app.py

# app.py
import gradio as gr
from concept_steerer import ConceptSteerer

steerer = None

def get_steerer():
    global steerer
    if steerer is None:
        steerer = ConceptSteerer(model_name="unsloth/Llama-3.2-1B-Instruct")
    return steerer

def create_concept(name, pos_examples, neg_examples):
    if not name.strip():
        return "❌ Concept name is required."
    pos_list = [p.strip() for p in pos_examples.strip().split('\n') if p.strip()]
    neg_list = [n.strip() for n in neg_examples.strip().split('\n') if n.strip()]
    if not pos_list or not neg_list:
        return "❌ Provide at least one positive and one negative example."
    try:
        s = get_steerer()
        s.register_concept(name.strip(), pos_list, neg_list, layer=-2)
        return f"✅ Concept '{name}' registered!"
    except Exception as e:
        return f"❌ Error: {e}"

def update_sliders():
    s = get_steerer()
    concepts = s.get_concept_names()
    MAX = 10
    updates = []
    for i in range(MAX):
        if i < len(concepts):
            updates.append(gr.update(visible=True, label=concepts[i]))
        else:
            updates.append(gr.update(visible=False))
    return updates

def generate_text(prompt, *slider_vals):
    s = get_steerer()
    concepts = s.get_concept_names()
    steering = {}
    for name, val in zip(concepts, slider_vals[:len(concepts)]):
        if abs(val) > 1e-6:
            steering[name] = float(val)
    try:
        return s.generate(prompt, steering_config=steering, max_new_tokens=150)
    except Exception as e:
        return f"❌ Error: {e}"

# Build UI with fixed 10 sliders (hidden by default)
with gr.Blocks() as demo:
    gr.Markdown("# 🧠 LLM Concept Steering — Working Version")
    
    with gr.Tab("Create Concepts"):
        with gr.Row():
            with gr.Column():
                name_in = gr.Textbox(label="Concept Name")
                pos_in = gr.Textbox(label="Positive Prompts (one per line)", lines=4)
                neg_in = gr.Textbox(label="Negative Prompts (one per line)", lines=4)
                create_btn = gr.Button("Register Concept")
            with gr.Column():
                status_out = gr.Textbox(label="Status", interactive=False)
        create_btn.click(
            create_concept,
            inputs=[name_in, pos_in, neg_in],
            outputs=status_out
        )
    
    with gr.Tab("Generate"):
        prompt_in = gr.Textbox(label="Prompt", lines=2, placeholder="e.g., Tell me a story.")
        
        # Pre-create 10 sliders (will be shown/hidden dynamically)
        sliders = []
        for i in range(10):
            slider = gr.Slider(-5.0, 5.0, value=0.0, step=0.1, label=f"Concept {i+1}", visible=False)
            sliders.append(slider)
        
        gen_btn = gr.Button("Generate")
        output_out = gr.Textbox(label="Output", lines=8, interactive=False)
        
        gen_btn.click(
            generate_text,
            inputs=[prompt_in] + sliders,
            outputs=output_out
        )
    
    # Update sliders when the app loads or when tab is viewed
    demo.load(update_sliders, inputs=None, outputs=sliders)

if __name__ == "__main__":
    demo.launch(server_name="0.0.0.0", share=False)