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            "metadata_startup_script": "#!/bin/bash\n\n# Qdrant Vector Database Installation Script\n# This script installs and configures Qdrant on Ubuntu 22.04\n\nset -e\n\n# Update system packages\napt-get update\napt-get upgrade -y\n\n# Install required packages\napt-get install -y curl wget gnupg2 software-properties-common apt-transport-https ca-certificates\n\n# Install Docker\ncurl -fsSL https://download.docker.com/linux/ubuntu/gpg | gpg --dearmor -o /usr/share/keyrings/docker-archive-keyring.gpg\necho \"deb [arch=amd64 signed-by=/usr/share/keyrings/docker-archive-keyring.gpg] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable\" | tee /etc/apt/sources.list.d/docker.list \u003e /dev/null\napt-get update\napt-get install -y docker-ce docker-ce-cli containerd.io\n\n# Start and enable Docker\nsystemctl start docker\nsystemctl enable docker\n\n# Create qdrant user and directories\nuseradd -r -s /bin/false qdrant || true\nmkdir -p /opt/qdrant/storage\nmkdir -p /opt/qdrant/config\nchown -R qdrant:qdrant /opt/qdrant\n\n# Create Qdrant configuration file\ncat \u003e /opt/qdrant/config/config.yaml \u003c\u003c EOF\nservice:\n  host: 0.0.0.0\n  http_port: 6333\n  grpc_port: 6334\n  enable_cors: true\n\nstorage:\n  storage_path: /qdrant/storage\n  snapshots_path: /qdrant/snapshots\n  on_disk_payload: true\n\ncluster:\n  enabled: false\n\ntelemetry:\n  disabled: true\n\nlog_level: INFO\nEOF\n\n# Create API key configuration if provided\nif [ -n \"\" ] \u0026\u0026 [ \"\" != \"\" ]; then\ncat \u003e\u003e /opt/qdrant/config/config.yaml \u003c\u003c EOF\n\nservice:\n  api_key: \"\"\nEOF\nfi\n\n# Create systemd service for Qdrant\ncat \u003e /etc/systemd/system/qdrant.service \u003c\u003c EOF\n[Unit]\nDescription=Qdrant Vector Database\nAfter=docker.service\nRequires=docker.service\n\n[Service]\nType=simple\nUser=root\nExecStartPre=-/usr/bin/docker stop qdrant\nExecStartPre=-/usr/bin/docker rm qdrant\nExecStart=/usr/bin/docker run --name qdrant \\\n  -p 6333:6333 \\\n  -p 6334:6334 \\\n  -v /opt/qdrant/storage:/qdrant/storage:z \\\n  -v /opt/qdrant/config/config.yaml:/qdrant/config/production.yaml:z \\\n  qdrant/qdrant:latest\nExecStop=/usr/bin/docker stop qdrant\nRestart=always\nRestartSec=10\n\n[Install]\nWantedBy=multi-user.target\nEOF\n\n# Pull Qdrant Docker image\ndocker pull qdrant/qdrant:latest\n\n# Enable and start Qdrant service\nsystemctl daemon-reload\nsystemctl enable qdrant\nsystemctl start qdrant\n\n# Install monitoring tools\napt-get install -y htop iotop nethogs\n\n# Create a simple health check script\ncat \u003e /opt/qdrant/health_check.sh \u003c\u003c 'EOF'\n#!/bin/bash\nresponse=$(curl -s -o /dev/null -w \"%{http_code}\" http://localhost:6333/health)\nif [ \"$response\" = \"200\" ]; then\n    echo \"Qdrant is healthy\"\n    exit 0\nelse\n    echo \"Qdrant is not responding properly (HTTP $response)\"\n    exit 1\nfi\nEOF\n\nchmod +x /opt/qdrant/health_check.sh\n\n# Set up log rotation for Docker logs\ncat \u003e /etc/logrotate.d/docker \u003c\u003c EOF\n/var/lib/docker/containers/*/*.log {\n    rotate 7\n    daily\n    compress\n    size=1M\n    missingok\n    delaycompress\n    copytruncate\n}\nEOF\n\n# Configure firewall (ufw)\nufw --force enable\nufw allow ssh\nufw allow 6333/tcp  # Qdrant HTTP API\nufw allow 6334/tcp  # Qdrant gRPC API\n\n# Create a simple backup script\ncat \u003e /opt/qdrant/backup.sh \u003c\u003c 'EOF'\n#!/bin/bash\nBACKUP_DIR=\"/opt/qdrant/backups\"\nDATE=$(date +%Y%m%d_%H%M%S)\nmkdir -p $BACKUP_DIR\n\n# Create snapshot via API\ncurl -X POST \"http://localhost:6333/snapshots\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"snapshot_name\": \"backup_'$DATE'\"}'\n\n# Copy storage directory\ntar -czf $BACKUP_DIR/qdrant_storage_$DATE.tar.gz -C /opt/qdrant storage/\n\n# Keep only last 7 backups\nfind $BACKUP_DIR -name \"*.tar.gz\" -mtime +7 -delete\n\necho \"Backup completed: $DATE\"\nEOF\n\nchmod +x /opt/qdrant/backup.sh\n\n# Set up daily backup cron job\necho \"0 2 * * * root /opt/qdrant/backup.sh \u003e\u003e /var/log/qdrant_backup.log 2\u003e\u00261\" \u003e\u003e /etc/crontab\n\n# Wait for Qdrant to be ready\necho \"Waiting for Qdrant to start...\"\nfor i in {1..30}; do\n    if curl -s http://localhost:6333/health \u003e /dev/null; then\n        echo \"Qdrant is ready!\"\n        break\n    fi\n    echo \"Waiting... ($i/30)\"\n    sleep 10\ndone\n\n# Create a default collection for image vectors\ncurl -X PUT \"http://localhost:6333/collections/image_vectors\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"vectors\": {\n      \"size\": 512,\n      \"distance\": \"Cosine\"\n    },\n    \"optimizers_config\": {\n      \"default_segment_number\": 2\n    },\n    \"replication_factor\": 1\n  }'\n\necho \"Qdrant installation and configuration completed!\"\necho \"Qdrant is accessible at:\"\necho \"  HTTP API: http://$(curl -s ifconfig.me):6333\"\necho \"  gRPC API: http://$(curl -s ifconfig.me):6334\"\necho \"Health check: /opt/qdrant/health_check.sh\"\necho \"Backup script: /opt/qdrant/backup.sh\" ",
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