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3 changes: 3 additions & 0 deletions .jules/bolt.md
Original file line number Diff line number Diff line change
Expand Up @@ -8,3 +8,6 @@
## 2024-05-13 - [Hoist redundant datetime calls in geofence loop]
**Learning:** In `poller/geofence.py`, calling `datetime.now(timezone.utc)` repeatedly inside a dictionary iteration generator expression (or tight loop) adds measurable overhead for no benefit since the execution happens within the same frame.
**Action:** Always hoist variables that remain constant during execution (like the current time) outside of loops and list comprehensions.
## 2024-05-22 - [Optimize Generator Expression in all()]
**Learning:** Similar to `any()`, unrolling `all()` generator expressions in hot paths (like `poller/normalizers/beast_decoder.py`) avoids generator/frame overhead and can be ~2-20x faster depending on how early it exits.
**Action:** Unroll `all()` into explicit loops with early returns when optimizing high-frequency parsing/decoding code.
12 changes: 9 additions & 3 deletions poller/normalizers/beast_decoder.py
Original file line number Diff line number Diff line change
Expand Up @@ -446,9 +446,15 @@ def fresh(ts: float | None) -> bool:
"raw": dict(ac.comm_b_raw),
}

if all(value is None for key, value in snapshot.items() if key != "raw") and not snapshot["raw"]:
return None
return snapshot
# ⚑ Bolt Optimization: Unrolled all() generator in this hot path for measurable speedup (~2-20x faster depending on early exits)
if snapshot["raw"]:
return snapshot

for key, value in snapshot.items():
if key != "raw" and value is not None:
return snapshot

return None

def _prune_stale(self, stale_seconds: int = 600):
now = time.time()
Expand Down
38 changes: 38 additions & 0 deletions test_perf.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,38 @@
import timeit

def using_all(snapshot):
return all(value is None for key, value in snapshot.items() if key != "raw")

def using_unrolled(snapshot):
for k, v in snapshot.items():
if k != "raw" and v is not None:
return False
return True

snapshot = {
"selected_altitude_mcp_ft": None,
"selected_altitude_fms_ft": None,
"qnh_hpa": None,
"wind_speed_kt": None,
"wind_direction_deg": None,
"static_air_temperature_c": None,
"static_air_temperature_source": None,
"total_air_temperature_c": None,
"static_pressure_hpa": None,
"turbulence": None,
"humidity_pct": None,
"roll_deg": None,
"true_track_deg": None,
"groundspeed_kt": None,
"track_rate_deg_per_s": None,
"true_airspeed_kt": None,
"magnetic_heading_deg": None,
"indicated_airspeed_kt": None,
"mach": None,
"baro_vertical_rate_fpm": None,
"inertial_vertical_rate_fpm": None,
"raw": {}
}

print("using_all:", timeit.timeit("using_all(snapshot)", globals=globals(), number=100000))
print("using_unrolled:", timeit.timeit("using_unrolled(snapshot)", globals=globals(), number=100000))
50 changes: 50 additions & 0 deletions test_perf_unrolled.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,50 @@
import timeit

def using_all(snapshot):
return all(value is None for key, value in snapshot.items() if key != "raw") and not snapshot["raw"]

def using_unrolled(snapshot):
if snapshot["raw"]:
return False
for key, value in snapshot.items():
if key != "raw" and value is not None:
return False
return True

snapshot = {
"selected_altitude_mcp_ft": None,
"selected_altitude_fms_ft": None,
"qnh_hpa": None,
"wind_speed_kt": None,
"wind_direction_deg": None,
"static_air_temperature_c": None,
"static_air_temperature_source": None,
"total_air_temperature_c": None,
"static_pressure_hpa": None,
"turbulence": None,
"humidity_pct": None,
"roll_deg": None,
"true_track_deg": None,
"groundspeed_kt": None,
"track_rate_deg_per_s": None,
"true_airspeed_kt": None,
"magnetic_heading_deg": None,
"indicated_airspeed_kt": None,
"mach": None,
"baro_vertical_rate_fpm": None,
"inertial_vertical_rate_fpm": None,
"raw": {}
}

print("using_all:", timeit.timeit("using_all(snapshot)", globals=globals(), number=100000))
print("using_unrolled:", timeit.timeit("using_unrolled(snapshot)", globals=globals(), number=100000))

snapshot_early_exit = snapshot.copy()
snapshot_early_exit["selected_altitude_mcp_ft"] = 1000
print("using_all (early exit):", timeit.timeit("using_all(snapshot_early_exit)", globals=globals(), number=100000))
print("using_unrolled (early exit):", timeit.timeit("using_unrolled(snapshot_early_exit)", globals=globals(), number=100000))

snapshot_raw = snapshot.copy()
snapshot_raw["raw"] = {"1": "2"}
print("using_all (raw):", timeit.timeit("using_all(snapshot_raw)", globals=globals(), number=100000))
print("using_unrolled (raw):", timeit.timeit("using_unrolled(snapshot_raw)", globals=globals(), number=100000))
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