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Validation system #241

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Merged
merged 19 commits into from
Mar 31, 2024
Merged

Validation system #241

merged 19 commits into from
Mar 31, 2024

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Oxid15
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@Oxid15 Oxid15 commented Mar 31, 2024

Reconsidered data validation in Cascade (and also dataset type hierarchy)

Now arbitrary functions can be validated using special decorator and type annotations with different providers (potentially, now only pydantic, pandera is planned for pandas tables)

The same with new function pipelines introduced in #237. Validation there is implemented by default and will take effect if any type is annotated. User can turn this off using special flag in the decorator

The main points are:

  • Seamless integration and data validation as default
  • Different validation providers under the hood

@Oxid15 Oxid15 self-assigned this Mar 31, 2024
@Oxid15 Oxid15 merged commit db02e70 into 0.14.0 Mar 31, 2024
@Oxid15 Oxid15 deleted the validation_system branch March 31, 2024 14:56
@Oxid15 Oxid15 mentioned this pull request Aug 24, 2024
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