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02/26/2025, 2:11 PMmelodic-vegetable-78787
02/26/2025, 2:13 PMgray-monkey-83525
02/26/2025, 2:13 PMhelm repo add prometheus-community https://prometheus-community.github.io/helm-charts
helm install prometheus prometheus-community/prometheus
4. Install Grafana: Deploy Grafana for visualizing metrics collected by Prometheus. Again, use Helm for installation:
helm repo add grafana https://grafana.github.io/helm-charts
helm install grafana grafana/grafana
5. Configure Monitoring: Set up Prometheus to scrape metrics from your Kubernetes nodes and applications. Configure Grafana dashboards to visualize these metrics for system and agent monitoring.
6. Deploy Your Application: Deploy your application and agents in the Kubernetes cluster. Use a Horizontal Pod Autoscaler to manage scaling based on demand.
7. Set Up Alerts: Configure alerts in Prometheus for critical metrics, such as CPU usage, memory usage, and response times. Ensure alerts are sent to your preferred notification channels.
8. Test and Optimize: Conduct load testing to ensure your system can handle the expected load. Optimize configurations based on test results.
Would you like more detailed guidance on any specific part of this setup?
Sources:
- Deploy to Kubernetes 👍 0 button 👎 0 button 💡 Hint: Mention @runllm in the thread for followups.melodic-vegetable-78787
02/26/2025, 2:17 PMgray-monkey-83525
02/26/2025, 2:17 PMmelodic-vegetable-78787
02/26/2025, 2:22 PMgray-monkey-83525
02/26/2025, 2:22 PMapiVersion: apps/v1
kind: Deployment
metadata:
name: sip-server
spec:
replicas: 2
selector:
matchLabels:
app: sip-server
template:
metadata:
labels:
app: sip-server
spec:
containers:
- name: sip-server
image: your-sip-server-image
ports:
- containerPort: 5060
- containerPort: 10000-20000
Would you like more detailed guidance on any specific part of this setup?
Sources:
- https://docs.livekit.io/home/self-hosting/ingress/#Configuration
- https://docs.livekit.io/home/self-hosting/egress/#Running-locally 👍 0 button 👎 0 button 💡 Hint: Mention @runllm in the thread for followups.melodic-vegetable-78787
02/26/2025, 2:26 PMmelodic-vegetable-78787
02/26/2025, 2:26 PMgray-monkey-83525
02/26/2025, 2:26 PMmelodic-vegetable-78787
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02/26/2025, 2:27 PMmelodic-vegetable-78787
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02/26/2025, 2:30 PMmelodic-vegetable-78787
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02/26/2025, 2:32 PMmelodic-vegetable-78787
02/26/2025, 2:35 PMgray-monkey-83525
02/26/2025, 2:35 PMload_threshold
parameter in the WorkerOptions class to define when an agent should stop accepting new jobs. This helps in balancing the load across multiple agents.
4. Horizontal Scaling: Deploy multiple agent instances to handle high call volumes. Use Kubernetes' Horizontal Pod Autoscaler to automatically scale the number of agent pods based on resource usage. This ensures that your system can handle spikes in demand efficiently.
5. Monitoring and Optimization: Implement monitoring to track agent performance and adjust configurations as needed. Use tools like Prometheus and Grafana to gain insights into resource usage and optimize your deployment.
Would you like more detailed guidance on configuring load thresholds or scaling strategies?
Sources:
- Deployment and Scaling
- Dispatching Agents 👍 0 button 👎 0 button 💡 Hint: Mention @runllm in the thread for followups.melodic-vegetable-78787
02/26/2025, 4:07 PMgray-monkey-83525
02/26/2025, 4:07 PMcurl https://raw.githubusercontent.com/helm/helm/master/scripts/get-helm-3 | bash
3. Deploy LiveKit:
- Add the LiveKit Helm repository and install LiveKit using Helm.
helm repo add livekit https://helm.livekit.io
helm install livekit-server livekit/livekit-server --namespace livekit --create-namespace
- Configure LiveKit with necessary environment variables and secrets for API keys and Redis connection.
4. Deploy Egress Service:
- Use the LiveKit Helm chart to deploy the Egress service.
helm install livekit-egress livekit/egress --namespace livekit
- Ensure Egress is configured to handle recording and streaming tasks efficiently.
5. Deploy SIP Server:
- Create a Docker image for your SIP server (e.g., Asterisk or FreeSWITCH) and push it to a container registry.
- Create a Kubernetes Deployment and Service for the SIP server, exposing necessary ports (e.g., 5060 for SIP, 10000-20000 for RTP).
6. Deploy Redis:
- Use a Helm chart to deploy Redis in your AKS cluster.
helm repo add bitnami https://charts.bitnami.com/bitnami
helm install redis bitnami/redis --namespace livekit
7. Configure Networking:
- Set up Azure Load Balancer to distribute traffic to your services.
- Ensure network policies and security groups are configured to allow necessary traffic while securing your services.
8. Monitoring and Logging:
- Deploy Prometheus and Grafana for monitoring.
helm install prometheus prometheus-community/prometheus --namespace monitoring
helm install grafana grafana/grafana --namespace monitoring
- Set up dashboards to monitor the performance and health of your services.
9. CI/CD Pipeline:
- Use GitHub Actions or Azure DevOps to automate the build and deployment of your Docker images to AKS.
10. Testing and Optimization:
- Conduct load testing to ensure your setup can handle the expected load.
- Optimize configurations based on test results and monitoring data.
Would you like more detailed guidance on any specific part of this setup?
Sources:
- https://livekit-users.slack.com/archives/C07FVFL1H3P/p1730875867.086059
- https://livekit-users.slack.com/archives/C07FY8WHGPM/p1729636735.759029 👍 0 button 👎 0 button 💡 Hint: Mention @runllm in the thread for followups.melodic-vegetable-78787
02/26/2025, 4:09 PMgray-monkey-83525
02/26/2025, 4:09 PMcurl https://raw.githubusercontent.com/helm/helm/master/scripts/get-helm-3 | bash
3. Deploy Redis:
- Use a Helm chart to deploy Redis in your AKS cluster.
helm repo add bitnami https://charts.bitnami.com/bitnami
helm install redis bitnami/redis --namespace livekit
4. Deploy LiveKit Server:
- Add the LiveKit Helm repository and install LiveKit using Helm.
helm repo add livekit https://helm.livekit.io
helm install livekit-server livekit/livekit-server --namespace livekit --create-namespace
- Configure LiveKit with necessary environment variables and secrets for API keys and Redis connection.
5. Deploy Egress Service:
- Use the LiveKit Helm chart to deploy the Egress service.
helm install livekit-egress livekit/egress --namespace livekit
6. Deploy Ingress Service:
- Use the LiveKit Helm chart to deploy the Ingress service.
helm install livekit-ingress livekit/ingress --namespace livekit
- Configure Ingress to handle incoming media streams and ensure it is set up with the correct ports and protocols.
7. Deploy SIP Server:
- Create a Docker image for your SIP server (e.g., Asterisk or FreeSWITCH) and push it to a container registry.
- Create a Kubernetes Deployment and Service for the SIP server, exposing necessary ports (e.g., 5060 for SIP, 10000-20000 for RTP).
8. Configure Networking:
- Set up Azure Load Balancer to distribute traffic to your services.
- Ensure network policies and security groups are configured to allow necessary traffic while securing your services.
9. Monitoring and Logging:
- Deploy Prometheus and Grafana for monitoring.
helm install prometheus prometheus-community/prometheus --namespace monitoring
helm install grafana grafana/grafana --namespace monitoring
gray-monkey-83525
02/26/2025, 4:10 PMmelodic-vegetable-78787
02/26/2025, 4:14 PMgray-monkey-83525
02/26/2025, 4:14 PMcurl https://raw.githubusercontent.com/helm/helm/master/scripts/get-helm-3 | bash
3. Deploy Redis:
- Use a Helm chart to deploy Redis, which is essential for LiveKit's messaging and state management.
helm repo add bitnami https://charts.bitnami.com/bitnami
helm install redis bitnami/redis --namespace livekit
4. Deploy LiveKit Server:
- Add the LiveKit Helm repository and install the LiveKit server.
helm repo add livekit https://helm.livekit.io
helm install livekit-server livekit/livekit-server --namespace livekit --create-namespace
- Configure the server with appropriate environment variables, including API keys and Redis connection details.
5. Deploy Egress Service:
- Use the LiveKit Helm chart to deploy the Egress service for recording and streaming.
helm install livekit-egress livekit/egress --namespace livekit
- Ensure Egress is configured to handle high volumes of recording and streaming tasks efficiently.
6. Deploy Ingress Service:
- Use the LiveKit Helm chart to deploy the Ingress service for handling incoming media streams.
helm install livekit-ingress livekit/ingress --namespace livekit
- Configure Ingress to manage media streams effectively, ensuring it is set up with the correct ports and protocols.
7. Resource Configuration:
- Define resource requests and limits in your Helm values files to ensure each component has sufficient CPU and memory. For handling 1000 calls, consider using nodes with at least 8 vCPUs and 16 GB of RAM.
8. Autoscaling:
- Implement Horizontal Pod Autoscalers (HPA) for LiveKit, Egress, and Ingress services to automatically scale based on CPU and memory usage.
9. Monitoring and Logging:
- Deploy Prometheus and Grafana for monitoring.
helm install prometheus prometheus-community/prometheus --namespace monitoring
helm install grafana grafana/grafana --namespace monitoring
gray-monkey-83525
02/26/2025, 4:14 PMgray-monkey-83525
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