Linking provenance and its metadata for an AI-based computation using CPM and RO-Crate
Description
This dataset is a prototype implementation of a mechanism for linking provenance information and its metadata, also called provenance of provenance or meta-provenance. This dataset is an RO-Crate that bundles artifacts of an AI-based computational pipeline. The resulting RO-Crate contains (directly or by a reference) artifacts of the pipeline execution, such as input dataset, intermediate and final results, configuration files, pipeline implementation, log files, or provenance files. The RO-Crate is based on the CPM RO-Crate profile, which integrates the Common Provenance Model (CPM) and Process Run Crate profile. The description of the AI pipeline and an explanation of how the CPM RO-Crate profile is applied to bundle the pipeline execution artifacts is provided in our previous work. As this dataset aims to demonstrate the mechanism for linking provenance and meta-provenance, the input dataset used for the AI model training and testing is reduced only to a few images, as the size of the input dataset does not affect the mechanism. The images used in the input are from the Camelyon16 dataset.
Resources
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http://data.europa.eu/88u/dataset/oai-zenodo-org-10245846 |
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http://data.europa.eu/88u/dataset/oai-zenodo-org-10245846 |
Tags
- cpm
- ro-crate
- common-provenance-model
- workflow-run-ro-crate
- provenance