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@@ -16,16 +16,15 @@ def clamp(val: float, low: float, high: float) -> float:
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class HybridExperimentalMode:
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"""
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Hybrid Experimental Mode (HEM)
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1. Open Road: Pure Chill MPC cruise & radar follow distance.
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2. Pure Braking Authority: Experimental decel dominates 100% with time-based latching.
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3. Rolling-Dip Immunity: Cruise throttle locked out during stops; low-speed dips cannot surge.
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4. Subtle Blending: Smooth transitions only when throttle commands are nearly identical.
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5. Standstill Lock: Hardware brake hold latched until verified green/lead departure.
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1. Open Road: Follows Chill MPC cruise & radar headway.
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2. Slower Lead Approach: Blends smooth vision decel with MPC follow distance.
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3. Red Lights / Stop Signs: Latches pure vision braking with active zero-speed ramp.
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4. Rolling-Dip Immune: Decelerates all the way to 0 m/s even if model trajectory rises at low speeds.
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5. Standstill Hold & Departure: Locks mechanical brake hold until green light/lead departure/gas press.
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"""
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# Time in seconds to hold braking dominance once triggered (immune to rolling dips)
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BRAKE_HOLD_TIME = 3.0
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STANDSTILL_SPEED = 0.8 # m/s (~1.8 mph)
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STANDSTILL_SPEED = 0.6 # m/s (~1.3 mph)
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STOP_ENGAGE_DECEL = -0.15 # m/s^2 (threshold to enter stopping state)
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MINOR_DIFF_THRESHOLD = 0.25 # m/s^2
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def __init__(self):
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@@ -34,7 +33,6 @@ class HybridExperimentalMode:
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self.prev_a_target = 0.0
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self.last_exp_dominant = False
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self.stopping_latched = False
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self.brake_hold_until = 0.0
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self.diag = {}
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self.record_diag = False
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@@ -48,7 +46,6 @@ class HybridExperimentalMode:
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self.w_vision = 0.0
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self.last_exp_dominant = False
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self.stopping_latched = False
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self.brake_hold_until = 0.0
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self.diag = {}
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def set_tuning(self, exp_bias: float, vision_brake_sensitivity: float):
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@@ -57,7 +54,6 @@ class HybridExperimentalMode:
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def update(self, v_ego, v_cruise, lead_one, model_v2, a_chill, a_exp,
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should_stop_exp=False, should_stop_chill=False, gas_pressed=False):
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now = time.monotonic()
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# 0. Sanitize inputs
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if not math.isfinite(a_chill):
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@@ -84,47 +80,44 @@ class HybridExperimentalMode:
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at_standstill = v_ego < self.STANDSTILL_SPEED
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driver_override = bool(gas_pressed)
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lead_departing = at_standstill and lead_status and (lead_v > 0.6) and ((lead_v - v_ego) > 0.4)
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# Require sustained vision acceleration & open lookahead to verify departure
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vision_departing = at_standstill and (v_horizon > 2.5) and (v_short > 1.2) and (a_exp > 0.20)
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# Verified green light: sustained positive model accel and open lookahead
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vision_departing = at_standstill and (v_horizon > 3.0) and (v_short > 1.5) and (a_exp > 0.25)
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is_departing = lead_departing or vision_departing or driver_override
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# 3. Pure Braking & Stopping Trigger
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# Trigger on any real vision decel, stop request, or low-speed stop-line trajectory
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wants_pure_braking = (
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(a_exp < (a_chill - 0.05) and a_exp < -0.10) or
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# 3. Stopping Latch Management
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# Trigger stopping latch on real vision decel, stop request, or low-speed stop line approach
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wants_stopping = (
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(a_exp < (a_chill - 0.05) and a_exp < self.STOP_ENGAGE_DECEL) or
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should_stop_exp or
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(v_min < 0.5 and v_ego < 4.0 and a_exp < 0.1)
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(v_ego < 3.5 and v_min < 1.0 and a_exp < 0.0)
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)
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# 4. Stopping State & Time-Based Latch Management
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if driver_override or is_departing:
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self.stopping_latched = False
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self.brake_hold_until = 0.0
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elif wants_pure_braking:
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elif wants_stopping:
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self.stopping_latched = True
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self.brake_hold_until = now + self.BRAKE_HOLD_TIME
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elif self.stopping_latched and not at_standstill:
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# Road opened up mid-slowdown (e.g. light turned green before complete stop)
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if a_exp > 0.35 and v_min > (v_ego * 0.9) and not should_stop_exp and now >= self.brake_hold_until:
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# Only clear latch while rolling if the road clearly opens (e.g. light turns green mid-slowdown)
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if a_exp > 0.40 and v_min > (v_ego * 0.95) and not should_stop_exp:
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self.stopping_latched = False
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latch_active = (now < self.brake_hold_until) or self.stopping_latched
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# 5. Output Arbitration & Regime Fusion
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if latch_active:
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# PURE BRAKING DOMINANCE: Lock out positive cruise throttle completely
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# 4. Output Arbitration & Regime Fusion
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if self.stopping_latched:
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self.last_exp_dominant = True
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self.w_vision = 1.0
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if a_exp < 0.0:
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if a_exp < -0.20:
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# Vision model is actively commanding strong decel
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a_vision_brake = a_exp * self.VISION_BRAKE_SENSITIVITY
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a_out = min(a_chill, a_vision_brake)
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else:
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# Near bottom of rolling dip: prevent positive acceleration surges
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a_out = min(a_chill, 0.0)
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# Rolling dip / low-speed completion: enforce smooth decel ramp to 0 m/s
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# (Prevents coasting/surging when model trajectory bottoms out at ~3 mph)
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a_stop_ramp = -clamp(v_ego * 0.75 + 0.35, 0.45, 1.20)
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a_out = min(a_chill, a_stop_ramp)
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else:
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# CRUISE / THROTTLE REGIME:
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# CRUISE / THROTTLE REGIME
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self.last_exp_dominant = False
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a_diff = a_exp - a_chill
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@@ -142,10 +135,11 @@ class HybridExperimentalMode:
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a_out = a_chill + max(0.0, a_diff) * self.HYBRID_EXP_BIAS
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self.w_vision = max(0.0, self.w_vision - 0.05)
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# 6. Authoritative Standstill Handshake
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# 5. Authoritative Standstill Handshake
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# Bring to full mechanical stop hold when stopping is latched near standstill
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standstill_intent = not is_departing and (
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should_stop_exp or
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(self.stopping_latched and v_ego < 0.6) or
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(self.stopping_latched and v_ego < 1.2) or
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(v_ego < 0.5 and (v_horizon < 1.0 or a_exp < -0.05))
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)
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should_stop_fused = bool(should_stop_chill or standstill_intent)
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@@ -165,12 +159,11 @@ class HybridExperimentalMode:
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"driver_override": driver_override,
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"is_departing": is_departing,
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"stopping_latched": self.stopping_latched,
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"latch_active": latch_active,
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"exp_dominant": self.last_exp_dominant,
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"standstill_intent": standstill_intent,
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"should_stop_fused": should_stop_fused,
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"a_out": a_out,
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"regime": "pure_brake" if latch_active else "cruise",
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"regime": "pure_brake" if self.stopping_latched else "cruise",
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"standstill": standstill_intent,
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}
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