feat: add benchmark scripts (dfguard vs pandera vs Great Expectations) - #22
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nitrajen wants to merge 1 commit into
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feat: add benchmark scripts (dfguard vs pandera vs Great Expectations)#22nitrajen wants to merge 1 commit into
nitrajen wants to merge 1 commit into
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Adds examples/benchmarks/pipeline.py (standalone orders pipeline using arm()) and examples/benchmarks/benchmark.py (times 1000 DataFrames across dfguard, pandera, and GE; counts lines of code to add enforcement to a 3-function pipeline). Handles missing optional packages gracefully. Co-Authored-By: Nithin Rajendran <nitrajen@github>
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Summary
examples/benchmarks/pipeline.py: a standalone orders pipeline usingdfg.arm()for package-wide enforcement across 3 pipeline stagesexamples/benchmarks/benchmark.py: times 1000 DataFrames (row sizes 10–1000, 7 columns covering 6 dtype categories) against dfguard, pandera, and Great Expectations; also compares lines of code needed to add schema enforcement to a 3-function pipelineTest plan
python examples/benchmarks/pipeline.py— should print processed orders/customers summarypython examples/benchmarks/benchmark.py— should print benchmark report with dfguard timings; pandera/GE rows show install hint if not present