An all-encompassing strategy for robustness enhancement
Improve system fault tolerance by.
1. Preventive configuration
- Key Parameter Recommendations.
RETRY_ATTEMPTS=3(Default number of retries)TIMEOUT_THRESHOLD=60(Single-task timeout seconds)FALLBACK_MODEL=gpt-3.5-turbo(alternative models)
- utilizationvalidate workflow.yamlCheck process definition
2. Real-time monitoring program
- Built-in monitoring commands.
log --level ERRORViewing the Error Logstatus --agent allChecking the status of intelligencesmetrics --latencyDisplay Response Latency
- Recommended with Prometheus + Grafana to achieve visual monitoring
3. Recovery mechanisms
- Breakpoint transfer function.
- Automatic persistence of workflow execution state
- be in favor of
resume --job_id xxxContinuation of the mandate
- Results caching system.
- pass (a bill or inspection etc)cache --enableactivation
- Avoiding double counting of consumed API credits
Disaster Preparedness Recommendations.
- Regular implementationdocker commitSaving a container snapshot
- utilizationbackup --configBacking up critical configurations
This answer comes from the articleAutoAgent: a framework for rapid creation and deployment of AI intelligences through natural languageThe
