Avik Basu

**Describe the bug** Logging handler in a library should be null. It should not define its own handler. **Message from the maintainers**: Impacted by this bug? Give it a 👍....

Return a universal redis client similar to https://github.com/redis/go-redis/blob/master/universal.go#L220-L227, depending on the environment variable.

Currently, it is necessary to catch the redis exceptions. However, we need to catch them each time we call it. A better option would be to define a custom redis...

Different namespaces/applications can choose to use a different overall metric score to determine if a deployment is successful or not. We need a way for the users to provide this...

feat: colored logging formatter

2

- Add colored logging for udfs - remove unused dependencies - update dockerfile closes #312

@ab93 Will Code load the new file if there is a config change? similar https://github.com/numaproj/numalogic-prometheus/pull/119 _Originally posted by @sarabala1979 in https://github.com/numaproj/numalogic/issues/328#issuecomment-1834558606_

# Summary Idea from this paper: https://arxiv.org/pdf/1711.00614.pdf Taking the latent representation in the AE, and doing a regression on the reconstruction can be an alternative to just computing the reconstruction...

# Summary Add a blend of forecasting based models for anomaly detection, that can potentially take in additional regressors also. --- **Message from the maintainers**: If you wish to see...

# Summary Currently, the different registry classes are not fully homogenous in terms of config-driven instantiation. A better way will be to normalize the __init__ arguments. # Use Cases This...