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Don't use schema_overrides anymore in ptabler #1082
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…is unreliable in polars, in favour of post-read casting.
🦋 Changeset detectedLatest commit: de0768e The changes in this PR will be included in the next version bump. This PR includes changesets to release 10 packages
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Summary of Changes
Hello @dbolotin, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!
This pull request refactors the data reading process in "ptabler" by discontinuing the use of "schema_overrides" during initial data scanning. Instead, it implements a more reliable post-read casting mechanism using Polars' "with_columns" and "cast" expressions, addressing unreliability issues with "schema_overrides".
Highlights
- Deprecation of schema_overrides: The "schema_overrides" parameter is no longer passed to Polars scan commands during data ingestion, as it was found to be unreliable.
- Introduction of Post-Scan Casting: Column type enforcement is now performed after the initial data scan. This involves iterating through defined column types and applying "cast" expressions using "pl.col().cast()" to the "LazyFrame".
- Configurable Casting Strictness: The post-scan casting now dynamically determines its strictness based on the "ignore_errors" flag. If "ignore_errors" is true, non-strict casting is applied; otherwise, strict casting is used.
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Code Review
This pull request replaces the use of schema_overrides in polars scan operations with post-read casting, which is a sensible change given the potential unreliability of schema_overrides. The implementation correctly performs casting after the scan and uses the ignore_errors flag to control casting strictness. I have one suggestion to improve the readability of the logic that determines this strictness.
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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