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app.py
CHANGED
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Hugging Face Spaces Cluster - Worker App
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=========================================
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Läuft auf jedem Worker Space und führt Tasks aus.
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Deployment:
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1. Diese Datei als app.py auf Hugging Face Space hochladen
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2. requirements.txt hochladen
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3. Space startet automatisch
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"""
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import os
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import time
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import requests
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import numpy as np
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# Hugging Face Konfiguration
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HF_TOKEN = os.getenv("HF_TOKEN", "")
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@@ -21,8 +19,13 @@ WORKER_ID = os.getenv("WORKER_ID", "worker-1")
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CONTROLLER_URL = os.getenv("CONTROLLER_URL", "")
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SPACE_NAME = os.getenv("SPACE_NAME", "")
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# ============================================
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# Task-Verarbeitung
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"""Verarbeitet einen Task vom Controller"""
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print(f"[{WORKER_ID}] Verarbeite Task: {task_type}")
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if task_type == "sum":
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result = np.sum(data)
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elif task_type == "mean":
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result = np.mean(data)
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elif task_type == "matrix_multiply":
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a, b = data
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result = np.dot(a, b)
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elif task_type == "inference":
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result = np.mean(data) # Platzhalter
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else:
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result = None
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print(f"[{WORKER_ID}]
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return result
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if not CONTROLLER_URL:
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return
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try:
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requests.
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f"{CONTROLLER_URL}/api/
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timeout=5
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)
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except Exception as e:
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# ============================================
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# Gradio Interface
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# ============================================
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def worker_interface(task_json):
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"""Gradio Interface für manuelle Tasks"""
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import json
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try:
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task = json.loads(task_json)
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task_type = task.get("type", "sum")
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except Exception as e:
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return json.dumps({"status": "error", "message": str(e)})
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def
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"""
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**Worker ID:** {WORKER_ID}
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**Space:** {SPACE_NAME}
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**Controller:** {CONTROLLER_URL or 'Nicht konfiguriert'}
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**Status:** 🟢 Ready
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# Gradio UI
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with gr.Blocks(title=f"Cluster Worker - {WORKER_ID}") as demo:
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gr.Markdown(f"#
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with gr.Row():
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with gr.Column():
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status_md = gr.Markdown(get_worker_status())
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with gr.Column():
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gr.Markdown("### Task manuell ausführen")
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task_input = gr.Textbox(
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label="Task JSON",
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run_btn = gr.Button("Task ausführen")
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result_output = gr.Textbox(label="Ergebnis")
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run_btn.click(
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fn=worker_interface,
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inputs=task_input,
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outputs=result_output
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)
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# ============================================
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# Background Polling (für Controller-Tasks)
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# ============================================
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def poll_controller():
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"""Pollt Controller auf neue Tasks"""
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if not CONTROLLER_URL:
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return
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try:
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response = requests.get(
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f"{CONTROLLER_URL}/api/get_task",
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params={"worker_id": WORKER_ID},
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timeout=5
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)
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if response.status_code == 200:
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task = response.json()
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if task.get("type"):
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result = process_task(task["type"], task["data"])
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# Ergebnis zurück senden
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requests.post(
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f"{CONTROLLER_URL}/api/submit_result",
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json={
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"worker_id": WORKER_ID,
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"task_id": task.get("id"),
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"result": result
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},
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timeout=5
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)
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except Exception as e:
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print(f"Polling fehlgeschlagen: {e}")
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# Background-Task starten
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import threading
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def start_polling():
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while True:
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poll_controller()
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time.sleep(2) # Alle 2 Sekunden pollern
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threading.Thread(target=start_polling, daemon=True).start()
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# ============================================
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# Main
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# ============================================
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if __name__ == "__main__":
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print(f"🚀 Starte
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print(f" Space: {SPACE_NAME}")
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print(f" Controller: {CONTROLLER_URL}")
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# Health-Check senden
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health_check()
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# Gradio starten
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demo.launch(server_name="0.0.0.0", server_port=7860)
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# Für Hugging Face Spaces - die App muss 'app' heißen
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app = demo
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Hugging Face Spaces Cluster - Worker App
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=========================================
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Läuft auf jedem Worker Space und führt Tasks aus.
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"""
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import os
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import time
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import requests
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import numpy as np
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import threading
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import json
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import gradio as gr
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# Hugging Face Konfiguration
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HF_TOKEN = os.getenv("HF_TOKEN", "")
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CONTROLLER_URL = os.getenv("CONTROLLER_URL", "")
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SPACE_NAME = os.getenv("SPACE_NAME", "")
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print(f"\n{'='*60}")
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print(f"🔧 Worker startet...")
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print(f" WORKER_ID: {WORKER_ID}")
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print(f" CONTROLLER_URL: {CONTROLLER_URL}")
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print(f" SPACE_NAME: {SPACE_NAME}")
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print(f" HF_TOKEN: {HF_TOKEN[:10]}...")
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print(f"{'='*60}\n")
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# ============================================
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# Task-Verarbeitung
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"""Verarbeitet einen Task vom Controller"""
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print(f"[{WORKER_ID}] Verarbeite Task: {task_type}")
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if isinstance(data, list):
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data = np.array(data)
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if task_type == "sum":
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result = float(np.sum(data))
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elif task_type == "mean":
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result = float(np.mean(data))
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elif task_type == "matrix_multiply":
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a, b = data
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result = np.dot(np.array(a), np.array(b)).tolist()
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elif task_type == "inference":
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result = float(np.mean(data))
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else:
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result = None
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print(f"[{WORKER_ID}] Ergebnis: {result}")
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return result
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# ============================================
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# Beim Controller registrieren
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# ============================================
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def register_with_controller():
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"""Registriert sich beim Controller"""
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if not CONTROLLER_URL:
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print("❌ CONTROLLER_URL nicht gesetzt!")
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return False
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try:
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# Versuche HTTP und HTTPS
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urls_to_try = [
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CONTROLLER_URL,
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CONTROLLER_URL.replace("https://", "http://"),
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]
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for url in urls_to_try:
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try:
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response = requests.post(
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f"{url}/api/register",
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json={"worker_id": WORKER_ID, "status": "ready"},
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timeout=10
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)
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if response.status_code == 200:
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print(f"✅ Beim Controller registriert: {url}")
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return True
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except Exception as e:
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continue
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print(f"❌ Registrierung fehlgeschlagen: {CONTROLLER_URL}")
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return False
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except Exception as e:
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print(f"❌ Fehler bei Registrierung: {e}")
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return False
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def poll_controller():
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"""Pollt Controller auf neue Tasks"""
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if not CONTROLLER_URL:
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return
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try:
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response = requests.get(
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f"{CONTROLLER_URL}/api/get_task",
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params={"worker_id": WORKER_ID},
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timeout=5
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)
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if response.status_code == 200 and response.text.strip():
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try:
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task = response.json()
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if task and task.get("type"):
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print(f"📥 Task erhalten: {task.get('id', 'unknown')[:8]} ({task['type']})")
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result = process_task(task["type"], task["data"])
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# Ergebnis zurück senden
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requests.post(
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f"{CONTROLLER_URL}/api/submit_result",
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json={
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"worker_id": WORKER_ID,
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"task_id": task.get("id"),
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"result": result
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},
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timeout=5
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)
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print(f"✅ Ergebnis gesendet")
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except json.JSONDecodeError:
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pass # Leere Antwort, kein Task verfügbar
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else:
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pass # Kein Task verfügbar
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except Exception as e:
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pass # Still schweigen beim Polling
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def start_polling():
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"""Startet Background-Polling"""
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# Erst registrieren
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register_with_controller()
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# Dann pollen
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while True:
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poll_controller()
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time.sleep(3)
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# Background-Thread starten
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threading.Thread(target=start_polling, daemon=True).start()
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# ============================================
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# Gradio Interface
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# ============================================
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def get_worker_status():
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"""Zeigt Worker-Status"""
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registered = "🟢" if CONTROLLER_URL else "🔴"
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return f"""
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## Worker Status
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**Worker ID:** {WORKER_ID}
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**Space:** {SPACE_NAME}
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**Controller:** {CONTROLLER_URL or 'Nicht konfiguriert'}
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**Status:** {registered} {'Verbunden' if CONTROLLER_URL else 'Keine URL'}
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### Verfügbare Tasks:
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- sum: Array-Summe
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- mean: Array-Durchschnitt
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- matrix_multiply: Matrix-Multiplikation
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"""
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def worker_interface(task_json):
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"""Gradio Interface für manuelle Tasks"""
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try:
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task = json.loads(task_json)
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task_type = task.get("type", "sum")
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except Exception as e:
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return json.dumps({"status": "error", "message": str(e)})
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def test_connection():
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"""Testet Verbindung zum Controller"""
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if not CONTROLLER_URL:
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return "❌ CONTROLLER_URL nicht gesetzt!"
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try:
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response = requests.get(f"{CONTROLLER_URL}/api/cluster_status", timeout=5)
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if response.status_code == 200:
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return f"✅ Controller erreichbar: {CONTROLLER_URL}"
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else:
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return f"❌ Controller antwortet nicht: {response.status_code}"
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except Exception as e:
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return f"❌ Verbindung fehlgeschlagen: {e}"
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# Gradio UI
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with gr.Blocks(title=f"Cluster Worker - {WORKER_ID}") as demo:
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gr.Markdown(f"# 🔧 Cluster Worker: {WORKER_ID}")
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with gr.Row():
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with gr.Column():
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status_md = gr.Markdown(get_worker_status())
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refresh_btn = gr.Button("🔄 Status aktualisieren")
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refresh_btn.click(fn=get_worker_status, outputs=status_md)
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with gr.Column():
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gr.Markdown("### Verbindung testen")
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test_btn = gr.Button("🔗 Teste Controller")
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test_output = gr.Textbox(label="Ergebnis")
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test_btn.click(fn=test_connection, outputs=test_output)
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gr.Markdown("### Task manuell ausführen")
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task_input = gr.Textbox(
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label="Task JSON",
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run_btn = gr.Button("Task ausführen")
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result_output = gr.Textbox(label="Ergebnis")
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run_btn.click(fn=worker_interface, inputs=task_input, outputs=result_output)
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# ============================================
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# Main
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# ============================================
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if __name__ == "__main__":
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print(f"🚀 Starte Gradio UI...")
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demo.launch(server_name="0.0.0.0", server_port=7860)
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