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take off twtich v2
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@@ -163,17 +163,19 @@ CURVATURE_HOLD_OPPOSITE_RELEASE = 0.01 # 1/m
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CURVATURE_HOLD_CONFIRM_MIN = 0.003 # 1/m (~7 deg) of wound curvature before capture
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CURVATURE_HOLD_CONFIRM_SWEPT = 0.6 # rad of heading swept this blinker cycle; past this the push is exit-shaping, not initiation
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# Pull-away twitch guard. modeld converts the action head's lateral-ACCELERATION output to
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# curvature with a 1/max(1, v)^2 divide, so its residual at pull-away (~0.02 m/s^2, the
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# head's own noise floor) reads as curvature 0.015 — a 38 deg steering command — where the
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# same 0.02 m/s^2 at highway speed is 0.2 deg. Route 78511c37 twitched on 10 of 10 straight
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# takeoffs, torque 0.57-0.76 at 1.1-1.4 m/s. The model's own planned path is the tell: it
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# read 0.000-0.004 there (6-108x disagreement), while across 11 real low-speed turns in the
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# same drive the action stayed within 0.82-2.56x its plan probe.
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TWITCH_GUARD_MAX_SPEED = 4.0 # m/s; above this the 1/v^2 amplification is gone
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TWITCH_GUARD_FADE_SPEED = 3.0 # m/s; full strength below, faded out by MAX_SPEED
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TWITCH_GUARD_PLAN_RATIO = 3.0 # allowed |action| / |plan curvature| (worst real turn: 2.56)
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TWITCH_GUARD_FLOOR = 0.002 # 1/m (~5 deg of wheel); a near-zero probe must not clamp to nothing
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# Pull-away twitch guard. modeld divides the action head's lateral-ACCELERATION output by
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# max(1, v)^2, so its residual at pull-away (~0.02 m/s^2, the head's noise floor) reads as
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# curvature 0.015 — 38 deg of wheel — where the same value at highway speed is 0.2 deg.
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# Route 78511c37 twitched on 10 of 10 straight takeoffs. The model's own planned path is the
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# tell: it read straight there while the action demanded 6-108x more.
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TWITCH_GUARD_MAX_SPEED = 4.0 # m/s; above this the 1/v^2 amplification is gone
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TWITCH_GUARD_FADE_SPEED = 3.0 # m/s; full strength below, faded out by MAX_SPEED
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TWITCH_GUARD_PLAN_RATIO = 4.0 # allowed |action| / |plan curvature|
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TWITCH_GUARD_FLOOR = 0.002 # 1/m (~5 deg); a near-zero probe must not clamp to nothing
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TWITCH_GUARD_STRAIGHT_LO = 0.005 # 1/m; a plain ratio is too permissive near straight (3x of
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TWITCH_GUARD_STRAIGHT_HI = 0.014 # 0.003 still licenses 22 deg), so fade the allowance out too
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TWITCH_GUARD_MIN_REACH = 12.0 # m; shorter plans read straight while the action legitimately
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# unwinds a turn (ce2b186c51 seg 28 t=14.6). Twitches: p5 24 m
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def _plan_circle_curvature(xs, ys, lookahead: float) -> float:
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@@ -233,10 +235,17 @@ def get_plan_reach(model_v2) -> float:
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def limit_curvature_to_plan(model_v2, curvature: float, v_ego: float) -> float:
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# See TWITCH_GUARD_*. Magnitude only: the command is bounded, never reversed.
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# See TWITCH_GUARD_*. Magnitude only: the command is bounded, never reversed. FAR fit alone —
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# the near probe swings with the car's heading error, so once a twitch has yawed the car it
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# bends to correct it and licenses the very command that caused it (seg 10 t=53.1).
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if v_ego >= TWITCH_GUARD_MAX_SPEED or curvature == 0.0:
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return curvature
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limit = max(TWITCH_GUARD_PLAN_RATIO * abs(get_plan_spatial_curvature(model_v2)), TWITCH_GUARD_FLOOR)
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if get_plan_reach(model_v2) < TWITCH_GUARD_MIN_REACH:
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return curvature
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plan = abs(_plan_circle_curvature(model_v2.position.x, model_v2.position.y,
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CURVATURE_HOLD_PLAN_LOOKAHEAD_FAR))
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straightness = (plan - TWITCH_GUARD_STRAIGHT_LO) / (TWITCH_GUARD_STRAIGHT_HI - TWITCH_GUARD_STRAIGHT_LO)
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limit = max(TWITCH_GUARD_PLAN_RATIO * plan * min(max(straightness, 0.0), 1.0), TWITCH_GUARD_FLOOR)
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if abs(curvature) <= limit:
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return curvature
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fade = (TWITCH_GUARD_MAX_SPEED - v_ego) / (TWITCH_GUARD_MAX_SPEED - TWITCH_GUARD_FADE_SPEED)
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@@ -17,13 +17,16 @@ def _plan(xs, ys):
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return types.SimpleNamespace(position=types.SimpleNamespace(x=xs, y=ys))
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STRAIGHT_PLAN = _plan([i * 0.5 for i in range(200)], [0.0] * 200)
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def _arc_plan(radius, n=200):
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# constant-radius arc, ~1 rad of heading — long enough to clear the reach gate
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return _plan([radius * math.sin(i / n) for i in range(n)],
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[radius * (1.0 - math.cos(i / n)) for i in range(n)])
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STRAIGHT_PLAN = _plan([i * 0.5 for i in range(200)], [0.0] * 200) # 100 m dead straight
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STANDSTILL_STUB_PLAN = _plan([0.0, 0.3], [0.0, 0.0])
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def _arc_plan(radius):
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return _plan([radius * math.sin(t * 0.006) for t in range(200)],
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[radius * (1.0 - math.cos(t * 0.006)) for t in range(200)])
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TURN_PLAN = _arc_plan(30.0) # 0.033 1/m (~81 deg of wheel), 25 m of reach
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GENTLE_BEND_PLAN = _arc_plan(143.0) # 0.007 1/m, barely bending
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def test_turn_lead_is_suppressed_only_during_applied_angle_control():
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@@ -71,16 +74,20 @@ def test_guard_fades_out_across_the_speed_band():
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# turning authority must never be reduced: a real turn's action agrees with its own plan
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@pytest.mark.parametrize("ratio", [0.8, 1.0, 2.0, 2.6])
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@pytest.mark.parametrize("ratio", [0.8, 1.0, 2.0, 3.0])
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def test_real_turns_tracking_their_own_plan_are_untouched(ratio):
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plan = _arc_plan(7.0)
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action = 0.1428 * ratio
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assert limit_curvature_to_plan(plan, action, 1.2) == pytest.approx(action)
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action = (1.0 / 30.0) * ratio
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assert limit_curvature_to_plan(TURN_PLAN, action, 1.2) == pytest.approx(action)
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def test_degenerate_plans_do_not_raise_and_still_bound_the_command():
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for plan in (STANDSTILL_STUB_PLAN, _plan([], [])):
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assert abs(limit_curvature_to_plan(plan, 0.0155, 0.4)) == pytest.approx(TWITCH_GUARD_FLOOR)
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def test_a_barely_bending_plan_does_not_license_a_large_command():
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guarded = limit_curvature_to_plan(GENTLE_BEND_PLAN, 0.0155, 1.2)
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assert TWITCH_GUARD_FLOOR < guarded < 0.008
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@pytest.mark.parametrize("plan", [STANDSTILL_STUB_PLAN, _plan([], [])])
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def test_guard_stands_down_when_the_plan_is_too_short_to_judge(plan):
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assert limit_curvature_to_plan(plan, 0.0155, 0.4) == pytest.approx(0.0155)
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def test_zero_command_stays_zero():
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