Seldon Core Model server reliability issues

Lack of redundancy or fault tolerance leading to reliability issues.

Seldon Core Model server scalability issues

Inadequate scalability planning or misconfigured scaling settings.

Seldon Core Model server performance issues

Inefficient code or resource bottlenecks affecting performance.

Seldon Core Model server testing issues

Inadequate testing leading to undetected issues.

Seldon Core Inconsistent model behavior due to configuration discrepancies.

Lack of configuration management leading to inconsistencies.

Seldon Core Model server deployment issues

Incorrect deployment procedures or misconfigured deployment settings.

Seldon Core Model server dependency management issues

Poor dependency management leading to conflicts or missing dependencies.

Seldon Core Model server upgrade issues

Incompatibility between new and old versions or incorrect upgrade procedures.

Seldon Core Model server rollback issues

Improper rollback procedures or lack of version control.

Seldon Core Model server backup issues

Inadequate backup procedures or misconfigured backup settings.

Seldon Core Model server monitoring issues

Lack of monitoring tools or misconfigured monitoring settings.

Seldon Core Model server logging issues

Misconfigured logging settings or insufficient log retention.

Seldon Core Model server load balancing issues

Improper load balancing configuration or insufficient instances.

Seldon Core Model server API version mismatch

Incompatibility between client and server API versions.

Seldon Core Model server storage issues

Insufficient storage space or misconfigured storage settings.

Seldon Core Model server security vulnerabilities

Unpatched vulnerabilities or insecure configurations.

Seldon Core Model server dependency version conflicts

Incompatible versions of dependencies causing conflicts.

Seldon Core Model server network issues

Network connectivity problems or misconfigured network settings.

Seldon Core Model server configuration errors

Incorrect or incomplete configuration settings.

Seldon Core Model server resource limits exceeded

Resource-intensive operations exceeding allocated limits.

Seldon Core Explainer not providing explanations

Explainer configuration issues or model incompatibility.

Seldon Core Model server scaling issues

Incorrect scaling policies or lack of metrics.

Seldon Core Model server environment variable issues

Missing or incorrectly set environment variables.

Seldon Core Model server health check failures

Health check endpoint misconfiguration or server unresponsiveness.

Seldon Core Model server port conflicts

Port already in use by another process or service.

Seldon Core Model server dependency errors

Missing or incompatible dependencies in the model server environment.

Seldon Core Invalid model URI

The model URI is incorrectly specified or inaccessible.

Seldon Core Model server timeout

Long processing time or network latency.

Seldon Core Resource quota exceeded

Deployment exceeds the namespace's resource quota.

Seldon Core Model server not starting

Startup script errors or missing dependencies.

Seldon Core Model server image pull errors

Incorrect image name or lack of permissions to pull the image.

Seldon Core Model server logs not accessible

Logging configuration issues or insufficient permissions.

Seldon Core Data drift detection not working

Incorrect configuration of data drift detection parameters.

Seldon Core Model server not responding

Model server process is not running or is unresponsive.

Seldon Core Model server not scaling

HPA (Horizontal Pod Autoscaler) misconfiguration or missing metrics.

Seldon Core Authentication errors with model endpoint

Missing or incorrect authentication tokens or headers.

Seldon Core Canary deployment not functioning

Incorrect traffic split configuration or missing canary definition.

Seldon Core Metrics not being collected

Prometheus not scraping the model metrics endpoint.

Seldon Core Model versioning not working

Incorrect version labels or annotations in the SeldonDeployment.

Seldon Core Ingress not routing traffic

Ingress resource misconfiguration or missing annotations.

Seldon Core Seldon Core Operator not running

Operator pod is not scheduled or has crashed.

Seldon Core Model prediction latency is high

Resource bottlenecks or inefficient model code.

Seldon Core Model server crashing

Insufficient memory or CPU resources allocated to the model server.

Seldon Core Invalid REST request format

The request payload does not match the expected input format for the model.

Seldon Core gRPC request failure

Incorrect gRPC service definition or request format.

Seldon Core Connection refused to model endpoint

Network policies or service misconfiguration blocking access.

Seldon Core Model not loading in container

Model file path is incorrect or the model file is missing.

Seldon Core Pods stuck in Pending state

Insufficient resources or node affinity/taints preventing pod scheduling.

Seldon Core Failed to create SeldonDeployment

The SeldonDeployment resource definition is incorrect or missing required fields.