Standardize logging to use logrus consistently across the repository#429
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Standardize logging to use logrus consistently across the repository#429
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- Replace log alias (log "github.com/sirupsen/logrus") in mlflow package with direct "github.com/sirupsen/logrus" import - Convert all log.Printf/log.Println calls to proper logrus level methods (logrus.Infof, logrus.Debugf, logrus.Errorf, logrus.Warnf) - Add consistent "mlflow:" prefix to all mlflow log messages matching the existing "component: action" pattern used across the backend package - Replace stdlib log.Fatal with logrus.Fatal in cmd/root.go - Remove unused stdlib "log" import from cmd/root.go Co-authored-by: chlins <31262637+chlins@users.noreply.github.com>
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[WIP] Refactor logging for consistent and standardized style
Standardize logging to use logrus consistently across the repository
Feb 27, 2026
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