add smooth curves

This commit is contained in:
whoisdomi
2026-10-03 08:46:20 -05:00
parent 73164cc867
commit 40183ef52e
5 changed files with 82 additions and 28 deletions
@@ -5,18 +5,29 @@ from openpilot.common.realtime import DT_CTRL
# Highway weave is a loop through the model: it reacts to the car's own sway and openpilot delivers that
# request ~1:1 with ~0.4 s lag. Scaling only the fast part of the request lowers that loop's gain without
# adding lag (a low-pass adds lag and did not help). Below MIN_GAIN the output is mostly the slow baseline,
# i.e. a low-pass again.
# adding lag (a low-pass adds lag and did not help). Near MIN_GAIN the output is mostly the slow baseline,
# i.e. a low-pass again (~35 deg lag at 0.5 Hz for 0.2, ~53 deg for 0.1).
BASELINE_TAU = 1.5 # s
SPEED_OFF = 30.0 * CV.MPH_TO_MS
SPEED_ON = 40.0 * CV.MPH_TO_MS
# Inside a curve the gate measures distance from the curve's own level (a slow average of the request)
# instead of from zero, so a steady curve is smoothed like a straight. Until the level builds up it is the
# original zero-referenced gate, which keeps curve entries as before; in the curve the thresholds tighten so
# the request leaving the level (exit, tightening) switches smoothing off before the slow baseline can hold
# the car in the curve.
CURVE_LEVEL_TAU = 3.0 # s
LAT_ACCEL_ON = 0.25 # m/s^2
LAT_ACCEL_OFF = 0.6 # m/s^2
CURVE_DEVIATION_ON = 0.12 # m/s^2
CURVE_DEVIATION_OFF = 0.30 # m/s^2
CURVE_LEVEL_BLEND = (0.15, 0.35) # m/s^2 of curve level: straight thresholds -> curve thresholds
TIGHT_CURVE_ON = 1.5 # m/s^2
TIGHT_CURVE_OFF = 2.0 # m/s^2
# held longer than the weave's peak spacing so the weave can't modulate its own gain
ENVELOPE_HOLD = 2.0 # s
ENVELOPE_RELEASE_RATE = 0.3 # m/s^2 per second
BYPASS_FADE_RATE = 2.0 # per second
MIN_GAIN = 0.3
MIN_GAIN = 0.1
def _smoothstep(x: float, lo: float, hi: float) -> float:
@@ -24,16 +35,33 @@ def _smoothstep(x: float, lo: float, hi: float) -> float:
return t * t * (3.0 - 2.0 * t)
class _Envelope:
def __init__(self):
self.frame = 0
self.peaks: deque[tuple[int, float]] = deque()
self.value = 0.0
def update(self, x: float) -> float:
self.frame += 1
while self.peaks and self.peaks[-1][1] <= x:
self.peaks.pop()
self.peaks.append((self.frame, x))
while self.peaks[0][0] <= self.frame - ENVELOPE_HOLD / DT_CTRL:
self.peaks.popleft()
self.value = max(self.peaks[0][1], self.value - ENVELOPE_RELEASE_RATE * DT_CTRL)
return self.value
class HighwayCorrectionGain:
def __init__(self):
self.alpha = DT_CTRL / (BASELINE_TAU + DT_CTRL)
self.alpha_curve = DT_CTRL / (CURVE_LEVEL_TAU + DT_CTRL)
self.reset()
def reset(self, curvature: float = 0.0) -> None:
self.baseline = curvature
self.envelope = 0.0
self.frame = 0
self.peaks: deque[tuple[int, float]] = deque()
self.curve_level = curvature
self.envelope = _Envelope()
self.bypass_weight = 0.0
self.weight = 0.0
@@ -44,22 +72,21 @@ class HighwayCorrectionGain:
# tracked even when bypassed so fading in never steps the output
self.baseline += self.alpha * (curvature - self.baseline)
self.curve_level += self.alpha_curve * (curvature - self.curve_level)
lat_accel = abs(curvature) * v_ego ** 2
self.frame += 1
while self.peaks and self.peaks[-1][1] <= lat_accel:
self.peaks.pop()
self.peaks.append((self.frame, lat_accel))
while self.peaks[0][0] <= self.frame - ENVELOPE_HOLD / DT_CTRL:
self.peaks.popleft()
self.envelope = max(self.peaks[0][1], self.envelope - ENVELOPE_RELEASE_RATE * DT_CTRL)
v2 = v_ego ** 2
level = abs(self.curve_level) * v2
in_curve = _smoothstep(level, *CURVE_LEVEL_BLEND)
on = LAT_ACCEL_ON + in_curve * (CURVE_DEVIATION_ON - LAT_ACCEL_ON)
off = LAT_ACCEL_OFF + in_curve * (CURVE_DEVIATION_OFF - LAT_ACCEL_OFF)
envelope = self.envelope.update(abs(curvature - in_curve * self.curve_level) * v2)
gate = (1.0 - _smoothstep(envelope, on, off)) * (1.0 - _smoothstep(level, TIGHT_CURVE_ON, TIGHT_CURVE_OFF))
step = BYPASS_FADE_RATE * DT_CTRL
self.bypass_weight += min(max((0.0 if bypass else 1.0) - self.bypass_weight, -step), step)
gain = min(max(gain, MIN_GAIN), 1.0)
self.weight = (self.bypass_weight * _smoothstep(v_ego, SPEED_OFF, SPEED_ON) *
(1.0 - _smoothstep(self.envelope, LAT_ACCEL_ON, LAT_ACCEL_OFF)))
self.weight = self.bypass_weight * _smoothstep(v_ego, SPEED_OFF, SPEED_ON) * gate
k = 1.0 - self.weight * (1.0 - gain)
if k >= 1.0:
return curvature
@@ -50,22 +50,49 @@ def test_steady_offset_passes_unchanged():
np.testing.assert_allclose(out[-100:], bias, rtol=1e-6)
def test_curves_pass_through():
raw = _weave(bias=1.0 / _V_HWY ** 2)
def test_steady_curve_wobble_is_smoothed():
raw = _weave(seconds=40.0, bias=1.0 / _V_HWY ** 2)
out = _run(HighwayCorrectionGain(), raw, gain=0.5)
np.testing.assert_allclose(out, raw, rtol=0, atol=1e-12)
tail = slice(len(raw) // 2, None)
amp_in, _ = _fit_sine(raw[tail], 0.6)
amp_out, _ = _fit_sine(out[tail], 0.6)
assert 0.45 < amp_out / amp_in < 0.62
assert abs(out[tail].mean() - raw[tail].mean()) * _V_HWY ** 2 < 0.01 # the curve itself is untouched
def test_tight_curves_pass_through():
raw = _weave(seconds=40.0, bias=2.5 / _V_HWY ** 2)
out = _run(HighwayCorrectionGain(), raw, gain=0.5)
tail = slice(len(raw) // 2, None)
np.testing.assert_allclose(out[tail], raw[tail], rtol=0, atol=1e-12)
def test_curve_entry_is_not_delayed_much():
t = np.arange(0.0, 12.0, DT_CTRL)
lat = np.interp(t, [0, 5, 7, 12], [0, 0, 1.2, 1.2])
# 5 s straight, then ramp to 1.2 m/s^2 over 2 s and hold
t = np.arange(0.0, 20.0, DT_CTRL)
lat = np.interp(t, [0, 5, 7, 20], [0, 0, 1.2, 1.2])
raw = lat / _V_HWY ** 2
out = _run(HighwayCorrectionGain(), raw, gain=0.5)
shortfall = (raw - out) * _V_HWY ** 2
# the gate only fully releases at LAT_ACCEL_OFF, so curve entry is briefly softened
assert np.max(np.abs(shortfall)) < 0.15
assert np.argmax(out * _V_HWY ** 2 >= 0.6) == np.argmax(lat >= 0.6)
np.testing.assert_allclose(out[t > 8.0], raw[t > 8.0], rtol=0, atol=1e-12)
assert np.max(np.abs(shortfall[t > 12.0])) < 0.01
def test_curve_exit_is_not_held():
# 20 s steady curve (smoothing active), then unwind to straight over 2 s
t = np.arange(0.0, 30.0, DT_CTRL)
lat = np.interp(t, [0, 2, 20, 22, 30], [1.2, 1.2, 1.2, 0, 0])
raw = lat / _V_HWY ** 2
hcg = HighwayCorrectionGain()
hcg.reset(raw[0])
out = _run(hcg, raw, gain=0.5)
excess = (out - raw)[t > 19.0] * _V_HWY ** 2
assert np.max(np.abs(excess)) < 0.15
i_raw = np.argmax(lat[t > 19.0] <= 0.6)
i_out = np.argmax(out[t > 19.0] * _V_HWY ** 2 <= 0.6)
assert (i_out - i_raw) * DT_CTRL < 0.15
def test_below_speed_gate_passes_through():
@@ -109,5 +136,5 @@ def test_inactive_resets_and_passes_through():
def test_gain_is_clamped():
raw = _weave()
low = _run(HighwayCorrectionGain(), raw, gain=0.0)
floor = _run(HighwayCorrectionGain(), raw, gain=0.3)
floor = _run(HighwayCorrectionGain(), raw, gain=0.1)
np.testing.assert_allclose(low, floor, rtol=0, atol=1e-15)
@@ -326,9 +326,9 @@ class StarPilotLateralLayout(_SettingsPage):
),
SettingRow(
"HighwayCorrectionGain", "value", tr_noop("Highway Smoothing"),
subtitle=tr_noop("Straight roads only (35+ mph). 1.00 = off. Lower follows the model's quick back-and-forth corrections less, to calm weave."),
subtitle=tr_noop("Straights and steady curves (35+ mph). 1.00 = off. Lower follows the model's quick back-and-forth corrections less, to calm weave."),
get_value=lambda: f"{p.get_float('HighwayCorrectionGain'):.2f}",
on_click=lambda: self._show_slider("HighwayCorrectionGain", 0.3, 1.0, step=0.05, value_type="float",
on_click=lambda: self._show_slider("HighwayCorrectionGain", 0.1, 1.0, step=0.05, value_type="float",
title="Highway Smoothing"),
visible=lambda: alt_on() and hcg_available(),
),
@@ -79,10 +79,10 @@
{
"key": "HighwayCorrectionGain",
"label": "Highway Smoothing",
"description": "Straight roads only (35+ mph). 1.00 = off. Lower follows the model's quick back-and-forth corrections less, to calm weave.",
"description": "Straights and steady curves (35+ mph). 1.00 = off. Lower follows the model's quick back-and-forth corrections less, to calm weave.",
"data_type": "float",
"ui_type": "numeric",
"min": 0.3,
"min": 0.1,
"max": 1.0,
"step": 0.05,
"precision": 2,
+1 -1
View File
@@ -793,7 +793,7 @@ class StarPilotVariables:
toggle.steerRatio = self.get_value("SteerRatio", cast=float, condition=advanced_lateral_tuning, default=steerRatio, min=steerRatio * 0.5, max=steerRatio * 1.5)
toggle.use_custom_steerRatio = bool(round(toggle.steerRatio, 2) != round(steerRatio, 2)) and not toggle.force_auto_tune or toggle.force_auto_tune_off
try:
toggle.highway_correction_gain = self.get_value("HighwayCorrectionGain", cast=float, condition=advanced_lateral_tuning, default=1.0, min=0.3, max=1.0)
toggle.highway_correction_gain = self.get_value("HighwayCorrectionGain", cast=float, condition=advanced_lateral_tuning, default=1.0, min=0.1, max=1.0)
except Exception: # UnknownKeyName until scons rebuilds params_pyx with the new key
toggle.highway_correction_gain = 1.0
honda_pid_lateral = toggle.car_make == "honda" and CP.lateralTuning.which() == "pid" and not is_angle_car