterizes high-quality human writing.
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"""
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USER_PROMPT = """
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Please humanize the following text, applying the guidelines provided. Ensure the output reads as if it were written by a skilled human writer, with natural flow and subtle imperfections. Maintain the original meaning and structure while enhancing its overall quality and readability.
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Original text:
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{input_text}
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Humanized version:
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"""
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def humanize_text(AI_text):
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try:
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response = client.chat.completions.create(
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model=GROQ_MODEL,
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temperature=0.7,
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max_tokens=2000,
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messages=[
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{"role": "system", "content": SYSTEM_PROMPT},
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{"role": "user", "content": USER_PROMPT.format(input_text=AI_text)}
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]
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)
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return response.choices[0].message.content.strip()
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except Exception as e:
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logging.error(f"Error during humanization: {e}")
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return "An error occurred while processing the text."
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def main_function(AI_text):
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return humanize_text(AI_text)
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# Gradio interface definition
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interface = gr.Interface(
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fn=main_function,
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inputs=gr.Textbox(label="Input AI-generated text", lines=10),
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outputs=gr.Textbox(label="Human Touch👈", lines=10),
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title="HumanTouch App",
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description="Transform AI-generated text into a captivating human-crafted masterpiece!",
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examples=[
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["The artificial intelligence system processed the data and concluded that the optimal solution was to implement a new algorithm for efficient resource allocation."],
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["The robotic assistant scanned the room, identifying objects and their locations with precise accuracy, before proceeding to execute its predetermined cleaning routine."]
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]
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)
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# Launch the Gradio app
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if __name__ == "__main__":
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interface.launch(debug=True)
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