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[MLOps 1.5] Autogenerate data logging configs from the registry#867
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dbogunowicz merged 94 commits intomainfrom Feb 3, 2023
Merged
[MLOps 1.5] Autogenerate data logging configs from the registry#867dbogunowicz merged 94 commits intomainfrom
dbogunowicz merged 94 commits intomainfrom
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…om/neuralmagic/deepsparse into feature/damian/logging_in_pipeline
…ne' into feature/damian/refactor_function_logger
…or_function_logger
…/refactor_function_logger
Co-authored-by: Benjamin Fineran <bfineran@users.noreply.github.com>
…amian/config_generation
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January 26, 2023 14:28
bfineran
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Feb 1, 2023
corey-nm
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Feb 3, 2023
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the yamls look good to me!
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Feature Preview:
outputs:
loggers: python: null data_logging: pipeline_outputs.labels: - func: predicted_classes frequency: 1 - func: predicted_top_score frequency: 1 pipeline_inputs.images: - func: image_shape frequency: 1 - func: mean_pixels_per_channel frequency: 1 - func: std_pixels_per_channel frequency: 1 - func: fraction_zeros frequency: 1Description
Introduces a new helper function,
data_logging_config_from_predefined, that generates data logging configurations using metric group names and optional arguments. The function enables developers to quickly generate examples of data logging configurations, as demonstrated in the examples/data-logging-configs directory.This PR includes comprehensive testing and features a test that, when run with the appropriate environment variable, can regenerate a fresh set of examples. This functionality is useful for maintaining up-to-date configurations as the log structure evolves over time. :