Update app.py
Browse files
app.py
CHANGED
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@@ -3,51 +3,31 @@ from llama_cpp import Llama
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from huggingface_hub import hf_hub_download
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import time
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# --- Configuration ---
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MODEL_REPO = "Kezovic/iris-q4gguf-nitrallora"
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MODEL_FILE = "Llama-3.2-1B-Instruct.Q4_K_M.gguf"
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CONTEXT_WINDOW = 2048
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MAX_NEW_TOKENS = 400
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TEMPERATURE = 1.5
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llm_analyst = None
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def load_llm():
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global llm_generator, llm_analyst
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llm = None
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print("Downloading model...")
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try:
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model_path = hf_hub_download(repo_id=MODEL_REPO, filename=MODEL_FILE)
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# Function to create a Llama instance
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def create_llama_instance():
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return Llama(
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model_path=model_path,
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n_ctx=CONTEXT_WINDOW,
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n_threads=2,
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verbose=False,
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min_p = 0.1
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# 2. Load Analyst LLM
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print("Loading LLM Analyst instance...")
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llm_analyst = create_llama_instance()
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print("LLM Analyst loaded.")
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except Exception as e:
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print(f"Error loading model: {e}")
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load_llm()
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# --- Persona and Format Maps (Hardened Constraints) ---
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persona_map = {
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"Grumpy Pirate": "You are a grumpy and annoyed pirate captain. Use salty nautical slang, complain about the sea and use 'Arrr' and 'matey'.",
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"Philosopher": "You are a philosopher. Use metaphors and reflective musings about the human condition.",
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@@ -57,7 +37,6 @@ persona_map = {
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}
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format_map = {
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"Free Verse": "Write in Free Verse about the topic. Focus on vivid imagery and emotion.",
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"Ballad": "Write a Ballad about the topic. It should tell a narrative story with a clear beginning, middle, and end. Use four-line stanzas (quatrains) and a simple rhyme scheme like A-B-C-B. Keep the language simple and musical.",
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"Ode": "Write an Ode about the topic. Use elevated, expressive language to praise or celebrate the subject. Focus on strong emotion, rich imagery, and admiration.",
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@@ -66,19 +45,8 @@ format_map = {
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"Epic": "Write an Epic about the topic. Use grand, dramatic language."
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}
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# --- Refinement Instruction Map ---
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REFINEMENT_INSTRUCTIONS = {
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"Make it Shorter": "Rewrite the poem to be significantly shorter, reducing the line count by at least 3 lines, while keeping the core meaning.",
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"Use Flowery Language": "Rewrite the poem using highly elaborate, decorative, and verbose language with many adjectives and metaphors.",
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"Make it More Intense": "Rewrite the poem with greater emotional intensity. Use stronger, more dramatic vocabulary and imagery.",
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"Add a Title": "Rewrite the poem and include an original, appropriate title at the very beginning, followed by the poem text.",
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"Be More Humorous": "Rewrite the poem to be more light-hearted and humorous. Add a punchline or witty observation."
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}
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# --- Prompt Construction Helper Function (Simplified) ---
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def build_poem_prompt(voice_instruction, constraint_instruction, format_type, topic):
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full_instruction = (
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f"Instruction:\n"
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f"{voice_instruction}\n"
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@@ -87,12 +55,7 @@ def build_poem_prompt(voice_instruction, constraint_instruction, format_type, to
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)
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return full_instruction
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# --- LLM Function: Step 1 (Generate Poem) ---
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def generate_poem(format_type, persona, topic, progress=gr.Progress()):
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if not llm_generator:
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return "Error: Generator model not loaded."
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if not topic:
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return "Please enter a topic!"
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progress(0, desc="Consulting the Muse...")
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time.sleep(0.2)
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@@ -114,12 +77,7 @@ def generate_poem(format_type, persona, topic, progress=gr.Progress()):
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progress(1.0, desc="Poem draft complete!")
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return poem_text
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# --- LLM Function: Step 2 (Analyze Poem - SIMPLIFIED) ---
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def analyze_poem(poem_text, progress=gr.Progress()):
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if not llm_analyst:
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return "Error: Analyst model not loaded."
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if not poem_text or poem_text.startswith("Error:"):
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return "Please generate a valid poem first!"
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progress(0, desc="Analyzing style for literary match...")
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time.sleep(0.2)
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@@ -140,50 +98,10 @@ def analyze_poem(poem_text, progress=gr.Progress()):
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progress(1.0, desc="Analysis complete!")
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return poet_suggestion
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# --- LLM Function: Step 3 (Refine Poem - MODIFIED SIGNATURE FOR GRADIO) ---
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# NOTE: This function now accepts an *explicit* instruction string, which Gradio will bind.
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def refine_poem(poem_text, refinement_instruction, progress=gr.Progress()):
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if not llm_generator:
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return "Error: Generator model not loaded."
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if not poem_text or poem_text.startswith("Error:"):
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return "Please generate a valid poem first before refining it!"
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progress(0, desc=f"Applying refinement: {refinement_instruction}...")
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time.sleep(0.2)
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# Combined instruction for refinement
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refinement_prompt = (
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f"You are a highly disciplined creative writer. Your task is to revise the following poem based ONLY on the REVISION INSTRUCTION.\n"
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f"REVISION INSTRUCTION: {refinement_instruction}\n"
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f"Your output must contain ONLY the revised poem text, nothing else.\n\n"
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f"ORIGINAL POEM:\n{poem_text}\n\n"
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f"REVISED POEM: "
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)
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output = llm_generator(
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prompt=refinement_prompt,
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max_tokens=MAX_NEW_TOKENS,
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temperature=TEMPERATURE,
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stop=["ORIGINAL POEM:", "\n\n\n"],
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echo=False
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)
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# Clean up output
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revised_poem_text = output['choices'][0]['text'].strip()
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# Simple check to remove the REVISED POEM: marker if the model echoes it
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if revised_poem_text.startswith("REVISED POEM:"):
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revised_poem_text = revised_poem_text[len("REVISED POEM:"):].strip()
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progress(1.0, desc="Refinement complete!")
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return revised_poem_text
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# --- UI Layout ---
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with gr.Blocks(title="The Poetry Workshop", theme=gr.themes.Soft()) as demo:
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gr.Markdown("#
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gr.Markdown("Generate a poem based on a topic and persona, then use the separate buttons to analyze or refine the output.")
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## 📝 Poem Generation Controls
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with gr.Group():
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with gr.Row(equal_height=True):
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gr.Markdown("### I want to write a ")
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show_label=False,
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scale=5
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)
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generate_btn = gr.Button("
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gr.Markdown("---")
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analyze_btn = gr.Button("🔍 Analyze This Poem", variant="secondary")
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with gr.Row():
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output_display = gr.Textbox(
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@@ -228,7 +145,7 @@ with gr.Blocks(title="The Poetry Workshop", theme=gr.themes.Soft()) as demo:
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)
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poet_suggestion_display = gr.Textbox(
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label="Literary Analysis
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lines=12,
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interactive=False,
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placeholder="Click 'Analyze This Poem' to run the LLM analysis."
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gr.Markdown("---")
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## ⚙️ Poem Refinement Section
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with gr.Group():
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gr.Markdown("### Refine Poem")
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gr.Markdown("Click a button below to automatically revise the current poem in the **'Your Poem'** box.")
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# NOTE: Buttons are created but we will reference them explicitly below
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buttons_refinement = {}
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with gr.Row():
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for label in REFINEMENT_INSTRUCTIONS.keys():
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# Store the button object in the dictionary for later reference
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buttons_refinement[label] = gr.Button(label, scale=1, variant="light")
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# --- Event Handling ---
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# 1. Initial Generation
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generate_btn.click(
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fn=generate_poem,
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inputs=[format_dropdown, persona_dropdown, topic_input],
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outputs=[output_display]
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)
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# 2. Analysis
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analyze_btn.click(
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fn=analyze_poem,
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inputs=[output_display],
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outputs=poet_suggestion_display
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)
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# 3. Refinement Events (Rewritten to remove lambda)
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# Create explicit functions for each button click, passing the desired instruction
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# Make it Shorter
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buttons_refinement["Make it Shorter"].click(
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fn=refine_poem,
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inputs=[output_display, gr.State(REFINEMENT_INSTRUCTIONS["Make it Shorter"])],
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outputs=[output_display]
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)
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# Use Flowery Language
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buttons_refinement["Use Flowery Language"].click(
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fn=refine_poem,
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inputs=[output_display, gr.State(REFINEMENT_INSTRUCTIONS["Use Flowery Language"])],
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outputs=[output_display]
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)
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# Make it More Intense
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buttons_refinement["Make it More Intense"].click(
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fn=refine_poem,
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inputs=[output_display, gr.State(REFINEMENT_INSTRUCTIONS["Make it More Intense"])],
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outputs=[output_display]
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)
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# Add a Title
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buttons_refinement["Add a Title"].click(
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fn=refine_poem,
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inputs=[output_display, gr.State(REFINEMENT_INSTRUCTIONS["Add a Title"])],
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outputs=[output_display]
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)
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# Be More Humorous
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buttons_refinement["Be More Humorous"].click(
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fn=refine_poem,
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inputs=[output_display, gr.State(REFINEMENT_INSTRUCTIONS["Be More Humorous"])],
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outputs=[output_display]
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)
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if __name__ == "__main__":
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demo.launch()
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from huggingface_hub import hf_hub_download
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import time
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MODEL_REPO = "Kezovic/iris-q4gguf-nitrallora"
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MODEL_FILE = "Llama-3.2-1B-Instruct.Q4_K_M.gguf"
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CONTEXT_WINDOW = 2048
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MAX_NEW_TOKENS = 400
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TEMPERATURE = 1.5
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def create_llama_instance():
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return Llama(
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model_path=model_path,
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n_ctx=CONTEXT_WINDOW,
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n_threads=2,
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verbose=False,
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min_p = 0.1
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)
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def load_llm():
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model_path = hf_hub_download(repo_id=MODEL_REPO, filename=MODEL_FILE)
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llm_generator = create_llama_instance()
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llm_analyst = create_llama_instance()
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return llm_generator, llm_analyst
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llm_generator, llm_analyst = load_llm()
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persona_map = {
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"Grumpy Pirate": "You are a grumpy and annoyed pirate captain. Use salty nautical slang, complain about the sea and use 'Arrr' and 'matey'.",
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"Philosopher": "You are a philosopher. Use metaphors and reflective musings about the human condition.",
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}
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format_map = {
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"Free Verse": "Write in Free Verse about the topic. Focus on vivid imagery and emotion.",
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"Ballad": "Write a Ballad about the topic. It should tell a narrative story with a clear beginning, middle, and end. Use four-line stanzas (quatrains) and a simple rhyme scheme like A-B-C-B. Keep the language simple and musical.",
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"Ode": "Write an Ode about the topic. Use elevated, expressive language to praise or celebrate the subject. Focus on strong emotion, rich imagery, and admiration.",
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"Epic": "Write an Epic about the topic. Use grand, dramatic language."
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}
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def build_poem_prompt(voice_instruction, constraint_instruction, format_type, topic):
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full_instruction = (
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f"Instruction:\n"
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f"{voice_instruction}\n"
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)
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return full_instruction
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def generate_poem(format_type, persona, topic, progress=gr.Progress()):
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progress(0, desc="Consulting the Muse...")
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time.sleep(0.2)
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progress(1.0, desc="Poem draft complete!")
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return poem_text
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def analyze_poem(poem_text, progress=gr.Progress()):
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progress(0, desc="Analyzing style for literary match...")
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time.sleep(0.2)
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progress(1.0, desc="Analysis complete!")
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return poet_suggestion
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with gr.Blocks(title="The Poetry Workshop", theme=gr.themes.Soft()) as demo:
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gr.Markdown("# The Poetry Workshop - Collaborative Analyst")
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gr.Markdown("Generate a poem based on a topic and persona, then use the separate buttons to analyze or refine the output.")
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with gr.Group():
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with gr.Row(equal_height=True):
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gr.Markdown("### I want to write a ")
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show_label=False,
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scale=5
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)
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generate_btn = gr.Button("Create Poem Draft", variant="primary", scale=1)
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gr.Markdown("---")
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analyze_btn = gr.Button("Analyze This Poem", variant="secondary")
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with gr.Row():
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output_display = gr.Textbox(
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poet_suggestion_display = gr.Textbox(
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label="Literary Analysis",
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lines=12,
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interactive=False,
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placeholder="Click 'Analyze This Poem' to run the LLM analysis."
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gr.Markdown("---")
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generate_btn.click(
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fn=generate_poem,
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inputs=[format_dropdown, persona_dropdown, topic_input],
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outputs=[output_display]
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)
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analyze_btn.click(
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fn=analyze_poem,
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inputs=[output_display],
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outputs=poet_suggestion_display
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)
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| 168 |
if __name__ == "__main__":
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| 169 |
demo.launch()
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