Spaces:
Running on Zero
Running on Zero
Update app.py
#4
by specimba - opened
app.py
CHANGED
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# ---------------------------------------------------------------------------
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# Model: FLUX.2 [klein] 4B
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# - Apache-2.0, 4B params, BFL's fastest small model (sub-second, ~13GB VRAM)
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# - Unified text-to-image + multi-reference editing
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# - Released Jan 2026 (current BFL small-model generation)
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# ---------------------------------------------------------------------------
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MODEL_REPO_ID = "black-forest-labs/FLUX.2-klein-4B"
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dtype = torch.bfloat16
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device = "cuda" if torch.cuda.is_available() else "cpu"
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# Load on cuda at module level. (No enable_model_cpu_offload() on ZeroGPU β
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# the GPU is only attached inside @spaces.GPU; module-level cuda uses the
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# ZeroGPU CUDA-emulation, and offload would conflict.)
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pipe = Flux2KleinPipeline.from_pretrained(MODEL_REPO_ID, torch_dtype=dtype).to(device)
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MAX_SEED = np.iinfo(np.int32).max
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MAX_IMAGE_SIZE = 2048
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@spaces.GPU(duration=60)
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def infer(
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prompt,
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seed,
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randomize_seed,
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width,
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height,
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num_inference_steps,
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guidance_scale,
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progress=gr.Progress(track_tqdm=True),
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):
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if randomize_seed:
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seed = random.randint(0, MAX_SEED)
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generator = torch.Generator(device=device).manual_seed(seed)
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image = pipe(
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prompt=prompt,
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width=width,
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height=height,
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num_inference_steps=num_inference_steps,
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guidance_scale=guidance_scale,
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generator=generator,
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).images[0]
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return image, seed
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examples = [
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"A magical city at twilight, glowing windows, storybook illustration, warm light",
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"A cat holding a sign that says hello world",
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"Astronaut in a jungle, cold color palette, muted colors, detailed, 8k",
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]
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css = """
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#col-container { margin: 0 auto; max-width: 640px; }
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"""
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with gr.Accordion("Advanced Settings", open=False):
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seed = gr.Slider(label="Seed", minimum=0, maximum=MAX_SEED, step=1, value=0)
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randomize_seed = gr.Checkbox(label="Randomize seed", value=True)
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with gr.Row():
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with gr.Row():
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label="
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if __name__ == "__main__":
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demo.launch(
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"""
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integrated_nexus_app.py
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NEXUS Visual Weaver - Integrated App (Phase A + HF MCP Bridge)
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This is the main Gradio application for the hackathon Space.
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It combines:
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- Phase A: Orchestration + Governance Checkpoint UI
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- HF MCP Bridge: Authentication + Repository tools exposed as MCP tools
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Launch with mcp_server=True for agent integration.
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"""
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import gradio as gr
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from nexus_hf_mcp_bridge import nexus_hf_bridge
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# ============================================================
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# Phase A - Original Orchestration Logic (Stub for now)
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# ============================================================
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def run_refine_and_plan(prompt: str, mode: str):
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"""Phase A orchestration stub."""
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return {
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"input_prompt": prompt,
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"reasoning_mode": mode,
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"selected_backbone": "flux_klein_9b" if "image" in prompt.lower() else "ltx_2.3",
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"plan_summary": f"Plan generated for: {prompt[:80]}...",
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"next_step": "Run judgment checkpoint or use HF Bridge"
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}
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def run_judgment_checkpoint(plan: dict):
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"""Phase A governance checkpoint stub."""
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return {
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"checkpoint_id": "phase_a_checkpoint",
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"trust_score": 82,
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"recommendation": "proceed",
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"justification": "Phase A governance stub. Real thermodynamic detectors coming in next phase.",
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"local_mode": True
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}
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# ============================================================
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# HF MCP Bridge UI Functions
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# ============================================================
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def hf_authenticate():
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"""Trigger HF OAuth Device Code flow."""
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result = nexus_hf_bridge.tool_authenticate()
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return result
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def hf_create_or_update_file(repo_id: str, path_in_repo: str, content: str):
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"""Create or update a file in a Hugging Face repo via the bridge."""
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if not repo_id or not path_in_repo or not content:
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return {"status": "error", "message": "Please fill all fields."}
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result = nexus_hf_bridge.tool_create_or_update_file(
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repo_id=repo_id,
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path_in_repo=path_in_repo,
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content=content
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)
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return result
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def hf_list_files(repo_id: str):
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"""List files in a repository."""
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if not repo_id:
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return {"status": "error", "message": "Please provide a repository ID."}
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result = nexus_hf_bridge.tool_list_repo_files(repo_id=repo_id)
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return result
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# ============================================================
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# Gradio UI
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# ============================================================
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with gr.Blocks(
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title="NEXUS Visual Weaver",
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theme=gr.themes.Soft(),
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css="""
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.nexus-header { font-size: 2.1rem; font-weight: 700; }
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.section-box { border: 1px solid #374151; border-radius: 10px; padding: 16px; margin-top: 10px; }
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"""
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) as demo:
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gr.HTML("""
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<div style="text-align: center; margin-bottom: 1rem;">
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<h1 class="nexus-header">NEXUS Visual Weaver</h1>
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<span style="background:#1f2937; color:#93c5fd; padding:2px 10px; border-radius:9999px; font-size:0.75rem;">
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Phase A + HF MCP Bridge
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</span>
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</div>
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""")
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with gr.Tabs():
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# ===================== TAB 1: Phase A Orchestration =====================
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with gr.Tab("ποΈ Orchestration (Phase A)"):
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with gr.Row():
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with gr.Column(scale=3):
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prompt = gr.Textbox(
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label="Creative Direction",
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placeholder="A Slavic model in patent leather trench coat with crimson hardware...",
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lines=5
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)
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mode = gr.Radio(
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["Strict (High Fidelity)", "Frontier (Creative Exploration)"],
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value="Strict (High Fidelity)",
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label="Reasoning Mode"
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)
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with gr.Column(scale=2):
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gr.Markdown("### Current Status")
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gr.Markdown("- Phase A orchestration active\n- HF MCP Bridge ready\n- Governance layer: Stub mode")
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with gr.Row():
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refine_btn = gr.Button("π Refine & Create Plan", variant="primary")
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judge_btn = gr.Button("βοΈ Run Judgment Checkpoint", variant="secondary")
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with gr.Row():
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plan_output = gr.JSON(label="Orchestration Plan")
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checkpoint_output = gr.JSON(label="Governance Checkpoint")
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refine_btn.click(run_refine_and_plan, inputs=[prompt, mode], outputs=plan_output)
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judge_btn.click(run_judgment_checkpoint, inputs=[plan_output], outputs=checkpoint_output)
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# ===================== TAB 2: HF MCP Bridge =====================
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with gr.Tab("π€ HF MCP Bridge"):
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gr.Markdown("## Hugging Face MCP Bridge")
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gr.Markdown("Authenticate once, then use the tools below. All operations go through the sovereign bridge.")
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with gr.Row():
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auth_btn = gr.Button("π Authenticate with Hugging Face (Device Code)", variant="primary", scale=1)
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auth_status = gr.JSON(label="Authentication Status")
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auth_btn.click(hf_authenticate, outputs=auth_status)
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gr.Markdown("---")
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with gr.Row():
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with gr.Column():
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repo_id = gr.Textbox(label="Repository ID", placeholder="username/my-model")
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path_in_repo = gr.Textbox(label="Path in Repository", placeholder="README.md or folder/file.txt")
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content = gr.Textbox(label="File Content", lines=8, placeholder="Write your content here...")
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update_btn = gr.Button("π Create / Update File", variant="primary")
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update_result = gr.JSON(label="Result")
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with gr.Column():
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list_repo = gr.Textbox(label="Repository ID to List")
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list_btn = gr.Button("π List Files")
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list_result = gr.JSON(label="Repository Files")
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update_btn.click(
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hf_create_or_update_file,
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inputs=[repo_id, path_in_repo, content],
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outputs=update_result
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)
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list_btn.click(
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hf_list_files,
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inputs=[list_repo],
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outputs=list_result
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)
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# ===================== TAB 3: System =====================
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with gr.Tab("π System"):
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gr.Markdown("### NEXUS Visual Weaver Status")
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gr.Markdown("""
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- **Phase A**: Orchestration + Governance Checkpoint (active)
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- **HF MCP Bridge**: Authentication + Repository tools (integrated)
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- **MCP Server**: Enabled (`mcp_server=True`)
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- **OAuth App**: X - GROK integration for HF
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- **Next**: Thermodynamic governance layer + Zapier MCP integration
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""")
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# ============================================================
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# Launch
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# ============================================================
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if __name__ == "__main__":
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demo.launch(
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server_name="0.0.0.0",
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server_port=7860,
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show_api=True,
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mcp_server=True, # Important for MCP tools
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ssr_mode=False
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)
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