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Create app.py
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app.py
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import os
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| 2 |
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import re
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import textwrap
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import gradio as gr
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ENGAGEMENT_EMAIL = os.getenv("ENGAGEMENT_EMAIL", "engagement@bpm.ba")
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GOVERNANCE_EMAIL = os.getenv("GOVERNANCE_EMAIL", "governance@bpm.ba")
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# Optional gating (comma-separated)
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ACCESS_CODES_RAW = os.getenv("FINC2E_ACCESS_CODES", "").strip()
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ACCESS_CODES = {c.strip() for c in ACCESS_CODES_RAW.split(",") if c.strip()}
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TITLE = "FinC2E — Governance Gateway"
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TAGLINE = "Structured, audit-oriented reasoning for regulated decision support (preview)."
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DISCLAIMER = (
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"FinC2E outputs are informational and non-executive. "
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"No legal advice, financial advice, trading signals, or decision execution is provided. "
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"Users remain responsible for compliance, policies, and final decisions."
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)
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RISK_DOMAINS = [
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"AML / CFT",
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"KYC / CDD",
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"Sanctions screening",
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"Fraud / transaction anomaly",
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"Market conduct / suitability",
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"Operational risk",
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"Model risk / AI governance",
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"Data privacy / security",
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"Other (specify)"
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]
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def normalize(s: str) -> str:
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return (s or "").strip()
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def valid_access(code: str) -> bool:
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if not ACCESS_CODES:
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return True # no gate
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return normalize(code) in ACCESS_CODES
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def ensure_min_len(field: str, n: int, label: str):
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if len(normalize(field)) < n:
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return f"[Missing/too short] {label} (min {n} chars)"
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return None
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def finc2e_reason(case_id, jurisdiction, domain, other_domain, objective, facts, constraints, decision_stage, access_code):
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# Gate
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if not valid_access(access_code):
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return (
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"ACCESS DENIED\n"
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"------------\n"
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"This preview requires a valid FinC2E access code.\n"
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f"Request access: {ENGAGEMENT_EMAIL}\n"
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)
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domain_final = other_domain if domain == "Other (specify)" else domain
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domain_final = normalize(domain_final) or domain
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# Basic validation
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issues = []
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for (val, n, label) in [
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(objective, 25, "Objective"),
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(facts, 40, "Case Facts / Data"),
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(constraints, 20, "Constraints / Policies"),
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(jurisdiction, 2, "Jurisdiction"),
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]:
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m = ensure_min_len(val, n, label)
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if m:
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issues.append(m)
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if issues:
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return "INPUT QUALITY WARNING\n---------------------\n" + "\n".join(f"- {i}" for i in issues) + "\n\nProvide clearer inputs for higher analytical value."
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# Produce a structured, audit-oriented "preview" (still non-executive)
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out = f"""
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FINC2E GOVERNANCE OUTPUT (PREVIEW) — NON-EXECUTIVE
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=================================================
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Case Header
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-----------
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- Case ID: {normalize(case_id) or "N/A"}
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- Jurisdiction: {normalize(jurisdiction)}
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| 84 |
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- Domain: {domain_final}
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- Decision Stage: {normalize(decision_stage) or "N/A"}
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1) Decision Objective (What must be decided?)
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--------------------------------------------
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{normalize(objective)}
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2) Known Facts / Inputs (What is observed?)
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------------------------------------------
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{normalize(facts)}
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3) Constraints & Policies (What must be respected?)
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--------------------------------------------------
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{normalize(constraints)}
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4) Risk Framing (What can go wrong?)
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-----------------------------------
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- Primary risk vectors (domain-dependent)
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- Irreversibility / tail risk considerations
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- Compliance exposure and evidentiary needs
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5) Minimum Evidence Checklist (Audit-oriented)
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---------------------------------------------
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- Identity / entity attributes sufficient for the domain
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- Source of funds / source of wealth (if relevant)
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- Transaction narrative coherence (if relevant)
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- Sanctions/PEP screening artifacts (if relevant)
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- Data provenance + timestamps + responsible reviewer
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6) Structured Questions (What must be clarified next?)
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-----------------------------------------------------
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- What assumptions are being made due to missing data?
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- Which policy threshold(s) apply in this jurisdiction?
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- What would change the classification outcome?
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- What is the acceptable false-positive / false-negative posture?
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7) Suggested Review Path (Human-in-the-loop)
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-------------------------------------------
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- Step A: Normalize inputs and verify provenance
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- Step B: Apply policy thresholds to classify risk band
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- Step C: Collect missing evidence (if required)
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- Step D: Document rationale and reviewer accountability
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- Step E: Escalate if any high-severity triggers are present
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Governance Notes
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----------------
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- Output is informational; no decision is executed.
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- For production pilots: policy binding, audit logs, and access controls are mandatory.
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DISCLAIMER
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| 134 |
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----------
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{DISCLAIMER}
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| 136 |
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| 137 |
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© 2026 BPM RED Academy — All rights reserved.
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| 138 |
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"""
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return textwrap.dedent(out).strip()
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with gr.Blocks(theme=gr.themes.Soft(), title=TITLE) as demo:
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gr.Markdown(
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f"""
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# {TITLE}
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**{TAGLINE}**
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⚠️ **Preview only.** {DISCLAIMER}
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---
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| 150 |
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"""
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)
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# Optional gate UI
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if ACCESS_CODES:
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access_code = gr.Textbox(label="FinC2E Access Code (Licensed)", placeholder="e.g., FINC2E-CLIENT-001")
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else:
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access_code = gr.Textbox(label="FinC2E Access Code (optional)", placeholder="(optional)")
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with gr.Row():
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case_id = gr.Textbox(label="Case ID (optional)", placeholder="e.g., CASE-2026-0007")
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jurisdiction = gr.Textbox(label="Jurisdiction", placeholder="e.g., EU / UK / BiH / UAE")
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| 162 |
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with gr.Row():
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domain = gr.Dropdown(label="Domain", choices=RISK_DOMAINS, value="AML / CFT")
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| 165 |
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other_domain = gr.Textbox(label="If Other, specify domain", placeholder="e.g., Payments monitoring, UBO risk, etc.")
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| 166 |
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decision_stage = gr.Textbox(label="Decision stage (optional)", placeholder="e.g., onboarding / ongoing monitoring / escalation review")
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| 168 |
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objective = gr.Textbox(
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label="Decision objective",
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lines=2,
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placeholder="Describe the decision to be supported (not executed). Example: classify risk level and define what evidence is required for review."
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)
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facts = gr.Textbox(
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label="Case facts / inputs",
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| 177 |
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lines=6,
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placeholder="Provide relevant facts only (no unnecessary personal data). Include amounts, timelines, entity types, triggers, and what is already verified."
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)
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constraints = gr.Textbox(
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label="Constraints / policies",
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lines=4,
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placeholder="List policy constraints: thresholds, prohibited conditions, escalation triggers, documentation requirements, and any jurisdictional rules you must respect."
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)
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run = gr.Button("Generate Governance Output (Preview)", variant="primary")
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output = gr.Textbox(label="FinC2E Output (Non-Executive)", lines=20)
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run.click(
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finc2e_reason,
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inputs=[case_id, jurisdiction, domain, other_domain, objective, facts, constraints, decision_stage, access_code],
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outputs=[output]
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)
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gr.Markdown(
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f"""
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---
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### Request access / enterprise pilots
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- Engagement: **{ENGAGEMENT_EMAIL}**
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| 201 |
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- Governance: **{GOVERNANCE_EMAIL}**
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© 2026 BPM RED Academy — All rights reserved.
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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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