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tests/backend/benchmarking_utils.py c0b0ddffd735a0d007c1be9a5e8563ec42fdafc0 (c0b0ddff) Text, 8.09 KB
T8b949e# SPDX-License-Identifier: 0BSD
Tff7b72import T7ee787gc
Tff7b72import T7ee787os
Tff7b72import T7ee787statistics
Tff7b72import T7ee787time
Tff7b72from T7ee787functools Tff7b72import Te6edf3wraps
Tff7b72import T7ee787psutil
Tff7b72def Td2a8ffget_memory_usage_mbTb4b4b4(Tb4b4b4)Tb4b4b4:
T8b949e"""Returns the current process memory usage in MB."""
Te6edf3process Tff7b72= Te6edf3psutilTff7b72.Td2a8ffProcessTb4b4b4(Te6edf3osTff7b72.Td2a8ffgetpidTb4b4b4(Tb4b4b4)Tb4b4b4)
Tff7b72return Te6edf3processTff7b72.Td2a8ffmemory_infoTb4b4b4(Tb4b4b4)Tff7b72.Td2a8ffrss Tff7b72/ Tb4b4b4(T79c0ff1024 Tff7b72* T79c0ff1024Tb4b4b4)
Tff7b72def Td2a8ffmedianTb4b4b4(Te6edf3valuesTb4b4b4)Tb4b4b4:
T8b949e"""Return the median of a non-empty sequence of numbers."""
Tff7b72return Te6edf3statisticsTff7b72.Td2a8ffmedianTb4b4b4(Te6edf3valuesTb4b4b4)
Tff7b72def Td2a8ffmedian_abs_deviationTb4b4b4(Te6edf3valuesTb4b4b4, Te6edf3centerTff7b72=Tff7b72NoneTb4b4b4)Tb4b4b4:
T8b949e"""Median absolute deviation (MAD) of values around center."""
Tff7b72if Tff7b72not Te6edf3valuesTb4b4b4:
Tff7b72return T79c0ff0.0
Tff7b72if Te6edf3center Tff7b72is Tff7b72NoneTb4b4b4:
Te6edf3center Tff7b72= Te6edf3medianTb4b4b4(Te6edf3valuesTb4b4b4)
Tff7b72return Te6edf3medianTb4b4b4(Tb4b4b4[Tffa657absTb4b4b4(Te6edf3v Tff7b72- Te6edf3centerTb4b4b4) Tff7b72for Te6edf3v Tff7b72in Te6edf3valuesTb4b4b4]Tb4b4b4)
Tff7b72def Td2a8ffcoefficient_of_variationTb4b4b4(Te6edf3valuesTb4b4b4)Tb4b4b4:
T8b949e"""Sample CV (stdev / mean). Returns 0 when mean is near zero."""
Tff7b72if Tffa657lenTb4b4b4(Te6edf3valuesTb4b4b4) Tff7b72< T79c0ff2Tb4b4b4:
Tff7b72return T79c0ff0.0
Te6edf3mean Tff7b72= Te6edf3statisticsTff7b72.Td2a8ffmeanTb4b4b4(Te6edf3valuesTb4b4b4)
Tff7b72if Tffa657absTb4b4b4(Te6edf3meanTb4b4b4) Tff7b72< T79c0ff1e-12Tb4b4b4:
Tff7b72return T79c0ff0.0
Tff7b72return Te6edf3statisticsTff7b72.Td2a8ffstdevTb4b4b4(Te6edf3valuesTb4b4b4) Tff7b72/ Tffa657absTb4b4b4(Te6edf3meanTb4b4b4)
Tff7b72class T56d364BenchmarkResultTb4b4b4:
Tff7b72def Tff7b72__init__Tb4b4b4(
Tff7b72selfTb4b4b4,
Te6edf3nameTb4b4b4,
Te6edf3duration_msTb4b4b4,
Te6edf3memory_delta_mbTb4b4b4,
Te6edf3samples_msTff7b72=Tff7b72NoneTb4b4b4,
Te6edf3iterationsTff7b72=T79c0ff1Tb4b4b4,
Tb4b4b4)Tb4b4b4:
Tff7b72selfTff7b72.Td2a8ffname Tff7b72= Te6edf3name
Tff7b72selfTff7b72.Td2a8ffduration_ms Tff7b72= Te6edf3duration_ms
Tff7b72selfTff7b72.Td2a8ffmemory_delta_mb Tff7b72= Te6edf3memory_delta_mb
Tff7b72selfTff7b72.Td2a8ffsamples_ms Tff7b72= Tffa657listTb4b4b4(Te6edf3samples_msTb4b4b4) Tff7b72if Te6edf3samples_ms Tff7b72else Tb4b4b4[Te6edf3duration_msTb4b4b4]
Tff7b72selfTff7b72.Td2a8ffiterations Tff7b72= Te6edf3iterations
Tff7b72selfTff7b72.Td2a8ffmad_ms Tff7b72= Te6edf3median_abs_deviationTb4b4b4(Tff7b72selfTff7b72.Td2a8ffsamples_msTb4b4b4, Te6edf3centerTff7b72=Te6edf3duration_msTb4b4b4)
Tff7b72selfTff7b72.Td2a8ffcv Tff7b72= Te6edf3coefficient_of_variationTb4b4b4(Tff7b72selfTff7b72.Td2a8ffsamples_msTb4b4b4)
Tff7b72def Tff7b72__repr__Tb4b4b4(Tff7b72selfTb4b4b4)Tb4b4b4:
Tff7b72return Tb4b4b4(
Ta5d6fffTa5d6ff"Ta5d6ff<BenchmarkResult Tffd700{Tff7b72selfTff7b72.Td2a8ffnameTffd700}Ta5d6ff: Tffd700{Tff7b72selfTff7b72.Td2a8ffduration_msTffd700:Ta5d6ff.2fTffd700}Ta5d6ffms Ta5d6ff"
Ta5d6fffTa5d6ff"Ta5d6ff(mad=Tffd700{Tff7b72selfTff7b72.Td2a8ffmad_msTffd700:Ta5d6ff.2fTffd700}Ta5d6ff, cv=Tffd700{Tff7b72selfTff7b72.Td2a8ffcvTffd700:Ta5d6ff.2fTffd700}Ta5d6ff), Ta5d6ff"
Ta5d6fffTa5d6ff"Tffd700{Tff7b72selfTff7b72.Td2a8ffmemory_delta_mbTffd700:Ta5d6ff.2fTffd700}Ta5d6ffMB>Ta5d6ff"
Tb4b4b4)
Tff7b72def Td2a8ffmerge_runsTb4b4b4(Tff7b72selfTb4b4b4, Te6edf3othersTb4b4b4)Tb4b4b4:
T8b949e"""Return a new result whose duration is the median across run medians."""
Te6edf3run_medians Tff7b72= Tb4b4b4[Tff7b72selfTff7b72.Td2a8ffduration_msTb4b4b4] Tff7b72+ Tb4b4b4[Te6edf3oTff7b72.Td2a8ffduration_ms Tff7b72for Te6edf3o Tff7b72in Te6edf3othersTb4b4b4]
Te6edf3run_mem Tff7b72= Tb4b4b4[Tff7b72selfTff7b72.Td2a8ffmemory_delta_mbTb4b4b4] Tff7b72+ Tb4b4b4[Te6edf3oTff7b72.Td2a8ffmemory_delta_mb Tff7b72for Te6edf3o Tff7b72in Te6edf3othersTb4b4b4]
Te6edf3all_samples Tff7b72= Tffa657listTb4b4b4(Tff7b72selfTff7b72.Td2a8ffsamples_msTb4b4b4)
Tff7b72for Te6edf3o Tff7b72in Te6edf3othersTb4b4b4:
Te6edf3all_samplesTff7b72.Td2a8ffextendTb4b4b4(Te6edf3oTff7b72.Td2a8ffsamples_msTb4b4b4)
Tff7b72return Te6edf3BenchmarkResultTb4b4b4(
Tff7b72selfTff7b72.Td2a8ffnameTb4b4b4,
Te6edf3medianTb4b4b4(Te6edf3run_mediansTb4b4b4)Tb4b4b4,
Te6edf3medianTb4b4b4(Te6edf3run_memTb4b4b4)Tb4b4b4,
Te6edf3samples_msTff7b72=Te6edf3all_samplesTb4b4b4,
Te6edf3iterationsTff7b72=Tff7b72selfTff7b72.Td2a8ffiterationsTb4b4b4,
Tb4b4b4)
Tff7b72def Td2a8ffbenchmarkTb4b4b4(Te6edf3nameTff7b72=Tff7b72NoneTb4b4b4, Te6edf3iterationsTff7b72=T79c0ff1Tb4b4b4, Te6edf3warmupTff7b72=T79c0ff1Tb4b4b4)Tb4b4b4:
T8b949e"""Decorator to benchmark a function's execution time and memory delta.
Each iteration is timed separately with perf_counter. The reported
duration is the median of per-iteration samples (more stable than mean
under CI noise). A short warmup pass is discarded.
"""
Tff7b72def Td2a8ffdecoratorTb4b4b4(Te6edf3funcTb4b4b4)Tb4b4b4:
Tf0883e@wrapsTb4b4b4(Te6edf3funcTb4b4b4)
Tff7b72def Td2a8ffwrapperTb4b4b4(Tff7b72*Te6edf3argsTb4b4b4, Tff7b72*Tff7b72*Te6edf3kwargsTb4b4b4)Tb4b4b4:
Te6edf3bench_name Tff7b72= Te6edf3name Tff7b72or Te6edf3funcTff7b72.Td2a8ff__name__
Te6edf3gcTff7b72.Td2a8ffcollectTb4b4b4(Tb4b4b4)
Te6edf3timeTff7b72.Td2a8ffsleepTb4b4b4(T79c0ff0.05Tb4b4b4)
Tff7b72for Te6edf3_ Tff7b72in Tffa657rangeTb4b4b4(Tffa657maxTb4b4b4(T79c0ff0Tb4b4b4, Te6edf3warmupTb4b4b4)Tb4b4b4)Tb4b4b4:
Te6edf3funcTb4b4b4(Tff7b72*Te6edf3argsTb4b4b4, Tff7b72*Tff7b72*Te6edf3kwargsTb4b4b4)
Te6edf3gcTff7b72.Td2a8ffcollectTb4b4b4(Tb4b4b4)
Te6edf3start_mem Tff7b72= Te6edf3get_memory_usage_mbTb4b4b4(Tb4b4b4)
Te6edf3samples_ms Tff7b72= Tb4b4b4[Tb4b4b4]
Te6edf3result_val Tff7b72= Tff7b72None
Tff7b72for Te6edf3_ Tff7b72in Tffa657rangeTb4b4b4(Te6edf3iterationsTb4b4b4)Tb4b4b4:
Te6edf3t0 Tff7b72= Te6edf3timeTff7b72.Td2a8ffperf_counterTb4b4b4(Tb4b4b4)
Te6edf3result_val Tff7b72= Te6edf3funcTb4b4b4(Tff7b72*Te6edf3argsTb4b4b4, Tff7b72*Tff7b72*Te6edf3kwargsTb4b4b4)
Te6edf3t1 Tff7b72= Te6edf3timeTff7b72.Td2a8ffperf_counterTb4b4b4(Tb4b4b4)
Te6edf3samples_msTff7b72.Td2a8ffappendTb4b4b4(Tb4b4b4(Te6edf3t1 Tff7b72- Te6edf3t0Tb4b4b4) Tff7b72* T79c0ff1000.0Tb4b4b4)
Te6edf3gcTff7b72.Td2a8ffcollectTb4b4b4(Tb4b4b4)
Te6edf3end_mem Tff7b72= Te6edf3get_memory_usage_mbTb4b4b4(Tb4b4b4)
Te6edf3duration Tff7b72= Te6edf3medianTb4b4b4(Te6edf3samples_msTb4b4b4)
Te6edf3mem_delta Tff7b72= Te6edf3end_mem Tff7b72- Te6edf3start_mem
Te6edf3mad Tff7b72= Te6edf3median_abs_deviationTb4b4b4(Te6edf3samples_msTb4b4b4, Te6edf3centerTff7b72=Te6edf3durationTb4b4b4)
Te6edf3cv Tff7b72= Te6edf3coefficient_of_variationTb4b4b4(Te6edf3samples_msTb4b4b4)
Tffa657printTb4b4b4(Ta5d6fffTa5d6ff"Ta5d6ffBENCHMARK: Tffd700{Te6edf3bench_nameTffd700}Ta5d6ff"Tb4b4b4)
Tffa657printTb4b4b4(Ta5d6fffTa5d6ff"Ta5d6ff Iterations: Tffd700{Te6edf3iterationsTffd700}Ta5d6ff (warmup=Tffd700{Te6edf3warmupTffd700}Ta5d6ff)Ta5d6ff"Tb4b4b4)
Tffa657printTb4b4b4(Ta5d6fffTa5d6ff"Ta5d6ff Median Duration: Tffd700{Te6edf3durationTffd700:Ta5d6ff.3fTffd700}Ta5d6ff msTa5d6ff"Tb4b4b4)
Tffa657printTb4b4b4(Ta5d6fffTa5d6ff"Ta5d6ff MAD: Tffd700{Te6edf3madTffd700:Ta5d6ff.3fTffd700}Ta5d6ff ms CV: Tffd700{Te6edf3cvTffd700:Ta5d6ff.3fTffd700}Ta5d6ff"Tb4b4b4)
Tff7b72if Tffa657lenTb4b4b4(Te6edf3samples_msTb4b4b4) Tff7b72>Tff7b72= T79c0ff2Tb4b4b4:
Tffa657printTb4b4b4(
Ta5d6fffTa5d6ff"Ta5d6ff Range: Tffd700{Tffa657minTb4b4b4(Te6edf3samples_msTb4b4b4)Tffd700:Ta5d6ff.3fTffd700}Ta5d6ff .. Tffd700{Tffa657maxTb4b4b4(Te6edf3samples_msTb4b4b4)Tffd700:Ta5d6ff.3fTffd700}Ta5d6ff msTa5d6ff"Tb4b4b4,
Tb4b4b4)
Tffa657printTb4b4b4(Ta5d6fffTa5d6ff"Ta5d6ff Memory Delta: Tffd700{Te6edf3mem_deltaTffd700:Ta5d6ff.2fTffd700}Ta5d6ff MBTa5d6ff"Tb4b4b4)
Tff7b72return Te6edf3result_valTb4b4b4, Te6edf3BenchmarkResultTb4b4b4(
Te6edf3bench_nameTb4b4b4,
Te6edf3durationTb4b4b4,
Te6edf3mem_deltaTb4b4b4,
Te6edf3samples_msTff7b72=Te6edf3samples_msTb4b4b4,
Te6edf3iterationsTff7b72=Te6edf3iterationsTb4b4b4,
Tb4b4b4)
Tff7b72return Te6edf3wrapper
Tff7b72return Te6edf3decorator
Tff7b72def Td2a8ffaggregate_run_resultsTb4b4b4(Te6edf3runsTb4b4b4)Tb4b4b4:
T8b949e"""Aggregate a list of result-lists (one per suite run) by benchmark name.
Returns a list of BenchmarkResult with median-of-run-medians duration.
"""
Tff7b72if Tff7b72not Te6edf3runsTb4b4b4:
Tff7b72return Tb4b4b4[Tb4b4b4]
Te6edf3by_name Tff7b72= Tb4b4b4{Tb4b4b4}
Te6edf3order Tff7b72= Tb4b4b4[Tb4b4b4]
Tff7b72for Te6edf3run_results Tff7b72in Te6edf3runsTb4b4b4:
Tff7b72for Te6edf3result Tff7b72in Te6edf3run_resultsTb4b4b4:
Tff7b72if Te6edf3resultTff7b72.Td2a8ffname Tff7b72not Tff7b72in Te6edf3by_nameTb4b4b4:
Te6edf3by_nameTb4b4b4[Te6edf3resultTff7b72.Td2a8ffnameTb4b4b4] Tff7b72= Tb4b4b4[Tb4b4b4]
Te6edf3orderTff7b72.Td2a8ffappendTb4b4b4(Te6edf3resultTff7b72.Td2a8ffnameTb4b4b4)
Te6edf3by_nameTb4b4b4[Te6edf3resultTff7b72.Td2a8ffnameTb4b4b4]Tff7b72.Td2a8ffappendTb4b4b4(Te6edf3resultTb4b4b4)
Te6edf3aggregated Tff7b72= Tb4b4b4[Tb4b4b4]
Tff7b72for Te6edf3name Tff7b72in Te6edf3orderTb4b4b4:
Te6edf3group Tff7b72= Te6edf3by_nameTb4b4b4[Te6edf3nameTb4b4b4]
Te6edf3firstTb4b4b4, Te6edf3rest Tff7b72= Te6edf3groupTb4b4b4[T79c0ff0Tb4b4b4]Tb4b4b4, Te6edf3groupTb4b4b4[T79c0ff1Tb4b4b4:Tb4b4b4]
Te6edf3aggregatedTff7b72.Td2a8ffappendTb4b4b4(Te6edf3firstTff7b72.Td2a8ffmerge_runsTb4b4b4(Te6edf3restTb4b4b4) Tff7b72if Te6edf3rest Tff7b72else Te6edf3firstTb4b4b4)
Tff7b72return Te6edf3aggregated
Tff7b72def Td2a8ffadaptive_alert_ratioTb4b4b4(Te6edf3baseline_msTb4b4b4)Tb4b4b4:
T8b949e"""Looser ratio thresholds for tiny baselines (CI scheduler noise)."""
Tff7b72if Te6edf3baseline_ms Tff7b72< T79c0ff1.0Tb4b4b4:
Tff7b72return T79c0ff4.0
Tff7b72if Te6edf3baseline_ms Tff7b72< T79c0ff5.0Tb4b4b4:
Tff7b72return T79c0ff2.5
Tff7b72if Te6edf3baseline_ms Tff7b72< T79c0ff20.0Tb4b4b4:
Tff7b72return T79c0ff2.0
Tff7b72return T79c0ff1.5
Tff7b72class T56d364MemoryTrackerTb4b4b4:
T8b949e"""Context manager that records process RSS delta for memory profiling tests."""
Tff7b72def Tff7b72__init__Tb4b4b4(Tff7b72selfTb4b4b4, Te6edf3nameTb4b4b4: Tffa657strTb4b4b4)Tb4b4b4:
Tff7b72selfTff7b72.Td2a8ffname Tff7b72= Te6edf3name
Tff7b72selfTff7b72.Td2a8ffmem_start Tff7b72= T79c0ff0.0
Tff7b72selfTff7b72.Td2a8ffmem_end Tff7b72= T79c0ff0.0
Tff7b72selfTff7b72.Td2a8ffmem_delta Tff7b72= T79c0ff0.0
Tff7b72def Tff7b72__enter__Tb4b4b4(Tff7b72selfTb4b4b4)Tb4b4b4:
Te6edf3gcTff7b72.Td2a8ffcollectTb4b4b4(Tb4b4b4)
Tff7b72selfTff7b72.Td2a8ffmem_start Tff7b72= Te6edf3get_memory_usage_mbTb4b4b4(Tb4b4b4)
Tff7b72return Tff7b72self
Tff7b72def Tff7b72__exit__Tb4b4b4(Tff7b72selfTb4b4b4, Te6edf3exc_typeTb4b4b4, Te6edf3excTb4b4b4, Te6edf3tbTb4b4b4)Tb4b4b4:
Te6edf3gcTff7b72.Td2a8ffcollectTb4b4b4(Tb4b4b4)
Tff7b72selfTff7b72.Td2a8ffmem_end Tff7b72= Te6edf3get_memory_usage_mbTb4b4b4(Tb4b4b4)
Tff7b72selfTff7b72.Td2a8ffmem_delta Tff7b72= Tff7b72selfTff7b72.Td2a8ffmem_end Tff7b72- Tff7b72selfTff7b72.Td2a8ffmem_start
Tffa657printTb4b4b4(
Ta5d6fffTa5d6ff"Ta5d6ffMEMORY: Tffd700{Tff7b72selfTff7b72.Td2a8ffnameTffd700}Ta5d6ff: delta=Tffd700{Tff7b72selfTff7b72.Td2a8ffmem_deltaTffd700:Ta5d6ff.2fTffd700}Ta5d6ff MB Ta5d6ff"
Ta5d6fffTa5d6ff"Ta5d6ff(start=Tffd700{Tff7b72selfTff7b72.Td2a8ffmem_startTffd700:Ta5d6ff.2fTffd700}Ta5d6ff, end=Tffd700{Tff7b72selfTff7b72.Td2a8ffmem_endTffd700:Ta5d6ff.2fTffd700}Ta5d6ff)Ta5d6ff"Tb4b4b4,
Tb4b4b4)
Tff7b72return Tff7b72False
Tff7b72def Td2a8ffshould_alert_regressionTb4b4b4(
Te6edf3current_msTb4b4b4,
Te6edf3previous_msTb4b4b4,
Tff7b72*Tb4b4b4,
Te6edf3noise_floor_msTff7b72=T79c0ff0.5Tb4b4b4,
Te6edf3min_abs_delta_msTff7b72=T79c0ff1.5Tb4b4b4,
Te6edf3fail_ratioTff7b72=Tff7b72NoneTb4b4b4,
Te6edf3current_cvTff7b72=Tff7b72NoneTb4b4b4,
Te6edf3previous_cvTff7b72=Tff7b72NoneTb4b4b4,
Te6edf3max_cv_for_strictTff7b72=T79c0ff0.35Tb4b4b4,
Tb4b4b4)Tb4b4b4:
T8b949e"""Decide whether a slower current value is a real regression.
Returns (alert: bool, reason: str). Skips alerts when both values sit
under the noise floor, when the absolute delta is tiny, or when the ratio
is within an adaptive threshold. High CV on either side widens the bar.
"""
Tff7b72if Te6edf3previous_ms Tff7b72<Tff7b72= T79c0ff0Tb4b4b4:
Tff7b72return Tff7b72FalseTb4b4b4, Ta5d6ff"Ta5d6ffno previous baselineTa5d6ff"
Te6edf3abs_delta Tff7b72= Te6edf3current_ms Tff7b72- Te6edf3previous_ms
Tff7b72if Te6edf3abs_delta Tff7b72<Tff7b72= T79c0ff0Tb4b4b4:
Tff7b72return Tff7b72FalseTb4b4b4, Ta5d6ff"Ta5d6ffimproved or unchangedTa5d6ff"
Tff7b72if Te6edf3current_ms Tff7b72< Te6edf3noise_floor_ms Tff7b72and Te6edf3previous_ms Tff7b72< Te6edf3noise_floor_msTb4b4b4:
Tff7b72return Tff7b72FalseTb4b4b4, Ta5d6fffTa5d6ff"Ta5d6ffboth under noise floor (Tffd700{Te6edf3noise_floor_msTffd700}Ta5d6ff ms)Ta5d6ff"
Tff7b72if Te6edf3abs_delta Tff7b72< Te6edf3min_abs_delta_msTb4b4b4:
Tff7b72return Tb4b4b4(
Tff7b72FalseTb4b4b4,
Ta5d6fffTa5d6ff"Ta5d6ffabs delta Tffd700{Te6edf3abs_deltaTffd700:Ta5d6ff.3fTffd700}Ta5d6ff ms < min Tffd700{Te6edf3min_abs_delta_msTffd700}Ta5d6ff msTa5d6ff"Tb4b4b4,
Tb4b4b4)
Te6edf3ratio Tff7b72= Te6edf3current_ms Tff7b72/ Te6edf3previous_ms
Te6edf3threshold Tff7b72= Te6edf3adaptive_alert_ratioTb4b4b4(Te6edf3previous_msTb4b4b4)
Tff7b72if Te6edf3fail_ratio Tff7b72is Tff7b72not Tff7b72NoneTb4b4b4:
Te6edf3threshold Tff7b72= Te6edf3fail_ratio
Te6edf3noisy Tff7b72= Tff7b72False
Tff7b72if Te6edf3current_cv Tff7b72is Tff7b72not Tff7b72None Tff7b72and Te6edf3current_cv Tff7b72> Te6edf3max_cv_for_strictTb4b4b4:
Te6edf3noisy Tff7b72= Tff7b72True
Tff7b72if Te6edf3previous_cv Tff7b72is Tff7b72not Tff7b72None Tff7b72and Te6edf3previous_cv Tff7b72> Te6edf3max_cv_for_strictTb4b4b4:
Te6edf3noisy Tff7b72= Tff7b72True
Tff7b72if Te6edf3noisyTb4b4b4:
Te6edf3threshold Tff7b72= Tffa657maxTb4b4b4(Te6edf3thresholdTb4b4b4, Te6edf3threshold Tff7b72* T79c0ff1.25Tb4b4b4)
Tff7b72if Te6edf3ratio Tff7b72< Te6edf3thresholdTb4b4b4:
Tff7b72return Tb4b4b4(
Tff7b72FalseTb4b4b4,
Ta5d6fffTa5d6ff"Ta5d6ffratio Tffd700{Te6edf3ratioTffd700:Ta5d6ff.2fTffd700}Ta5d6ffx within adaptive threshold Tffd700{Te6edf3thresholdTffd700:Ta5d6ff.2fTffd700}Ta5d6ffxTa5d6ff"Tb4b4b4,
Tb4b4b4)
Tff7b72return Tb4b4b4(
Tff7b72TrueTb4b4b4,
Ta5d6fffTa5d6ff"Tffd700{Te6edf3ratioTffd700:Ta5d6ff.2fTffd700}Ta5d6ffx slower (threshold Tffd700{Te6edf3thresholdTffd700:Ta5d6ff.2fTffd700}Ta5d6ffx), +Tffd700{Te6edf3abs_deltaTffd700:Ta5d6ff.3fTffd700}Ta5d6ff msTa5d6ff"Tb4b4b4,
Tb4b4b4)
Tff7b72def Td2a8ffparse_extra_statsTb4b4b4(Te6edf3extraTb4b4b4)Tb4b4b4:
T8b949e"""Parse mad= / cv= / runs= fields from github-action-benchmark extra."""
Te6edf3out Tff7b72= Tb4b4b4{Tb4b4b4}
Tff7b72if Tff7b72not Te6edf3extraTb4b4b4:
Tff7b72return Te6edf3out
Tff7b72for Te6edf3part Tff7b72in Tffa657strTb4b4b4(Te6edf3extraTb4b4b4)Tff7b72.Td2a8ffreplaceTb4b4b4(Ta5d6ff"Ta5d6ff,Ta5d6ff"Tb4b4b4, Ta5d6ff"Ta5d6ff Ta5d6ff"Tb4b4b4)Tff7b72.Td2a8ffsplitTb4b4b4(Tb4b4b4)Tb4b4b4:
Tff7b72if Ta5d6ff"Ta5d6ff=Ta5d6ff" Tff7b72not Tff7b72in Te6edf3partTb4b4b4:
Tff7b72continue
Te6edf3keyTb4b4b4, Te6edf3_Tb4b4b4, Te6edf3raw Tff7b72= Te6edf3partTff7b72.Td2a8ffpartitionTb4b4b4(Ta5d6ff"Ta5d6ff=Ta5d6ff"Tb4b4b4)
Tff7b72tryTb4b4b4:
Te6edf3outTb4b4b4[Te6edf3keyTff7b72.Td2a8ffstripTb4b4b4(Tb4b4b4)Tff7b72.Td2a8fflowerTb4b4b4(Tb4b4b4)Tb4b4b4] Tff7b72= Tffa657floatTb4b4b4(Te6edf3rawTb4b4b4)
Tff7b72except Tf85149ValueErrorTb4b4b4:
Tff7b72continue
Tff7b72return Te6edf3out
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