Jian Zhu
06/02/2024, 4:59 AMkapa.ai
06/02/2024, 4:59 AMGlobal: max: 17.99 GB, allocated: 10 MB (10.0 MB)
provides information about the memory usage of the buffer manager in Airbyte. Here's a breakdown of what each part means: - Global: max: 17.99 GB: This indicates the maximum amount of memory that can be used by the buffer manager. In this case, it is 17.99 GB. - allocated: 10 MB (10.0 MB): This shows the amount of memory currently allocated by the buffer manager. Here, it is 10 MB. This log message is part of the BufferManager
class, which is responsible for managing the memory buffer used during data synchronization processes. The buffer manager ensures that memory usage stays within the specified limits to prevent out-of-memory errors and optimize performance. For example, similar log messages can be found in the following knowledge sources: - [Github Issue 34620](https://github.com/airbytehq/airbyte/issues/34620) - [Github Issue 35274](https://github.com/airbytehq/airbyte/issues/35274) - [Github Issue 33508](https://github.com/airbytehq/airbyte/issues/33508) - [Github Discussion 32237](https://github.com/airbytehq/airbyte/discussions/32237) These logs are useful for monitoring and debugging the memory usage of the buffer manager during data synchronization tasks.Jian Zhu
06/02/2024, 5:00 AMJian Zhu
06/02/2024, 5:00 AMkapa.ai
06/02/2024, 5:00 AMkapa.ai
06/02/2024, 5:01 AMJOB_MAIN_CONTAINER_MEMORY_REQUEST
and JOB_MAIN_CONTAINER_MEMORY_LIMIT
environment variables. These variables define the minimum and maximum RAM usage for job containers. bash export JOB_MAIN_CONTAINER_MEMORY_REQUEST=4g export JOB_MAIN_CONTAINER_MEMORY_LIMIT=6g
Make sure to restart your Airbyte instance after updating these variables. Reference: [Github Issue 30814](https://github.com/airbytehq/airbyte/issues/30814) 2. Update Resource Requirements in the Database: You can also update the resource requirements directly in the database for specific connectors or jobs. For example, to update the memory allocation for a specific connection, you can use the following SQL command: sql update connection set resource_requirements = '{"cpu_limit": "1", "cpu_request": "1", "memory_limit": "4Gi", "memory_request": "4Gi"}' where id = 'your-connection-id';
Reference: [Forum Post 2416](https://discuss.airbyte.io/t/2416) 3. Increase Node Resources: If you are running Airbyte on a Kubernetes cluster, you can increase the resources allocated to the nodes. For example, you can upgrade the nodes from 2 vCPU/8 GB RAM to 4 vCPU/16 GB RAM. Reference: [Forum Post 725](https://discuss.airbyte.io/t/725) 4. Check and Adjust Resource Requests and Limits: Ensure that the resource requests and limits are properly defined in your Kubernetes configuration. For example, you can set the memory requests and limits for the jobs as follows: yaml jobs: resources: requests: memory: "1Gi" limits: memory: "4Gi"
Reference: [Forum Post 782](https://discuss.airbyte.io/t/782) By following these steps, you can allocate more RAM to your Airbyte instance and improve its performance. If you continue to experience issues, you may need to further increase the memory allocation or investigate other potential bottlenecks in your setup.Jian Zhu
06/02/2024, 5:05 AMkapa.ai
06/02/2024, 5:05 AMkapa.ai
06/02/2024, 5:05 AMSTATE_MANAGER_MEMORY_REQUEST
and STATE_MANAGER_MEMORY_LIMIT
to define the minimum and maximum RAM usage for the State Manager container. Add these variables to your .env
file or set them directly in your environment. bash export STATE_MANAGER_MEMORY_REQUEST=2g export STATE_MANAGER_MEMORY_LIMIT=4g
After updating these variables, make sure to restart your Airbyte instance to apply the changes. 2. Adjust Kubernetes Configuration: If you are running Airbyte on a Kubernetes cluster, you can adjust the resource requests and limits for the State Manager in your Kubernetes configuration files. For example, you can set the memory requests and limits as follows: yaml stateManager: resources: requests: memory: "2Gi" limits: memory: "4Gi"
3. Monitor and Verify: After making these changes, monitor the memory usage of the State Manager to ensure that the new settings are effective. You can use tools like kubectl top
for Kubernetes or docker stats
for Docker to check the memory usage. By following these steps, you can increase the memory allocated to the State Manager in Airbyte, which can help improve its performance and stability. For more detailed information, you can refer to the relevant documentation and discussions: - [Configuring Connector Resources](https://docs.airbyte.com/operator-guides/configuring-connector-resources) - [Scaling Airbyte](https://docs.airbyte.com/operator-guides/scaling-airbyte/) If you encounter any issues or need further assistance, feel free to check the Airbyte community forums or open a support ticket.Blessed Adudu
06/07/2024, 10:42 AMJian Zhu
06/12/2024, 9:14 AM89:JOB_MAIN_CONTAINER_MEMORY_REQUEST=30Gi
90:JOB_MAIN_CONTAINER_MEMORY_LIMIT=40Gi