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app.py
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import json
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import gradio as gr
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from huggingface_hub import InferenceClient
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# Initialize the client using the specified model.
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client = InferenceClient("HuggingFaceH4/zephyr-7b-beta")
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def respond(message, history: list[tuple[str, str]], system_message, max_tokens, temperature, top_p):
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"""
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Builds a conversation history that includes a system instruction for Bible analysis.
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The system message instructs the model to act as JR‑Sacred Syntax, an expert biblical scholar
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specializing in analyzing Bible verses to detect figures of speech (e.g., Metaphor, Synecdoche, Hyperbole, etc.)
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and output a JSON array with each entry containing:
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- "figure": the type of figure of speech,
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- "phrase": the phrase in the verse,
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- "explanation": explanation in biblical context.
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"""
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# Build the message list starting with the system message.
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messages = [{"role": "system", "content": system_message}]
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# Append previous conversation history.
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for user_msg, assistant_msg in history:
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if user_msg:
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messages.append({"role": "user", "content": user_msg})
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if assistant_msg:
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messages.append({"role": "assistant", "content": assistant_msg})
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# Append the new user message.
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messages.append({"role": "user", "content": message})
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response = ""
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# Stream the chat completion response.
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for chat_message in client.chat_completion(
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messages,
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max_tokens=max_tokens,
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stream=True,
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temperature=temperature,
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top_p=top_p,
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):
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token = chat_message.choices[0].delta.content
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response += token
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yield response
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# Define a default system message that guides the model for Bible figure-of-speech analysis.
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default_system_message = (
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"You are JR-Sacred Syntax, an expert biblical scholar. "
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"When given a Bible verse, analyze it to detect any figures of speech (such as Metaphor, "
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"Synecdoche, Hyperbole, Simile, or Paradox) and return a JSON array where each entry includes "
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"'figure' (the type), 'phrase' (the exact words from the verse), and 'explanation' (why it qualifies as such) "
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"in a biblical context. Respond only in JSON format."
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)
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# Create the Gradio Chat Interface.
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demo = gr.ChatInterface(
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respond,
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additional_inputs=[
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gr.Textbox(value=default_system_message, label="System Message (Instruction)"),
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gr.Slider(minimum=1, maximum=2048, value=512, step=1, label="Max New Tokens"),
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gr.Slider(minimum=0.1, maximum=4.0, value=0.7, step=0.1, label="Temperature"),
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gr.Slider(minimum=0.1, maximum=1.0, value=0.95, step=0.05, label="Top-p (Nucleus Sampling)"),
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],
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title="JR‑Sacred Syntax: Bible Figures of Speech Detector",
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description=(
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"Enter a Bible verse to have it analyzed for figures of speech. "
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"JR‑Sacred Syntax will detect and explain literary devices in the verse, "
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"returning the results in a structured JSON format."
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)
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)
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if __name__ == "__main__":
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demo.launch()
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