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Query transformer infrastructure & example query transformer implementations#29
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ARF1 wants to merge 2 commits intovisualfabriq:masterfrom
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Query transformer infrastructure & example query transformer implementations#29ARF1 wants to merge 2 commits intovisualfabriq:masterfrom
ARF1 wants to merge 2 commits intovisualfabriq:masterfrom
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Hi @ARF1 Sorry no one ever got back to you before! :( |
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Based on #27 but can be rebased on master.
This introduces the infrastructure for plug-in query transformers. Included are three sample query transformers:
InOperatorTransformer:my_col in ['ABC', 'DEF']is transformed into(my_col == 'ABC') | (my_col == 'DEF'). The operationnot inis similarly transformed.TrivialBooleanExpressionsOptimizer:(my_col == 'ABC') | (False)is transformed intoFalse(limited usefulness without an intelligent query optimizer)CachedFactorOptimizer: converts comparisons containing columns with cached factors into comparisons using the factor instead. (Naive implementation, currently only useful for edge-cases.)By default this PR does not change the behaviour or dependencies of bquery. Query transformers have to be explicitly enabled by configuring them, e.g.:
For convenience, a shortcut is provided for these (currently) most useful transformers with
transformers.standard_transformers:The overhead for queries is negligible for reasonably sized databases: For the query
db["my_col=='AB1234567890'"]bquery without query transformers requires 362 ms, with all query transformers configured (includingCachedFactorOptimizer) 367 ms.With a non-compressed database the
CachedFactorOptimizershows some minor positive effects: 547 ms vs. 296 ms