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bluetoothbotclaude
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perf(distance): use ** operator and drop * 1.0 idiom
`rssi * 1.0 / power` (Python 2 era idiom) is identical to `rssi / power` in Python 3 since `/` already produces float; the extra multiplication adds ~0.5µs per call. `pow(x, n)` goes through the builtin dispatch path while `x ** n` uses the faster operator path — measurable on both the integer-exponent (`**10`) and float-exponent (`**7.7095`) cases. Microbench (CPython 3.13, 2M iters): close (ratio<1): 0.84s → 0.57s (-31%) near (ratio≈1): 0.59s → 0.47s (-21%) far (ratio>1): 0.71s → 0.57s (-19%) zero (early): unchanged Output identical for all existing pinned test values. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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from bluetooth_data_tools.distance import calculate_distance_meters
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def test_calculate_distance_meters_close(benchmark):
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benchmark(lambda: calculate_distance_meters(-59, -67))
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def test_calculate_distance_meters_far(benchmark):
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benchmark(lambda: calculate_distance_meters(-90, -45))
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def test_calculate_distance_meters_zero(benchmark):
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benchmark(lambda: calculate_distance_meters(0, -67))
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from typing import cast
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MAX_THEORETICAL_DISTANCE = 400.0
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def calculate_distance_meters(power: int, rssi: int) -> float | None:
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"""Calculate the distance in meters between the scanner and the device."""
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if rssi == 0 or power == 0:
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return None
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if (ratio := rssi * 1.0 / power) < 1.0:
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distance = pow(ratio, 10)
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if (ratio := rssi / power) < 1.0:
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distance = ratio**10
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else:
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distance = cast(float, 0.89976 * pow(ratio, 7.7095) + 0.111)
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distance = 0.89976 * ratio**7.7095 + 0.111
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return min(distance, MAX_THEORETICAL_DISTANCE)
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from pytest_codspeed import BenchmarkFixture
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from bluetooth_data_tools.distance import calculate_distance_meters
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def test_calculate_distance_meters_close(benchmark: BenchmarkFixture) -> None:
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benchmark(lambda: calculate_distance_meters(-59, -67))
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def test_calculate_distance_meters_far(benchmark: BenchmarkFixture) -> None:
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benchmark(lambda: calculate_distance_meters(-90, -45))
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def test_calculate_distance_meters_zero(benchmark: BenchmarkFixture) -> None:
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benchmark(lambda: calculate_distance_meters(0, -67))

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