Create App.py
Browse files
App.py
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import json
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from functools import partial
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import gradio as gr
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from transformers import pipeline
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with open("modules.json", "r", encoding="utf-8") as f:
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MODULES = json.load(f)["modules"]
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GENERATORS = [m for m in MODULES if m["type"] == "generator"]
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CHECKERS = {m["id"]: m for m in MODULES if m["type"] == "checker"}
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GEN_BY_ID = {m["id"]: m for m in GENERATORS}
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llm = pipeline("text-generation", model="gpt2", max_new_tokens=512)
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def call_llm(prompt):
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out = llm(prompt, max_new_tokens=512, do_sample=False)[0]["generated_text"]
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return out[len(prompt):].strip() if out.startswith(prompt) else out
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def generator_prompt(module_id, *inputs):
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m = GEN_BY_ID[module_id]
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keys = list(m["input_placeholders"].keys())
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inputs = {k: inputs[i] if i < len(inputs) else "" for i, k in enumerate(keys)}
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sections = m["output_sections"]
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p = []
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p.append("You are a structured reasoning module.")
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p.append(f"MODULE: {m['label']}")
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p.append("INPUTS:")
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for k, v in inputs.items():
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p.append(f"{k.upper()}: {v}")
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p.append("")
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p.append("Produce the following sections:")
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for s in sections:
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p.append(f"- {s}")
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p.append("")
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for s in sections:
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p.append(f"{s}:")
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p.append("[content]")
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p.append("")
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return "\n".join(p)
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def checker_prompt(checker_id, *vals):
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c = CHECKERS[checker_id]
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secs = c["output_sections"]
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if len(vals) == 0:
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orig, draft = "", ""
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elif len(vals) == 1:
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orig, draft = "", vals[0]
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else:
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*orig_parts, draft = vals
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orig = "\n\n".join(orig_parts)
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p = []
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p.append("You are a strict evaluator.")
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p.append(f"CHECKER: {c['label']}")
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p.append("ORIGINAL TASK:")
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p.append(orig)
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p.append("")
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p.append("DRAFT OUTPUT:")
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p.append(draft)
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p.append("")
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p.append("Respond with sections:")
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for s in secs:
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p.append(f"- {s}")
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p.append("")
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for s in secs:
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p.append(f"{s}:")
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p.append("[content]")
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p.append("")
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return "\n".join(p)
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def run_generator(mid, *inputs):
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return call_llm(generator_prompt(mid, *inputs))
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def run_checker(cid, *inputs):
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return call_llm(checker_prompt(cid, *inputs))
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def build_ui():
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with gr.Blocks(title="Modular Intelligence") as demo:
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gr.Markdown("# Modular Intelligence\nSelect a module and generate output.")
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for m in GENERATORS:
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with gr.Tab(m["label"]):
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gr.Markdown(m["description"])
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input_boxes = []
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for key, ph in m["input_placeholders"].items():
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tb = gr.Textbox(label=key, placeholder=ph, lines=4)
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input_boxes.append(tb)
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output_box = gr.Textbox(label="Module output", lines=18)
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gr.Button("Run module").click(
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fn=partial(run_generator, m["id"]),
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inputs=input_boxes,
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outputs=output_box
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)
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if m.get("has_checker"):
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cid = m.get("checker_id")
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if cid in CHECKERS:
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gr.Markdown("### Checker")
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checker_out = gr.Textbox(label="Checker output", lines=14)
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gr.Button("Run checker").click(
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fn=partial(run_checker, cid),
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inputs=input_boxes + [output_box],
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outputs=checker_out
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)
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return demo
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if __name__ == "__main__":
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app = build_ui()
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app.launch()
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