try this one

This reverts commit d1e069210f.

.github/ISSUE_TEMPLATE/enhancement.md

@@ -1,8 +0,0 @@
----
-name: Enhancement
-about: For openpilot enhancement suggestions
-title: ''
-labels: 'enhancement'
-assignees: ''
----
-

.github/workflows/cereal_validation.yaml

@@ -33,15 +33,15 @@ jobs:
       - run: ./tools/op.sh setup
       - name: Build openpilot
         run: scons -j$(nproc) cereal
-      - name: Generate the log file
+      - name: Dump sunnypilot schema
         run: |
           export PYTHONPATH=${{ github.workspace }}
-          python3 cereal/messaging/tests/validate_sp_cereal_upstream.py -g -f schema_instances.bin
+          python3 cereal/messaging/tests/validate_sp_cereal_upstream.py -g -f schema.json
       - name: 'Prepare artifact'
         run: |
           mkdir -p "cereal/messaging/tests/cereal_validations"
           cp cereal/messaging/tests/validate_sp_cereal_upstream.py "cereal/messaging/tests/cereal_validations/validate_sp_cereal_upstream.py"
-          cp schema_instances.bin "cereal/messaging/tests/cereal_validations/schema_instances.bin"
+          cp schema.json "cereal/messaging/tests/cereal_validations/schema.json"
       - name: 'Upload Artifact'
         uses: actions/upload-artifact@v4
         with:
@@ -71,8 +71,8 @@ jobs:
         with:
           name: cereal_validations
           path: openpilot/cereal/messaging/tests/cereal_validations
-      - name: 'Run the validation'
+      - name: 'Validate sunnypilot schema against upstream'
         run: |
           export PYTHONPATH=${{ github.workspace }}/openpilot
           chmod +x openpilot/cereal/messaging/tests/cereal_validations/validate_sp_cereal_upstream.py
-          python3 openpilot/cereal/messaging/tests/cereal_validations/validate_sp_cereal_upstream.py -r -f openpilot/cereal/messaging/tests/cereal_validations/schema_instances.bin
+          python3 openpilot/cereal/messaging/tests/cereal_validations/validate_sp_cereal_upstream.py -r -f openpilot/cereal/messaging/tests/cereal_validations/schema.json

.github/workflows/docs.yaml

@@ -29,9 +29,9 @@ jobs:
     # Build
     - name: Build docs
       run: |
-        # TODO: can we install just the "docs" dependency group without the normal deps?
-        pip install mkdocs
-        mkdocs build
+        git lfs pull
+        pip install zensical
+        python scripts/docs.py build
 
     # Push to docs.comma.ai
     - uses: actions/checkout@v6

.github/workflows/sunnypilot-build-model.yaml

@@ -172,8 +172,8 @@ jobs:
             output_file="${{ env.MODELS_DIR }}/${base_name}_tinygrad.pkl"
 
             echo "Compiling: $onnx_file -> $output_file"
-            QCOM=1 python3 "${{ env.TINYGRAD_PATH }}/examples/openpilot/compile3.py" "$onnx_file" "$output_file"
-            DEV=QCOM FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0 python3 "${{ env.MODELS_DIR }}/../get_model_metadata.py" "$onnx_file" || true
+            DEV=QCOM FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0 OPENPILOT_HACKS=1 IMAGE=2 python3 "${{ env.TINYGRAD_PATH }}/examples/openpilot/compile3.py" "$onnx_file" "$output_file"
+            DEV=QCOM FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0 OPENPILOT_HACKS=1 python3 "${{ env.MODELS_DIR }}/../get_model_metadata.py" "$onnx_file" || true
           done
 
       - name: Validate Model Outputs

.gitignore

@@ -44,8 +44,10 @@ bin/
 config.json
 compile_commands.json
 compare_runtime*.html
+selfdrive/modeld/models/tg_compiled_flags.json
 
 # build artifacts
+docs_site/
 selfdrive/pandad/pandad
 cereal/services.h
 cereal/gen

cereal/log.capnp

@@ -273,11 +273,7 @@ struct GPSNMEAData {
   nmea @2 :Text;
 }
 
-# android sensor_event_t
 struct SensorEventData {
-  version @0 :Int32;
-  sensor @1 :Int32;
-  type @2 :Int32;
   timestamp @3 :Int64;
 
   union {
@@ -296,7 +292,10 @@ struct SensorEventData {
 
   struct SensorVec {
     v @0 :List(Float32);
-    status @1 :Int8;
+
+    deprecated :group {
+      status @1 :Int8;
+    }
   }
 
   enum SensorSource {
@@ -314,7 +313,11 @@ struct SensorEventData {
     mmc5603nj @11;
   }
 
+  # formerly based on android sensor_event_t
   deprecated :group {
+    version @0 :Int32;
+    sensor @1 :Int32;
+    type @2 :Int32;
     uncalibrated @10 :Bool;
   }
 }
@@ -457,10 +460,10 @@ struct DeviceState @0xa4d8b5af2aa492eb {
   }
 
   enum ThermalStatus {
-    green @0;
-    yellow @1;
-    red @2;
-    danger @3;
+    ok @0;
+    warmDEPRECATED @1;
+    overheated @2;
+    critical @3;
   }
 
   enum NetworkType {
@@ -558,8 +561,8 @@ struct PandaState @0xa7649e2575e4591e {
 
   # these fields are not used by openpilot, but they're
   # reserved for forks building alternate experiences.
-  controlsAllowedRESERVED1 @38 :Bool;
-  controlsAllowedRESERVED2 @39 :Bool;
+  controlsAllowedLateral @38 :Bool;
+  controlsAllowedLongitudinal @39 :Bool;
 
   enum FaultStatus {
     none @0;
@@ -2076,7 +2079,7 @@ struct DriverStateV2 {
   }
 }
 
-struct DriverMonitoringState @0xb83cda094a1da284 {
+struct DriverMonitoringStateDEPRECATED @0xb83cda094a1da284 {
   events @18 :List(OnroadEvent);
   faceDetected @1 :Bool;
   isDistracted @2 :Bool;
@@ -2104,6 +2107,75 @@ struct DriverMonitoringState @0xb83cda094a1da284 {
   }
 }
 
+struct DriverMonitoringState {
+  lockout @0 :Bool;
+  alertCountLockoutPercent @1 :Int8;
+  alertTimeLockoutPercent @2 :Int8;
+
+  alwaysOn @3 :Bool;
+  alwaysOnLockout @4 :Bool;
+
+  alertLevel @5 :AlertLevel;
+  activePolicy @6 :MonitoringPolicy;
+  isRHD @7 :Bool;
+  rhdCalibration @8 :CalibrationState;
+
+  visionPolicyState @9 :VisionPolicyState;
+  wheeltouchPolicyState @10 :WheeltouchPolicyState;
+
+  enum AlertLevel {
+    # ordinal must match the name to prevent bugs
+    # comparing against the raw ordinal value
+    none @0;
+    one @1;
+    two @2;
+    three @3;
+  }
+
+  enum MonitoringPolicy {
+    wheeltouch @0;
+    vision @1;
+  }
+
+  struct VisionPolicyState {
+    awarenessPercent @0 :Int8;
+    awarenessStep @1 :Float32;
+    isDistracted @2 :Bool;
+    distractedTypes @3 :DistractedTypes;
+
+    faceDetected @4 :Bool;
+    pose @5 :Pose;
+    wheeltouchFallbackPercent @6 :Int8;
+    uncertainOffroadAlertPercent @7 :Int8;
+
+    struct DistractedTypes {
+      pose @0: Bool;
+      eye @1: Bool;
+      phone @2: Bool;
+    }
+
+    struct Pose {
+      pitch @0 :Float32;
+      yaw @1 :Float32;
+      pitchCalib @2 :CalibrationState;
+      yawCalib @3 :CalibrationState;
+      calibrated @4 :Bool;
+      uncertainty @5 :Float32;
+    }
+  }
+
+  struct WheeltouchPolicyState {
+    awarenessPercent @0 :Int8;
+    awarenessStep @1 :Float32;
+    driverInteracting @2 :Bool;
+  }
+
+  struct CalibrationState {
+    calibratedPercent @0 :Int8;
+    offset @1 :Float32;
+  }
+}
+
 struct Boot {
   wallTimeNanos @0 :UInt64;
   pstore @4 :Map(Text, Data);
@@ -2377,7 +2449,6 @@ struct Event {
     boot @60 :Boot;
 
     # ********** openpilot daemon msgs **********
-    gpsNMEA @3 :GPSNMEAData;
     can @5 :List(CanData);
     controlsState @7 :ControlsState;
     selfdriveState @130 :SelfdriveState;
@@ -2402,7 +2473,6 @@ struct Event {
     qcomGnss @31 :QcomGnss;
     gpsLocationExternal @48 :GpsLocationData;
     gpsLocation @21 :GpsLocationData;
-    gnssMeasurements @91 :GnssMeasurements;
     liveParameters @61 :LiveParametersData;
     liveTorqueParameters @94 :LiveTorqueParametersData;
     liveDelay @146 : LiveDelayData;
@@ -2410,7 +2480,7 @@ struct Event {
     thumbnail @66: Thumbnail;
     onroadEvents @134: List(OnroadEvent);
     carParams @69: Car.CarParams;
-    driverMonitoringState @71: DriverMonitoringState;
+    driverMonitoringState @151 :DriverMonitoringState;
     livePose @129 :LivePose;
     modelV2 @75 :ModelDataV2;
     drivingModelData @128 :DrivingModelData;
@@ -2436,7 +2506,6 @@ struct Event {
     # systems stuff
     androidLog @20 :AndroidLogEntry;
     managerState @78 :ManagerState;
-    uploaderState @79 :UploaderState;
     procLog @33 :ProcLog;
     clocks @35 :Clocks;
     deviceState @6 :DeviceState;
@@ -2446,12 +2515,6 @@ struct Event {
     # touch frame
     touch @135 :List(Touch);
 
-    # navigation
-    navInstruction @82 :NavInstruction;
-    navRoute @83 :NavRoute;
-    navThumbnail @84: Thumbnail;
-    mapRenderState @105: MapRenderState;
-
     # UI services
     uiDebug @102 :UIDebug;
 
@@ -2553,5 +2616,13 @@ struct Event {
     gyroscope2DEPRECATED @100 :SensorEventData;
     accelerometer2DEPRECATED @101 :SensorEventData;
     temperatureSensor2DEPRECATED @123 :SensorEventData;
+    driverMonitoringStateDEPRECATED @71 :DriverMonitoringStateDEPRECATED;
+    gpsNMEADEPRECATED @3 :GPSNMEAData;
+    uploaderStateDEPRECATED @79 :UploaderState;
+    navInstructionDEPRECATED @82 :NavInstruction;
+    navRouteDEPRECATED @83 :NavRoute;
+    navThumbnailDEPRECATED @84 :Thumbnail;
+    gnssMeasurementsDEPRECATED @91 :GnssMeasurements;
+    mapRenderStateDEPRECATED @105: MapRenderState;
   }
 }

cereal/messaging/tests/validate_sp_cereal_upstream.py

@@ -1,222 +1,251 @@
 #!/usr/bin/env python3
+"""Schema-level cereal compat check between sunnypilot and upstream openpilot.
+
+Rules (per struct matched across sides by typeId):
+  R1  shared ordinal must reference the same type.
+  R2  sunnypilot-only ordinal in a union -> FAIL (unknown discriminant upstream).
+  R3  sunnypilot-only ordinal on a regular field -> OK (additive struct evolution).
+  R4  upstream-only ordinal -> OK.
+  R5  sunnypilot-only struct referenced via an upstream-shared field -> FAIL.
+"""
+
+from __future__ import annotations
+
 import argparse
+import json
 import sys
-from typing import Any, List, Tuple
+from typing import Any
 
-DEBUG = False
+NO_DISCRIMINANT = 0xFFFF
 
 
-def print_debug(string: str) -> None:
-  if DEBUG:
-    print(string)
+def hex_id(value: int) -> str:
+  return f"0x{value:016x}"
 
 
-def create_schema_instance(struct: Any, prop: Tuple[str, Any]) -> Any:
-  """
-  Create a new instance of a schema type, handling different field types.
-
-  Args:
-      struct: The Cap'n Proto schema structure
-      prop: A tuple containing the field name and field metadata
-
-  Returns:
-      A new initialized schema instance
-  """
-  struct_instance = struct.new_message()
-  field_name, field_metadata = prop
-
-  try:
-    field_type = field_metadata.proto.slot.type.which()
-
-    # Initialize different types of fields
-    if field_type in ('list', 'text', 'data'):
-      struct_instance.init(field_name, 1)
-      print_debug(f"Initialized list/text/data field: {field_name}")
-    elif field_type in ('struct', 'object'):
-      struct_instance.init(field_name)
-      print_debug(f"Initialized struct/object field: {field_name}")
-
-    return struct_instance
-
-  except Exception as e:
-    print(f"Error creating instance for {field_name}: {e}")
-    return None
+def encode_type(type_node: Any) -> dict:
+  which = type_node.which()
+  if which == "struct":
+    return {"kind": "struct", "typeId": hex_id(type_node.struct.typeId)}
+  if which == "enum":
+    return {"kind": "enum", "typeId": hex_id(type_node.enum.typeId)}
+  if which == "interface":
+    return {"kind": "interface", "typeId": hex_id(type_node.interface.typeId)}
+  if which == "list":
+    return {"kind": "list", "element": encode_type(type_node.list.elementType)}
+  if which == "anyPointer":
+    return {"kind": "anyPointer"}
+  return {"kind": which}
 
 
-def get_schema_fields(schema_struct: Any) -> List[Tuple[str, Any]]:
-  """
-  Retrieve all fields from a given schema structure.
+def encode_field(name: str, field: Any) -> dict:
+  proto = field.proto
+  ordinal = proto.ordinal.explicit if proto.ordinal.which() == "explicit" else None
+  discriminant = proto.discriminantValue if proto.discriminantValue != NO_DISCRIMINANT else None
 
-  Args:
-      schema_struct: The Cap'n Proto schema structure
+  if proto.which() == "group":
+    type_desc = {"kind": "group", "typeId": hex_id(proto.group.typeId)}
+  else:
+    type_desc = encode_type(proto.slot.type)
 
-  Returns:
-      A list of field names and their metadata
-  """
-  try:
-    # Get all fields from the schema
-    schema_fields = list(schema_struct.schema.fields.items())
-
-    print_debug("Discovered schema fields:")
-    for field_name, field_metadata in schema_fields:
-      print_debug(f"- {field_name}")
-
-    return schema_fields
-
-  except Exception as e:
-    print(f"Error retrieving schema fields: {e}")
-    return []
+  return {
+    "name": name,
+    "ordinal": ordinal,
+    "discriminant": discriminant,
+    "type": type_desc,
+  }
 
 
-def generate_schema_instances(schema_struct: Any) -> List[Any]:
-  """
-  Generate instances for all fields in a given schema.
-
-  Args:
-      schema_struct: The Cap'n Proto schema structure
-
-  Returns:
-      A list of schema instances
-  """
-  schema_fields = get_schema_fields(schema_struct)
-  instances = []
-
-  for field_prop in schema_fields:
-    try:
-      instance = create_schema_instance(schema_struct, field_prop)
-      if instance is not None:
-        instances.append(instance)
-    except Exception as e:
-      print(f"Skipping field due to error: {e}")
-
-  print(f"Generated {len(instances)} schema instances")
-  return instances
+def encode_struct(schema: Any) -> dict:
+  node = schema.node
+  return {
+    "typeId": hex_id(node.id),
+    "displayName": node.displayName,
+    "hasUnion": node.struct.discriminantCount > 0,
+    "fields": [encode_field(name, field) for name, field in schema.fields.items()],
+  }
 
 
-def persist_instances(instances: List[Any], filename: str) -> None:
-  """
-  Write schema instances to a binary file.
-
-  Args:
-      instances: List of schema instances
-      filename: Output file path
-  """
-  try:
-    with open(filename, 'wb') as f:
-      for instance in instances:
-        f.write(instance.to_bytes())
-
-    print(f"Successfully wrote {len(instances)} instances to {filename}")
-
-  except Exception as e:
-    print(f"Error persisting instances: {e}")
-    sys.exit(1)
+def _child_struct_schema(field: Any) -> Any:
+  proto = field.proto
+  if proto.which() == "group":
+    return field.schema
+  type_node = proto.slot.type
+  which = type_node.which()
+  if which == "struct":
+    return field.schema
+  if which == "list":
+    container = field.schema
+    element_type = type_node.list.elementType
+    while element_type.which() == "list":
+      container = container.elementType
+      element_type = element_type.list.elementType
+    if element_type.which() == "struct":
+      return container.elementType
+  return None
 
 
-def read_instances(filename: str, schema_type: Any) -> List[Any]:
-  """
-  Read schema instances from a binary file.
-
-  Args:
-      filename: Input file path
-      schema_type: The schema type to use for reading
-
-  Returns:
-      A list of read schema instances
-  """
-  try:
-    with open(filename, 'rb') as f:
-      data = f.read()
-
-    instances = list(schema_type.read_multiple_bytes(data))
-
-    print(f"Read {len(instances)} instances from {filename}")
-    return instances
-
-  except Exception as e:
-    print(f"Error reading instances: {e}")
-    sys.exit(1)
+def collect_schema(root: Any) -> dict[str, dict]:
+  structs: dict[str, dict] = {}
+  stack = [root]
+  while stack:
+    schema = stack.pop()
+    type_id = hex_id(schema.node.id)
+    if type_id in structs:
+      continue
+    structs[type_id] = encode_struct(schema)
+    for _name, field in schema.fields.items():
+      try:
+        child = _child_struct_schema(field)
+      except Exception:
+        child = None
+      if child is not None:
+        stack.append(child)
+  return structs
 
 
-def compare_schemas(original_instances: List[Any], read_instances: List[Any]) -> bool:
-  """
-  Compare original and read-back instances to detect potential breaking changes.
+def dump_schema(path: str) -> None:
+  from cereal import log
+  payload = {
+    "root": hex_id(log.Event.schema.node.id),
+    "structs": collect_schema(log.Event.schema),
+  }
+  with open(path, "w", encoding="utf-8") as handle:
+    json.dump(payload, handle, indent=2, sort_keys=True)
+  print(f"wrote schema dump with {len(payload['structs'])} structs to {path}")
 
-  Args:
-      original_instances: List of originally generated instances
-      read_instances: List of instances read back from file
 
-  Returns:
-      Boolean indicating whether schemas appear compatible
-  """
-  if len(original_instances) != len(read_instances):
-    print("❌ Schema Compatibility Warning: Instance count mismatch")
+def types_equal(a: dict, b: dict) -> bool:
+  if a.get("kind") != b.get("kind"):
     return False
-
-  compatible = True
-  for struct in read_instances:
-    try:
-      getattr(struct, struct.which())  # Attempting to access the field to validate readability
-    except Exception as e:
-      print(f"❌ Structural change detected: {struct.which()} is not readable.\nFull error: {e}")
-      compatible = False
-
-  return compatible
+  kind = a["kind"]
+  if kind in ("struct", "enum", "interface", "group"):
+    return a.get("typeId") == b.get("typeId")
+  if kind == "list":
+    return types_equal(a["element"], b["element"])
+  return True
 
 
-def main():
-  """
-  CLI entry point for schema compatibility testing.
-  """
-  # Setup argument parser
+def type_repr(t: dict) -> str:
+  kind = t.get("kind", "?")
+  if kind in ("struct", "enum", "interface", "group"):
+    return f"{kind}({t.get('typeId')})"
+  if kind == "list":
+    return f"list<{type_repr(t['element'])}>"
+  return kind
+
+
+def field_is_union_variant(field: dict) -> bool:
+  return field.get("discriminant") is not None
+
+
+def index_fields_by_ordinal(struct: dict) -> dict[int, dict]:
+  indexed: dict[int, dict] = {}
+  for field in struct["fields"]:
+    ordinal = field.get("ordinal")
+    if ordinal is None:
+      continue
+    indexed[ordinal] = field
+  return indexed
+
+
+def compare(sunnypilot_dump: dict, upstream_dump: dict) -> list[str]:
+  violations: list[str] = []
+  sunnypilot_structs: dict[str, dict] = sunnypilot_dump["structs"]
+  upstream_structs: dict[str, dict] = upstream_dump["structs"]
+
+  sunnypilot_struct_referenced_from_shared: set[str] = set()
+
+  for type_id, sunnypilot_struct in sunnypilot_structs.items():
+    upstream_struct = upstream_structs.get(type_id)
+    if upstream_struct is None:
+      continue
+
+    sunnypilot_fields = index_fields_by_ordinal(sunnypilot_struct)
+    upstream_fields = index_fields_by_ordinal(upstream_struct)
+    display = sunnypilot_struct["displayName"]
+
+    for ordinal, sunnypilot_field in sunnypilot_fields.items():
+      upstream_field = upstream_fields.get(ordinal)
+      if upstream_field is None:
+        if field_is_union_variant(sunnypilot_field):
+          violations.append(
+            f"[R2] {display} @{ordinal} ('{sunnypilot_field['name']}', {type_repr(sunnypilot_field['type'])}): "
+            f"union variant not present upstream. upstream cannot parse this discriminant."
+          )
+        continue
+
+      if not types_equal(sunnypilot_field["type"], upstream_field["type"]):
+        violations.append(
+          f"[R1] {display} @{ordinal}: type mismatch. "
+          f"sunnypilot='{sunnypilot_field['name']}' {type_repr(sunnypilot_field['type'])} vs "
+          f"upstream='{upstream_field['name']}' {type_repr(upstream_field['type'])}."
+        )
+        continue
+
+      cursor = sunnypilot_field["type"]
+      while cursor.get("kind") == "list":
+        cursor = cursor["element"]
+      if cursor.get("kind") in ("struct", "group", "interface") and cursor.get("typeId"):
+        sunnypilot_struct_referenced_from_shared.add(cursor["typeId"])
+
+  for type_id, sunnypilot_struct in sunnypilot_structs.items():
+    if type_id in upstream_structs:
+      continue
+    if type_id in sunnypilot_struct_referenced_from_shared:
+      violations.append(
+        f"[R5] struct {sunnypilot_struct['displayName']} ({type_id}) exists only on sunnypilot "
+        f"but is referenced from an upstream-shared field. upstream cannot resolve this type."
+      )
+
+  return violations
+
+
+def load_peer(path: str) -> dict:
+  with open(path, "r", encoding="utf-8") as handle:
+    return json.load(handle)
+
+
+def run_read(peer_path: str) -> int:
+  from cereal import log
+  peer_dump = load_peer(peer_path)
+  local_dump = {
+    "root": hex_id(log.Event.schema.node.id),
+    "structs": collect_schema(log.Event.schema),
+  }
+  violations = compare(sunnypilot_dump=peer_dump, upstream_dump=local_dump)
+
+  if not violations:
+    print("cereal compat OK: upstream openpilot can parse sunnypilot routes "
+          "(no leaked structs, no ordinal collisions).")
+    return 0
+
+  print(f"cereal compat FAIL: upstream openpilot would misparse sunnypilot routes "
+        f"({len(violations)} violation(s)):")
+  for v in violations:
+    print(f"  {v}")
+  return 1
+
+
+def main() -> int:
   parser = argparse.ArgumentParser(
-    description='Cap\'n Proto Schema Compatibility Testing Tool',
-    epilog='Test schema compatibility by generating and reading back instances.'
+    description="sunnypilot <-> upstream cereal compatibility validator (schema-level)."
   )
-
-  # Add mutually exclusive group for generation or reading mode
-  mode_group = parser.add_mutually_exclusive_group(required=True)
-  mode_group.add_argument('-g', '--generate', action='store_true',
-                          help='Generate schema instances')
-  mode_group.add_argument('-r', '--read', action='store_true',
-                          help='Read and validate schema instances')
-
-  # Common arguments
-  parser.add_argument('-f', '--file',
-                      default='schema_instances.bin',
-                      help='Output/input binary file (default: schema_instances.bin)')
-
-  # Parse arguments
+  mode = parser.add_mutually_exclusive_group(required=True)
+  mode.add_argument("-g", "--generate", action="store_true", help="dump local schema to JSON")
+  mode.add_argument("-r", "--read", action="store_true", help="load peer JSON and diff against local")
+  parser.add_argument("-f", "--file", default="schema.json", help="JSON file path (default: schema.json)")
   args = parser.parse_args()
 
-  # Import the schema dynamically 
   try:
-    from cereal import log
-    schema_type = log.Event
-  except ImportError:
-    print("Error: Unable to import schema. Ensure 'cereal' is installed.")
-    sys.exit(1)
-
-  # Execute based on mode
-  if args.generate:
-    print("🔧 Generating Schema Instances")
-    instances = generate_schema_instances(schema_type)
-    persist_instances(instances, args.file)
-    print("✅ Instance generation complete")
-
-  elif args.read:
-    print("🔍 Reading and Validating Schema Instances")
-    generated_instances = generate_schema_instances(schema_type)
-    read_back_instances = read_instances(args.file, schema_type)
-
-    # Compare schemas
-    if compare_schemas(generated_instances, read_back_instances):
-      print("✅ Schema Compatibility: No breaking changes detected")
-      sys.exit(0)
-    else:
-      print("❌ Potential Schema Breaking Changes Detected")
-      sys.exit(1)
+    if args.generate:
+      dump_schema(args.file)
+      return 0
+    return run_read(args.file)
+  except ImportError as exc:
+    print(f"error: cannot import cereal ({exc}). did scons build cereal?")
+    return 2
 
 
 if __name__ == "__main__":
-  main()
+  sys.exit(main())

cereal/services.py

@@ -24,10 +24,7 @@ _services: dict[str, tuple] = {
   # note: the "EncodeIdx" packets will still be in the log
   "gyroscope": (True, 104., 104),
   "accelerometer": (True, 104., 104),
-  "magnetometer": (True, 25.),
-  "lightSensor": (True, 100., 100),
   "temperatureSensor": (True, 2., 200),
-  "gpsNMEA": (True, 9.),
   "deviceState": (True, 2., 1),
   "touch": (True, 20., 1),
   "can": (True, 100., 2053, QueueSize.BIG),  # decimation gives ~3 msgs in a full segment
@@ -56,7 +53,6 @@ _services: dict[str, tuple] = {
   "gpsLocation": (True, 1., 1),
   "ubloxGnss": (True, 10.),
   "qcomGnss": (True, 2.),
-  "gnssMeasurements": (True, 10., 10),
   "clocks": (True, 0.1, 1),
   "ubloxRaw": (True, 20.),
   "livePose": (True, 20., 4),
@@ -75,10 +71,6 @@ _services: dict[str, tuple] = {
   "drivingModelData": (True, 20., 10),
   "modelV2": (True, 20., None, QueueSize.BIG),
   "managerState": (True, 2., 1),
-  "uploaderState": (True, 0., 1),
-  "navInstruction": (True, 1., 10),
-  "navRoute": (True, 0.),
-  "navThumbnail": (True, 0.),
   "qRoadEncodeIdx": (False, 20.),
   "userBookmark": (True, 0., 1),
   "soundPressure": (True, 10., 10),
@@ -114,8 +106,6 @@ _services: dict[str, tuple] = {
   "livestreamRoadEncodeData": (False, 20., None, QueueSize.MEDIUM),
   "livestreamDriverEncodeData": (False, 20., None, QueueSize.MEDIUM),
   "customReservedRawData0": (True, 0.),
-  "customReservedRawData1": (True, 0.),
-  "customReservedRawData2": (True, 0.),
 }
 SERVICE_LIST = {name: Service(*vals) for
                 idx, (name, vals) in enumerate(_services.items())}

common/model.h

@@ -1 +1 @@
-#define DEFAULT_MODEL "OP Model 7 (Default)"
+#define DEFAULT_MODEL "CD210 (Default)"

docs/CARS.md

@@ -22,7 +22,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |Audi[<sup>11</sup>](#footnotes)|Q3 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi Q3 2019-24">Buy Here</a></sub></details>|||
 |Audi[<sup>11</sup>](#footnotes)|RS3 2018|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi RS3 2018">Buy Here</a></sub></details>|||
 |Audi[<sup>11</sup>](#footnotes)|S3 2015-17|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Audi S3 2015-17">Buy Here</a></sub></details>|||
-|Chevrolet|Bolt EUV 2022-23|Premier or Premier Redline Trim, without Super Cruise Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EUV 2022-23">Buy Here</a></sub></details>|<a href="https://youtu.be/xvwzGMUA210" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Chevrolet|Bolt EUV 2022-23|Premier or Premier Redline Trim, without Super Cruise Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EUV 2022-23">Buy Here</a></sub></details>|<a href="https://youtu.be/xvwzGMUA210" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Chevrolet|Bolt EV 2022-23|2LT Trim with Adaptive Cruise Control Package|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Bolt EV 2022-23">Buy Here</a></sub></details>|||
 |Chevrolet|Equinox 2019-22|Adaptive Cruise Control (ACC)|openpilot available[<sup>1</sup>](#footnotes)|3 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Equinox 2019-22">Buy Here</a></sub></details>|||
 |Chevrolet|Silverado 1500 2020-21|Safety Package II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chevrolet Silverado 1500 2020-21">Buy Here</a></sub></details>|||
@@ -32,34 +32,34 @@ A supported vehicle is one that just works when you install a comma device. All
 |Chrysler|Pacifica 2021-23|All|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica 2021-23">Buy Here</a></sub></details>|||
 |Chrysler|Pacifica Hybrid 2017-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica Hybrid 2017-18">Buy Here</a></sub></details>|||
 |Chrysler|Pacifica Hybrid 2019-25|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Chrysler Pacifica Hybrid 2019-25">Buy Here</a></sub></details>|||
-|comma|body|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|None|<a href="https://youtu.be/VT-i3yRsX2s?t=2736" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|comma|body|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|None|<a href="https://youtu.be/VT-i3yRsX2s?t=2736" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |CUPRA[<sup>11</sup>](#footnotes)|Ateca 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=CUPRA Ateca 2018-23">Buy Here</a></sub></details>|||
 |Dodge|Durango 2020-21|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Dodge Durango 2020-21">Buy Here</a></sub></details>|||
 |Ford|Bronco Sport 2021-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Bronco Sport 2021-24">Buy Here</a></sub></details>|||
 |Ford|Escape 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|Escape Hybrid 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|Escape Plug-in Hybrid 2020-22|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2020-22">Buy Here</a></sub></details>|||
-|Ford|Escape Plug-in Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Ford|Expedition 2022-24|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Expedition 2022-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Escape Plug-in Hybrid 2023-24|Co-Pilot360 Assist+|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Escape Plug-in Hybrid 2023-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
+|Ford|Expedition 2022-24|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Expedition 2022-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|Explorer 2020-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Explorer 2020-24">Buy Here</a></sub></details>|||
 |Ford|Explorer Hybrid 2020-24|Co-Pilot360 Assist+|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Explorer Hybrid 2020-24">Buy Here</a></sub></details>|||
-|Ford|F-150 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Ford|F-150 Hybrid 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 Hybrid 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|F-150 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
+|Ford|F-150 Hybrid 2021-23|Co-Pilot360 Assist 2.0|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford F-150 Hybrid 2021-23">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=MewJc9LYp9M" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|Focus 2018[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus 2018">Buy Here</a></sub></details>|||
 |Ford|Focus Hybrid 2018[<sup>2</sup>](#footnotes)|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Focus Hybrid 2018">Buy Here</a></sub></details>|||
 |Ford|Kuga 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga 2020-23">Buy Here</a></sub></details>|||
 |Ford|Kuga Hybrid 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2020-23">Buy Here</a></sub></details>|||
-|Ford|Kuga Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Kuga Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|Kuga Plug-in Hybrid 2020-23|Adaptive Cruise Control with Lane Centering|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2020-23">Buy Here</a></sub></details>|||
-|Ford|Kuga Plug-in Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Kuga Plug-in Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Kuga Plug-in Hybrid 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Ford|Maverick 2022|LARIAT Luxury|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick 2022">Buy Here</a></sub></details>|||
 |Ford|Maverick 2023-24|Co-Pilot360 Assist|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick 2023-24">Buy Here</a></sub></details>|||
 |Ford|Maverick Hybrid 2022|LARIAT Luxury|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick Hybrid 2022">Buy Here</a></sub></details>|||
 |Ford|Maverick Hybrid 2023-24|Co-Pilot360 Assist|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Maverick Hybrid 2023-24">Buy Here</a></sub></details>|||
-|Ford|Mustang Mach-E 2021-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Mustang Mach-E 2021-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
-|Ford|Ranger 2024|Adaptive Cruise Control with Lane Centering|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Ranger 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Ford|Mustang Mach-E 2021-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Mustang Mach-E 2021-24">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
+|Ford|Ranger 2024|Adaptive Cruise Control with Lane Centering|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q4 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ford Ranger 2024">Buy Here</a></sub></details>||<a href="https://www.youtube.com/watch?v=uUGkH6C_EQU" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Genesis|G70 2018|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2018">Buy Here</a></sub></details>|||
 |Genesis|G70 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2019-21">Buy Here</a></sub></details>|||
 |Genesis|G70 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis G70 2022-23">Buy Here</a></sub></details>|||
@@ -74,18 +74,18 @@ A supported vehicle is one that just works when you install a comma device. All
 |Genesis|GV70 Electrified (Australia Only) 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis GV70 Electrified (Australia Only) 2022">Buy Here</a></sub></details>|||
 |Genesis|GV70 Electrified (with HDA II) 2023-24|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis GV70 Electrified (with HDA II) 2023-24">Buy Here</a></sub></details>|||
 |Genesis|GV80 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai M connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Genesis GV80 2023">Buy Here</a></sub></details>|||
-|GMC|Sierra 1500 2020-21|Driver Alert Package II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=GMC Sierra 1500 2020-21">Buy Here</a></sub></details>|<a href="https://youtu.be/5HbNoBLzRwE" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Honda|Accord 2018-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord 2018-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=mrUwlj3Mi58" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|GMC|Sierra 1500 2020-21|Driver Alert Package II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|6 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 GM connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=GMC Sierra 1500 2020-21">Buy Here</a></sub></details>|<a href="https://youtu.be/5HbNoBLzRwE" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Honda|Accord 2018-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord 2018-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=mrUwlj3Mi58" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Honda|Accord 2023-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord 2023-25">Buy Here</a></sub></details>|||
 |Honda|Accord Hybrid 2018-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|3 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord Hybrid 2018-22">Buy Here</a></sub></details>|||
 |Honda|Accord Hybrid 2023-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Accord Hybrid 2023-25">Buy Here</a></sub></details>|||
 |Honda|City (Brazil only) 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|14 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda City (Brazil only) 2023">Buy Here</a></sub></details>|||
-|Honda|Civic 2016-18|Honda Sensing|openpilot|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2016-18">Buy Here</a></sub></details>|<a href="https://youtu.be/-IkImTe1NYE" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Honda|Civic 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|2 mph[<sup>4</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Honda|Civic 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Honda|Civic 2016-18|Honda Sensing|openpilot|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Nidec connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2016-18">Buy Here</a></sub></details>|<a href="https://youtu.be/-IkImTe1NYE" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Honda|Civic 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|2 mph[<sup>4</sup>](#footnotes)|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=4Iz1Mz5LGF8" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Honda|Civic 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Honda|Civic Hatchback 2017-18|Honda Sensing|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2017-18">Buy Here</a></sub></details>|||
 |Honda|Civic Hatchback 2019-21|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|12 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2019-21">Buy Here</a></sub></details>|||
-|Honda|Civic Hatchback 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Honda|Civic Hatchback 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback 2022-24">Buy Here</a></sub></details>|<a href="https://youtu.be/ytiOT5lcp6Q" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Honda|Civic Hatchback Hybrid 2025-26|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid 2025-26">Buy Here</a></sub></details>|||
 |Honda|Civic Hatchback Hybrid (Europe only) 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hatchback Hybrid (Europe only) 2023">Buy Here</a></sub></details>|||
 |Honda|Civic Hybrid 2025-26|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Honda Bosch B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Honda Civic Hybrid 2025-26">Buy Here</a></sub></details>|||
@@ -117,9 +117,9 @@ A supported vehicle is one that just works when you install a comma device. All
 |Hyundai|Custin 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Custin 2023">Buy Here</a></sub></details>|||
 |Hyundai|Elantra 2017-18|Smart Cruise Control (SCC)|Stock|19 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra 2017-18">Buy Here</a></sub></details>|||
 |Hyundai|Elantra 2019|Smart Cruise Control (SCC)|Stock|19 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra 2019">Buy Here</a></sub></details>|||
-|Hyundai|Elantra 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/_EdYQtV52-c" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Elantra 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/_EdYQtV52-c" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Hyundai|Elantra GT 2017-20|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra GT 2017-20">Buy Here</a></sub></details>|||
-|Hyundai|Elantra Hybrid 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra Hybrid 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/_EdYQtV52-c" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Elantra Hybrid 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Elantra Hybrid 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/_EdYQtV52-c" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Hyundai|Genesis 2015-16|Smart Cruise Control (SCC)|Stock|19 mph|37 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai J connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Genesis 2015-16">Buy Here</a></sub></details>|||
 |Hyundai|i30 2017-19|Smart Cruise Control (SCC)|Stock|0 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai i30 2017-19">Buy Here</a></sub></details>|||
 |Hyundai|Ioniq 5 (Southeast Asia and Europe only) 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Ioniq 5 (Southeast Asia and Europe only) 2022-24">Buy Here</a></sub></details>|||
@@ -136,17 +136,17 @@ A supported vehicle is one that just works when you install a comma device. All
 |Hyundai|Kona 2022-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai O connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona 2022-23">Buy Here</a></sub></details>|||
 |Hyundai|Kona Electric 2018-21|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric 2018-21">Buy Here</a></sub></details>|||
 |Hyundai|Kona Electric 2022-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai O connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric 2022-23">Buy Here</a></sub></details>|||
-|Hyundai|Kona Electric (with HDA II, Korea only) 2023|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai R connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric (with HDA II, Korea only) 2023">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=U2fOCmcQ8hw" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Kona Electric (with HDA II, Korea only) 2023|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai R connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Electric (with HDA II, Korea only) 2023">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=U2fOCmcQ8hw" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Hyundai|Kona Hybrid 2020|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai I connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Kona Hybrid 2020">Buy Here</a></sub></details>|||
 |Hyundai|Nexo 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Nexo 2021">Buy Here</a></sub></details>|||
-|Hyundai|Palisade 2020-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Palisade 2020-22">Buy Here</a></sub></details>|<a href="https://youtu.be/TAnDqjF4fDY?t=456" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Palisade 2020-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Palisade 2020-22">Buy Here</a></sub></details>|<a href="https://youtu.be/TAnDqjF4fDY?t=456" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Hyundai|Santa Cruz 2022-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai N connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Cruz 2022-24">Buy Here</a></sub></details>|||
-|Hyundai|Santa Fe 2019-20|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe 2019-20">Buy Here</a></sub></details>|<a href="https://youtu.be/bjDR0YjM__s" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Hyundai|Santa Fe 2021-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/VnHzSTygTS4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Santa Fe 2019-20|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai D connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe 2019-20">Buy Here</a></sub></details>|<a href="https://youtu.be/bjDR0YjM__s" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Hyundai|Santa Fe 2021-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/VnHzSTygTS4" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Hyundai|Santa Fe Hybrid 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe Hybrid 2022-23">Buy Here</a></sub></details>|||
 |Hyundai|Santa Fe Plug-in Hybrid 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Santa Fe Plug-in Hybrid 2022-23">Buy Here</a></sub></details>|||
 |Hyundai|Sonata 2018-19|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Sonata 2018-19">Buy Here</a></sub></details>|||
-|Hyundai|Sonata 2020-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Sonata 2020-23">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=ix63r9kE3Fw" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Hyundai|Sonata 2020-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Sonata 2020-23">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=ix63r9kE3Fw" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Hyundai|Sonata Hybrid 2020-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Sonata Hybrid 2020-23">Buy Here</a></sub></details>|||
 |Hyundai|Staria 2023|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Staria 2023">Buy Here</a></sub></details>|||
 |Hyundai|Tucson 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai L connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Tucson 2021">Buy Here</a></sub></details>|||
@@ -156,8 +156,8 @@ A supported vehicle is one that just works when you install a comma device. All
 |Hyundai|Tucson Hybrid 2022-24|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai N connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Tucson Hybrid 2022-24">Buy Here</a></sub></details>|||
 |Hyundai|Tucson Plug-in Hybrid 2024|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai N connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Tucson Plug-in Hybrid 2024">Buy Here</a></sub></details>|||
 |Hyundai|Veloster 2019-20|Smart Cruise Control (SCC)|Stock|5 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Hyundai Veloster 2019-20">Buy Here</a></sub></details>|||
-|Jeep|Grand Cherokee 2016-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Jeep Grand Cherokee 2016-18">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=eLR9o2JkuRk" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Jeep|Grand Cherokee 2019-21|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Jeep Grand Cherokee 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=jBe4lWnRSu4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Jeep|Grand Cherokee 2016-18|Adaptive Cruise Control (ACC)|Stock|0 mph|9 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Jeep Grand Cherokee 2016-18">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=eLR9o2JkuRk" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Jeep|Grand Cherokee 2019-21|Adaptive Cruise Control (ACC)|Stock|0 mph|39 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 FCA connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Jeep Grand Cherokee 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=jBe4lWnRSu4" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Kia|Carnival 2022-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Carnival 2022-24">Buy Here</a></sub></details>|||
 |Kia|Carnival (China only) 2023|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Carnival (China only) 2023">Buy Here</a></sub></details>|||
 |Kia|Ceed 2019-21|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Ceed 2019-21">Buy Here</a></sub></details>|||
@@ -170,10 +170,10 @@ A supported vehicle is one that just works when you install a comma device. All
 |Kia|K5 Hybrid 2020-22|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia K5 Hybrid 2020-22">Buy Here</a></sub></details>|||
 |Kia|K7 2017|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia K7 2017">Buy Here</a></sub></details>|||
 |Kia|K8 Hybrid (with HDA II) 2023|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai Q connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia K8 Hybrid (with HDA II) 2023">Buy Here</a></sub></details>|||
-|Kia|Niro EV 2019|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2019">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Kia|Niro EV 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2020">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Kia|Niro EV 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2021">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Kia|Niro EV 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2022">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Kia|Niro EV 2019|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2019">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Kia|Niro EV 2020|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai F connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2020">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Kia|Niro EV 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2021">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Kia|Niro EV 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV 2022">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=lT7zcG6ZpGo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Kia|Niro EV (with HDA II) 2024-25|Highway Driving Assist II|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai R connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV (with HDA II) 2024-25">Buy Here</a></sub></details>|||
 |Kia|Niro EV (without HDA II) 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro EV (without HDA II) 2023-25">Buy Here</a></sub></details>|||
 |Kia|Niro Hybrid 2018|Smart Cruise Control (SCC)|Stock|10 mph|32 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Niro Hybrid 2018">Buy Here</a></sub></details>|||
@@ -188,21 +188,21 @@ A supported vehicle is one that just works when you install a comma device. All
 |Kia|Optima 2019-20|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai G connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Optima 2019-20">Buy Here</a></sub></details>|||
 |Kia|Optima Hybrid 2019|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Optima Hybrid 2019">Buy Here</a></sub></details>|||
 |Kia|Seltos 2021|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Seltos 2021">Buy Here</a></sub></details>|||
-|Kia|Sorento 2018|Advanced Smart Cruise Control & LKAS|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento 2018">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Kia|Sorento 2019|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento 2019">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Kia|Sorento 2018|Advanced Smart Cruise Control & LKAS|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento 2018">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Kia|Sorento 2019|Smart Cruise Control (SCC)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai E connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento 2019">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Fkh3s6WHJz8" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Kia|Sorento 2021-23|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento 2021-23">Buy Here</a></sub></details>|||
 |Kia|Sorento Hybrid 2021-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento Hybrid 2021-23">Buy Here</a></sub></details>|||
 |Kia|Sorento Plug-in Hybrid 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sorento Plug-in Hybrid 2022-23">Buy Here</a></sub></details>|||
 |Kia|Sportage 2023-24|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai N connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sportage 2023-24">Buy Here</a></sub></details>|||
 |Kia|Sportage Hybrid 2023|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai N connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Sportage Hybrid 2023">Buy Here</a></sub></details>|||
-|Kia|Stinger 2018-20|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Stinger 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=MJ94qoofYw0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Kia|Stinger 2018-20|Smart Cruise Control (SCC)|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai C connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Stinger 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=MJ94qoofYw0" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Kia|Stinger 2022-23|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai K connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Stinger 2022-23">Buy Here</a></sub></details>|||
 |Kia|Telluride 2020-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Hyundai H connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Kia Telluride 2020-22">Buy Here</a></sub></details>|||
 |Lexus|CT Hybrid 2017-18|Lexus Safety System+|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus CT Hybrid 2017-18">Buy Here</a></sub></details>|||
 |Lexus|ES 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES 2017-18">Buy Here</a></sub></details>|||
 |Lexus|ES 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES 2019-25">Buy Here</a></sub></details>|||
 |Lexus|ES Hybrid 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2017-18">Buy Here</a></sub></details>|||
-|Lexus|ES Hybrid 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2019-25">Buy Here</a></sub></details>|<a href="https://youtu.be/BZ29osRVJeg?t=12" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Lexus|ES Hybrid 2019-25|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus ES Hybrid 2019-25">Buy Here</a></sub></details>|<a href="https://youtu.be/BZ29osRVJeg?t=12" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Lexus|GS F 2016|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus GS F 2016">Buy Here</a></sub></details>|||
 |Lexus|IS 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus IS 2017-19">Buy Here</a></sub></details>|||
 |Lexus|IS 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus IS 2022-24">Buy Here</a></sub></details>|||
@@ -223,25 +223,25 @@ A supported vehicle is one that just works when you install a comma device. All
 |Lexus|UX Hybrid 2019-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lexus UX Hybrid 2019-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator 2020-24">Buy Here</a></sub></details>|||
 |Lincoln|Aviator Plug-in Hybrid 2020-24|Co-Pilot360 Plus|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Ford Q3 connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Lincoln Aviator Plug-in Hybrid 2020-24">Buy Here</a></sub></details>|||
-|MAN[<sup>11</sup>](#footnotes)|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|MAN[<sup>11</sup>](#footnotes)|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN TGE 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|MAN[<sup>11</sup>](#footnotes)|eTGE 2020-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN eTGE 2020-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|MAN[<sup>11</sup>](#footnotes)|TGE 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=MAN TGE 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Mazda|CX-5 2022-25|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-5 2022-25">Buy Here</a></sub></details>|||
-|Mazda|CX-9 2021-23|All|Stock|0 mph|28 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-9 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/dA3duO4a0O4" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Mazda|CX-9 2021-23|All|Stock|0 mph|28 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 Mazda connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Mazda CX-9 2021-23">Buy Here</a></sub></details>|<a href="https://youtu.be/dA3duO4a0O4" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Nissan[<sup>5</sup>](#footnotes)|Altima 2019-20, 2024|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan B connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Altima 2019-20, 2024">Buy Here</a></sub></details>|||
-|Nissan[<sup>5</sup>](#footnotes)|Leaf 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Leaf 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/vaMbtAh_0cY" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Nissan[<sup>5</sup>](#footnotes)|Leaf 2018-23|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Leaf 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/vaMbtAh_0cY" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Nissan[<sup>5</sup>](#footnotes)|Rogue 2018-20|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan Rogue 2018-20">Buy Here</a></sub></details>|||
 |Nissan[<sup>5</sup>](#footnotes)|X-Trail 2017|ProPILOT Assist|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 Nissan A connector<br>- 1 OBD-C cable (2 ft)<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Nissan X-Trail 2017">Buy Here</a></sub></details>|||
 |Ram|1500 2019-24|Adaptive Cruise Control (ACC)|Stock|32 mph|1 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 1500 2019-24">Buy Here</a></sub></details>|||
 |Ram|2500 2020-24|Adaptive Cruise Control (ACC)|Stock|0 mph|36 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 2500 2020-24">Buy Here</a></sub></details>|||
 |Ram|3500 2019-22|Adaptive Cruise Control (ACC)|Stock|0 mph|36 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Ram connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Ram 3500 2019-22">Buy Here</a></sub></details>|||
-|Rivian|R1S 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Rivian|R1S 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Rivian|R1S 2025|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1S 2025">Buy Here</a></sub></details>|||
-|Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>|
+|Rivian|R1T 2022-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2022-24">Buy Here</a></sub></details>||<a href="https://youtu.be/uaISd1j7Z4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>|
 |Rivian|R1T 2025|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Rivian B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Rivian R1T 2025">Buy Here</a></sub></details>|||
 |SEAT[<sup>11</sup>](#footnotes)|Ateca 2016-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Ateca 2016-23">Buy Here</a></sub></details>|||
 |SEAT[<sup>11</sup>](#footnotes)|Leon 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=SEAT Leon 2014-20">Buy Here</a></sub></details>|||
 |Subaru|Ascent 2019-21|All[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Ascent 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Subaru|Crosstrek 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Subaru|Crosstrek 2020-23|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Crosstrek 2020-23">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
 |Subaru|Forester 2017-18|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2017-18">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
 |Subaru|Forester 2019-21|All[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Forester 2019-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
@@ -252,7 +252,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |Subaru|Outback 2015-17|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2015-17">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
 |Subaru|Outback 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
 |Subaru|Outback 2020-22|All[<sup>6</sup>](#footnotes)|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru B connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru Outback 2020-22">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
-|Subaru|XV 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Subaru|XV 2018-19|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-empty.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2018-19">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|<a href="https://youtu.be/Agww7oE1k-s?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Subaru|XV 2020-21|EyeSight Driver Assistance[<sup>6</sup>](#footnotes)|openpilot available[<sup>1,7</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Subaru A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Subaru XV 2020-21">Buy Here</a></sub></details><details><summary>Tools</summary><sub>- 1 Pry Tool<br>- 1 Socket Wrench 8mm or 5/16" (deep)</sub></details>|||
 |Škoda|Fabia 2022-23[<sup>14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Fabia 2022-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
 |Škoda|Kamiq 2021-23[<sup>12,14</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Škoda Kamiq 2021-23">Buy Here</a></sub></details>[<sup>16</sup>](#footnotes)|||
@@ -279,50 +279,50 @@ A supported vehicle is one that just works when you install a comma device. All
 |Toyota|C-HR 2021|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR 2021">Buy Here</a></sub></details>|||
 |Toyota|C-HR Hybrid 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR Hybrid 2017-20">Buy Here</a></sub></details>|||
 |Toyota|C-HR Hybrid 2021-22|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota C-HR Hybrid 2021-22">Buy Here</a></sub></details>|||
-|Toyota|Camry 2018-20|All|Stock|0 mph[<sup>10</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=fkcjviZY9CM" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Camry 2018-20|All|Stock|0 mph[<sup>10</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=fkcjviZY9CM" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Camry 2021-24|All|openpilot|0 mph[<sup>10</sup>](#footnotes)|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry 2021-24">Buy Here</a></sub></details>|||
-|Toyota|Camry Hybrid 2018-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry Hybrid 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Q2DYY0AWKgk" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Camry Hybrid 2018-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry Hybrid 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=Q2DYY0AWKgk" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Camry Hybrid 2021-24|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Camry Hybrid 2021-24">Buy Here</a></sub></details>|||
 |Toyota|Corolla 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2017-19">Buy Here</a></sub></details>|||
-|Toyota|Corolla 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2020-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Corolla 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla 2020-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Corolla Cross (Non-US only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Cross (Non-US only) 2020-23">Buy Here</a></sub></details>|||
 |Toyota|Corolla Cross Hybrid (Non-US only) 2020-22|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Cross Hybrid (Non-US only) 2020-22">Buy Here</a></sub></details>|||
-|Toyota|Corolla Hatchback 2019-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hatchback 2019-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Corolla Hatchback 2019-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hatchback 2019-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=_66pXk0CBYA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Corolla Hybrid 2020-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hybrid 2020-22">Buy Here</a></sub></details>|||
 |Toyota|Corolla Hybrid (South America only) 2020-23|All|openpilot|17 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Corolla Hybrid (South America only) 2020-23">Buy Here</a></sub></details>|||
-|Toyota|Highlander 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2017-19">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=0wS0wXSLzoo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Highlander 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2017-19">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=0wS0wXSLzoo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Highlander 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander 2020-23">Buy Here</a></sub></details>|||
 |Toyota|Highlander Hybrid 2017-19|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander Hybrid 2017-19">Buy Here</a></sub></details>|||
 |Toyota|Highlander Hybrid 2020-23|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Highlander Hybrid 2020-23">Buy Here</a></sub></details>|||
 |Toyota|Mirai 2021|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Mirai 2021">Buy Here</a></sub></details>|||
-|Toyota|Prius 2016|Toyota Safety Sense P|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2016">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Prius 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Prius 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Prius Prime 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Prius Prime 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|Prius 2016|Toyota Safety Sense P|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2016">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Toyota|Prius 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Toyota|Prius 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Toyota|Prius Prime 2017-20|All|Stock|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2017-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=8zopPJI8XQ0" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Toyota|Prius Prime 2021-22|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius Prime 2021-22">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=J58TvCpUd4U" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|Prius v 2017|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Prius v 2017">Buy Here</a></sub></details>|||
 |Toyota|RAV4 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2016">Buy Here</a></sub></details>|||
 |Toyota|RAV4 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2017-18">Buy Here</a></sub></details>|||
-|Toyota|RAV4 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=wJxjDd42gGA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2019-21">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=wJxjDd42gGA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|RAV4 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2022">Buy Here</a></sub></details>|||
 |Toyota|RAV4 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 2023-25">Buy Here</a></sub></details>|||
-|Toyota|RAV4 Hybrid 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2016">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|RAV4 Hybrid 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2017-18">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 Hybrid 2016|Toyota Safety Sense P|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2016">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Toyota|RAV4 Hybrid 2017-18|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2017-18">Buy Here</a></sub></details>|<a href="https://youtu.be/LhT5VzJVfNI?t=26" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Toyota|RAV4 Hybrid 2019-21|All|openpilot|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2019-21">Buy Here</a></sub></details>|||
-|Toyota|RAV4 Hybrid 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2022">Buy Here</a></sub></details>|<a href="https://youtu.be/U0nH9cnrFB0" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|RAV4 Hybrid 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2023-25">Buy Here</a></sub></details>|<a href="https://youtu.be/4eIsEq4L4Ng" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Toyota|Sienna 2018-20|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Sienna 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=q1UPOo4Sh68" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen[<sup>11</sup>](#footnotes)|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen[<sup>11</sup>](#footnotes)|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen[<sup>11</sup>](#footnotes)|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen[<sup>11</sup>](#footnotes)|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Toyota|RAV4 Hybrid 2022|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2022">Buy Here</a></sub></details>|<a href="https://youtu.be/U0nH9cnrFB0" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Toyota|RAV4 Hybrid 2023-25|All|openpilot available[<sup>1</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota RAV4 Hybrid 2023-25">Buy Here</a></sub></details>|<a href="https://youtu.be/4eIsEq4L4Ng" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Toyota|Sienna 2018-20|All|Stock|19 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 Toyota A connector<br>- 1 comma four<br>- 1 comma power v3<br>- 1 harness box<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Toyota Sienna 2018-20">Buy Here</a></sub></details>|<a href="https://www.youtube.com/watch?v=q1UPOo4Sh68" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Arteon 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon 2018-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Arteon eHybrid 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon eHybrid 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Arteon R 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon R 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Arteon Shooting Brake 2020-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Arteon Shooting Brake 2020-23">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Volkswagen[<sup>11</sup>](#footnotes)|Atlas 2018-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas 2018-23">Buy Here</a></sub></details>|||
 |Volkswagen[<sup>11</sup>](#footnotes)|Atlas Cross Sport 2020-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Atlas Cross Sport 2020-22">Buy Here</a></sub></details>|||
 |Volkswagen[<sup>11</sup>](#footnotes)|California 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen California 2021-23">Buy Here</a></sub></details>|||
 |Volkswagen[<sup>11</sup>](#footnotes)|Caravelle 2020|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Caravelle 2020">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>11</sup>](#footnotes)|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen[<sup>11</sup>](#footnotes)|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
-|Volkswagen[<sup>11</sup>](#footnotes)|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|CC 2018-22|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen CC 2018-22">Buy Here</a></sub></details>|<a href="https://youtu.be/FAomFKPFlDA" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Crafter 2017-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Crafter 2017-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|e-Crafter 2018-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Crafter 2018-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Volkswagen[<sup>11</sup>](#footnotes)|e-Golf 2014-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen e-Golf 2014-20">Buy Here</a></sub></details>|||
 |Volkswagen[<sup>11</sup>](#footnotes)|Golf 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf 2015-20">Buy Here</a></sub></details>|||
 |Volkswagen[<sup>11</sup>](#footnotes)|Golf Alltrack 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf Alltrack 2015-19">Buy Here</a></sub></details>|||
@@ -331,7 +331,7 @@ A supported vehicle is one that just works when you install a comma device. All
 |Volkswagen[<sup>11</sup>](#footnotes)|Golf GTI 2015-21|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-empty.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf GTI 2015-21">Buy Here</a></sub></details>|||
 |Volkswagen[<sup>11</sup>](#footnotes)|Golf R 2015-19|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf R 2015-19">Buy Here</a></sub></details>|||
 |Volkswagen[<sup>11</sup>](#footnotes)|Golf SportsVan 2015-20|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Golf SportsVan 2015-20">Buy Here</a></sub></details>|||
-|Volkswagen[<sup>11</sup>](#footnotes)|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>||
+|Volkswagen[<sup>11</sup>](#footnotes)|Grand California 2019-24|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|31 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Grand California 2019-24">Buy Here</a></sub></details>|<a href="https://youtu.be/4100gLeabmo" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>||
 |Volkswagen[<sup>11</sup>](#footnotes)|Jetta 2019-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta 2019-23">Buy Here</a></sub></details>|||
 |Volkswagen[<sup>11</sup>](#footnotes)|Jetta GLI 2021-23|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Jetta GLI 2021-23">Buy Here</a></sub></details>|||
 |Volkswagen|Passat 2015-22[<sup>13</sup>](#footnotes)|Adaptive Cruise Control (ACC) & Lane Assist|openpilot available[<sup>1,15</sup>](#footnotes)|0 mph|0 mph|[![star](assets/icon-star-full.svg)](##)|[![star](assets/icon-star-full.svg)](##)|<details><summary>Parts</summary><sub>- 1 OBD-C cable (2 ft)<br>- 1 VW J533 connector<br>- 1 comma four<br>- 1 harness box<br>- 1 long OBD-C cable (9.5 ft)<br>- 1 mount<br><a href="https://comma.ai/shop/comma-3x?harness=Volkswagen Passat 2015-22">Buy Here</a></sub></details>|||

docs/DEVELOPMENT.md

@@ -0,0 +1,24 @@
+# Docs development
+
+The `docs/` tree is the source for [docs.comma.ai](https://docs.comma.ai).
+The site is updated on pushes to master by this [workflow](../.github/workflows/docs.yaml).
+
+Those commands must be run in the root directory of openpilot, **not /docs**
+
+**1. Install the docs dependencies**
+``` bash
+uv pip install .[docs]
+```
+
+**2. Build the new site**
+``` bash
+docs build
+```
+
+**3. Run the new site locally**
+``` bash
+docs serve
+```
+
+References:
+* https://zensical.org/docs/

docs/README.md

@@ -1,26 +0,0 @@
-# openpilot docs
-
-This is the source for [docs.comma.ai](https://docs.comma.ai).
-The site is updated on pushes to master by this [workflow](../.github/workflows/docs.yaml).
-
-## Development
-NOTE: Those commands must be run in the root directory of openpilot, **not /docs**
-
-**1. Install the docs dependencies**
-``` bash
-uv pip install .[docs]
-```
-
-**2. Build the new site**
-``` bash
-mkdocs build
-```
-
-**3. Run the new site locally**
-``` bash
-mkdocs serve
-```
-
-References:
-* https://www.mkdocs.org/getting-started/
-* https://github.com/ntno/mkdocs-terminal

docs/assets/comma-logo.png

@@ -0,0 +1 @@
+../../selfdrive/assets/icons_mici/settings/comma_icon.png

docs/car-porting/brand-port.md

@@ -1,5 +0,0 @@
-# Developing a car brand port
-
-A brand port is a port of openpilot to a substantially new car brand or platform within a brand.
-
-Here's an example of one: https://github.com/commaai/openpilot/pull/23331.

docs/car-porting/car-state-signals.md

@@ -1,65 +0,0 @@
-# CarState signals
-
-## Required for basic lateral control
-
-* `brakePressed`
-* `cruiseState`
-* `doorOpen`
-* `espDisabled`
-* `gasPressed`
-* `gearShifter`
-* `leftBlinker` / `rightBlinker`
-* `seatbeltUnlatched`
-* `standstill`
-* `steeringAngleDeg`
-* `steeringPressed`
-* `steeringTorque`
-* `steerFaultPermanent`
-* `steerFaultTemporary`
-* `vCruise`
-* `wheelSpeeds.[fl|fr|rl|rr]`: Speed of each of the car's four wheels, in m/s. The car's CAN bus often broadcasts the
-speed in kph, so the helper function `parse_wheel_speeds` performs this conversion by default.
-
-## Recommended / Required for openpilot longitudinal control
-
-* `accFaulted`
-* `espActive`
-* `parkingBrake`
-
-## Application Dependent
-
-* `blockPcmEnable`
-* `buttonEnable`
-* `brakeHoldActive`
-* `carFaultedNonCritical`
-* `invalidLkasSetting`
-* `lowSpeedAlert`
-* `regenBraking`
-* `steeringAngleOffsetDeg`
-* `steeringDisengage`
-* `steeringTorqueEps`
-* `stockLkas`
-* `vCruiseCluster`
-* `vEgoCluster`
-* `vehicleSensorsInvalid`
-
-## Automatically populated
-
-* `buttonEvents`
-
-These values are populated automatically by `parse_wheel_speeds`:
-
-* `aEgo`: Acceleration of the ego vehicle, Kalman filtered derivative of `vEgo`.
-* `vEgo`: Speed of the ego vehicle, Kalman filtered from `vEgoRaw`.
-* `vEgoRaw`: Speed of the ego vehicle, based on the average of all four wheel speeds, unfiltered.
-
-## Optional
-
-* `brake`
-* `charging`
-* `fuelGauge`
-* `leftBlindspot` / `rightBlindspot`
-* `steeringRateDeg`
-* `stockAeb`
-* `stockFcw`
-* `yawRate`

docs/car-porting/model-port.md

@@ -1,5 +0,0 @@
-# Developing a car model port
-
-A model port is a port of openpilot to a new car model within an already supported brand. Model ports are easier than brand ports because the car's existing APIs are already known.
-
-Here's an example of one: https://github.com/commaai/openpilot/pull/30672/.

docs/car-porting/reverse-engineering.md

@@ -1,85 +0,0 @@
-# Stimulus-Response Tests
-
-These are example test drives that can help identify the CAN bus messaging necessary for ADAS control. Each scripted
-test should be done in a separate route (ignition cycle). These tests are a guide, not necessarily exhaustive.
-
-While testing, constant power to the comma device is highly recommended, using [comma power](https://comma.ai/shop/comma-power) if
-necessary to make sure all test activity is fully captured and for ease of uploading. If constant power isn't
-available, keep the ignition on for at least one minute after your test to make sure power loss doesn't result
-in loss of the last minute of testing data.
-
-## Stationary ignition-only tests, part 1
-
-1. Ignition on, but don't start engine, remain in Park
-2. Open and close each door in a defined order: driver, passenger, rear left, rear right
-3. Re-enter the vehicle, close the driver's door, and fasten the driver's seatbelt
-4. Slowly press and release the accelerator pedal 3 times
-5. Slowly press and release the brake pedal 3 times
-6. Hold the brake and move the gearshift to reverse, then neutral, then drive, then sport/eco/etc if applicable
-7. Return to Park, ignition off
-
-Brake-pressed information may show up in several messages and signals, both as on/off states and as a percentage or
-pressure. It may reflect a switch on the driver's brake pedal, or a pressure-threshold state, or signals to turn on
-the rear brake lights. Start by identifying all the potential signals, and confirm while driving with ACC later.
-
-Locate signals for all four door states if possible, but some cars only expose the driver's door state on the ADAS bus.
-Driver/passenger door signals may or may not change positions for LHD vs RHD cars. For cars where only the driver's
-door signal is available, the same signal may follow the driver.
-
-## Stationary ignition-only tests, part 2
-
-1. Ignition on, but don't start engine, remain in Park
-2. Press each ACC button in a defined order: main switch on/off, set, resume, cancel, accel, decel, gap adjust
-3. Set the left turn signal for about five seconds
-4. Operate the left turn signal one time in its touch-to-pass mode
-5. Set the right turn signal for about five seconds
-6. Operate the right turn signal one time in its touch-to-pass mode
-7. Set the hazard / emergency indicator switch for about five seconds
-8. Ignition off
-
-Your vehicle may have a momentary-press main ACC switch or a physical toggle that remains set. Actual ACC engagement
-isn't necessary for purposes of detecting the ACC button presses.
-
-## Steering angle and steering torque tests
-
-Power steering should be available. On ICE cars, engine RPM may be present.
-
-1. Ignition on, start engine if applicable, remain in Park
-2. Rotate the steering wheel as follows, with a few seconds pause between each step
-   * Start as close to exact center as possible
-   * Turn to 45 degrees right and hold
-   * Turn to 90 degrees right and hold
-   * Turn to 180 degrees right and hold
-   * Turn to full lock right and hold, with firm pressure against lock
-   * Release the wheel and allow it to bounce back slightly from lock
-   * Turn to 180 degrees left and hold
-   * Return to center and release
-3. Ignition off
-
-Performing the full test to the right, followed by an abbreviated test to the left, helps give additional confirmation
-of signal scale, and sign/direction for both the steering wheel angle and driver input torque signals.
-
-## Low speed / parking lot driving tests
-
-Before this test, drive to a place like an empty parking lot where you are free to drive in a series of curves.
-
-1. Ignition on, start engine if applicable, prepare to drive
-2. Slowly (10-20mph at most) drive a figure-8 if possible, or at least one sharp left and one sharp right.
-3. Come to a complete stop
-4. When and where safe, drive in reverse for a short distance (10-15 feet)
-5. Park the car in a safe place, ignition off
-
-## High speed / highway driving tests
-
-Select a place and time where you can safely set cruise control at normal travel speeds with little interference from
-traffic ahead, and safely test the response of your factory lane guidance system.
-
-1. Ignition on, start engine if applicable, prepare to drive
-2. When safely able, engage adaptive cruise control below 50 mph
-3. When safely able, use the ACC buttons to accelerate to 50mph, then 55mph, then 60mph
-4. Disengage adaptive cruise
-5. When safely able, allow your factory lane guidance to prevent lane departures, 2-3 times on both the left and right
-
-The series of setpoints can be adjusted to local traffic regulations, and of course metric units. The specific cruise
-setpoints are useful for locating the ACC HUD signals later, and confirming their precise scaling. When the car reaches
-and holds the setpoint, that can also provide additional confirmation of wheel speed scaling.

docs/concepts/glossary.md

@@ -1,9 +1,3 @@
 # openpilot glossary
 
-* **onroad**: openpilot's system state while ignition is on
-* **offroad**: openpilot's system state while ignition is off
-* **route**: a route is a recording of an onroad session
-* **segment**: routes are split into one minute chunks called segments.
-* **comma connect**: the web viewer for all your routes; check it out at [connect.comma.ai](https://connect.comma.ai).
-* **panda**: this is the secondary processor on the device that implements the functional safety and directly talks to the car over CAN. See the [panda repo](https://github.com/commaai/panda).
-* **comma four**: the latest hardware by comma.ai for running openpilot. more info at [comma.ai/shop/comma-four](https://www.comma.ai/shop/comma-four).
+{{GLOSSARY_DEFINITIONS}}

docs/concepts/logs.md

@@ -6,9 +6,9 @@ Check out our [Python library](https://github.com/commaai/openpilot/blob/master/
 
 For each segment, openpilot records the following log types:
 
-## rlog.bz2
+## rlog.zst
 
-rlogs contain all the messages passed amongst openpilot's processes. See [cereal/services.py](https://github.com/commaai/cereal/blob/master/services.py) for a list of all the logged services. They're a bzip2 archive of the serialized capnproto messages.
+rlogs contain all the messages passed amongst openpilot's processes. See [cereal/services.py](https://github.com/commaai/openpilot/blob/master/cereal/services.py) for a list of all the logged services. They're a zstd archive of the serialized [Cap’n Proto](https://capnproto.org/) messages.
 
 ## {f,e,d}camera.hevc
 
@@ -18,12 +18,10 @@ Each camera stream is H.265 encoded and written to its respective file.
 * `ecamera.hevc` is the wide road camera
 * `dcamera.hevc` is the driver camera
 
-## qlog.bz2 & qcamera.ts
+## qlog.zst & qcamera.ts
 
 qlogs are a decimated subset of the rlogs. Check out [cereal/services.py](https://github.com/commaai/cereal/blob/master/services.py) for the decimation.
 
-
 qcameras are H.264 encoded, lower res versions of the fcamera.hevc. The video shown in [comma connect](https://connect.comma.ai/) is from the qcameras.
 
-
-qlogs and qcameras are designed to be small enough to upload instantly on slow internet and store forever, yet useful enough for most analysis and debugging.
+qlogs and qcameras are designed to be small enough to upload instantly on slow internet, yet useful enough for most analysis and debugging.

docs/contributing/feedback.md

@@ -0,0 +1,36 @@
+# How to Give Feedback
+
+Feedback is one of the highest leverage ways to contribute to openpilot as a user.
+
+## Driving
+
+Got feedback about how your car drives?
+Join the community Discord, then use the form in `#submit-feedback`.
+
+Before posting feedback, please ensure:
+
+- **openpilot is up to date** you should be on the latest openpilot release or nightly
+- **both road-facing cameras have a clear view** your windshield is clean, lenses are clean, etc.
+- **your device is mounted properly** your device must be mounted horizontally center and relatively high on the windshield
+
+## Driver Monitoring
+
+If you find DM annoying while being perfectly attentive, these are likely false positives and we want to fix them!
+In general, driver monitoring feedback is very actionable, and we can fix your complaint within a release cycle.
+
+To post your feedback:
+
+1. Join the [community Discord](https://discord.comma.ai).
+2. If driver camera recording is toggled off, temporarily enable driver camera recording in the settings until you reproduce the issue.
+3. Using comma connect, identify the relevant segment and upload the segment's logs and driver camera.
+4. Post the segment in the `#openpilot-experience` channel on Discord with a good description.
+
+Before posting feedback, please ensure:
+
+- **openpilot is up to date** you should be on the latest openpilot release or nightly
+- **the driver camera has a clear view of the driver** ensure nothing blocks view of the driver (e.g. a cable), the lens is clean, etc.
+- **your device is mounted properly** your device must be mounted horizontally center and relatively high on the windshield
+
+## Other bugs
+
+Got an issue with something else? Open an issue on our [GitHub issue tracker](https://github.com/commaai/openpilot/issues/new/choose).

docs/contributing/roadmap.md

@@ -7,25 +7,11 @@ This is the roadmap for the next major openpilot releases. Also check out
 * [Bounties](https://comma.ai/bounties) for paid individual issues
 * [#current-projects](https://discord.com/channels/469524606043160576/1249579909739708446) in Discord for discussion on work-in-progress projects
 
-## openpilot 0.10
-
-openpilot 0.10 will be the first release with a driving policy trained in
-a [learned simulator](https://youtu.be/EqQNZXqzFSI).
-
-* Driving model trained in a learned simulator
-* Always-on driver monitoring (behind a toggle)
-* GPS removed from the driving stack
-* 100KB qlogs
-* `nightly` pushed after 1000 hours of hardware-in-the-loop testing
-* Car interface code moved into [opendbc](https://github.com/commaai/opendbc)
-* openpilot on PC for Linux x86, Linux arm64, and Mac (Apple Silicon)
-
 ## openpilot 1.0
 
 openpilot 1.0 will feature a fully end-to-end driving policy.
 
 * End-to-end longitudinal control in Chill mode
-* Automatic Emergency Braking (AEB)
 * Driver monitoring with sleep detection
 * Rolling updates/releases pushed out by CI
 * [panda safety 1.0](https://github.com/orgs/commaai/projects/27)

docs/css/tooltip.css

@@ -1,44 +0,0 @@
-[data-tooltip] {
-  position: relative;
-  display: inline-block;
-  border-bottom: 1px dotted black;
-}
-
-[data-tooltip] .tooltip-content {
-  width: max-content;
-  max-width: 25em;
-  position: absolute;
-  top: 100%;
-  left: 50%;
-  transform: translateX(-50%);
-  background-color: white;
-  color: #404040;
-  box-shadow: 0 4px 14px 0 rgba(0,0,0,.2), 0 0 0 1px rgba(0,0,0,.05);
-  padding: 10px;
-  font: 14px/1.5 Lato, proxima-nova, Helvetica Neue, Arial, sans-serif;
-  text-decoration: none;
-  opacity: 0;
-  visibility: hidden;
-  transition: opacity 0.1s, visibility 0s;
-  z-index: 1000;
-  pointer-events: none; /* Prevent accidental interaction */
-}
-
-[data-tooltip]:hover .tooltip-content {
-  opacity: 1;
-  visibility: visible;
-  pointer-events: auto; /* Allow interaction when visible */
-}
-
-.tooltip-content .tooltip-glossary-link {
-  display: inline-block;
-  margin-top: 8px;
-  font-size: 12px;
-  color: #007bff;
-  text-decoration: none;
-}
-
-.tooltip-content .tooltip-glossary-link:hover {
-  color: #0056b3;
-  text-decoration: underline;
-}

docs/ext/glossary.py

@@ -0,0 +1,216 @@
+import posixpath
+import re
+import tomllib
+import xml.etree.ElementTree as ET
+from pathlib import Path
+
+from markdown.extensions import Extension
+from markdown.preprocessors import Preprocessor
+from markdown.treeprocessors import Treeprocessor
+
+from zensical.extensions.links import LinksTreeprocessor
+
+GlossaryTerm = tuple[str, re.Pattern[str], str]
+
+GLOSSARY_FILE = Path(__file__).with_name("glossary.toml")
+GLOSSARY_PAGE = "concepts/glossary.md"
+GLOSSARY_PLACEHOLDER = "{{GLOSSARY_DEFINITIONS}}"
+
+SKIP_TAGS = {
+  "a",
+  "code",
+  "h1",
+  "h2",
+  "h3",
+  "h4",
+  "h5",
+  "h6",
+  "kbd",
+  "pre",
+  "script",
+  "style",
+}
+
+def clean_tooltip(description: str) -> str:
+  text = re.sub(r"\[([^\]]+)]\([^)]+\)", r"\1", description)
+  text = re.sub(r"`([^`]+)`", r"\1", text)
+  text = re.sub(r"[*_~]", "", text)
+  return re.sub(r"\s+", " ", text).strip()
+
+
+def load_glossary() -> tuple[list[GlossaryTerm], str]:
+  with GLOSSARY_FILE.open("rb") as f:
+    glossary_data = tomllib.load(f).get("glossary", {})
+
+  glossary: list[GlossaryTerm] = []
+  rendered = []
+  for key, value in glossary_data.items():
+    label = str(key).strip().replace("_", " ")
+    description = str(value).strip()
+    if not description:
+      continue
+
+    slug = label.replace(" ", "-").replace("_", "-").lower()
+    glossary.append((slug, re.compile(rf"(?<!\w){re.escape(label)}(?!\w)", re.IGNORECASE), clean_tooltip(description)))
+    rendered.append(f'* <span id="{slug}"></span>**{label}**: {description}')
+
+  return glossary, "\n".join(rendered)
+
+
+class GlossaryPreprocessor(Preprocessor):
+  def __init__(self, md, glossary: str):
+    super().__init__(md)
+    self.glossary = glossary
+
+  def run(self, lines: list[str]) -> list[str]:
+    markdown = "\n".join(lines)
+    if GLOSSARY_PLACEHOLDER not in markdown:
+      return lines
+    return markdown.replace(GLOSSARY_PLACEHOLDER, self.glossary).splitlines()
+
+
+class GlossaryTreeprocessor(Treeprocessor):
+  def __init__(self, md, glossary: list[GlossaryTerm]):
+    super().__init__(md)
+    self.glossary = glossary
+    self.seen: set[str] = set()
+
+  def run(self, root: ET.Element) -> None:
+    at = self.md.treeprocessors.get_index_for_name("zrelpath")
+    processor = self.md.treeprocessors[at]
+    if not isinstance(processor, LinksTreeprocessor):
+      raise TypeError("Links processor not registered")
+    if processor.path == GLOSSARY_PAGE:
+      return
+
+    self.seen.clear()
+    glossary_href = f"{posixpath.relpath(GLOSSARY_PAGE, posixpath.dirname(processor.path) or '.')}#"
+    self._walk(root, glossary_href)
+
+  def _walk(self, element: ET.Element, glossary_href: str) -> None:
+    if element.tag in SKIP_TAGS or element.attrib.get("data-glossary-skip") is not None:
+      return
+
+    self._replace(element, glossary_href)
+
+    idx = 0
+    while idx < len(element):
+      child = element[idx]
+      self._walk(child, glossary_href)
+      idx = self._replace(element, glossary_href, idx) + 1
+
+  def _replace(self, parent: ET.Element, glossary_href: str, index: int | None = None) -> int:
+    child = None if index is None else parent[index]
+    text = parent.text if child is None else child.tail
+    pieces = self._pieces(text or "", glossary_href)
+    if not pieces:
+      return -1 if index is None else index
+
+    if child is None:
+      parent.text = pieces[0] if isinstance(pieces[0], str) else ""
+      # Insert replacements for parent.text before the first existing child.
+      insert_at = -1
+    else:
+      assert index is not None
+      child.tail = pieces[0] if isinstance(pieces[0], str) else ""
+      insert_at = index
+
+    start = 1 if isinstance(pieces[0], str) else 0
+    previous = child
+
+    for piece in pieces[start:]:
+      if isinstance(piece, str):
+        previous.tail = (previous.tail or "") + piece
+        continue
+
+      insert_at += 1
+      parent.insert(insert_at, piece)
+      previous = piece
+
+    return insert_at
+
+  def _pieces(self, text: str, glossary_href: str) -> list[str | ET.Element]:
+    if not text.strip():
+      return []
+
+    pieces: list[str | ET.Element] = []
+    cursor = 0
+
+    while True:
+      best = None
+      for slug, pattern, tooltip in self.glossary:
+        if slug in self.seen:
+          continue
+
+        found = pattern.search(text, cursor)
+        if found is None:
+          continue
+
+        candidate = (slug, tooltip, found.start(), found.end())
+        if best is None:
+          best = candidate
+          continue
+
+        _, _, best_start, best_end = best
+        _, _, current_start, current_end = candidate
+        if current_start < best_start:
+          best = candidate
+          continue
+
+        if current_start == best_start and current_end - current_start > best_end - best_start:
+          best = candidate
+
+      if best is None:
+        break
+
+      slug, tooltip, start, end = best
+      if start > cursor:
+        pieces.append(text[cursor:start])
+
+      link = ET.Element(
+        "a",
+        {
+          "class": "glossary-term",
+          "data-glossary-term": "",
+          "href": f"{glossary_href}{slug}",
+        },
+      )
+      ET.SubElement(link, "span", {"class": "glossary-term__label"}).text = text[start:end]
+      ET.SubElement(
+        link,
+        "span",
+        {
+          "class": "glossary-term__tooltip",
+          "data-search-exclude": "",
+        },
+      ).text = tooltip
+      pieces.append(link)
+      self.seen.add(slug)
+      cursor = end
+
+    if not pieces:
+      return []
+    if cursor < len(text):
+      pieces.append(text[cursor:])
+    return pieces
+
+
+class GlossaryExtension(Extension):
+  def extendMarkdown(self, md) -> None:
+    md.registerExtension(self)
+    glossary, rendered = load_glossary()
+
+    md.preprocessors.register(
+      GlossaryPreprocessor(md, rendered),
+      "docs-ext-glossary-preprocessor",
+      27,
+    )
+    md.treeprocessors.register(
+      GlossaryTreeprocessor(md, glossary),
+      "docs-ext-glossary-treeprocessor",
+      0,
+    )
+
+
+def makeExtension(**kwargs) -> GlossaryExtension:
+  return GlossaryExtension(**kwargs)

docs/ext/glossary.toml

@@ -0,0 +1,8 @@
+[glossary]
+onroad = "openpilot's system state while ignition is on."
+offroad = "openpilot's system state while ignition is off."
+route = "A route is a recording of an onroad session."
+segment = "Routes are split into one minute chunks called segments."
+"comma connect" = "The web viewer for all your routes; check it out at [connect.comma.ai](https://connect.comma.ai)."
+panda = "The secondary processor on the device that implements the functional safety and directly talks to the car over CAN. See the [panda repo](https://github.com/commaai/panda)."
+"comma four" = "The latest hardware by comma.ai for running openpilot. More info at [comma.ai/shop/comma-four](https://www.comma.ai/shop/comma-four)."

docs/getting-started/what-is-openpilot.md

@@ -1,12 +0,0 @@
-# What is openpilot?
-
-[openpilot](http://github.com/commaai/openpilot) is an open source driver assistance system. Currently, openpilot performs the functions of Adaptive Cruise Control (ACC), Automated Lane Centering (ALC), Forward Collision Warning (FCW), and Lane Departure Warning (LDW) for a growing variety of [supported car makes, models, and model years](https://github.com/commaai/openpilot/blob/master/docs/CARS.md). In addition, while openpilot is engaged, a camera-based Driver Monitoring (DM) feature alerts distracted and asleep drivers. See more about [the vehicle integration](https://github.com/commaai/openpilot/blob/master/docs/INTEGRATION.md) and [limitations](https://github.com/commaai/openpilot/blob/master/docs/LIMITATIONS.md).
-
-
-## How do I use it?
-
-openpilot is designed to be used on the comma four.
-
-## How does it work?
-
-In short, openpilot uses the car's existing APIs for the built-in [ADAS](https://en.wikipedia.org/wiki/Advanced_driver-assistance_system) system and simply provides better acceleration, braking, and steering inputs than the stock system.

docs/hooks/glossary.py

@@ -1,68 +0,0 @@
-import re
-import tomllib
-
-def load_glossary(file_path="docs/glossary.toml"):
-  with open(file_path, "rb") as f:
-    glossary_data = tomllib.load(f)
-  return glossary_data.get("glossary", {})
-
-def generate_anchor_id(name):
-  return name.replace(" ", "-").replace("_", "-").lower()
-
-def format_markdown_term(name, definition):
-  anchor_id = generate_anchor_id(name)
-  markdown = f"* [**{name.replace('_', ' ').title()}**](#{anchor_id})"
-  if definition.get("abbreviation"):
-    markdown += f" *({definition['abbreviation']})*"
-  if definition.get("description"):
-    markdown += f": {definition['description']}\n"
-  return markdown
-
-def glossary_markdown(vocabulary):
-  markdown = ""
-  for category, terms in vocabulary.items():
-    markdown += f"## {category.replace('_', ' ').title()}\n\n"
-    for name, definition in terms.items():
-      markdown += format_markdown_term(name, definition)
-  return markdown
-
-def format_tooltip_html(term_key, definition, html):
-  display_term = term_key.replace("_", " ").title()
-  clean_description = re.sub(r"\[(.+)]\(.+\)", r"\1", definition["description"])
-  glossary_link = (
-    f"<a href='/concepts/glossary#{term_key}' class='tooltip-glossary-link' title='View in glossary'>Glossary🔗</a>"
-  )
-  return re.sub(
-    re.escape(display_term),
-    lambda
-    match: f"<span data-tooltip>{match.group(0)}<span class='tooltip-content'>{clean_description} {glossary_link}</span></span>",
-    html,
-    flags=re.IGNORECASE,
-  )
-
-def apply_tooltip(_term_key, _definition, pattern, html):
-  return re.sub(
-    pattern,
-    lambda match: format_tooltip_html(_term_key, _definition, match.group(0)),
-    html,
-    flags=re.IGNORECASE,
-  )
-
-def tooltip_html(vocabulary, html):
-  for _category, terms in vocabulary.items():
-    for term_key, definition in terms.items():
-      if definition.get("description"):
-        pattern = rf"(?<!\w){re.escape(term_key.replace('_', ' ').title())}(?![^<]*<\/a>)(?!\([^)]*\))"
-        html = apply_tooltip(term_key, definition, pattern, html)
-  return html
-
-# Page Hooks
-def on_page_markdown(markdown, **kwargs):
-  glossary = load_glossary()
-  return markdown.replace("{{GLOSSARY_DEFINITIONS}}", glossary_markdown(glossary))
-
-def on_page_content(html, **kwargs):
-  if kwargs.get("page").title == "Glossary":
-    return html
-  glossary = load_glossary()
-  return tooltip_html(glossary, html)

docs/how-to/car-port.md

@@ -8,7 +8,7 @@ A car port enables openpilot support on a particular car. Each car model openpil
 
 # Structure of a car port
 
-Virtually all car-specific code is contained in two other repositories: [opendbc](https://github.com/commaai/opendbc) and [panda](https://github.com/commaai/panda).
+All car-specific code is contained in the [opendbc](https://github.com/commaai/opendbc) project.
 
 ## opendbc
 
@@ -23,8 +23,8 @@ Each car brand is supported by a standard interface structure in `opendbc/car/[b
 
 ## safety
 
-* `opendbc_repo/opendbc/safety/modes/[brand].h`: Brand-specific safety logic
-* `opendbc_repo/opendbc/safety/tests/test_[brand].py`: Brand-specific safety CI tests
+* `opendbc/safety/modes/[brand].h`: Brand-specific safety logic
+* `opendbc/safety/tests/test_[brand].py`: Brand-specific safety CI tests
 
 ## openpilot
 
@@ -32,8 +32,20 @@ For historical reasons, openpilot still contains a small amount of car-specific
 
 * `selfdrive/car/car_specific.py`: Brand-specific event logic
 
-# Overview
+# How do I port car?
 
 [Jason Young](https://github.com/jyoung8607) gave a talk at COMMA_CON with an overview of the car porting process. The talk is available on YouTube:
 
 https://www.youtube.com/watch?v=XxPS5TpTUnI
+
+## Brand Port
+
+A brand port is a port of openpilot to a substantially new car brand or platform within a brand.
+
+Here's an example of one: https://github.com/commaai/openpilot/pull/23331.
+
+## Model Port
+
+A model port is a port of openpilot to a new car model within an already supported brand. Model ports are easier than brand ports because the car's existing APIs are already known.
+
+Here's an example of one: https://github.com/commaai/openpilot/pull/30672/.

docs/how-to/connect-to-comma.md

@@ -1,15 +1,15 @@
-# connect to a comma four
+# connect to a comma 3X or comma four
 
-A comma four is a normal [Linux](https://github.com/commaai/agnos-builder) computer that exposes [SSH](https://wiki.archlinux.org/title/Secure_Shell) and a [serial console](https://wiki.archlinux.org/title/Working_with_the_serial_console).
+A comma device is a normal [Linux](https://github.com/commaai/agnos-builder) computer that exposes [SSH](https://wiki.archlinux.org/title/Secure_Shell) and a [serial console](https://wiki.archlinux.org/title/Working_with_the_serial_console).
 
 ## Serial Console
 
-On both the comma three and comma four, the serial console is accessible from the main OBD-C port.
-Connect the comma four to your computer with a normal USB C cable, or use a [comma serial](https://comma.ai/shop/comma-serial) for steady 12V power.
+On the comma 3X, the serial console is accessible from the main OBD-C port, forwarded through the panda.
+Access it using `panda/scripts/som_debug.sh`.
 
-On the comma three, the serial console is exposed through a UART-to-USB chip, and `tools/scripts/serial.sh` can be used to connect.
+comma four also exposes a serial console, albeit through an internal debug connector. Dedicated debug hardware coming soon to the comma shop.
 
-On the comma four, the serial console is accessible through the [panda](https://github.com/commaai/panda) using the `panda/tests/som_debug.sh` script.
+Login to the default user with:
 
   * Username: `comma`
   * Password: `comma`
@@ -25,7 +25,7 @@ In order to SSH into your device, you'll need a GitHub account with SSH keys. Se
     * Port: `22`
 
 Here's an example command for connecting to your device using its tethered connection:<br />
-`ssh comma@192.168.43.1`
+`ssh comma@192.168.43.1 -i ~/.ssh/my_github_key`
 
 For doing development work on device, it's recommended to use [SSH agent forwarding](https://docs.github.com/en/developers/overview/using-ssh-agent-forwarding).
 
@@ -45,7 +45,7 @@ In order to use ADB on your device, you'll need to perform the following steps u
     * Here's an example command for connecting to your device using its tethered connection: `adb connect 192.168.43.1:5555`
 
 > [!NOTE]
-> The default port for ADB is 5555 on the comma four.
+> The default port for ADB is 5555.
 
 For more info on ADB, see the [Android Debug Bridge (ADB) documentation](https://developer.android.com/tools/adb).
 
@@ -55,7 +55,7 @@ The public keys are only fetched from your GitHub account once. In order to upda
 
 The `id_rsa` key in this directory only works while your device is in the setup state with no software installed. After installation, that default key will be removed.
 
-#### ssh.comma.ai proxy
+## ssh.comma.ai proxy
 
 With a [comma prime subscription](https://comma.ai/connect), you can SSH into your comma device from anywhere.
 
@@ -79,6 +79,7 @@ Host ssh.comma.ai
 ```
 ssh -i ~/.ssh/my_github_key -o ProxyCommand="ssh -i ~/.ssh/my_github_key -W %h:%p -p %p %h@ssh.comma.ai" comma@ffffffffffffffff
 ```
+
 (Replace `ffffffffffffffff` with your dongle_id)
 
 ### ssh.comma.ai host key fingerprint

docs/index.md

@@ -1 +0,0 @@
-getting-started/what-is-openpilot.md

docs/index.md

@@ -0,0 +1,12 @@
+# What is openpilot?
+
+[openpilot](http://github.com/commaai/openpilot) is an open source driver assistance system. Currently, openpilot performs the functions of Adaptive Cruise Control (ACC), Automated Lane Centering (ALC), Forward Collision Warning (FCW), and Lane Departure Warning (LDW) for a growing variety of [supported car makes, models, and model years](https://github.com/commaai/openpilot/blob/master/docs/CARS.md). In addition, while openpilot is engaged, a camera-based Driver Monitoring (DM) feature alerts distracted and asleep drivers. See more about [the vehicle integration](https://github.com/commaai/openpilot/blob/master/docs/INTEGRATION.md) and [limitations](https://github.com/commaai/openpilot/blob/master/docs/LIMITATIONS.md).
+
+
+## How do I use it?
+
+openpilot is designed to be used on the comma four.
+
+## How does it work?
+
+In short, openpilot uses the car's existing APIs for the built-in [ADAS](https://en.wikipedia.org/wiki/Advanced_driver-assistance_system) system and simply provides better acceleration, braking, and steering inputs than the stock system.

docs/stylesheets/extra.css

@@ -0,0 +1,42 @@
+.md-logo img {
+  filter: invert(1);
+}
+
+.glossary-term {
+  position: relative;
+  color: inherit;
+  text-decoration: none;
+}
+
+.glossary-term__label {
+  border-bottom: 1px dotted currentColor;
+}
+
+.glossary-term__tooltip {
+  position: absolute;
+  top: calc(100% + 0.4rem);
+  left: 50%;
+  width: max-content;
+  max-width: min(30rem, 80vw);
+  padding: 0.65rem 0.8rem;
+  border-radius: 0.6rem;
+  background: rgb(26 26 26 / 96%);
+  color: white;
+  box-shadow: 0 0.6rem 1.8rem rgb(0 0 0 / 22%);
+  font-size: 0.85rem;
+  line-height: 1.45;
+  opacity: 0;
+  pointer-events: none;
+  transform: translateX(-50%) translateY(-0.15rem);
+  transition: opacity 120ms ease, transform 120ms ease;
+  visibility: hidden;
+  z-index: 20;
+}
+
+.glossary-term:hover .glossary-term__tooltip,
+.glossary-term:focus-visible .glossary-term__tooltip,
+.glossary-term:focus-within .glossary-term__tooltip {
+  opacity: 1;
+  transform: translateX(-50%) translateY(0);
+  visibility: visible;
+}

launch_env.sh

@@ -16,7 +16,7 @@ export VECLIB_MAXIMUM_THREADS=1
 export QCOM_PRIORITY=12
 
 if [ -z "$AGNOS_VERSION" ]; then
-  export AGNOS_VERSION="17.2"
+  export AGNOS_VERSION="18.1"
 fi
 
 export STAGING_ROOT="/data/safe_staging"

mkdocs.yml

@@ -1,44 +0,0 @@
-site_name: openpilot docs
-repo_url: https://github.com/commaai/openpilot/
-site_url: https://docs.comma.ai
-
-exclude_docs: README.md
-
-strict: true
-docs_dir: docs
-site_dir: docs_site/
-
-hooks:
-  - docs/hooks/glossary.py
-extra_css:
-  - css/tooltip.css
-theme:
-  name: readthedocs
-  navigation_depth: 3
-
-nav:
-  - Getting Started:
-    - What is openpilot?: getting-started/what-is-openpilot.md
-  - How-to:
-    - Turn the speed blue: how-to/turn-the-speed-blue.md
-    - Connect to a comma 3X: how-to/connect-to-comma.md
-    # - Make your first pull request: how-to/make-first-pr.md
-    #- Replay a drive: how-to/replay-a-drive.md
-  - Concepts:
-    - Logs: concepts/logs.md
-    - Safety: concepts/safety.md
-    - Glossary: concepts/glossary.md
-  - Car Porting:
-    - What is a car port?: car-porting/what-is-a-car-port.md
-    - Porting a car brand: car-porting/brand-port.md
-    - Porting a car model: car-porting/model-port.md
-  - Contributing:
-    - Roadmap: contributing/roadmap.md
-    #- Architecture: contributing/architecture.md
-    - Contributing Guide →: https://github.com/commaai/openpilot/blob/master/docs/CONTRIBUTING.md
-  - Links:
-    - Blog →: https://blog.comma.ai
-    - Bounties →: https://comma.ai/bounties
-    - GitHub →: https://github.com/commaai
-    - Discord →: https://discord.comma.ai
-    - X →: https://x.com/comma_ai

pyproject.toml

@@ -82,7 +82,7 @@ dependencies = [
 [project.optional-dependencies]
 docs = [
   "Jinja2",
-  "mkdocs",
+  "zensical",
 ]
 
 testing = [
@@ -150,7 +150,7 @@ quiet-level = 3
 # if you've got a short variable name that's getting flagged, add it here
 ignore-words-list = "bu,ro,te,ue,alo,hda,ois,nam,nams,ned,som,parm,setts,inout,warmup,bumb,nd,sie,preints,whit,indexIn,ws,uint,grey,deque,stdio,amin,BA,LITE,atEnd,UIs,errorString,arange,FocusIn,od,tim,relA,hist,copyable,jupyter,thead,TGE,abl,lite,ser"
 builtin = "clear,rare,informal,code,names,en-GB_to_en-US"
-skip = "./third_party/*, ./tinygrad/*, ./tinygrad_repo/*, ./msgq/*, ./panda/*, ./opendbc/*, ./opendbc_repo/*, ./rednose/*, ./rednose_repo/*, ./teleoprtc/*, ./teleoprtc_repo/*, *.po, uv.lock, *.onnx, ./cereal/gen/*, */c_generated_code/*, docs/assets/*, tools/plotjuggler/layouts/*, selfdrive/assets/offroad/mici_fcc.html"
+skip = "./third_party/*, ./tinygrad/*, ./tinygrad_repo/*, ./msgq/*, ./panda/*, ./opendbc/*, ./opendbc_repo/*, ./rednose/*, ./rednose_repo/*, ./teleoprtc/*, ./teleoprtc_repo/*, *.po, uv.lock, *.onnx, *.pem, ./cereal/gen/*, */c_generated_code/*, docs/assets/*, tools/plotjuggler/layouts/*, selfdrive/assets/offroad/mici_fcc.html"
 
 # https://docs.astral.sh/ruff/configuration/#using-pyprojecttoml
 [tool.ruff]

scripts/docs.py

@@ -0,0 +1,63 @@
+"""
+  wrapper that materializes symlinks in docs/ before build
+
+  we can delete this once zensical supports symlinks:
+  https://github.com/zensical/backlog/issues/55
+"""
+import os
+import shutil
+import signal
+import sys
+from pathlib import Path
+
+REPO_ROOT = Path(__file__).resolve().parent.parent
+DOCS_DIR = REPO_ROOT / "docs"
+SITE_DIR = REPO_ROOT / "docs_site"
+sys.path.insert(0, str(REPO_ROOT))
+# Local docs build helpers live under docs/ so they stay near the content
+# source. The wrapper prunes them from docs_site/ after build.
+sys.path.insert(0, str(DOCS_DIR))
+
+
+def _materialize(docs: Path) -> dict[Path, str]:
+  originals: dict[Path, str] = {}
+  for link in docs.rglob("*"):
+    if not link.is_symlink():
+      continue
+    target = link.resolve()
+    if not target.is_file():
+      continue
+    originals[link] = os.readlink(link)
+    link.unlink()
+    shutil.copy2(target, link)
+  return originals
+
+
+def _restore(originals: dict[Path, str]) -> None:
+  for link, target in originals.items():
+    link.unlink(missing_ok=True)
+    os.symlink(target, link)
+
+
+def _raise_interrupt(*_):
+  raise KeyboardInterrupt
+
+
+def _prune_site_output() -> None:
+  shutil.rmtree(SITE_DIR / "ext", ignore_errors=True)
+
+
+def main() -> None:
+  signal.signal(signal.SIGTERM, _raise_interrupt)
+  originals = _materialize(DOCS_DIR)
+  try:
+    from zensical.main import cli
+    cli(standalone_mode=False)
+    if len(sys.argv) > 1 and sys.argv[1] == "build":
+      _prune_site_output()
+  finally:
+    _restore(originals)
+
+
+if __name__ == "__main__":
+  main()

scripts/reporter.py

@@ -33,16 +33,7 @@ if __name__ == "__main__":
   print("|-| -----  | --------- |")
 
   for f in glob.glob(BASEDIR + MODEL_PATH + "/*.onnx"):
-    # TODO: add checkpoint to DM
-    if "dmonitoring" in f:
-      continue
-
     fn = os.path.basename(f)
-    master_path = MASTER_PATH + MODEL_PATH + fn
-    if os.path.exists(master_path):
-      master = get_checkpoint(master_path)
-      master_col = f"[{master}](https://reporter.comma.life/experiment/{master})"
-    else:
-      master_col = "N/A (new model)"
+    master = get_checkpoint(MASTER_PATH + MODEL_PATH + fn)
     pr = get_checkpoint(BASEDIR + MODEL_PATH + fn)
-    print("|", fn, "|", master_col, "|", f"[{pr}](https://reporter.comma.life/experiment/{pr})", "|")
+    print("|", fn, "|", f"[{master}](https://reporterv2.comma.life/{master})", "|", f"[{pr}](https://reporterv2.comma.life/{pr})", "|")

selfdrive/car/CARS_template.md

@@ -1,6 +1,6 @@
 {% set footnote_tag = '[<sup>{}</sup>](#footnotes)' %}
 {% set star_icon = '[![star](assets/icon-star-{}.svg)](##)' %}
-{% set video_icon = '<a href="{}" target="_blank"><img height="18px" src="assets/icon-youtube.svg"></img></a>' %}
+{% set video_icon = '<a href="{}" target="_blank"><img height="18px" src="assets/icon-youtube.svg" /></a>' %}
 {# Force hardware column wider by using a blank image with max width. #}
 {% set width_tag = '<a href="##"><img width=2000></a>%s<br>&nbsp;' %}
 {% set hardware_col_name = 'Hardware Needed' %}

selfdrive/car/tests/test_cruise_speed.py

@@ -94,7 +94,7 @@ class TestVCruiseHelper:
         self.enable(V_CRUISE_INITIAL * CV.KPH_TO_MS, False, False)
 
       # Expected diff on enabling. Speed should not change on falling edge of pressed
-      assert not pressed == self.v_cruise_helper.v_cruise_kph == self.v_cruise_helper.v_cruise_kph_last
+      assert (not pressed) == (self.v_cruise_helper.v_cruise_kph == self.v_cruise_helper.v_cruise_kph_last)
 
   def test_resume_in_standstill(self):
     """

selfdrive/controls/controlsd.py

@@ -212,7 +212,7 @@ class Controls(ControlsExt):
     cs.upAccelCmd = float(self.LoC.pid.p)
     cs.uiAccelCmd = float(self.LoC.pid.i)
     cs.ufAccelCmd = float(self.LoC.pid.f)
-    cs.forceDecel = bool((self.sm['driverMonitoringState'].awarenessStatus < 0.) or
+    cs.forceDecel = bool((self.sm['driverMonitoringState'].alertLevel == log.DriverMonitoringState.AlertLevel.three) or
                          (self.sm['selfdriveState'].state == State.softDisabling))
 
     lat_tuning = self.CP.lateralTuning.which()

selfdrive/debug/print_docs_diff.py

@@ -11,7 +11,7 @@ FOOTNOTE_TAG = "<sup>{}</sup>"
 STAR_ICON = '<a href="##"><img valign="top" ' + \
             'src="https://media.githubusercontent.com/media/commaai/openpilot/master/docs/assets/icon-star-{}.svg" width="22" /></a>'
 VIDEO_ICON = '<a href="{}" target="_blank">' + \
-             '<img height="18px" src="https://media.githubusercontent.com/media/commaai/openpilot/master/docs/assets/icon-youtube.svg"></img></a>'
+             '<img height="18px" src="https://media.githubusercontent.com/media/commaai/openpilot/master/docs/assets/icon-youtube.svg" /></a>'
 COLUMNS = "|" + "|".join([column.value for column in Column]) + "|"
 COLUMN_HEADER = "|---|---|---|{}|".format("|".join([":---:"] * (len(Column) - 3)))
 ARROW_SYMBOL = "➡️"

selfdrive/modeld/SConscript

@@ -1,6 +1,22 @@
-import os
 import glob
+import json
+import os
+from itertools import product
+from SCons.Script import Value
 from openpilot.common.file_chunker import chunk_file, get_chunk_paths
+from openpilot.common.transformations.camera import _ar_ox_fisheye, _os_fisheye
+from openpilot.common.transformations.model import MEDMODEL_INPUT_SIZE, DM_INPUT_SIZE
+from openpilot.selfdrive.modeld.constants import ModelConstants
+from openpilot.selfdrive.modeld.helpers import CompileConfig
+from tinygrad import Device
+
+CAMERA_CONFIGS = [
+  (_ar_ox_fisheye.width, _ar_ox_fisheye.height),  # tici: 1928x1208
+  (_os_fisheye.width, _os_fisheye.height),        # mici: 1344x760
+]
+MODELD_CONFIGS = [CompileConfig(cam_w, cam_h, prepare_only, 'driving_')
+                  for (cam_w, cam_h), prepare_only in product(CAMERA_CONFIGS, [True, False])]
+DM_WARP_CONFIGS = [CompileConfig(cam_w, cam_h, True, 'dm_') for cam_w, cam_h in CAMERA_CONFIGS]
 
 Import('env', 'arch')
 chunker_file = File("#common/file_chunker.py")
@@ -13,31 +29,72 @@ tinygrad_files = ["#"+x for x in glob.glob(env.Dir("#tinygrad_repo").relpath + "
 def estimate_pickle_max_size(onnx_size):
   return 1.2 * onnx_size  + 10 * 1024 * 1024  # 20% + 10MB is plenty
 
-# compile warp
-# THREADS=0 is need to prevent bug: https://github.com/tinygrad/tinygrad/issues/14689
-tg_flags = {
-    'larch64': 'DEV=QCOM FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0',
-    'Darwin': f'DEV=CPU THREADS=0 HOME={os.path.expanduser("~")}', # tinygrad calls brew which needs a $HOME in the env
-}.get(arch, 'DEV=CPU CPU_LLVM=1 THREADS=0')
+# get fastest TG config
+available = set(Device.get_available_devices())
+if 'CUDA' in available:
+  tg_backend = 'CUDA'
+  tg_flags = f'DEV={tg_backend}'
+elif 'QCOM' in available:
+  tg_backend = 'QCOM'
+  tg_flags = f'DEV={tg_backend} FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0 OPENPILOT_HACKS=1'
+else:
+  tg_backend = 'CPU' if arch == 'Darwin' else 'CPU:LLVM'
+  # THREADS=0 is need to prevent bug: https://github.com/tinygrad/tinygrad/issues/14689
+  tg_flags = f'DEV={tg_backend} THREADS=0'
+
+def write_tg_compiled_flags(target, source, env):
+  with open(str(target[0]), "w") as f:
+    json.dump({"DEV": tg_backend}, f)
+    f.write("\n")
+
+compiled_flags_node = lenv.Command(
+  File("models/tg_compiled_flags.json").abspath,
+  tinygrad_files + [Value(tg_backend)],
+  write_tg_compiled_flags,
+)
+
+# tinygrad calls brew which needs a $HOME in the env
+mac_brew_string = f'HOME={os.path.expanduser("~")}' if arch == 'Darwin' else ''
 
 # Get model metadata
-for model_name in ['driving_vision', 'driving_off_policy', 'driving_on_policy', 'dmonitoring_model']:
+for model_name in ['driving_vision', 'driving_policy', 'dmonitoring_model']:
   fn = File(f"models/{model_name}").abspath
   script_files = [File(Dir("#selfdrive/modeld").File("get_model_metadata.py").abspath)]
-  cmd = f'{tg_flags} python3 {Dir("#selfdrive/modeld").abspath}/get_model_metadata.py {fn}.onnx'
-  lenv.Command(fn + "_metadata.pkl", [fn + ".onnx"] + tinygrad_files + script_files, cmd)
+  cmd = f'{tg_flags} {mac_brew_string} python3 {Dir("#selfdrive/modeld").abspath}/get_model_metadata.py {fn}.onnx'
+  lenv.Command(fn + "_metadata.pkl", [fn + ".onnx"] + tinygrad_files + script_files + [compiled_flags_node], cmd)
 
 image_flag = {
      'larch64': 'IMAGE=2',
 }.get(arch, 'IMAGE=0')
-script_files = [File(Dir("#selfdrive/modeld").File("compile_warp.py").abspath)]
-compile_warp_cmd = f'{tg_flags} python3 {Dir("#selfdrive/modeld").abspath}/compile_warp.py '
-from openpilot.common.transformations.camera import _ar_ox_fisheye, _os_fisheye
-warp_targets = []
-for cam in [_ar_ox_fisheye, _os_fisheye]:
-  w, h = cam.width, cam.height
-  warp_targets += [File(f"models/warp_{w}x{h}_tinygrad.pkl").abspath, File(f"models/dm_warp_{w}x{h}_tinygrad.pkl").abspath]
-lenv.Command(warp_targets, tinygrad_files + script_files, compile_warp_cmd)
+modeld_dir = Dir("#selfdrive/modeld").abspath
+compile_modeld_script = [File(f"{modeld_dir}/compile_modeld.py")]
+compile_dm_warp_script = [File(f"{modeld_dir}/compile_dm_warp.py")]
+driving_onnx_deps = [File(f"models/{m}.onnx").abspath for m in ['driving_vision', 'driving_policy']]
+driving_metadata_deps = [File(f"models/{m}_metadata.pkl").abspath for m in ['driving_vision', 'driving_policy']]
+
+model_w, model_h = MEDMODEL_INPUT_SIZE
+frame_skip = ModelConstants.MODEL_RUN_FREQ // ModelConstants.MODEL_CONTEXT_FREQ
+for cfg in MODELD_CONFIGS:
+  cmd = (f'{tg_flags} {mac_brew_string} {image_flag} python3 {modeld_dir}/compile_modeld.py '
+         f'--model-size {model_w}x{model_h} '
+         f'--nv12 {",".join(str(x) for x in cfg.nv12)} '
+         f'--vision-onnx {File("models/driving_vision.onnx").abspath} '
+         f'--policy-onnx {File("models/driving_policy.onnx").abspath} '
+         f'--output {cfg.pkl_path} --frame-skip {frame_skip}'
+         + (' --prepare-only' if cfg.prepare_only else ''))
+  node = lenv.Command(cfg.pkl_path, tinygrad_files + compile_modeld_script + driving_onnx_deps + driving_metadata_deps + [chunker_file, compiled_flags_node], cmd)
+  onnx_sizes_sum = sum(os.path.getsize(f) for f in driving_onnx_deps)
+  chunk_targets = get_chunk_paths(cfg.pkl_path, estimate_pickle_max_size(onnx_sizes_sum))
+  def do_chunk(target, source, env, pkl=cfg.pkl_path, chunks=chunk_targets):
+    chunk_file(pkl, chunks)
+  lenv.Command(chunk_targets, node, do_chunk)
+
+dm_w, dm_h = DM_INPUT_SIZE
+for cfg in DM_WARP_CONFIGS:
+  cmd = (f'{tg_flags} {mac_brew_string} {image_flag} python3 {modeld_dir}/compile_dm_warp.py '
+         f'--nv12 {",".join(str(x) for x in cfg.nv12)} --warp-to {dm_w}x{dm_h} '
+         f'--output {cfg.pkl_path}')
+  lenv.Command(cfg.pkl_path, tinygrad_files + compile_dm_warp_script + compile_modeld_script + [compiled_flags_node], cmd)
 
 def tg_compile(flags, model_name):
   pythonpath_string = 'PYTHONPATH="${PYTHONPATH}:' + env.Dir("#tinygrad_repo").abspath + '"'
@@ -47,7 +104,7 @@ def tg_compile(flags, model_name):
   chunk_targets = get_chunk_paths(pkl, estimate_pickle_max_size(os.path.getsize(onnx_path)))
   compile_node = lenv.Command(
     pkl,
-    [onnx_path] + tinygrad_files + [chunker_file],
+    [onnx_path] + tinygrad_files + [chunker_file, compiled_flags_node],
     f'{pythonpath_string} {flags} {image_flag} python3 {Dir("#tinygrad_repo").abspath}/examples/openpilot/compile3.py {fn}.onnx {pkl}',
   )
   def do_chunk(target, source, env):
@@ -58,6 +115,4 @@ def tg_compile(flags, model_name):
     do_chunk,
   )
 
-# Compile small models
-for model_name in ['driving_vision', 'driving_off_policy', 'driving_on_policy', 'dmonitoring_model']:
-  tg_compile(tg_flags, model_name)
+tg_compile(tg_flags, 'dmonitoring_model')

selfdrive/modeld/compile_dm_warp.py

@@ -0,0 +1,54 @@
+#!/usr/bin/env python3
+import argparse
+import pickle
+import time
+
+from tinygrad.tensor import Tensor
+from tinygrad.device import Device
+from tinygrad.engine.jit import TinyJit
+
+from openpilot.selfdrive.modeld.compile_modeld import NV12Frame, warp_perspective_tinygrad, _parse_size, _parse_nv12
+
+
+def make_warp_dm(nv12: NV12Frame, dm_w, dm_h):
+  cam_w, cam_h, stride, _, _, _ = nv12
+  stride_pad = stride - cam_w
+
+  def warp_dm(input_frame, M_inv):
+    M_inv = M_inv.to(Device.DEFAULT).realize()
+    return warp_perspective_tinygrad(input_frame[:cam_h*stride], M_inv,
+                                     (dm_w, dm_h), (cam_h, cam_w), stride_pad).reshape(-1, dm_h * dm_w)
+  return warp_dm
+
+
+def compile_dm_warp(nv12: NV12Frame, dm_w, dm_h, pkl_path):
+  print(f"Compiling DM warp for {nv12.width}x{nv12.height} -> {dm_w}x{dm_h}...")
+
+  warp_dm_jit = TinyJit(make_warp_dm(nv12, dm_w, dm_h), prune=True)
+
+  for i in range(10):
+    frame = Tensor.randint(nv12.size, low=0, high=256, dtype='uint8').realize()
+    M_inv = Tensor(Tensor.randn(3, 3).mul(8).realize().numpy(), device='NPY')
+    Device.default.synchronize()
+    st = time.perf_counter()
+    warp_dm_jit(frame, M_inv).realize()
+    mt = time.perf_counter()
+    Device.default.synchronize()
+    et = time.perf_counter()
+    print(f"  [{i+1}/10] enqueue {(mt-st)*1e3:6.2f} ms -- total {(et-st)*1e3:6.2f} ms")
+
+  with open(pkl_path, "wb") as f:
+    pickle.dump(warp_dm_jit, f)
+  print(f"  Saved to {pkl_path}")
+
+
+if __name__ == "__main__":
+  p = argparse.ArgumentParser()
+  p.add_argument('--nv12', type=_parse_nv12, required=True,
+                 help=f'NV12 frame layout: {",".join(NV12Frame._fields)}')
+  p.add_argument('--warp-to', type=_parse_size, required=True, help='DM input WxH')
+  p.add_argument('--output', required=True)
+  args = p.parse_args()
+
+  dm_w, dm_h = args.warp_to
+  compile_dm_warp(args.nv12, dm_w, dm_h, args.output)

selfdrive/modeld/compile_modeld.py

@@ -0,0 +1,253 @@
+#!/usr/bin/env python3
+import argparse
+import pickle
+import time
+from functools import partial
+from collections import namedtuple
+
+import numpy as np
+from tinygrad.tensor import Tensor
+from tinygrad.helpers import Context
+from tinygrad.device import Device
+from tinygrad.engine.jit import TinyJit
+from tinygrad.nn.onnx import OnnxRunner
+
+# https://github.com/tinygrad/tinygrad/issues/15682
+from tinygrad.uop.ops import UOp, Ops
+_orig = UOp.__reduce__
+UOp.__reduce__ = lambda self: (UOp.unique, ()) if self.op is Ops.UNIQUE else _orig(self)
+
+
+NV12Frame = namedtuple("NV12Frame", ['width', 'height', 'stride', 'y_height', 'uv_height', 'size'])
+
+UV_SCALE_MATRIX = np.array([[0.5, 0, 0], [0, 0.5, 0], [0, 0, 1]], dtype=np.float32)
+UV_SCALE_MATRIX_INV = np.linalg.inv(UV_SCALE_MATRIX)
+
+
+def warp_perspective_tinygrad(src_flat, M_inv, dst_shape, src_shape, stride_pad):
+  w_dst, h_dst = dst_shape
+  h_src, w_src = src_shape
+
+  x = Tensor.arange(w_dst).reshape(1, w_dst).expand(h_dst, w_dst).reshape(-1)
+  y = Tensor.arange(h_dst).reshape(h_dst, 1).expand(h_dst, w_dst).reshape(-1)
+
+  # inline 3x3 matmul as elementwise to avoid reduce op (enables fusion with gather)
+  src_x = M_inv[0, 0] * x + M_inv[0, 1] * y + M_inv[0, 2]
+  src_y = M_inv[1, 0] * x + M_inv[1, 1] * y + M_inv[1, 2]
+  src_w = M_inv[2, 0] * x + M_inv[2, 1] * y + M_inv[2, 2]
+
+  src_x = src_x / src_w
+  src_y = src_y / src_w
+
+  x_nn_clipped = Tensor.round(src_x).clip(0, w_src - 1).cast('int')
+  y_nn_clipped = Tensor.round(src_y).clip(0, h_src - 1).cast('int')
+  idx = y_nn_clipped * (w_src + stride_pad) + x_nn_clipped
+
+  return src_flat[idx]
+
+
+def frames_to_tensor(frames):
+  H = (frames.shape[0] * 2) // 3
+  W = frames.shape[1]
+  in_img1 = Tensor.cat(frames[0:H:2, 0::2],
+                       frames[1:H:2, 0::2],
+                       frames[0:H:2, 1::2],
+                       frames[1:H:2, 1::2],
+                       frames[H:H+H//4].reshape((H//2, W//2)),
+                       frames[H+H//4:H+H//2].reshape((H//2, W//2)), dim=0).reshape((6, H//2, W//2))
+  return in_img1
+
+
+def make_frame_prepare(nv12: NV12Frame, model_w, model_h):
+  cam_w, cam_h, stride, y_height, uv_height, _ = nv12
+  uv_offset = stride * y_height
+  stride_pad = stride - cam_w
+
+  def frame_prepare_tinygrad(input_frame, M_inv):
+    # UV_SCALE @ M_inv @ UV_SCALE_INV simplifies to elementwise scaling
+    M_inv_uv = M_inv * Tensor([[1.0, 1.0, 0.5], [1.0, 1.0, 0.5], [2.0, 2.0, 1.0]])
+    # deinterleave NV12 UV plane (UVUV... -> separate U, V)
+    uv = input_frame[uv_offset:uv_offset + uv_height * stride].reshape(uv_height, stride)
+    with Context(SPLIT_REDUCEOP=0):
+      y = warp_perspective_tinygrad(input_frame[:cam_h*stride],
+                                    M_inv, (model_w, model_h),
+                                    (cam_h, cam_w), stride_pad).realize()
+      u = warp_perspective_tinygrad(uv[:cam_h//2, :cam_w:2].flatten(),
+                                    M_inv_uv, (model_w//2, model_h//2),
+                                    (cam_h//2, cam_w//2), 0).realize()
+      v = warp_perspective_tinygrad(uv[:cam_h//2, 1:cam_w:2].flatten(),
+                                    M_inv_uv, (model_w//2, model_h//2),
+                                    (cam_h//2, cam_w//2), 0).realize()
+    yuv = y.cat(u).cat(v).reshape((model_h * 3 // 2, model_w))
+    tensor = frames_to_tensor(yuv)
+    return tensor
+  return frame_prepare_tinygrad
+
+
+def make_input_queues(vision_input_shapes, policy_input_shapes, frame_skip):
+  img = vision_input_shapes['img']  # (1, 12, 128, 256)
+  n_frames = img[1] // 6
+  img_buf_shape = (frame_skip * (n_frames - 1) + 1, 6, img[2], img[3])
+
+  fb = policy_input_shapes['features_buffer']  # (1, 25, 512)
+  dp = policy_input_shapes['desire_pulse']  # (1, 25, 8)
+  tc = policy_input_shapes['traffic_convention']  # (1, 2)
+
+  npy = {
+    'desire': np.zeros(dp[2], dtype=np.float32),
+    'traffic_convention': np.zeros(tc, dtype=np.float32),
+    'tfm': np.zeros((3, 3), dtype=np.float32),
+    'big_tfm': np.zeros((3, 3), dtype=np.float32),
+  }
+  input_queues = {
+    'img_q': Tensor.zeros(img_buf_shape, dtype='uint8').contiguous().realize(),
+    'big_img_q': Tensor.zeros(img_buf_shape, dtype='uint8').contiguous().realize(),
+    'feat_q': Tensor.zeros(frame_skip * (fb[1] - 1) + 1, fb[0], fb[2]).contiguous().realize(),
+    'desire_q': Tensor.zeros(frame_skip * dp[1], dp[0], dp[2]).contiguous().realize(),
+    **{k: Tensor(v, device='NPY').realize() for k, v in npy.items()},
+  }
+  return input_queues, npy
+
+
+def shift_and_sample(buf, new_val, sample_fn):
+  buf.assign(buf[1:].cat(new_val, dim=0).contiguous())
+  return sample_fn(buf)
+
+
+def sample_skip(buf, frame_skip):
+  return buf[::frame_skip].contiguous().flatten(0, 1).unsqueeze(0)
+
+
+def sample_desire(buf, frame_skip):
+  return buf.reshape(-1, frame_skip, *buf.shape[1:]).max(1).flatten(0, 1).unsqueeze(0)
+
+
+def make_run_policy(vision_runner, policy_runner, nv12: NV12Frame, model_w, model_h,
+                    vision_features_slice, frame_skip, prepare_only=False):
+  frame_prepare = make_frame_prepare(nv12, model_w, model_h)
+  sample_skip_fn = partial(sample_skip, frame_skip=frame_skip)
+  sample_desire_fn = partial(sample_desire, frame_skip=frame_skip)
+
+  def run_policy(img_q, big_img_q, feat_q, desire_q, desire, traffic_convention, tfm, big_tfm, frame, big_frame):
+    tfm = tfm.to(Device.DEFAULT)
+    big_tfm = big_tfm.to(Device.DEFAULT)
+    desire = desire.to(Device.DEFAULT)
+    traffic_convention = traffic_convention.to(Device.DEFAULT)
+    Tensor.realize(tfm, big_tfm, desire, traffic_convention)
+
+    img = shift_and_sample(img_q, frame_prepare(frame, tfm).unsqueeze(0), sample_skip_fn)
+    big_img = shift_and_sample(big_img_q, frame_prepare(big_frame, big_tfm).unsqueeze(0), sample_skip_fn)
+
+    if prepare_only:
+      return img, big_img
+
+    vision_out = next(iter(vision_runner({'img': img, 'big_img': big_img}).values())).cast('float32')
+
+    new_feat = vision_out[:, vision_features_slice].reshape(1, -1).unsqueeze(0)
+    feat_buf = shift_and_sample(feat_q, new_feat, sample_skip_fn)
+    desire_buf = shift_and_sample(desire_q, desire.reshape(1, 1, -1), sample_desire_fn)
+
+    inputs = {'features_buffer': feat_buf, 'desire_pulse': desire_buf, 'traffic_convention': traffic_convention}
+    policy_out = next(iter(policy_runner(inputs).values())).cast('float32')
+
+    return vision_out, policy_out
+  return run_policy
+
+
+def compile_modeld(nv12: NV12Frame, model_w, model_h, prepare_only, frame_skip,
+                   vision_onnx, policy_onnx, pkl_path):
+  from get_model_metadata import metadata_path_for
+
+  print(f"Compiling combined policy JIT for {nv12.width}x{nv12.height} (prepare_only={prepare_only})...")
+
+  vision_runner = OnnxRunner(vision_onnx)
+  policy_runner = OnnxRunner(policy_onnx)
+
+  with open(metadata_path_for(vision_onnx), 'rb') as f:
+    vision_metadata = pickle.load(f)
+    vision_features_slice = vision_metadata['output_slices']['hidden_state']
+    vision_input_shapes = vision_metadata['input_shapes']
+  with open(metadata_path_for(policy_onnx), 'rb') as f:
+    policy_input_shapes = pickle.load(f)['input_shapes']
+
+  _run = make_run_policy(vision_runner, policy_runner, nv12, model_w, model_h,
+                         vision_features_slice, frame_skip, prepare_only)
+  run_policy_jit = TinyJit(_run, prune=True)
+
+  N_RUNS = 3
+  SEED = 42
+
+  def random_inputs_run_fn(fn, seed, test_val=None, test_buffers=None, expect_match=True):
+    input_queues, npy = make_input_queues(vision_input_shapes, policy_input_shapes, frame_skip)
+    np.random.seed(seed)
+    Tensor.manual_seed(seed)
+
+    for i in range(N_RUNS):
+      frame = Tensor.randint(nv12.size, low=0, high=256, dtype='uint8').realize()
+      big_frame = Tensor.randint(nv12.size, low=0, high=256, dtype='uint8').realize()
+      for v in npy.values():
+        v[:] = np.random.randn(*v.shape).astype(v.dtype)
+      Device.default.synchronize()
+      st = time.perf_counter()
+      outs = fn(**input_queues, frame=frame, big_frame=big_frame)
+      mt = time.perf_counter()
+      for o in outs:
+        # .realize() not needed once jitted, but needed for unjitted fn
+        o.realize()
+      Device.default.synchronize()
+      et = time.perf_counter()
+      print(f"  [{i+1}/{N_RUNS}] enqueue {(mt-st)*1e3:6.2f} ms -- total {(et-st)*1e3:6.2f} ms")
+
+    val = [np.copy(v.numpy()) for v in outs]
+    buffers = [np.copy(v.numpy().copy()) for v in input_queues.values()]
+
+    if test_val is not None:
+      match = all(np.array_equal(a, b) for a, b in zip(val, test_val, strict=True))
+      assert match == expect_match, f"outputs {'differ from' if expect_match else 'match'} baseline (seed={seed})"
+    if test_buffers is not None:
+      match = all(np.array_equal(a, b) for a, b in zip(buffers, test_buffers, strict=True))
+      assert match == expect_match, f"buffers {'differ from' if expect_match else 'match'} baseline (seed={seed})"
+    return fn, val, buffers
+
+  print('run unjitted')
+  _, test_val, test_buffers = random_inputs_run_fn(_run, seed=SEED)
+  print('capture + replay')
+  run_policy_jit, _, _ = random_inputs_run_fn(run_policy_jit, SEED, test_val, test_buffers)
+
+  print('pickle round trip')
+  with open(pkl_path, "wb") as f:
+    pickle.dump(run_policy_jit, f)
+    print(f"  Saved to {pkl_path}")
+  with open(pkl_path, "rb") as f:
+    run_policy_jit = pickle.load(f)
+  random_inputs_run_fn(run_policy_jit, SEED, test_val, test_buffers, expect_match=True)
+  random_inputs_run_fn(run_policy_jit, SEED+1, test_val, test_buffers, expect_match=False)
+
+
+def _parse_size(s):
+  w, h = s.lower().split('x')
+  return int(w), int(h)
+
+
+def _parse_nv12(s):
+  parts = s.split(',')
+  assert len(parts) == len(NV12Frame._fields), \
+    f"--nv12 expects {','.join(NV12Frame._fields)} (got {s!r})"
+  return NV12Frame(*(int(x) for x in parts))
+
+
+if __name__ == "__main__":
+  p = argparse.ArgumentParser()
+  p.add_argument('--model-size', type=_parse_size, required=True, help='model input WxH')
+  p.add_argument('--nv12', type=_parse_nv12, required=True,
+                 help=f'NV12 frame layout: {",".join(NV12Frame._fields)}')
+  p.add_argument('--vision-onnx', required=True)
+  p.add_argument('--policy-onnx', required=True)
+  p.add_argument('--output', required=True)
+  p.add_argument('--prepare-only', action='store_true')
+  p.add_argument('--frame-skip', type=int, required=True)
+  args = p.parse_args()
+
+  model_w, model_h = args.model_size
+  compile_modeld(args.nv12, model_w, model_h, args.prepare_only, args.frame_skip,
+                 args.vision_onnx, args.policy_onnx, args.output)

selfdrive/modeld/compile_warp.py

@@ -1,209 +0,0 @@
-#!/usr/bin/env python3
-import time
-import pickle
-import numpy as np
-from pathlib import Path
-from tinygrad.tensor import Tensor
-from tinygrad.helpers import Context
-from tinygrad.device import Device
-from tinygrad.engine.jit import TinyJit
-
-from openpilot.system.camerad.cameras.nv12_info import get_nv12_info
-from openpilot.common.transformations.model import MEDMODEL_INPUT_SIZE, DM_INPUT_SIZE
-from openpilot.common.transformations.camera import _ar_ox_fisheye, _os_fisheye
-
-MODELS_DIR = Path(__file__).parent / 'models'
-
-CAMERA_CONFIGS = [
-  (_ar_ox_fisheye.width, _ar_ox_fisheye.height),  # tici: 1928x1208
-  (_os_fisheye.width, _os_fisheye.height),        # mici: 1344x760
-]
-
-UV_SCALE_MATRIX = np.array([[0.5, 0, 0], [0, 0.5, 0], [0, 0, 1]], dtype=np.float32)
-UV_SCALE_MATRIX_INV = np.linalg.inv(UV_SCALE_MATRIX)
-
-IMG_BUFFER_SHAPE = (30, MEDMODEL_INPUT_SIZE[1] // 2, MEDMODEL_INPUT_SIZE[0] // 2)
-
-
-def warp_pkl_path(w, h):
-  return MODELS_DIR / f'warp_{w}x{h}_tinygrad.pkl'
-
-
-def dm_warp_pkl_path(w, h):
-  return MODELS_DIR / f'dm_warp_{w}x{h}_tinygrad.pkl'
-
-
-def warp_perspective_tinygrad(src_flat, M_inv, dst_shape, src_shape, stride_pad):
-  w_dst, h_dst = dst_shape
-  h_src, w_src = src_shape
-
-  x = Tensor.arange(w_dst).reshape(1, w_dst).expand(h_dst, w_dst).reshape(-1)
-  y = Tensor.arange(h_dst).reshape(h_dst, 1).expand(h_dst, w_dst).reshape(-1)
-
-  # inline 3x3 matmul as elementwise to avoid reduce op (enables fusion with gather)
-  src_x = M_inv[0, 0] * x + M_inv[0, 1] * y + M_inv[0, 2]
-  src_y = M_inv[1, 0] * x + M_inv[1, 1] * y + M_inv[1, 2]
-  src_w = M_inv[2, 0] * x + M_inv[2, 1] * y + M_inv[2, 2]
-
-  src_x = src_x / src_w
-  src_y = src_y / src_w
-
-  x_nn_clipped = Tensor.round(src_x).clip(0, w_src - 1).cast('int')
-  y_nn_clipped = Tensor.round(src_y).clip(0, h_src - 1).cast('int')
-  idx = y_nn_clipped * (w_src + stride_pad) + x_nn_clipped
-
-  return src_flat[idx]
-
-
-def frames_to_tensor(frames, model_w, model_h):
-  H = (frames.shape[0] * 2) // 3
-  W = frames.shape[1]
-  in_img1 = Tensor.cat(frames[0:H:2, 0::2],
-                       frames[1:H:2, 0::2],
-                       frames[0:H:2, 1::2],
-                       frames[1:H:2, 1::2],
-                       frames[H:H+H//4].reshape((H//2, W//2)),
-                       frames[H+H//4:H+H//2].reshape((H//2, W//2)), dim=0).reshape((6, H//2, W//2))
-  return in_img1
-
-
-def make_frame_prepare(cam_w, cam_h, model_w, model_h):
-  stride, y_height, uv_height, _ = get_nv12_info(cam_w, cam_h)
-  uv_offset = stride * y_height
-  stride_pad = stride - cam_w
-
-  def frame_prepare_tinygrad(input_frame, M_inv):
-    # UV_SCALE @ M_inv @ UV_SCALE_INV simplifies to elementwise scaling
-    M_inv_uv = M_inv * Tensor([[1.0, 1.0, 0.5], [1.0, 1.0, 0.5], [2.0, 2.0, 1.0]])
-    # deinterleave NV12 UV plane (UVUV... -> separate U, V)
-    uv = input_frame[uv_offset:uv_offset + uv_height * stride].reshape(uv_height, stride)
-    with Context(SPLIT_REDUCEOP=0):
-      y = warp_perspective_tinygrad(input_frame[:cam_h*stride],
-                                    M_inv, (model_w, model_h),
-                                    (cam_h, cam_w), stride_pad).realize()
-      u = warp_perspective_tinygrad(uv[:cam_h//2, :cam_w:2].flatten(),
-                                    M_inv_uv, (model_w//2, model_h//2),
-                                    (cam_h//2, cam_w//2), 0).realize()
-      v = warp_perspective_tinygrad(uv[:cam_h//2, 1:cam_w:2].flatten(),
-                                    M_inv_uv, (model_w//2, model_h//2),
-                                    (cam_h//2, cam_w//2), 0).realize()
-    yuv = y.cat(u).cat(v).reshape((model_h * 3 // 2, model_w))
-    tensor = frames_to_tensor(yuv, model_w, model_h)
-    return tensor
-  return frame_prepare_tinygrad
-
-
-def make_update_img_input(frame_prepare, model_w, model_h):
-  def update_img_input_tinygrad(tensor, frame, M_inv):
-    M_inv = M_inv.to(Device.DEFAULT)
-    new_img = frame_prepare(frame, M_inv)
-    full_buffer = tensor[6:].cat(new_img, dim=0).contiguous()
-    return full_buffer, Tensor.cat(full_buffer[:6], full_buffer[-6:], dim=0).contiguous().reshape(1, 12, model_h//2, model_w//2)
-  return update_img_input_tinygrad
-
-
-def make_update_both_imgs(frame_prepare, model_w, model_h):
-  update_img = make_update_img_input(frame_prepare, model_w, model_h)
-
-  def update_both_imgs_tinygrad(calib_img_buffer, new_img, M_inv,
-                                calib_big_img_buffer, new_big_img, M_inv_big):
-    calib_img_buffer, calib_img_pair = update_img(calib_img_buffer, new_img, M_inv)
-    calib_big_img_buffer, calib_big_img_pair = update_img(calib_big_img_buffer, new_big_img, M_inv_big)
-    return calib_img_buffer, calib_img_pair, calib_big_img_buffer, calib_big_img_pair
-  return update_both_imgs_tinygrad
-
-
-def make_warp_dm(cam_w, cam_h, dm_w, dm_h):
-  stride, y_height, _, _ = get_nv12_info(cam_w, cam_h)
-  stride_pad = stride - cam_w
-
-  def warp_dm(input_frame, M_inv):
-    M_inv = M_inv.to(Device.DEFAULT)
-    result = warp_perspective_tinygrad(input_frame[:cam_h*stride], M_inv, (dm_w, dm_h), (cam_h, cam_w), stride_pad).reshape(-1, dm_h * dm_w)
-    return result
-  return warp_dm
-
-
-def compile_modeld_warp(cam_w, cam_h):
-  model_w, model_h = MEDMODEL_INPUT_SIZE
-  _, _, _, yuv_size = get_nv12_info(cam_w, cam_h)
-
-  print(f"Compiling modeld warp for {cam_w}x{cam_h}...")
-
-  frame_prepare = make_frame_prepare(cam_w, cam_h, model_w, model_h)
-  update_both_imgs = make_update_both_imgs(frame_prepare, model_w, model_h)
-  update_img_jit = TinyJit(update_both_imgs, prune=True)
-
-  full_buffer = Tensor.zeros(IMG_BUFFER_SHAPE, dtype='uint8').contiguous().realize()
-  big_full_buffer = Tensor.zeros(IMG_BUFFER_SHAPE, dtype='uint8').contiguous().realize()
-  full_buffer_np = np.zeros(IMG_BUFFER_SHAPE, dtype=np.uint8)
-  big_full_buffer_np = np.zeros(IMG_BUFFER_SHAPE, dtype=np.uint8)
-
-  for i in range(10):
-    new_frame_np = (32 * np.random.randn(yuv_size).astype(np.float32) + 128).clip(0, 255).astype(np.uint8)
-    img_inputs = [full_buffer,
-                  Tensor.from_blob(new_frame_np.ctypes.data, (yuv_size,), dtype='uint8').realize(),
-                  Tensor(Tensor.randn(3, 3).mul(8).realize().numpy(), device='NPY')]
-    new_big_frame_np = (32 * np.random.randn(yuv_size).astype(np.float32) + 128).clip(0, 255).astype(np.uint8)
-    big_img_inputs = [big_full_buffer,
-                      Tensor.from_blob(new_big_frame_np.ctypes.data, (yuv_size,), dtype='uint8').realize(),
-                      Tensor(Tensor.randn(3, 3).mul(8).realize().numpy(), device='NPY')]
-    inputs = img_inputs + big_img_inputs
-    Device.default.synchronize()
-
-    inputs_np = [x.numpy() for x in inputs]
-    inputs_np[0] = full_buffer_np
-    inputs_np[3] = big_full_buffer_np
-
-    st = time.perf_counter()
-    out = update_img_jit(*inputs)
-    full_buffer = out[0].contiguous().realize().clone()
-    big_full_buffer = out[2].contiguous().realize().clone()
-    mt = time.perf_counter()
-    Device.default.synchronize()
-    et = time.perf_counter()
-    print(f"  [{i+1}/10] enqueue {(mt-st)*1e3:6.2f} ms -- total {(et-st)*1e3:6.2f} ms")
-
-  pkl_path = warp_pkl_path(cam_w, cam_h)
-  with open(pkl_path, "wb") as f:
-    pickle.dump(update_img_jit, f)
-  print(f"  Saved to {pkl_path}")
-
-  jit = pickle.load(open(pkl_path, "rb"))
-  jit(*inputs)
-
-
-def compile_dm_warp(cam_w, cam_h):
-  dm_w, dm_h = DM_INPUT_SIZE
-  _, _, _, yuv_size = get_nv12_info(cam_w, cam_h)
-
-  print(f"Compiling DM warp for {cam_w}x{cam_h}...")
-
-  warp_dm = make_warp_dm(cam_w, cam_h, dm_w, dm_h)
-  warp_dm_jit = TinyJit(warp_dm, prune=True)
-
-  for i in range(10):
-    inputs = [Tensor.from_blob((32 * Tensor.randn(yuv_size,) + 128).cast(dtype='uint8').realize().numpy().ctypes.data, (yuv_size,), dtype='uint8'),
-              Tensor(Tensor.randn(3, 3).mul(8).realize().numpy(), device='NPY')]
-    Device.default.synchronize()
-    st = time.perf_counter()
-    warp_dm_jit(*inputs)
-    mt = time.perf_counter()
-    Device.default.synchronize()
-    et = time.perf_counter()
-    print(f"  [{i+1}/10] enqueue {(mt-st)*1e3:6.2f} ms -- total {(et-st)*1e3:6.2f} ms")
-
-  pkl_path = dm_warp_pkl_path(cam_w, cam_h)
-  with open(pkl_path, "wb") as f:
-    pickle.dump(warp_dm_jit, f)
-  print(f"  Saved to {pkl_path}")
-
-
-def run_and_save_pickle():
-  for cam_w, cam_h in CAMERA_CONFIGS:
-    compile_modeld_warp(cam_w, cam_h)
-    compile_dm_warp(cam_w, cam_h)
-
-
-if __name__ == "__main__":
-  run_and_save_pickle()

selfdrive/modeld/dmonitoringmodeld.py

@@ -1,12 +1,12 @@
 #!/usr/bin/env python3
 import os
-from openpilot.system.hardware import TICI
-os.environ['DEV'] = 'QCOM' if TICI else 'CPU'
+from openpilot.selfdrive.modeld.helpers import MODELS_DIR, CompileConfig, set_tinygrad_backend_from_compiled_flags
+set_tinygrad_backend_from_compiled_flags()
+
 from tinygrad.tensor import Tensor
 import time
 import pickle
 import numpy as np
-from pathlib import Path
 
 from cereal import messaging
 from cereal.messaging import PubMaster, SubMaster
@@ -21,15 +21,14 @@ from openpilot.selfdrive.modeld.parse_model_outputs import sigmoid, safe_exp
 
 PROCESS_NAME = "selfdrive.modeld.dmonitoringmodeld"
 SEND_RAW_PRED = os.getenv('SEND_RAW_PRED')
-MODEL_PKL_PATH = Path(__file__).parent / 'models/dmonitoring_model_tinygrad.pkl'
-METADATA_PATH = Path(__file__).parent / 'models/dmonitoring_model_metadata.pkl'
-MODELS_DIR = Path(__file__).parent / 'models'
+MODEL_PKL_PATH = MODELS_DIR / 'dmonitoring_model_tinygrad.pkl'
+METADATA_PATH = MODELS_DIR / 'dmonitoring_model_metadata.pkl'
 
 class ModelState:
   inputs: dict[str, np.ndarray]
   output: np.ndarray
 
-  def __init__(self):
+  def __init__(self, cam_w: int, cam_h: int):
     with open(METADATA_PATH, 'rb') as f:
       model_metadata = pickle.load(f)
       self.input_shapes = model_metadata['input_shapes']
@@ -41,22 +40,18 @@ class ModelState:
 
     self.warp_inputs_np = {'transform': np.zeros((3,3), dtype=np.float32)}
     self.warp_inputs = {k: Tensor(v, device='NPY') for k,v in self.warp_inputs_np.items()}
-    self.frame_buf_params = None
+    self.frame_buf_params = get_nv12_info(cam_w, cam_h)
     self.tensor_inputs = {k: Tensor(v, device='NPY').realize() for k,v in self.numpy_inputs.items()}
     self._blob_cache : dict[int, Tensor] = {}
-    self.image_warp = None
     self.model_run = pickle.loads(read_file_chunked(str(MODEL_PKL_PATH)))
+    with open(CompileConfig(cam_w, cam_h, prefix='dm_', prepare_only=True).pkl_path, "rb") as f:
+      self.image_warp = pickle.load(f)
 
   def run(self, buf: VisionBuf, calib: np.ndarray, transform: np.ndarray) -> tuple[np.ndarray, float]:
     self.numpy_inputs['calib'][0,:] = calib
 
     t1 = time.perf_counter()
 
-    if self.image_warp is None:
-      self.frame_buf_params = get_nv12_info(buf.width, buf.height)
-      warp_path = MODELS_DIR / f'dm_warp_{buf.width}x{buf.height}_tinygrad.pkl'
-      with open(warp_path, "rb") as f:
-        self.image_warp = pickle.load(f)
     ptr = buf.data.ctypes.data
     # There is a ringbuffer of imgs, just cache tensors pointing to all of them
     if ptr not in self._blob_cache:
@@ -110,9 +105,6 @@ def get_driverstate_packet(model_output, frame_id: int, location_ts: int, exec_t
 def main():
   config_realtime_process(7, 5)
 
-  model = ModelState()
-  cloudlog.warning("models loaded, dmonitoringmodeld starting")
-
   cloudlog.warning("connecting to driver stream")
   vipc_client = VisionIpcClient("camerad", VisionStreamType.VISION_STREAM_DRIVER, True)
   while not vipc_client.connect(False):
@@ -120,6 +112,9 @@ def main():
   assert vipc_client.is_connected()
   cloudlog.warning(f"connected with buffer size: {vipc_client.buffer_len}")
 
+  model = ModelState(vipc_client.width, vipc_client.height)
+  cloudlog.warning("models loaded, dmonitoringmodeld starting")
+
   sm = SubMaster(["liveCalibration"])
   pm = PubMaster(["driverStateV2"])
 

selfdrive/modeld/get_model_metadata.py

@@ -7,6 +7,10 @@ from typing import Any
 
 from tinygrad.nn.onnx import OnnxPBParser
 
+def metadata_path_for(onnx_path) -> pathlib.Path:
+  p = pathlib.Path(onnx_path)
+  return p.parent / (p.stem + '_metadata.pkl')
+
 
 class MetadataOnnxPBParser(OnnxPBParser):
   def _parse_ModelProto(self) -> dict:
@@ -48,7 +52,7 @@ if __name__ == "__main__":
     'output_shapes': dict(get_name_and_shape(x) for x in model["graph"]["output"]),
   }
 
-  metadata_path = model_path.parent / (model_path.stem + '_metadata.pkl')
+  metadata_path = metadata_path_for(model_path)
   with open(metadata_path, 'wb') as f:
     pickle.dump(metadata, f)
 

selfdrive/modeld/helpers.py

@@ -0,0 +1,31 @@
+import json
+import os
+from dataclasses import dataclass
+from pathlib import Path
+
+from openpilot.system.camerad.cameras.nv12_info import get_nv12_info
+
+MODELS_DIR = Path(__file__).resolve().parent / 'models'
+COMPILED_FLAGS_PATH = MODELS_DIR / 'tg_compiled_flags.json'
+
+
+def set_tinygrad_backend_from_compiled_flags() -> None:
+  if os.path.isfile(COMPILED_FLAGS_PATH):
+    with open(COMPILED_FLAGS_PATH) as f:
+      os.environ['DEV'] = str(json.load(f)['DEV'])
+
+
+@dataclass
+class CompileConfig:
+  cam_w: int
+  cam_h: int
+  prepare_only: bool
+  prefix: str
+
+  @property
+  def pkl_path(self):
+    return str(MODELS_DIR / f'{self.prefix}{"warp_" if self.prepare_only else ""}{self.cam_w}x{self.cam_h}_tinygrad.pkl')
+
+  @property
+  def nv12(self):
+    return (self.cam_w, self.cam_h, *get_nv12_info(self.cam_w, self.cam_h))

selfdrive/modeld/modeld.py

@@ -1,7 +1,8 @@
 #!/usr/bin/env python3
 import os
-from openpilot.system.hardware import TICI
-os.environ['DEV'] = 'QCOM' if TICI else 'CPU'
+from openpilot.selfdrive.modeld.helpers import MODELS_DIR, CompileConfig, set_tinygrad_backend_from_compiled_flags
+set_tinygrad_backend_from_compiled_flags()
+
 USBGPU = "USBGPU" in os.environ
 if USBGPU:
   os.environ['DEV'] = 'AMD'
@@ -12,7 +13,6 @@ import pickle
 import numpy as np
 import cereal.messaging as messaging
 from cereal import car, log
-from pathlib import Path
 from cereal.messaging import PubMaster, SubMaster
 from msgq.visionipc import VisionIpcClient, VisionStreamType, VisionBuf
 from opendbc.car.car_helpers import get_demo_car_params
@@ -26,6 +26,7 @@ from openpilot.common.transformations.model import get_warp_matrix
 from openpilot.selfdrive.controls.lib.desire_helper import DesireHelper
 from openpilot.selfdrive.controls.lib.drive_helpers import get_accel_from_plan, smooth_value, get_curvature_from_plan
 from openpilot.selfdrive.modeld.parse_model_outputs import Parser
+from openpilot.selfdrive.modeld.compile_modeld import make_input_queues
 from openpilot.selfdrive.modeld.fill_model_msg import fill_model_msg, fill_pose_msg, PublishState
 from openpilot.common.file_chunker import read_file_chunked
 from openpilot.selfdrive.modeld.constants import ModelConstants, Plan
@@ -37,20 +38,13 @@ from openpilot.sunnypilot.modeld_v2.modeld_base import ModelStateBase
 PROCESS_NAME = "selfdrive.modeld.modeld"
 SEND_RAW_PRED = os.getenv('SEND_RAW_PRED')
 
-MODELS_DIR = Path(__file__).parent / 'models'
-VISION_PKL_PATH = MODELS_DIR / 'driving_vision_tinygrad.pkl'
 VISION_METADATA_PATH = MODELS_DIR / 'driving_vision_metadata.pkl'
-ON_POLICY_PKL_PATH = MODELS_DIR / 'driving_on_policy_tinygrad.pkl'
-ON_POLICY_METADATA_PATH = MODELS_DIR / 'driving_on_policy_metadata.pkl'
-OFF_POLICY_PKL_PATH = MODELS_DIR / 'driving_off_policy_tinygrad.pkl'
-OFF_POLICY_METADATA_PATH = MODELS_DIR / 'driving_off_policy_metadata.pkl'
+POLICY_METADATA_PATH = MODELS_DIR / 'driving_policy_metadata.pkl'
 
 LAT_SMOOTH_SECONDS = 0.0
 LONG_SMOOTH_SECONDS = 0.3
 MIN_LAT_CONTROL_SPEED = 0.3
 
-IMG_QUEUE_SHAPE = (6*(ModelConstants.MODEL_RUN_FREQ//ModelConstants.MODEL_CONTEXT_FREQ + 1), 128, 256)
-assert IMG_QUEUE_SHAPE[0] == 30
 
 
 def get_action_from_model(model_output: dict[str, np.ndarray], prev_action: log.ModelDataV2.Action,
@@ -85,116 +79,39 @@ class FrameMeta:
     if vipc is not None:
       self.frame_id, self.timestamp_sof, self.timestamp_eof = vipc.frame_id, vipc.timestamp_sof, vipc.timestamp_eof
 
-class InputQueues:
-  def __init__ (self, model_fps, env_fps, n_frames_input):
-    assert env_fps % model_fps == 0
-    assert env_fps >= model_fps
-    self.model_fps = model_fps
-    self.env_fps = env_fps
-    self.n_frames_input = n_frames_input
-
-    self.dtypes = {}
-    self.shapes = {}
-    self.q = {}
-
-  def update_dtypes_and_shapes(self, input_dtypes, input_shapes) -> None:
-    self.dtypes.update(input_dtypes)
-    if self.env_fps == self.model_fps:
-      self.shapes.update(input_shapes)
-    else:
-      for k in input_shapes:
-        shape = list(input_shapes[k])
-        if 'img' in k:
-          n_channels = shape[1] // self.n_frames_input
-          shape[1] = (self.env_fps // self.model_fps + (self.n_frames_input - 1)) * n_channels
-        else:
-          shape[1] = (self.env_fps // self.model_fps) * shape[1]
-        self.shapes[k] = tuple(shape)
-
-  def reset(self) -> None:
-    self.q = {k: np.zeros(self.shapes[k], dtype=self.dtypes[k]) for k in self.dtypes.keys()}
-
-  def enqueue(self, inputs:dict[str, np.ndarray]) -> None:
-    for k in inputs.keys():
-      if inputs[k].dtype != self.dtypes[k]:
-        raise ValueError(f'supplied input <{k}({inputs[k].dtype})> has wrong dtype, expected {self.dtypes[k]}')
-      input_shape = list(self.shapes[k])
-      input_shape[1] = -1
-      single_input = inputs[k].reshape(tuple(input_shape))
-      sz = single_input.shape[1]
-      self.q[k][:,:-sz] = self.q[k][:,sz:]
-      self.q[k][:,-sz:] = single_input
-
-  def get(self, *names) -> dict[str, np.ndarray]:
-    if self.env_fps == self.model_fps:
-      return {k: self.q[k] for k in names}
-    else:
-      out = {}
-      for k in names:
-        shape = self.shapes[k]
-        if 'img' in k:
-          n_channels = shape[1] // (self.env_fps // self.model_fps + (self.n_frames_input - 1))
-          out[k] = np.concatenate([self.q[k][:, s:s+n_channels] for s in np.linspace(0, shape[1] - n_channels, self.n_frames_input, dtype=int)], axis=1)
-        elif 'pulse' in k:
-          # any pulse within interval counts
-          out[k] = self.q[k].reshape((shape[0], shape[1] * self.model_fps // self.env_fps, self.env_fps // self.model_fps, -1)).max(axis=2)
-        else:
-          idxs = np.arange(-1, -shape[1], -self.env_fps // self.model_fps)[::-1]
-          out[k] = self.q[k][:, idxs]
-      return out
 
 class ModelState(ModelStateBase):
-  inputs: dict[str, np.ndarray]
-  output: np.ndarray
   prev_desire: np.ndarray  # for tracking the rising edge of the pulse
 
-  def __init__(self):
+  def __init__(self, cam_w: int, cam_h: int):
     ModelStateBase.__init__(self)
     self.LAT_SMOOTH_SECONDS = LAT_SMOOTH_SECONDS
+
     with open(VISION_METADATA_PATH, 'rb') as f:
       vision_metadata = pickle.load(f)
       self.vision_input_shapes =  vision_metadata['input_shapes']
       self.vision_input_names = list(self.vision_input_shapes.keys())
       self.vision_output_slices = vision_metadata['output_slices']
-      vision_output_size = vision_metadata['output_shapes']['outputs'][1]
 
-    with open(OFF_POLICY_METADATA_PATH, 'rb') as f:
-      off_policy_metadata = pickle.load(f)
-      self.off_policy_input_shapes =  off_policy_metadata['input_shapes']
-      self.off_policy_output_slices = off_policy_metadata['output_slices']
-      off_policy_output_size = off_policy_metadata['output_shapes']['outputs'][1]
-
-    with open(ON_POLICY_METADATA_PATH, 'rb') as f:
+    with open(POLICY_METADATA_PATH, 'rb') as f:
       policy_metadata = pickle.load(f)
       self.policy_input_shapes =  policy_metadata['input_shapes']
       self.policy_output_slices = policy_metadata['output_slices']
-      policy_output_size = policy_metadata['output_shapes']['outputs'][1]
 
     self.prev_desire = np.zeros(ModelConstants.DESIRE_LEN, dtype=np.float32)
 
-    # policy inputs
-    self.numpy_inputs = {k: np.zeros(self.policy_input_shapes[k], dtype=np.float32) for k in self.policy_input_shapes}
-    self.full_input_queues = InputQueues(ModelConstants.MODEL_CONTEXT_FREQ, ModelConstants.MODEL_RUN_FREQ, ModelConstants.N_FRAMES)
-    for k in ['desire_pulse', 'features_buffer']:
-      self.full_input_queues.update_dtypes_and_shapes({k: self.numpy_inputs[k].dtype}, {k: self.numpy_inputs[k].shape})
-    self.full_input_queues.reset()
-
-    self.img_queues = {'img': Tensor.zeros(IMG_QUEUE_SHAPE, dtype='uint8').contiguous().realize(),
-                       'big_img': Tensor.zeros(IMG_QUEUE_SHAPE, dtype='uint8').contiguous().realize()}
+    self.frame_skip = ModelConstants.MODEL_RUN_FREQ // ModelConstants.MODEL_CONTEXT_FREQ
+    self.input_queues, self.npy = make_input_queues(self.vision_input_shapes, self.policy_input_shapes, self.frame_skip)
     self.full_frames : dict[str, Tensor] = {}
     self._blob_cache : dict[int, Tensor] = {}
-    self.transforms_np = {k: np.zeros((3,3), dtype=np.float32) for k in self.img_queues}
-    self.transforms = {k: Tensor(v, device='NPY').realize() for k, v in self.transforms_np.items()}
-    self.vision_output = np.zeros(vision_output_size, dtype=np.float32)
-    self.policy_inputs = {k: Tensor(v, device='NPY').realize() for k,v in self.numpy_inputs.items()}
-    self.policy_output = np.zeros(policy_output_size, dtype=np.float32)
-    self.off_policy_output = np.zeros(off_policy_output_size, dtype=np.float32)
     self.parser = Parser()
-    self.frame_buf_params : dict[str, tuple[int, int, int, int]] = {}
-    self.update_imgs = None
-    self.vision_run = pickle.loads(read_file_chunked(str(VISION_PKL_PATH)))
-    self.policy_run = pickle.loads(read_file_chunked(str(ON_POLICY_PKL_PATH)))
-    self.off_policy_run = pickle.loads(read_file_chunked(str(OFF_POLICY_PKL_PATH)))
+    self.frame_buf_params = {k: get_nv12_info(cam_w, cam_h) for k in ('img', 'big_img')}
+    self.run_policy = pickle.loads(read_file_chunked(CompileConfig(cam_w, cam_h, prefix='driving_', prepare_only=False).pkl_path))
+    self.warp_enqueue = pickle.loads(read_file_chunked(CompileConfig(cam_w, cam_h, prefix='driving_', prepare_only=True).pkl_path))
+    self.warp_enqueue(
+      **self.input_queues,
+      frame=Tensor.zeros(self.frame_buf_params['img'][3], dtype='uint8').contiguous().realize(),
+      big_frame=Tensor.zeros(self.frame_buf_params['big_img'][3], dtype='uint8').contiguous().realize())
 
   def slice_outputs(self, model_outputs: np.ndarray, output_slices: dict[str, slice]) -> dict[str, np.ndarray]:
     parsed_model_outputs = {k: model_outputs[np.newaxis, v] for k,v in output_slices.items()}
@@ -202,18 +119,6 @@ class ModelState(ModelStateBase):
 
   def run(self, bufs: dict[str, VisionBuf], transforms: dict[str, np.ndarray],
                 inputs: dict[str, np.ndarray], prepare_only: bool) -> dict[str, np.ndarray] | None:
-    # Model decides when action is completed, so desire input is just a pulse triggered on rising edge
-    inputs['desire_pulse'][0] = 0
-    new_desire = np.where(inputs['desire_pulse'] - self.prev_desire > .99, inputs['desire_pulse'], 0)
-    self.prev_desire[:] = inputs['desire_pulse']
-    if self.update_imgs is None:
-      for key in bufs.keys():
-        w, h = bufs[key].width, bufs[key].height
-        self.frame_buf_params[key] = get_nv12_info(w, h)
-      warp_path = MODELS_DIR / f'warp_{w}x{h}_tinygrad.pkl'
-      with open(warp_path, "rb") as f:
-        self.update_imgs = pickle.load(f)
-
     for key in bufs.keys():
       ptr = bufs[key].data.ctypes.data
       yuv_size = self.frame_buf_params[key][3]
@@ -222,39 +127,31 @@ class ModelState(ModelStateBase):
       if cache_key not in self._blob_cache:
         self._blob_cache[cache_key] = Tensor.from_blob(ptr, (yuv_size,), dtype='uint8')
       self.full_frames[key] = self._blob_cache[cache_key]
-    for key in bufs.keys():
-      self.transforms_np[key][:,:] = transforms[key][:,:]
 
-    out = self.update_imgs(self.img_queues['img'], self.full_frames['img'], self.transforms['img'],
-                           self.img_queues['big_img'], self.full_frames['big_img'], self.transforms['big_img'])
-    self.img_queues['img'], self.img_queues['big_img'] = out[0].realize(), out[2].realize()
-    vision_inputs = {'img': out[1], 'big_img': out[3]}
+    # Model decides when action is completed, so desire input is just a pulse triggered on rising edge
+    inputs['desire_pulse'][0] = 0
+    self.npy['desire'][:] = np.where(inputs['desire_pulse'] - self.prev_desire > .99, inputs['desire_pulse'], 0)
+    self.prev_desire[:] = inputs['desire_pulse']
+    self.npy['traffic_convention'][:] = inputs['traffic_convention']
+    self.npy['tfm'][:,:] = transforms['img'][:,:]
+    self.npy['big_tfm'][:,:] = transforms['big_img'][:,:]
 
     if prepare_only:
+      self.warp_enqueue(**self.input_queues, frame=self.full_frames['img'], big_frame=self.full_frames['big_img'])
       return None
 
-    self.vision_output = self.vision_run(**vision_inputs).contiguous().realize().uop.base.buffer.numpy().flatten()
-    vision_outputs_dict = self.parser.parse_vision_outputs(self.slice_outputs(self.vision_output, self.vision_output_slices))
+    vision_output, policy_output = self.run_policy(
+      **self.input_queues, frame=self.full_frames['img'], big_frame=self.full_frames['big_img']
+    )
 
-    self.full_input_queues.enqueue({'features_buffer': vision_outputs_dict['hidden_state'], 'desire_pulse': new_desire})
-    for k in ['desire_pulse', 'features_buffer']:
-      self.numpy_inputs[k][:] = self.full_input_queues.get(k)[k]
-    self.numpy_inputs['traffic_convention'][:] = inputs['traffic_convention']
+    vision_output = vision_output.numpy().flatten()
+    policy_output = policy_output.numpy().flatten()
+    vision_outputs_dict = self.parser.parse_vision_outputs(self.slice_outputs(vision_output, self.vision_output_slices))
+    policy_outputs_dict = self.parser.parse_policy_outputs(self.slice_outputs(policy_output, self.policy_output_slices))
+    combined_outputs_dict = {**vision_outputs_dict, **policy_outputs_dict}
 
-    self.policy_output = self.policy_run(**self.policy_inputs).contiguous().realize().uop.base.buffer.numpy().flatten()
-    policy_outputs_dict = self.parser.parse_policy_outputs(self.slice_outputs(self.policy_output, self.policy_output_slices))
-
-    self.off_policy_output = self.off_policy_run(**self.policy_inputs).contiguous().realize().uop.base.buffer.numpy()
-    off_policy_outputs_dict = self.parser.parse_off_policy_outputs(self.slice_outputs(self.off_policy_output, self.off_policy_output_slices))
-    off_policy_outputs_dict.pop('plan')
-
-
-    combined_outputs_dict = {**vision_outputs_dict, **off_policy_outputs_dict, **policy_outputs_dict}
-    if 'planplus' in combined_outputs_dict and 'plan' in combined_outputs_dict:
-      combined_outputs_dict['plan'] = combined_outputs_dict['plan'] + combined_outputs_dict['planplus']
     if SEND_RAW_PRED:
-      combined_outputs_dict['raw_pred'] = np.concatenate([self.vision_output.copy(), self.policy_output.copy(), self.off_policy_output.copy()])
-
+      combined_outputs_dict['raw_pred'] = np.concatenate([vision_output.copy(), policy_output.copy()])
     return combined_outputs_dict
 
 
@@ -266,11 +163,6 @@ def main(demo=False):
     # also need to move the aux USB interrupts for good timings
     config_realtime_process(7, 54)
 
-  st = time.monotonic()
-  cloudlog.warning("loading model")
-  model = ModelState()
-  cloudlog.warning(f"models loaded in {time.monotonic() - st:.1f}s, modeld starting")
-
   # visionipc clients
   while True:
     available_streams = VisionIpcClient.available_streams("camerad", block=False)
@@ -294,6 +186,11 @@ def main(demo=False):
   if use_extra_client:
     cloudlog.warning(f"connected extra cam with buffer size: {vipc_client_extra.buffer_len} ({vipc_client_extra.width} x {vipc_client_extra.height})")
 
+  st = time.monotonic()
+  cloudlog.warning("loading model")
+  model = ModelState(vipc_client_main.width, vipc_client_main.height)
+  cloudlog.warning(f"models loaded in {time.monotonic() - st:.1f}s, modeld starting")
+
   # messaging
   pm = PubMaster(["modelV2", "drivingModelData", "cameraOdometry", "modelDataV2SP"])
   sm = SubMaster(["deviceState", "carState", "roadCameraState", "liveCalibration", "driverMonitoringState", "carControl", "liveDelay"])

selfdrive/modeld/models/big_driving_policy.onnx

@@ -0,0 +1 @@
+driving_policy.onnx

selfdrive/modeld/models/big_driving_vision.onnx

@@ -0,0 +1 @@
+driving_vision.onnx

selfdrive/modeld/parse_model_outputs.py

@@ -96,17 +96,11 @@ class Parser:
     self.parse_mdn('pose', outs, in_N=0, out_N=0, out_shape=(ModelConstants.POSE_WIDTH,))
     self.parse_mdn('wide_from_device_euler', outs, in_N=0, out_N=0, out_shape=(ModelConstants.WIDE_FROM_DEVICE_WIDTH,))
     self.parse_mdn('road_transform', outs, in_N=0, out_N=0, out_shape=(ModelConstants.POSE_WIDTH,))
-    self.parse_categorical_crossentropy('desire_pred', outs, out_shape=(ModelConstants.DESIRE_PRED_LEN,ModelConstants.DESIRE_PRED_WIDTH))
-    self.parse_binary_crossentropy('meta', outs)
-    return outs
-
-  def parse_off_policy_outputs(self, outs: dict[str, np.ndarray]) -> dict[str, np.ndarray]:
-    plan_mhp = self.is_mhp(outs, 'plan',  ModelConstants.IDX_N * ModelConstants.PLAN_WIDTH)
-    plan_in_N, plan_out_N = (ModelConstants.PLAN_MHP_N, ModelConstants.PLAN_MHP_SELECTION) if plan_mhp else (0, 0)
-    self.parse_mdn('plan', outs, in_N=plan_in_N, out_N=plan_out_N, out_shape=(ModelConstants.IDX_N, ModelConstants.PLAN_WIDTH))
     self.parse_mdn('lane_lines', outs, in_N=0, out_N=0, out_shape=(ModelConstants.NUM_LANE_LINES,ModelConstants.IDX_N,ModelConstants.LANE_LINES_WIDTH))
     self.parse_mdn('road_edges', outs, in_N=0, out_N=0, out_shape=(ModelConstants.NUM_ROAD_EDGES,ModelConstants.IDX_N,ModelConstants.LANE_LINES_WIDTH))
     self.parse_binary_crossentropy('lane_lines_prob', outs)
+    self.parse_categorical_crossentropy('desire_pred', outs, out_shape=(ModelConstants.DESIRE_PRED_LEN,ModelConstants.DESIRE_PRED_WIDTH))
+    self.parse_binary_crossentropy('meta', outs)
     self.parse_binary_crossentropy('lead_prob', outs)
     lead_mhp = self.is_mhp(outs, 'lead', ModelConstants.LEAD_MHP_SELECTION * ModelConstants.LEAD_TRAJ_LEN * ModelConstants.LEAD_WIDTH)
     lead_in_N, lead_out_N = (ModelConstants.LEAD_MHP_N, ModelConstants.LEAD_MHP_SELECTION) if lead_mhp else (0, 0)
@@ -116,7 +110,7 @@ class Parser:
     return outs
 
   def parse_policy_outputs(self, outs: dict[str, np.ndarray]) -> dict[str, np.ndarray]:
-    plan_mhp = self.is_mhp(outs, 'plan',  ModelConstants.IDX_N * ModelConstants.PLAN_WIDTH)
+    plan_mhp = self.is_mhp(outs, 'plan', ModelConstants.IDX_N * ModelConstants.PLAN_WIDTH)
     plan_in_N, plan_out_N = (ModelConstants.PLAN_MHP_N, ModelConstants.PLAN_MHP_SELECTION) if plan_mhp else (0, 0)
     self.parse_mdn('plan', outs, in_N=plan_in_N, out_N=plan_out_N, out_shape=(ModelConstants.IDX_N, ModelConstants.PLAN_WIDTH))
     if 'planplus' in outs:
@@ -126,6 +120,5 @@ class Parser:
 
   def parse_outputs(self, outs: dict[str, np.ndarray]) -> dict[str, np.ndarray]:
     outs = self.parse_vision_outputs(outs)
-    outs = self.parse_off_policy_outputs(outs)
     outs = self.parse_policy_outputs(outs)
     return outs

selfdrive/monitoring/README.md

@@ -1,15 +0,0 @@
-# driver monitoring (DM)
-
-Uploading driver-facing camera footage is opt-in, but it is encouraged to opt-in to improve the DM model. You can always change your preference using the "Record and Upload Driver Camera" toggle.
-
-## Troubleshooting
-
-Before creating a bug report, go through these troubleshooting steps.
-
-* Ensure the driver-facing camera has a good view of the driver in normal driving positions.
- * This can be checked in Settings -> Device -> Preview Driver Camera (when car is off).
-* If the camera can't see the driver, the device should be re-mounted.
-
-## Bug report
-
-In order for us to look into DM bug reports, we'll need the driver-facing camera footage. If you don't normally have this enabled, simply enable the toggle for a single drive. Also ensure the "Upload Raw Logs" toggle is enabled before going for a drive.

selfdrive/monitoring/dmonitoringd.py

@@ -2,7 +2,7 @@
 import cereal.messaging as messaging
 from openpilot.common.params import Params
 from openpilot.common.realtime import config_realtime_process
-from openpilot.selfdrive.monitoring.helpers import DriverMonitoring
+from openpilot.selfdrive.monitoring.policy import DriverMonitoring
 
 
 def dmonitoringd_thread():
@@ -25,7 +25,7 @@ def dmonitoringd_thread():
 
     valid = sm.all_checks()
     if demo_mode and sm.valid['driverStateV2']:
-      DM.run_step(sm, demo=demo_mode)
+      DM.run_step(sm, demo=True)
     elif valid:
       DM.run_step(sm, demo=demo_mode)
 
@@ -40,8 +40,8 @@ def dmonitoringd_thread():
 
     # save rhd virtual toggle every 5 mins
     if (sm['driverStateV2'].frameId % 6000 == 0 and not demo_mode and
-     DM.wheelpos.prob_offseter.filtered_stat.n > DM.settings._WHEELPOS_FILTER_MIN_COUNT and
-     DM.wheel_on_right == (DM.wheelpos.prob_offseter.filtered_stat.M > DM.settings._WHEELPOS_THRESHOLD)):
+     DM.wheelpos_offsetter.filtered_stat.n > DM.settings._WHEELPOS_FILTER_MIN_COUNT and
+     DM.wheel_on_right == (DM.wheelpos_offsetter.filtered_stat.M > DM.settings._WHEELPOS_THRESHOLD)):
       params.put_bool_nonblocking("IsRhdDetected", DM.wheel_on_right)
 
 def main():

selfdrive/monitoring/helpers.py

@@ -1,463 +0,0 @@
-from math import atan2, radians
-import numpy as np
-
-from cereal import car, log
-import cereal.messaging as messaging
-from openpilot.selfdrive.selfdrived.events import Events
-from openpilot.selfdrive.selfdrived.alertmanager import set_offroad_alert
-from openpilot.common.realtime import DT_DMON
-from openpilot.common.filter_simple import FirstOrderFilter
-from openpilot.common.params import Params
-from openpilot.common.stat_live import RunningStatFilter
-from openpilot.common.transformations.camera import DEVICE_CAMERAS
-from openpilot.system.hardware import HARDWARE
-
-EventName = log.OnroadEvent.EventName
-
-# ******************************************************************************************
-#  NOTE: To fork maintainers.
-#  Disabling or nerfing safety features will get you and your users banned from our servers.
-#  We recommend that you do not change these numbers from the defaults.
-# ******************************************************************************************
-
-class DRIVER_MONITOR_SETTINGS:
-  def __init__(self, device_type):
-    self._DT_DMON = DT_DMON
-    # ref (page15-16): https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:42018X1947&rid=2
-    self._AWARENESS_TIME = 30. # passive wheeltouch total timeout
-    self._AWARENESS_PRE_TIME_TILL_TERMINAL = 15.
-    self._AWARENESS_PROMPT_TIME_TILL_TERMINAL = 6.
-    self._DISTRACTED_TIME = 11. # active monitoring total timeout
-    self._DISTRACTED_PRE_TIME_TILL_TERMINAL = 8.
-    self._DISTRACTED_PROMPT_TIME_TILL_TERMINAL = 6.
-
-    self._FACE_THRESHOLD = 0.7
-    self._EYE_THRESHOLD = 0.5
-    self._BLINK_THRESHOLD = 0.5
-    self._PHONE_THRESH = 0.5
-
-    self._POSE_PITCH_THRESHOLD = 0.3133
-    self._POSE_PITCH_THRESHOLD_SLACK = 0.3237
-    self._POSE_PITCH_THRESHOLD_STRICT = self._POSE_PITCH_THRESHOLD
-    self._POSE_YAW_THRESHOLD = 0.4020
-    self._POSE_YAW_THRESHOLD_SLACK = 0.5042
-    self._POSE_YAW_THRESHOLD_STRICT = self._POSE_YAW_THRESHOLD
-    self._POSE_YAW_MIN_STEER_DEG = 30
-    self._POSE_YAW_STEER_FACTOR = 0.15
-    self._POSE_YAW_STEER_MAX_OFFSET = 0.3927
-    self._PITCH_NATURAL_OFFSET = 0.011 # initial value before offset is learned
-    self._PITCH_NATURAL_THRESHOLD = 0.449
-    self._YAW_NATURAL_OFFSET = 0.075 # initial value before offset is learned
-    self._PITCH_NATURAL_VAR = 3*0.01
-    self._YAW_NATURAL_VAR = 3*0.05
-    self._PITCH_MAX_OFFSET = 0.124
-    self._PITCH_MIN_OFFSET = -0.0881
-    self._YAW_MAX_OFFSET = 0.289
-    self._YAW_MIN_OFFSET = -0.0246
-
-    self._DCAM_UNCERTAIN_ALERT_THRESHOLD = 0.1
-    self._DCAM_UNCERTAIN_ALERT_COUNT = int(60  / self._DT_DMON)
-    self._DCAM_UNCERTAIN_RESET_COUNT = int(20  / self._DT_DMON)
-    self._POSESTD_THRESHOLD = 0.3
-    self._HI_STD_FALLBACK_TIME = int(10  / self._DT_DMON)  # fall back to wheel touch if model is uncertain for 10s
-    self._DISTRACTED_FILTER_TS = 0.25  # 0.6Hz
-
-    self._POSE_CALIB_MIN_SPEED = 13  # 30 mph
-    self._POSE_OFFSET_MIN_COUNT = int(60 / self._DT_DMON)  # valid data counts before calibration completes, 1min cumulative
-    self._POSE_OFFSET_MAX_COUNT = int(360 / self._DT_DMON)  # stop deweighting new data after 6 min, aka "short term memory"
-
-    self._WHEELPOS_CALIB_MIN_SPEED = 11
-    self._WHEELPOS_THRESHOLD = 0.5
-    self._WHEELPOS_FILTER_MIN_COUNT = int(15 / self._DT_DMON) # allow 15 seconds to converge wheel side
-    self._WHEELPOS_DATA_AVG = 0.03
-    self._WHEELPOS_DATA_VAR = 3*5.5e-5
-    self._WHEELPOS_MAX_COUNT = -1
-
-    self._RECOVERY_FACTOR_MAX = 5.  # relative to minus step change
-    self._RECOVERY_FACTOR_MIN = 1.25  # relative to minus step change
-
-    self._MAX_TERMINAL_ALERTS = 3  # not allowed to engage after 3 terminal alerts
-    self._MAX_TERMINAL_DURATION = int(30 / self._DT_DMON)  # not allowed to engage after 30s of terminal alerts
-
-class DistractedType:
-
-  NOT_DISTRACTED = 0
-  DISTRACTED_POSE = 1 << 0
-  DISTRACTED_BLINK = 1 << 1
-  DISTRACTED_PHONE = 1 << 2
-
-class DriverPose:
-  def __init__(self, settings):
-    pitch_filter_raw_priors = (settings._PITCH_NATURAL_OFFSET, settings._PITCH_NATURAL_VAR, 2)
-    yaw_filter_raw_priors = (settings._YAW_NATURAL_OFFSET, settings._YAW_NATURAL_VAR, 2)
-    self.yaw = 0.
-    self.pitch = 0.
-    self.roll = 0.
-    self.yaw_std = 0.
-    self.pitch_std = 0.
-    self.roll_std = 0.
-    self.pitch_offseter = RunningStatFilter(raw_priors=pitch_filter_raw_priors, max_trackable=settings._POSE_OFFSET_MAX_COUNT)
-    self.yaw_offseter = RunningStatFilter(raw_priors=yaw_filter_raw_priors, max_trackable=settings._POSE_OFFSET_MAX_COUNT)
-    self.calibrated = False
-    self.low_std = True
-    self.cfactor_pitch = 1.
-    self.cfactor_yaw = 1.
-    self.steer_yaw_offset = 0.
-
-class DriverProb:
-  def __init__(self, raw_priors, max_trackable):
-    self.prob = 0.
-    self.prob_offseter = RunningStatFilter(raw_priors=raw_priors, max_trackable=max_trackable)
-    self.prob_calibrated = False
-
-
-# model output refers to center of undistorted+leveled image
-EFL = 598.0 # focal length in K
-cam = DEVICE_CAMERAS[("tici", "ar0231")] # corrected image has same size as raw
-W, H = (cam.dcam.width, cam.dcam.height)  # corrected image has same size as raw
-
-def face_orientation_from_net(angles_desc, pos_desc, rpy_calib):
-  # the output of these angles are in device frame
-  # so from driver's perspective, pitch is up and yaw is right
-
-  pitch_net, yaw_net, roll_net = angles_desc
-
-  face_pixel_position = ((pos_desc[0]+0.5)*W, (pos_desc[1]+0.5)*H)
-  yaw_focal_angle = atan2(face_pixel_position[0] - W//2, EFL)
-  pitch_focal_angle = atan2(face_pixel_position[1] - H//2, EFL)
-
-  pitch = pitch_net + pitch_focal_angle
-  yaw = -yaw_net + yaw_focal_angle
-
-  # no calib for roll
-  pitch -= rpy_calib[1]
-  yaw -= rpy_calib[2]
-  return roll_net, pitch, yaw
-
-
-class DriverMonitoring:
-  def __init__(self, rhd_saved=False, settings=None, always_on=False):
-    # init policy settings
-    self.settings = settings if settings is not None else DRIVER_MONITOR_SETTINGS(device_type=HARDWARE.get_device_type())
-
-    # init driver status
-    wheelpos_filter_raw_priors = (self.settings._WHEELPOS_DATA_AVG, self.settings._WHEELPOS_DATA_VAR, 2)
-    self.wheelpos = DriverProb(raw_priors=wheelpos_filter_raw_priors, max_trackable=self.settings._WHEELPOS_MAX_COUNT)
-    self.pose = DriverPose(settings=self.settings)
-    self.blink_prob = 0.
-    self.phone_prob = 0.
-
-    self.always_on = always_on
-    self.distracted_types = []
-    self.driver_distracted = False
-    self.driver_distraction_filter = FirstOrderFilter(0., self.settings._DISTRACTED_FILTER_TS, self.settings._DT_DMON)
-    self.wheel_on_right = False
-    self.wheel_on_right_last = None
-    self.wheel_on_right_default = rhd_saved
-    self.face_detected = False
-    self.terminal_alert_cnt = 0
-    self.terminal_time = 0
-    self.step_change = 0.
-    self.active_monitoring_mode = True
-    self.is_model_uncertain = False
-    self.hi_stds = 0
-    self.threshold_pre = self.settings._DISTRACTED_PRE_TIME_TILL_TERMINAL / self.settings._DISTRACTED_TIME
-    self.threshold_prompt = self.settings._DISTRACTED_PROMPT_TIME_TILL_TERMINAL / self.settings._DISTRACTED_TIME
-    self.dcam_uncertain_cnt = 0
-    self.dcam_uncertain_alerted = False # once per drive
-    self.dcam_reset_cnt = 0
-
-    self.params = Params()
-    self.too_distracted = self.params.get_bool("DriverTooDistracted")
-
-    self._reset_awareness()
-    self._set_timers(active_monitoring=True)
-    self._reset_events()
-
-  def _reset_awareness(self):
-    self.awareness = 1.
-    self.awareness_active = 1.
-    self.awareness_passive = 1.
-
-  def _reset_events(self):
-    self.current_events = Events()
-
-  def _set_timers(self, active_monitoring):
-    if self.active_monitoring_mode and self.awareness <= self.threshold_prompt:
-      if active_monitoring:
-        self.step_change = self.settings._DT_DMON / self.settings._DISTRACTED_TIME
-      else:
-        self.step_change = 0.
-      return  # no exploit after orange alert
-    elif self.awareness <= 0.:
-      return
-
-    if active_monitoring:
-      # when falling back from passive mode to active mode, reset awareness to avoid false alert
-      if not self.active_monitoring_mode:
-        self.awareness_passive = self.awareness
-        self.awareness = self.awareness_active
-
-      self.threshold_pre = self.settings._DISTRACTED_PRE_TIME_TILL_TERMINAL / self.settings._DISTRACTED_TIME
-      self.threshold_prompt = self.settings._DISTRACTED_PROMPT_TIME_TILL_TERMINAL / self.settings._DISTRACTED_TIME
-      self.step_change = self.settings._DT_DMON / self.settings._DISTRACTED_TIME
-      self.active_monitoring_mode = True
-    else:
-      if self.active_monitoring_mode:
-        self.awareness_active = self.awareness
-        self.awareness = self.awareness_passive
-
-      self.threshold_pre = self.settings._AWARENESS_PRE_TIME_TILL_TERMINAL / self.settings._AWARENESS_TIME
-      self.threshold_prompt = self.settings._AWARENESS_PROMPT_TIME_TILL_TERMINAL / self.settings._AWARENESS_TIME
-      self.step_change = self.settings._DT_DMON / self.settings._AWARENESS_TIME
-      self.active_monitoring_mode = False
-
-  def _set_policy(self, brake_disengage_prob, car_speed):
-    bp = brake_disengage_prob
-    k1 = max(-0.00156*((car_speed-16)**2)+0.6, 0.2)
-    bp_normal = max(min(bp / k1, 0.5),0)
-    self.pose.cfactor_pitch = np.interp(bp_normal, [0, 0.5],
-                                           [self.settings._POSE_PITCH_THRESHOLD_SLACK,
-                                            self.settings._POSE_PITCH_THRESHOLD_STRICT]) / self.settings._POSE_PITCH_THRESHOLD
-    self.pose.cfactor_yaw = np.interp(bp_normal, [0, 0.5],
-                                           [self.settings._POSE_YAW_THRESHOLD_SLACK,
-                                            self.settings._POSE_YAW_THRESHOLD_STRICT]) / self.settings._POSE_YAW_THRESHOLD
-
-  def _get_distracted_types(self):
-    distracted_types = []
-
-    if not self.pose.calibrated:
-      pitch_error = self.pose.pitch - self.settings._PITCH_NATURAL_OFFSET
-      yaw_error = self.pose.yaw - self.settings._YAW_NATURAL_OFFSET
-    else:
-      pitch_error = self.pose.pitch - min(max(self.pose.pitch_offseter.filtered_stat.mean(),
-                                                       self.settings._PITCH_MIN_OFFSET), self.settings._PITCH_MAX_OFFSET)
-      yaw_error = self.pose.yaw - min(max(self.pose.yaw_offseter.filtered_stat.mean(),
-                                                    self.settings._YAW_MIN_OFFSET), self.settings._YAW_MAX_OFFSET)
-    pitch_error = 0 if pitch_error > 0 else abs(pitch_error) # no positive pitch limit
-
-    if yaw_error * self.pose.steer_yaw_offset > 0: # unidirectional
-      yaw_error = max(abs(yaw_error) - min(abs(self.pose.steer_yaw_offset), self.settings._POSE_YAW_STEER_MAX_OFFSET), 0.)
-    else:
-      yaw_error = abs(yaw_error)
-
-    pitch_threshold = self.settings._POSE_PITCH_THRESHOLD * self.pose.cfactor_pitch if self.pose.calibrated else self.settings._PITCH_NATURAL_THRESHOLD
-    yaw_threshold = self.settings._POSE_YAW_THRESHOLD * self.pose.cfactor_yaw
-
-    if pitch_error > pitch_threshold or yaw_error > yaw_threshold:
-      distracted_types.append(DistractedType.DISTRACTED_POSE)
-
-    if self.blink_prob > self.settings._BLINK_THRESHOLD:
-      distracted_types.append(DistractedType.DISTRACTED_BLINK)
-
-    if self.phone_prob > self.settings._PHONE_THRESH:
-      distracted_types.append(DistractedType.DISTRACTED_PHONE)
-
-    return distracted_types
-
-  def _update_states(self, driver_state, cal_rpy, car_speed, op_engaged, standstill, demo_mode=False, steering_angle_deg=0.):
-    rhd_pred = driver_state.wheelOnRightProb
-    # calibrates only when there's movement and either face detected
-    if car_speed > self.settings._WHEELPOS_CALIB_MIN_SPEED and (driver_state.leftDriverData.faceProb > self.settings._FACE_THRESHOLD or
-                                          driver_state.rightDriverData.faceProb > self.settings._FACE_THRESHOLD):
-      self.wheelpos.prob_offseter.push_and_update(rhd_pred)
-
-    self.wheelpos.prob_calibrated = self.wheelpos.prob_offseter.filtered_stat.n > self.settings._WHEELPOS_FILTER_MIN_COUNT
-
-    if self.wheelpos.prob_calibrated or demo_mode:
-      self.wheel_on_right = self.wheelpos.prob_offseter.filtered_stat.M > self.settings._WHEELPOS_THRESHOLD
-    else:
-      self.wheel_on_right = self.wheel_on_right_default # use default/saved if calibration is unfinished
-    # make sure no switching when engaged
-    if op_engaged and self.wheel_on_right_last is not None and self.wheel_on_right_last != self.wheel_on_right and not demo_mode:
-      self.wheel_on_right = self.wheel_on_right_last
-    driver_data = driver_state.rightDriverData if self.wheel_on_right else driver_state.leftDriverData
-    if not all(len(x) > 0 for x in (driver_data.faceOrientation, driver_data.facePosition,
-                                    driver_data.faceOrientationStd, driver_data.facePositionStd)):
-      return
-
-    self.face_detected = driver_data.faceProb > self.settings._FACE_THRESHOLD
-    self.pose.roll, self.pose.pitch, self.pose.yaw = face_orientation_from_net(driver_data.faceOrientation, driver_data.facePosition, cal_rpy)
-    steer_d = max(abs(steering_angle_deg) - self.settings._POSE_YAW_MIN_STEER_DEG, 0.)
-    self.pose.steer_yaw_offset = radians(steer_d) * -np.sign(steering_angle_deg) * self.settings._POSE_YAW_STEER_FACTOR
-    if self.wheel_on_right:
-      self.pose.yaw *= -1
-      self.pose.steer_yaw_offset *= -1
-    self.wheel_on_right_last = self.wheel_on_right
-    self.pose.pitch_std = driver_data.faceOrientationStd[0]
-    self.pose.yaw_std = driver_data.faceOrientationStd[1]
-    model_std_max = max(self.pose.pitch_std, self.pose.yaw_std)
-    self.pose.low_std = model_std_max < self.settings._POSESTD_THRESHOLD
-    self.blink_prob = driver_data.eyesClosedProb * (driver_data.eyesVisibleProb > self.settings._EYE_THRESHOLD)
-    self.phone_prob = driver_data.phoneProb
-
-    self.distracted_types = self._get_distracted_types()
-    self.driver_distracted = (DistractedType.DISTRACTED_PHONE in self.distracted_types
-                              or DistractedType.DISTRACTED_POSE in self.distracted_types
-                              or DistractedType.DISTRACTED_BLINK in self.distracted_types) \
-                              and driver_data.faceProb > self.settings._FACE_THRESHOLD and self.pose.low_std
-    self.driver_distraction_filter.update(self.driver_distracted)
-
-    # update offseter
-    # only update when driver is actively driving the car above a certain speed
-    if self.face_detected and car_speed > self.settings._POSE_CALIB_MIN_SPEED and self.pose.low_std and (not op_engaged or not self.driver_distracted):
-      self.pose.pitch_offseter.push_and_update(self.pose.pitch)
-      self.pose.yaw_offseter.push_and_update(self.pose.yaw)
-
-    self.pose.calibrated = self.pose.pitch_offseter.filtered_stat.n > self.settings._POSE_OFFSET_MIN_COUNT and \
-                           self.pose.yaw_offseter.filtered_stat.n > self.settings._POSE_OFFSET_MIN_COUNT
-
-    if self.face_detected and not self.driver_distracted:
-      if model_std_max > self.settings._DCAM_UNCERTAIN_ALERT_THRESHOLD:
-        if not standstill:
-          self.dcam_uncertain_cnt += 1
-          self.dcam_reset_cnt = 0
-      else:
-        self.dcam_reset_cnt += 1
-        if self.dcam_reset_cnt > self.settings._DCAM_UNCERTAIN_RESET_COUNT:
-          self.dcam_uncertain_cnt = 0
-
-    self.is_model_uncertain = self.hi_stds > self.settings._HI_STD_FALLBACK_TIME
-    self._set_timers(self.face_detected and not self.is_model_uncertain)
-    if self.face_detected and not self.pose.low_std and not self.driver_distracted:
-      self.hi_stds += 1
-    elif self.face_detected and self.pose.low_std:
-      self.hi_stds = 0
-
-  def _update_events(self, driver_engaged, op_engaged, standstill, wrong_gear, car_speed):
-    self._reset_events()
-    # Block engaging until ignition cycle after max number or time of distractions
-    if self.terminal_alert_cnt >= self.settings._MAX_TERMINAL_ALERTS or \
-       self.terminal_time >= self.settings._MAX_TERMINAL_DURATION:
-      if not self.too_distracted:
-        self.params.put_bool_nonblocking("DriverTooDistracted", True)
-      self.too_distracted = True
-
-    # Always-on distraction lockout is temporary
-    if self.too_distracted or (self.always_on and self.awareness <= self.threshold_prompt):
-      self.current_events.add(EventName.tooDistracted)
-
-    always_on_valid = self.always_on and not wrong_gear
-    if (driver_engaged and self.awareness > 0 and not self.active_monitoring_mode) or \
-       (not always_on_valid and not op_engaged) or \
-       (always_on_valid and not op_engaged and self.awareness <= 0):
-      # always reset on disengage with normal mode; disengage resets only on red if always on
-      self._reset_awareness()
-      return
-
-    awareness_prev = self.awareness
-    _reaching_pre = self.awareness - self.step_change <= self.threshold_pre
-    _reaching_terminal = self.awareness - self.step_change <= 0
-    standstill_orange_exemption = standstill and _reaching_pre
-    always_on_red_exemption = always_on_valid and not op_engaged and _reaching_terminal
-
-    if self.awareness > 0 and \
-       ((self.driver_distraction_filter.x < 0.37 and self.face_detected and self.pose.low_std) or standstill_orange_exemption):
-      if driver_engaged:
-        self._reset_awareness()
-        return
-      # only restore awareness when paying attention and alert is not red
-      self.awareness = min(self.awareness + ((self.settings._RECOVERY_FACTOR_MAX-self.settings._RECOVERY_FACTOR_MIN)*
-                                             (1.-self.awareness)+self.settings._RECOVERY_FACTOR_MIN)*self.step_change, 1.)
-      if self.awareness == 1.:
-        self.awareness_passive = min(self.awareness_passive + self.step_change, 1.)
-      # don't display alert banner when awareness is recovering and has cleared orange
-      if self.awareness > self.threshold_prompt:
-        return
-
-    certainly_distracted = self.driver_distraction_filter.x > 0.63 and self.driver_distracted and self.face_detected
-    maybe_distracted = self.hi_stds > self.settings._HI_STD_FALLBACK_TIME or not self.face_detected
-
-    if certainly_distracted or maybe_distracted:
-      # should always be counting if distracted unless at standstill and reaching green
-      # also will not be reaching 0 if DM is active when not engaged
-      if not (standstill_orange_exemption or always_on_red_exemption):
-        self.awareness = max(self.awareness - self.step_change, -0.1)
-
-    alert = None
-    if self.awareness <= 0.:
-      # terminal red alert: disengagement required
-      alert = EventName.driverDistracted3 if self.active_monitoring_mode else EventName.driverUnresponsive3
-      self.terminal_time += 1
-      if awareness_prev > 0.:
-        self.terminal_alert_cnt += 1
-    elif self.awareness <= self.threshold_prompt:
-      # prompt orange alert
-      alert = EventName.driverDistracted2 if self.active_monitoring_mode else EventName.driverUnresponsive2
-    elif self.awareness <= self.threshold_pre:
-      # pre green alert
-      alert = EventName.driverDistracted1 if self.active_monitoring_mode else EventName.driverUnresponsive1
-
-    if alert is not None:
-      self.current_events.add(alert)
-
-    if self.dcam_uncertain_cnt > self.settings._DCAM_UNCERTAIN_ALERT_COUNT and not self.dcam_uncertain_alerted:
-      set_offroad_alert("Offroad_DriverMonitoringUncertain", True)
-      self.dcam_uncertain_alerted = True
-
-
-  def get_state_packet(self, valid=True):
-    # build driverMonitoringState packet
-    dat = messaging.new_message('driverMonitoringState', valid=valid)
-    dat.driverMonitoringState = {
-      "events": self.current_events.to_msg(),
-      "faceDetected": self.face_detected,
-      "isDistracted": self.driver_distracted,
-      "distractedType": sum(self.distracted_types),
-      "awarenessStatus": self.awareness,
-      "posePitchOffset": self.pose.pitch_offseter.filtered_stat.mean(),
-      "posePitchValidCount": self.pose.pitch_offseter.filtered_stat.n,
-      "poseYawOffset": self.pose.yaw_offseter.filtered_stat.mean(),
-      "poseYawValidCount": self.pose.yaw_offseter.filtered_stat.n,
-      "stepChange": self.step_change,
-      "awarenessActive": self.awareness_active,
-      "awarenessPassive": self.awareness_passive,
-      "isLowStd": self.pose.low_std,
-      "hiStdCount": self.hi_stds,
-      "isActiveMode": self.active_monitoring_mode,
-      "isRHD": self.wheel_on_right,
-      "uncertainCount": self.dcam_uncertain_cnt,
-    }
-    return dat
-
-  def run_step(self, sm, demo=False):
-    if demo:
-      highway_speed = 30
-      enabled = True
-      wrong_gear = False
-      standstill = False
-      driver_engaged = False
-      brake_disengage_prob = 1.0
-      rpyCalib = [0., 0., 0.]
-    else:
-      highway_speed = sm['carState'].vEgo
-      enabled = sm['selfdriveState'].enabled or sm['carControl'].latActive
-      wrong_gear = sm['carState'].gearShifter not in (car.CarState.GearShifter.drive, car.CarState.GearShifter.low)
-      standstill = sm['carState'].standstill
-      driver_engaged = sm['carState'].steeringPressed or sm['carState'].gasPressed
-      brake_disengage_prob = sm['modelV2'].meta.disengagePredictions.brakeDisengageProbs[0] # brake disengage prob in next 2s
-      rpyCalib = sm['liveCalibration'].rpyCalib
-    self._set_policy(
-      brake_disengage_prob=brake_disengage_prob,
-      car_speed=highway_speed,
-    )
-
-    # Parse data from dmonitoringmodeld
-    self._update_states(
-      driver_state=sm['driverStateV2'],
-      cal_rpy=rpyCalib,
-      car_speed=highway_speed,
-      op_engaged=enabled,
-      standstill=standstill,
-      demo_mode=demo,
-      steering_angle_deg=sm['carState'].steeringAngleDeg,
-    )
-
-    # Update distraction events
-    self._update_events(
-      driver_engaged=driver_engaged,
-      op_engaged=enabled,
-      standstill=standstill,
-      wrong_gear=wrong_gear,
-      car_speed=highway_speed
-    )

selfdrive/monitoring/policy.py

@@ -0,0 +1,426 @@
+from collections import defaultdict
+from math import atan2, radians
+import numpy as np
+
+from cereal import car, log
+import cereal.messaging as messaging
+from openpilot.common.realtime import DT_DMON
+from openpilot.common.filter_simple import FirstOrderFilter
+from openpilot.common.params import Params
+from openpilot.common.stat_live import RunningStatFilter
+from openpilot.common.transformations.camera import DEVICE_CAMERAS
+
+AlertLevel = log.DriverMonitoringState.AlertLevel
+MonitoringPolicy = log.DriverMonitoringState.MonitoringPolicy
+
+def to_percent(v):
+  return int(min(max(v * 100., 0.), 100.))
+
+# ******************************************************************************************
+#  NOTE: To fork maintainers.
+#  Disabling or nerfing safety features will get you and your users banned from our servers.
+#  We recommend that you do not change these numbers from the defaults.
+# ******************************************************************************************
+
+class DRIVER_MONITOR_SETTINGS:
+  def __init__(self):
+    # https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:42018X1947&rid=2
+    self._WHEELTOUCH_POLICY_ALERT_1_TIMEOUT = 15.
+    self._WHEELTOUCH_POLICY_ALERT_2_TIMEOUT = 24.
+    self._WHEELTOUCH_POLICY_ALERT_3_TIMEOUT = 30.
+    # https://cdn.euroncap.com/cars/assets/euro_ncap_protocol_safe_driving_driver_engagement_v11_a30e874152.pdf
+    self._VISION_POLICY_ALERT_1_TIMEOUT = 3.
+    self._VISION_POLICY_ALERT_2_TIMEOUT = 5.
+    self._VISION_POLICY_ALERT_3_TIMEOUT = 11.
+
+    self._TIMEOUT_RECOVERY_FACTOR_MAX = 5.
+    self._TIMEOUT_RECOVERY_FACTOR_MIN = 1.25
+
+    self._MAX_TERMINAL_ALERTS = 3  # not allowed to engage after 3 terminal alerts
+    self._MAX_TERMINAL_DURATION = int(30 / DT_DMON)  # not allowed to engage after 30s of terminal alerts
+
+    self._FACE_THRESHOLD = 0.7
+    self._EYE_THRESHOLD = 0.5
+    self._BLINK_THRESHOLD = 0.5
+    self._PHONE_THRESH = 0.5
+    self._POSE_PITCH_THRESHOLD = 0.3133
+    self._POSE_PITCH_THRESHOLD_SLACK = 0.3237
+    self._POSE_PITCH_THRESHOLD_STRICT = self._POSE_PITCH_THRESHOLD
+    self._POSE_YAW_THRESHOLD = 0.4020
+    self._POSE_YAW_THRESHOLD_SLACK = 0.5042
+    self._POSE_YAW_THRESHOLD_STRICT = self._POSE_YAW_THRESHOLD
+    self._POSE_YAW_MIN_STEER_DEG = 30
+    self._POSE_YAW_STEER_FACTOR = 0.15
+    self._POSE_YAW_STEER_MAX_OFFSET = 0.3927
+    self._PITCH_NATURAL_OFFSET = 0.011 # initial value before offset is learned
+    self._PITCH_NATURAL_THRESHOLD = 0.449
+    self._YAW_NATURAL_OFFSET = 0.075 # initial value before offset is learned
+    self._PITCH_NATURAL_VAR = 3*0.01
+    self._YAW_NATURAL_VAR = 3*0.05
+    self._PITCH_MAX_OFFSET = 0.124
+    self._PITCH_MIN_OFFSET = -0.0881
+    self._YAW_MAX_OFFSET = 0.289
+    self._YAW_MIN_OFFSET = -0.0246
+
+    self._DCAM_UNCERTAIN_ALERT_THRESHOLD = 0.1
+    self._DCAM_UNCERTAIN_ALERT_COUNT = int(60  / DT_DMON)
+    self._DCAM_UNCERTAIN_RESET_COUNT = int(20  / DT_DMON)
+    self._HI_STD_THRESHOLD = 0.3
+    self._HI_STD_FALLBACK_TIME = int(10  / DT_DMON)  # fall back to wheel touch if model is uncertain for 10s
+    self._DISTRACTED_FILTER_TS = 0.25  # 0.6Hz
+
+    self._POSE_CALIB_MIN_SPEED = 13  # 30 mph
+    self._POSE_OFFSET_MIN_COUNT = int(60 / DT_DMON)  # valid data counts before calibration completes, 1min cumulative
+    self._POSE_OFFSET_MAX_COUNT = int(360 / DT_DMON)  # stop deweighting new data after 6 min, aka "short term memory"
+    self._WHEELPOS_CALIB_MIN_SPEED = 11
+    self._WHEELPOS_THRESHOLD = 0.5
+    self._WHEELPOS_FILTER_MIN_COUNT = int(15 / DT_DMON) # allow 15 seconds to converge wheel side
+    self._WHEELPOS_DATA_AVG = 0.03
+    self._WHEELPOS_DATA_VAR = 3*5.5e-5
+    self._WHEELPOS_MAX_COUNT = -1
+
+class DriverPose:
+  def __init__(self, settings):
+    pitch_filter_raw_priors = (settings._PITCH_NATURAL_OFFSET, settings._PITCH_NATURAL_VAR, 2)
+    yaw_filter_raw_priors = (settings._YAW_NATURAL_OFFSET, settings._YAW_NATURAL_VAR, 2)
+    self.yaw = 0.
+    self.pitch = 0.
+    self.pitch_offsetter = RunningStatFilter(raw_priors=pitch_filter_raw_priors, max_trackable=settings._POSE_OFFSET_MAX_COUNT)
+    self.yaw_offsetter = RunningStatFilter(raw_priors=yaw_filter_raw_priors, max_trackable=settings._POSE_OFFSET_MAX_COUNT)
+    self.calibrated = False
+    self.low_std = True
+    self.cfactor_pitch = 1.
+    self.cfactor_yaw = 1.
+    self.steer_yaw_offset = 0.
+
+# model output refers to center of undistorted+leveled image
+ref_undistorted_cam = DEVICE_CAMERAS[("tici", "ar0231")].dcam
+dcam_undistorted_FL = 598.0
+dcam_undistorted_W, dcam_undistorted_H = (ref_undistorted_cam.width, ref_undistorted_cam.height)
+
+def face_orientation_from_model(orient_model, pos_model, rpy_calib):
+  pitch_model = orient_model[0]
+  yaw_model = orient_model[1]
+
+  face_pixel_position = ((pos_model[0]+0.5)*dcam_undistorted_W, (pos_model[1]+0.5)*dcam_undistorted_H)
+  yaw_focal_angle = atan2(face_pixel_position[0] - dcam_undistorted_W//2, dcam_undistorted_FL)
+  pitch_focal_angle = atan2(face_pixel_position[1] - dcam_undistorted_H//2, dcam_undistorted_FL)
+
+  pitch = pitch_model + pitch_focal_angle
+  yaw = -yaw_model + yaw_focal_angle
+
+  pitch -= rpy_calib[1]
+  yaw -= rpy_calib[2]
+  return pitch, yaw
+
+
+class DriverMonitoring:
+  def __init__(self, rhd_saved=False, settings=None, always_on=False):
+    # init policy settings
+    self.settings = settings if settings is not None else DRIVER_MONITOR_SETTINGS()
+
+    # init driver status
+    wheelpos_filter_raw_priors = (self.settings._WHEELPOS_DATA_AVG, self.settings._WHEELPOS_DATA_VAR, 2)
+    self.wheelpos_offsetter = RunningStatFilter(raw_priors=wheelpos_filter_raw_priors, max_trackable=self.settings._WHEELPOS_MAX_COUNT)
+    self.pose = DriverPose(settings=self.settings)
+    self.blink_prob = 0.
+    self.phone_prob = 0.
+
+    self.alert_level = AlertLevel.none
+    self.always_on = always_on
+    self.distracted_types = defaultdict(bool)
+    self.driver_distracted = False
+    self.driver_distraction_filter = FirstOrderFilter(0., self.settings._DISTRACTED_FILTER_TS, DT_DMON)
+    self.wheel_on_right = False
+    self.wheel_on_right_last = None
+    self.wheel_on_right_default = rhd_saved
+    self.face_detected = False
+    self.terminal_alert_cnt = 0
+    self.terminal_time = 0
+    self.step_change = 0.
+    self.active_policy = MonitoringPolicy.vision
+    self.driver_interacting = False
+    self.is_model_uncertain = False
+    self.hi_stds = 0
+    self.model_std_max = 0.
+    self.threshold_alert_1 = 0.
+    self.threshold_alert_2 = 0.
+    self.dcam_uncertain_cnt = 0
+    self.dcam_reset_cnt = 0
+    self.too_distracted = Params().get_bool("DriverTooDistracted")
+
+    self._reset_awareness()
+    self._set_policy(MonitoringPolicy.vision)
+
+  def _reset_awareness(self):
+    self.awareness = 1.
+    self.last_vision_awareness = 1.
+    self.last_wheeltouch_awareness = 1.
+
+  def _set_policy(self, target_policy):
+    if self.active_policy == MonitoringPolicy.vision and self.awareness <= self.threshold_alert_2:
+      if target_policy == MonitoringPolicy.vision:
+        self.step_change = DT_DMON / self.settings._VISION_POLICY_ALERT_3_TIMEOUT
+      else:
+        self.step_change = 0.
+      return  # no exploit after orange alert
+    elif self.awareness <= 0.:
+      return
+
+    if target_policy == MonitoringPolicy.vision:
+      # when falling back from passive mode to active mode, reset awareness to avoid false alert
+      if self.active_policy != MonitoringPolicy.vision:
+        self.last_wheeltouch_awareness = self.awareness
+        self.awareness = self.last_vision_awareness
+
+      self.threshold_alert_1 = 1. - self.settings._VISION_POLICY_ALERT_1_TIMEOUT / self.settings._VISION_POLICY_ALERT_3_TIMEOUT
+      self.threshold_alert_2 = 1. - self.settings._VISION_POLICY_ALERT_2_TIMEOUT / self.settings._VISION_POLICY_ALERT_3_TIMEOUT
+      self.step_change = DT_DMON / self.settings._VISION_POLICY_ALERT_3_TIMEOUT
+      self.active_policy = MonitoringPolicy.vision
+    else:
+      if self.active_policy == MonitoringPolicy.vision:
+        self.last_vision_awareness = self.awareness
+        self.awareness = self.last_wheeltouch_awareness
+
+      self.threshold_alert_1 = 1. - self.settings._WHEELTOUCH_POLICY_ALERT_1_TIMEOUT / self.settings._WHEELTOUCH_POLICY_ALERT_3_TIMEOUT
+      self.threshold_alert_2 = 1. - self.settings._WHEELTOUCH_POLICY_ALERT_2_TIMEOUT / self.settings._WHEELTOUCH_POLICY_ALERT_3_TIMEOUT
+      self.step_change = DT_DMON / self.settings._WHEELTOUCH_POLICY_ALERT_3_TIMEOUT
+      self.active_policy = MonitoringPolicy.wheeltouch
+
+  def _set_pose_strictness(self, brake_disengage_prob, car_speed):
+    bp = brake_disengage_prob
+    k1 = max(-0.00156*((car_speed-16)**2)+0.6, 0.2)
+    bp_normal = max(min(bp / k1, 0.5),0)
+    self.pose.cfactor_pitch = np.interp(bp_normal, [0, 0.5],
+                                           [self.settings._POSE_PITCH_THRESHOLD_SLACK,
+                                            self.settings._POSE_PITCH_THRESHOLD_STRICT]) / self.settings._POSE_PITCH_THRESHOLD
+    self.pose.cfactor_yaw = np.interp(bp_normal, [0, 0.5],
+                                           [self.settings._POSE_YAW_THRESHOLD_SLACK,
+                                            self.settings._POSE_YAW_THRESHOLD_STRICT]) / self.settings._POSE_YAW_THRESHOLD
+
+  def _get_distracted_types(self):
+    self.distracted_types = defaultdict(bool)
+
+    if not self.pose.calibrated:
+      pitch_error = self.pose.pitch - self.settings._PITCH_NATURAL_OFFSET
+      yaw_error = self.pose.yaw - self.settings._YAW_NATURAL_OFFSET
+    else:
+      pitch_error = self.pose.pitch - min(max(self.pose.pitch_offsetter.filtered_stat.mean(),
+                                                       self.settings._PITCH_MIN_OFFSET), self.settings._PITCH_MAX_OFFSET)
+      yaw_error = self.pose.yaw - min(max(self.pose.yaw_offsetter.filtered_stat.mean(),
+                                                    self.settings._YAW_MIN_OFFSET), self.settings._YAW_MAX_OFFSET)
+    pitch_error = 0 if pitch_error > 0 else abs(pitch_error) # no positive pitch limit
+
+    if yaw_error * self.pose.steer_yaw_offset > 0: # unidirectional
+      yaw_error = max(abs(yaw_error) - min(abs(self.pose.steer_yaw_offset), self.settings._POSE_YAW_STEER_MAX_OFFSET), 0.)
+    else:
+      yaw_error = abs(yaw_error)
+
+    pitch_threshold = self.settings._POSE_PITCH_THRESHOLD * self.pose.cfactor_pitch if self.pose.calibrated else self.settings._PITCH_NATURAL_THRESHOLD
+    yaw_threshold = self.settings._POSE_YAW_THRESHOLD * self.pose.cfactor_yaw
+
+    self.distracted_types['pose'] = bool((pitch_error > pitch_threshold) or (yaw_error > yaw_threshold))
+    self.distracted_types['eye'] = bool(self.blink_prob > self.settings._BLINK_THRESHOLD)
+    self.distracted_types['phone'] = bool(self.phone_prob > self.settings._PHONE_THRESH)
+
+  def _update_states(self, driver_state, cal_rpy, car_speed, op_engaged, standstill, demo_mode=False, steering_angle_deg=0.):
+    rhd_pred = driver_state.wheelOnRightProb
+    # calibrates only when there's movement and either face detected
+    if car_speed > self.settings._WHEELPOS_CALIB_MIN_SPEED and (driver_state.leftDriverData.faceProb > self.settings._FACE_THRESHOLD or
+                                          driver_state.rightDriverData.faceProb > self.settings._FACE_THRESHOLD):
+      self.wheelpos_offsetter.push_and_update(rhd_pred)
+
+    wheelpos_calibrated = self.wheelpos_offsetter.filtered_stat.n >= self.settings._WHEELPOS_FILTER_MIN_COUNT
+
+    if wheelpos_calibrated or demo_mode:
+      self.wheel_on_right = self.wheelpos_offsetter.filtered_stat.M > self.settings._WHEELPOS_THRESHOLD
+    else:
+      self.wheel_on_right = self.wheel_on_right_default # use default/saved if calibration is unfinished
+    # make sure no switching when engaged
+    if op_engaged and self.wheel_on_right_last is not None and self.wheel_on_right_last != self.wheel_on_right and not demo_mode:
+      self.wheel_on_right = self.wheel_on_right_last
+    driver_data = driver_state.rightDriverData if self.wheel_on_right else driver_state.leftDriverData
+    if not all(len(x) > 0 for x in (driver_data.faceOrientation, driver_data.facePosition,
+                                    driver_data.faceOrientationStd, driver_data.facePositionStd)):
+      return
+
+    self.face_detected = driver_data.faceProb > self.settings._FACE_THRESHOLD
+    self.pose.pitch, self.pose.yaw = face_orientation_from_model(driver_data.faceOrientation, driver_data.facePosition, cal_rpy)
+    steer_d = max(abs(steering_angle_deg) - self.settings._POSE_YAW_MIN_STEER_DEG, 0.)
+    self.pose.steer_yaw_offset = radians(steer_d) * -np.sign(steering_angle_deg) * self.settings._POSE_YAW_STEER_FACTOR
+    if self.wheel_on_right:
+      self.pose.yaw *= -1
+      self.pose.steer_yaw_offset *= -1
+    self.wheel_on_right_last = self.wheel_on_right
+    self.model_std_max = max(driver_data.faceOrientationStd[0], driver_data.faceOrientationStd[1])
+    self.pose.low_std = self.model_std_max < self.settings._HI_STD_THRESHOLD
+    self.blink_prob = driver_data.eyesClosedProb * (driver_data.eyesVisibleProb > self.settings._EYE_THRESHOLD)
+    self.phone_prob = driver_data.phoneProb
+
+    self._get_distracted_types()
+    self.driver_distracted = any(self.distracted_types.values()) and driver_data.faceProb > self.settings._FACE_THRESHOLD and self.pose.low_std
+    self.driver_distraction_filter.update(self.driver_distracted)
+
+    # only update offsetter when driver is actively driving the car above a certain speed
+    if self.face_detected and car_speed > self.settings._POSE_CALIB_MIN_SPEED and self.pose.low_std and (not op_engaged or not self.driver_distracted):
+      self.pose.pitch_offsetter.push_and_update(self.pose.pitch)
+      self.pose.yaw_offsetter.push_and_update(self.pose.yaw)
+
+    self.pose.calibrated = self.pose.pitch_offsetter.filtered_stat.n >= self.settings._POSE_OFFSET_MIN_COUNT and \
+                           self.pose.yaw_offsetter.filtered_stat.n >= self.settings._POSE_OFFSET_MIN_COUNT
+
+    if self.face_detected and not self.driver_distracted:
+      dcam_uncertain = self.model_std_max > self.settings._DCAM_UNCERTAIN_ALERT_THRESHOLD
+      if dcam_uncertain and not standstill:
+        self.dcam_uncertain_cnt += 1
+        self.dcam_reset_cnt = 0
+      else:
+        self.dcam_reset_cnt += 1
+        if self.dcam_reset_cnt > self.settings._DCAM_UNCERTAIN_RESET_COUNT:
+          self.dcam_uncertain_cnt = 0
+
+    self.is_model_uncertain = self.hi_stds >= self.settings._HI_STD_FALLBACK_TIME
+    self._set_policy(MonitoringPolicy.vision if self.face_detected and not self.is_model_uncertain else MonitoringPolicy.wheeltouch)
+    if self.face_detected and not self.pose.low_std and not self.driver_distracted:
+      self.hi_stds += 1
+    elif self.face_detected and self.pose.low_std:
+      self.hi_stds = 0
+
+  def _update_events(self, driver_engaged, op_engaged, standstill, wrong_gear):
+    self.alert_level = AlertLevel.none
+    self.driver_interacting = driver_engaged
+
+    if self.terminal_alert_cnt >= self.settings._MAX_TERMINAL_ALERTS or \
+       self.terminal_time >= self.settings._MAX_TERMINAL_DURATION:
+      self.too_distracted = True
+
+    always_on_valid = self.always_on and not wrong_gear
+    if (self.driver_interacting and self.awareness > 0 and self.active_policy == MonitoringPolicy.wheeltouch) or \
+       (not always_on_valid and not op_engaged) or \
+       (always_on_valid and not op_engaged and self.awareness <= 0):
+      # always reset on disengage with normal mode; disengage resets only on red if always on
+      self._reset_awareness()
+      return
+
+    awareness_prev = self.awareness
+    _reaching_alert_1 = self.awareness - self.step_change <= self.threshold_alert_1
+    _reaching_alert_3 = self.awareness - self.step_change <= 0
+    standstill_exemption = standstill and _reaching_alert_1
+    always_on_exemption = always_on_valid and not op_engaged and _reaching_alert_3
+
+    if self.awareness > 0 and \
+       ((self.driver_distraction_filter.x < 0.37 and self.face_detected and self.pose.low_std) or standstill_exemption):
+      if self.driver_interacting:
+        self._reset_awareness()
+        return
+      # only restore awareness when paying attention and alert is not red
+      self.awareness = min(self.awareness + ((self.settings._TIMEOUT_RECOVERY_FACTOR_MAX-self.settings._TIMEOUT_RECOVERY_FACTOR_MIN)*
+                                             (1.-self.awareness)+self.settings._TIMEOUT_RECOVERY_FACTOR_MIN)*self.step_change, 1.)
+      if self.awareness == 1.:
+        self.last_wheeltouch_awareness = min(self.last_wheeltouch_awareness + self.step_change, 1.)
+      # don't display alert banner when awareness is recovering and has cleared orange
+      if self.awareness > self.threshold_alert_2:
+        return
+
+    certainly_distracted = self.driver_distraction_filter.x > 0.63 and self.driver_distracted and self.face_detected
+    maybe_distracted = self.is_model_uncertain or not self.face_detected
+
+    if certainly_distracted or maybe_distracted:
+      # should always be counting if distracted unless at standstill and reaching green
+      # also will not be reaching 0 if DM is active when not engaged
+      if not (standstill_exemption or always_on_exemption):
+        self.awareness = max(self.awareness - self.step_change, -0.1)
+
+    if self.awareness <= 0.:
+      # terminal alert: disengagement required
+      self.alert_level = AlertLevel.three
+      self.terminal_time += 1
+      if awareness_prev > 0.:
+        self.terminal_alert_cnt += 1
+    elif self.awareness <= self.threshold_alert_2:
+      self.alert_level = AlertLevel.two
+    elif self.awareness <= self.threshold_alert_1:
+      self.alert_level = AlertLevel.one
+
+  def get_state_packet(self, valid=True):
+    # build driverMonitoringState packet
+    dat = messaging.new_message('driverMonitoringState', valid=valid)
+    dm = dat.driverMonitoringState
+
+    dm.lockout = self.too_distracted
+    dm.alertCountLockoutPercent = to_percent(self.terminal_alert_cnt / self.settings._MAX_TERMINAL_ALERTS)
+    dm.alertTimeLockoutPercent = to_percent(self.terminal_time / self.settings._MAX_TERMINAL_DURATION)
+    dm.alwaysOn = self.always_on
+    dm.alwaysOnLockout = self.always_on and self.awareness <= self.threshold_alert_2
+    dm.alertLevel = self.alert_level
+    dm.activePolicy = self.active_policy
+    dm.isRHD = self.wheel_on_right
+    dm.rhdCalibration.calibratedPercent = to_percent(self.wheelpos_offsetter.filtered_stat.n / self.settings._WHEELPOS_FILTER_MIN_COUNT)
+    dm.rhdCalibration.offset = self.wheelpos_offsetter.filtered_stat.M
+
+    dm.visionPolicyState.awarenessPercent = to_percent(self.last_vision_awareness if self.active_policy != MonitoringPolicy.vision else self.awareness)
+    dm.visionPolicyState.awarenessStep = self.step_change if self.active_policy == MonitoringPolicy.vision else 0.
+    dm.visionPolicyState.isDistracted = self.driver_distracted
+    dm.visionPolicyState.distractedTypes.pose = self.distracted_types['pose']
+    dm.visionPolicyState.distractedTypes.eye = self.distracted_types['eye']
+    dm.visionPolicyState.distractedTypes.phone = self.distracted_types['phone']
+    dm.visionPolicyState.faceDetected = self.face_detected
+    dm.visionPolicyState.pose.pitch = self.pose.pitch
+    dm.visionPolicyState.pose.yaw = self.pose.yaw
+    dm.visionPolicyState.pose.calibrated = self.pose.calibrated
+    dm.visionPolicyState.pose.pitchCalib.calibratedPercent = to_percent(self.pose.pitch_offsetter.filtered_stat.n / self.settings._POSE_OFFSET_MIN_COUNT)
+    dm.visionPolicyState.pose.pitchCalib.offset = self.pose.pitch_offsetter.filtered_stat.M
+    dm.visionPolicyState.pose.yawCalib.calibratedPercent = to_percent(self.pose.yaw_offsetter.filtered_stat.n / self.settings._POSE_OFFSET_MIN_COUNT)
+    dm.visionPolicyState.pose.yawCalib.offset = self.pose.yaw_offsetter.filtered_stat.M
+    dm.visionPolicyState.pose.uncertainty = self.model_std_max
+    dm.visionPolicyState.wheeltouchFallbackPercent = to_percent(self.hi_stds / self.settings._HI_STD_FALLBACK_TIME)
+    dm.visionPolicyState.uncertainOffroadAlertPercent = to_percent(self.dcam_uncertain_cnt / self.settings._DCAM_UNCERTAIN_ALERT_COUNT)
+
+    dm.wheeltouchPolicyState.awarenessPercent = to_percent(self.last_wheeltouch_awareness if self.active_policy == MonitoringPolicy.vision else self.awareness)
+    dm.wheeltouchPolicyState.awarenessStep = 0. if self.active_policy == MonitoringPolicy.vision else self.step_change
+    dm.wheeltouchPolicyState.driverInteracting = self.driver_interacting
+    return dat
+
+  def run_step(self, sm, demo=False):
+    if demo:
+      car_speed = 30
+      enabled = True
+      wrong_gear = False
+      standstill = False
+      driver_engaged = False
+      brake_disengage_prob = 1.0
+      steering_angle_deg = 0.0
+      rpyCalib = [0., 0., 0.]
+    else:
+      car_speed = sm['carState'].vEgo
+      enabled = sm['selfdriveState'].enabled or sm['carControl'].latActive
+      wrong_gear = sm['carState'].gearShifter not in (car.CarState.GearShifter.drive, car.CarState.GearShifter.low)
+      standstill = sm['carState'].standstill
+      driver_engaged = sm['carState'].steeringPressed or sm['carState'].gasPressed
+      brake_disengage_prob = sm['modelV2'].meta.disengagePredictions.brakeDisengageProbs[0] # brake disengage prob in next 2s
+      steering_angle_deg = sm['carState'].steeringAngleDeg
+      rpyCalib = sm['liveCalibration'].rpyCalib
+
+    self._set_pose_strictness(
+      brake_disengage_prob=brake_disengage_prob,
+      car_speed=car_speed,
+    )
+
+    # Parse data from dmonitoringmodeld
+    self._update_states(
+      driver_state=sm['driverStateV2'],
+      cal_rpy=rpyCalib,
+      car_speed=car_speed,
+      op_engaged=enabled,
+      standstill=standstill,
+      demo_mode=demo,
+      steering_angle_deg=steering_angle_deg,
+    )
+
+    # Update distraction events
+    self._update_events(
+      driver_engaged=driver_engaged,
+      op_engaged=enabled,
+      standstill=standstill,
+      wrong_gear=wrong_gear,
+    )

selfdrive/monitoring/test_monitoring.py

@@ -3,17 +3,16 @@ import pytest
 
 from cereal import log, car
 from openpilot.common.realtime import DT_DMON
-from openpilot.selfdrive.monitoring.helpers import DriverMonitoring, DRIVER_MONITOR_SETTINGS
-from openpilot.system.hardware import HARDWARE
+from openpilot.selfdrive.monitoring.policy import DriverMonitoring, DRIVER_MONITOR_SETTINGS
 
 EventName = log.OnroadEvent.EventName
-dm_settings = DRIVER_MONITOR_SETTINGS(device_type=HARDWARE.get_device_type())
+dm_settings = DRIVER_MONITOR_SETTINGS()
 
 TEST_TIMESPAN = 120  # seconds
-DISTRACTED_SECONDS_TO_ORANGE = dm_settings._DISTRACTED_TIME - dm_settings._DISTRACTED_PROMPT_TIME_TILL_TERMINAL + 1
-DISTRACTED_SECONDS_TO_RED = dm_settings._DISTRACTED_TIME + 1
-INVISIBLE_SECONDS_TO_ORANGE = dm_settings._AWARENESS_TIME - dm_settings._AWARENESS_PROMPT_TIME_TILL_TERMINAL + 1
-INVISIBLE_SECONDS_TO_RED = dm_settings._AWARENESS_TIME + 1
+DISTRACTED_SECONDS_TO_ORANGE = dm_settings._VISION_POLICY_ALERT_2_TIMEOUT + 1
+DISTRACTED_SECONDS_TO_RED = dm_settings._VISION_POLICY_ALERT_3_TIMEOUT + 1
+INVISIBLE_SECONDS_TO_ORANGE = dm_settings._WHEELTOUCH_POLICY_ALERT_2_TIMEOUT + 1
+INVISIBLE_SECONDS_TO_RED = dm_settings._WHEELTOUCH_POLICY_ALERT_3_TIMEOUT + 1
 
 def make_msg(face_detected, distracted=False, model_uncertain=False):
   ds = log.DriverStateV2.new_message()
@@ -35,7 +34,7 @@ msg_ATTENTIVE = make_msg(True)
 msg_DISTRACTED = make_msg(True, distracted=True)
 msg_ATTENTIVE_UNCERTAIN = make_msg(True, model_uncertain=True)
 msg_DISTRACTED_UNCERTAIN = make_msg(True, distracted=True, model_uncertain=True)
-msg_DISTRACTED_BUT_SOMEHOW_UNCERTAIN = make_msg(True, distracted=True, model_uncertain=dm_settings._POSESTD_THRESHOLD*1.5)
+msg_DISTRACTED_BUT_SOMEHOW_UNCERTAIN = make_msg(True, distracted=True, model_uncertain=dm_settings._HI_STD_THRESHOLD*1.5)
 
 # driver interaction with car
 car_interaction_DETECTED = True
@@ -51,49 +50,49 @@ always_false = [False] * int(TEST_TIMESPAN / DT_DMON)
 class TestMonitoring:
   def _run_seq(self, msgs, interaction, engaged, standstill):
     DM = DriverMonitoring()
-    events = []
+    alert_lvls = []
     for idx in range(len(msgs)):
       DM._update_states(msgs[idx], [0, 0, 0], 0, engaged[idx], standstill[idx])
       # cal_rpy and car_speed don't matter here
 
       # evaluate events at 10Hz for tests
-      DM._update_events(interaction[idx], engaged[idx], standstill[idx], 0, 0)
-      events.append(DM.current_events)
-    assert len(events) == len(msgs), f"got {len(events)} for {len(msgs)} driverState input msgs"
-    return events, DM
+      DM._update_events(interaction[idx], engaged[idx], standstill[idx], 0)
+      alert_lvls.append(DM.alert_level)
+    assert len(alert_lvls) == len(msgs), f"got {len(alert_lvls)} for {len(msgs)} driverState input msgs"
+    return alert_lvls, DM
 
-  def _assert_no_events(self, events):
-    assert all(not len(e) for e in events)
 
   # engaged, driver is attentive all the time
   def test_fully_aware_driver(self):
-    events, _ = self._run_seq(always_attentive, always_false, always_true, always_false)
-    self._assert_no_events(events)
+    alert_lvls, d_status = self._run_seq(always_attentive, always_false, always_true, always_false)
+    assert all(a == 0 for a in alert_lvls)
+    assert d_status.active_policy == log.DriverMonitoringState.MonitoringPolicy.vision
 
   # engaged, driver is distracted and does nothing
   def test_fully_distracted_driver(self):
-    events, d_status = self._run_seq(always_distracted, always_false, always_true, always_false)
-    assert len(events[int((d_status.settings._DISTRACTED_TIME-d_status.settings._DISTRACTED_PRE_TIME_TILL_TERMINAL)/2/DT_DMON)]) == 0
-    assert events[int((d_status.settings._DISTRACTED_TIME-d_status.settings._DISTRACTED_PRE_TIME_TILL_TERMINAL + \
-                    ((d_status.settings._DISTRACTED_PRE_TIME_TILL_TERMINAL-d_status.settings._DISTRACTED_PROMPT_TIME_TILL_TERMINAL)/2))/DT_DMON)].names[0] == \
-                    EventName.driverDistracted1
-    assert events[int((d_status.settings._DISTRACTED_TIME-d_status.settings._DISTRACTED_PROMPT_TIME_TILL_TERMINAL + \
-                    ((d_status.settings._DISTRACTED_PROMPT_TIME_TILL_TERMINAL)/2))/DT_DMON)].names[0] == EventName.driverDistracted2
-    assert events[int((d_status.settings._DISTRACTED_TIME + \
-                    ((TEST_TIMESPAN-10-d_status.settings._DISTRACTED_TIME)/2))/DT_DMON)].names[0] == EventName.driverDistracted3
+    alert_lvls, d_status = self._run_seq(always_distracted, always_false, always_true, always_false)
+    s = d_status.settings
+    assert alert_lvls[int(s._VISION_POLICY_ALERT_1_TIMEOUT / 2 / DT_DMON)] == 0
+    assert alert_lvls[int((s._VISION_POLICY_ALERT_1_TIMEOUT + \
+                    (s._VISION_POLICY_ALERT_2_TIMEOUT - s._VISION_POLICY_ALERT_1_TIMEOUT) / 2) / DT_DMON)] == 1
+    assert alert_lvls[int((s._VISION_POLICY_ALERT_2_TIMEOUT + \
+                    (s._VISION_POLICY_ALERT_3_TIMEOUT - s._VISION_POLICY_ALERT_2_TIMEOUT) / 2) / DT_DMON)] == 2
+    assert alert_lvls[int((s._VISION_POLICY_ALERT_3_TIMEOUT + \
+                    (TEST_TIMESPAN - 10 - s._VISION_POLICY_ALERT_3_TIMEOUT) / 2) / DT_DMON)] == 3
     assert isinstance(d_status.awareness, float)
 
   # engaged, no face detected the whole time, no action
   def test_fully_invisible_driver(self):
-    events, d_status = self._run_seq(always_no_face, always_false, always_true, always_false)
-    assert len(events[int((d_status.settings._AWARENESS_TIME-d_status.settings._AWARENESS_PRE_TIME_TILL_TERMINAL)/2/DT_DMON)]) == 0
-    assert events[int((d_status.settings._AWARENESS_TIME-d_status.settings._AWARENESS_PRE_TIME_TILL_TERMINAL + \
-                      ((d_status.settings._AWARENESS_PRE_TIME_TILL_TERMINAL-d_status.settings._AWARENESS_PROMPT_TIME_TILL_TERMINAL)/2))/DT_DMON)].names[0] == \
-                      EventName.driverUnresponsive1
-    assert events[int((d_status.settings._AWARENESS_TIME-d_status.settings._AWARENESS_PROMPT_TIME_TILL_TERMINAL + \
-                      ((d_status.settings._AWARENESS_PROMPT_TIME_TILL_TERMINAL)/2))/DT_DMON)].names[0] == EventName.driverUnresponsive2
-    assert events[int((d_status.settings._AWARENESS_TIME + \
-                      ((TEST_TIMESPAN-10-d_status.settings._AWARENESS_TIME)/2))/DT_DMON)].names[0] == EventName.driverUnresponsive3
+    alert_lvls, d_status = self._run_seq(always_no_face, always_false, always_true, always_false)
+    s = d_status.settings
+    assert alert_lvls[int(s._WHEELTOUCH_POLICY_ALERT_1_TIMEOUT / 2 / DT_DMON)] == 0
+    assert alert_lvls[int((s._WHEELTOUCH_POLICY_ALERT_1_TIMEOUT + \
+                    (s._WHEELTOUCH_POLICY_ALERT_2_TIMEOUT - s._WHEELTOUCH_POLICY_ALERT_1_TIMEOUT) / 2) / DT_DMON)] == 1
+    assert alert_lvls[int((s._WHEELTOUCH_POLICY_ALERT_2_TIMEOUT + \
+                    (s._WHEELTOUCH_POLICY_ALERT_3_TIMEOUT - s._WHEELTOUCH_POLICY_ALERT_2_TIMEOUT) / 2) / DT_DMON)] == 2
+    assert alert_lvls[int((s._WHEELTOUCH_POLICY_ALERT_3_TIMEOUT + \
+                    (TEST_TIMESPAN - 10 - s._WHEELTOUCH_POLICY_ALERT_3_TIMEOUT) / 2) / DT_DMON)] == 3
+    assert d_status.active_policy == log.DriverMonitoringState.MonitoringPolicy.wheeltouch
 
   # engaged, down to orange, driver pays attention, back to normal; then down to orange, driver touches wheel
   #  - should have short orange recovery time and no green afterwards; wheel touch only recovers when paying attention
@@ -104,13 +103,13 @@ class TestMonitoring:
                 [msg_ATTENTIVE] * (int(TEST_TIMESPAN/DT_DMON)-int((DISTRACTED_SECONDS_TO_ORANGE*3+2)/DT_DMON))
     interaction_vector = [car_interaction_NOT_DETECTED] * int(DISTRACTED_SECONDS_TO_ORANGE*3/DT_DMON) + \
                          [car_interaction_DETECTED] * (int(TEST_TIMESPAN/DT_DMON)-int(DISTRACTED_SECONDS_TO_ORANGE*3/DT_DMON))
-    events, _ = self._run_seq(ds_vector, interaction_vector, always_true, always_false)
-    assert len(events[int(DISTRACTED_SECONDS_TO_ORANGE*0.5/DT_DMON)]) == 0
-    assert events[int((DISTRACTED_SECONDS_TO_ORANGE-0.1)/DT_DMON)].names[0] == EventName.driverDistracted2
-    assert len(events[int(DISTRACTED_SECONDS_TO_ORANGE*1.5/DT_DMON)]) == 0
-    assert events[int((DISTRACTED_SECONDS_TO_ORANGE*3-0.1)/DT_DMON)].names[0] == EventName.driverDistracted2
-    assert events[int((DISTRACTED_SECONDS_TO_ORANGE*3+0.1)/DT_DMON)].names[0] == EventName.driverDistracted2
-    assert len(events[int((DISTRACTED_SECONDS_TO_ORANGE*3+2.5)/DT_DMON)]) == 0
+    alert_lvls, _ = self._run_seq(ds_vector, interaction_vector, always_true, always_false)
+    assert alert_lvls[int(DISTRACTED_SECONDS_TO_ORANGE*0.5/DT_DMON)] == 0
+    assert alert_lvls[int((DISTRACTED_SECONDS_TO_ORANGE-0.1)/DT_DMON)] == 2
+    assert alert_lvls[int(DISTRACTED_SECONDS_TO_ORANGE*1.5/DT_DMON)] == 0
+    assert alert_lvls[int((DISTRACTED_SECONDS_TO_ORANGE*3-0.1)/DT_DMON)] == 2
+    assert alert_lvls[int((DISTRACTED_SECONDS_TO_ORANGE*3+0.1)/DT_DMON)] == 2
+    assert alert_lvls[int((DISTRACTED_SECONDS_TO_ORANGE*3+2.5)/DT_DMON)] == 0
 
   # engaged, down to orange, driver dodges camera, then comes back still distracted, down to red, \
   #                          driver dodges, and then touches wheel to no avail, disengages and reengages
@@ -128,11 +127,11 @@ class TestMonitoring:
                                                         = [True] * int(1/DT_DMON)
     op_vector[int((DISTRACTED_SECONDS_TO_RED+2*_invisible_time+2.5)/DT_DMON):int((DISTRACTED_SECONDS_TO_RED+2*_invisible_time+3)/DT_DMON)] \
                                                         = [False] * int(0.5/DT_DMON)
-    events, _ = self._run_seq(ds_vector, interaction_vector, op_vector, always_false)
-    assert events[int((DISTRACTED_SECONDS_TO_ORANGE+0.5*_invisible_time)/DT_DMON)].names[0] == EventName.driverDistracted2
-    assert events[int((DISTRACTED_SECONDS_TO_RED+1.5*_invisible_time)/DT_DMON)].names[0] == EventName.driverDistracted3
-    assert events[int((DISTRACTED_SECONDS_TO_RED+2*_invisible_time+1.5)/DT_DMON)].names[0] == EventName.driverDistracted3
-    assert len(events[int((DISTRACTED_SECONDS_TO_RED+2*_invisible_time+3.5)/DT_DMON)]) == 0
+    alert_lvls, _ = self._run_seq(ds_vector, interaction_vector, op_vector, always_false)
+    assert alert_lvls[int((DISTRACTED_SECONDS_TO_ORANGE+0.5*_invisible_time)/DT_DMON)] == 2
+    assert alert_lvls[int((DISTRACTED_SECONDS_TO_RED+1.5*_invisible_time)/DT_DMON)] == 3
+    assert alert_lvls[int((DISTRACTED_SECONDS_TO_RED+2*_invisible_time+1.5)/DT_DMON)] == 3
+    assert alert_lvls[int((DISTRACTED_SECONDS_TO_RED+2*_invisible_time+3.5)/DT_DMON)] == 0
 
   # engaged, invisible driver, down to orange, driver touches wheel; then down to orange again, driver appears
   #  - both actions should clear the alert, but momentary appearance should not
@@ -143,16 +142,16 @@ class TestMonitoring:
     ds_vector[int((2*INVISIBLE_SECONDS_TO_ORANGE+1)/DT_DMON):int((2*INVISIBLE_SECONDS_TO_ORANGE+1+_visible_time)/DT_DMON)] = \
                                                                                              [msg_ATTENTIVE] * int(_visible_time/DT_DMON)
     interaction_vector[int((INVISIBLE_SECONDS_TO_ORANGE)/DT_DMON):int((INVISIBLE_SECONDS_TO_ORANGE+1)/DT_DMON)] = [True] * int(1/DT_DMON)
-    events, _ = self._run_seq(ds_vector, interaction_vector, 2*always_true, 2*always_false)
-    assert len(events[int(INVISIBLE_SECONDS_TO_ORANGE*0.5/DT_DMON)]) == 0
-    assert events[int((INVISIBLE_SECONDS_TO_ORANGE-0.1)/DT_DMON)].names[0] == EventName.driverUnresponsive2
-    assert len(events[int((INVISIBLE_SECONDS_TO_ORANGE+0.1)/DT_DMON)]) == 0
+    alert_lvls, _ = self._run_seq(ds_vector, interaction_vector, 2*always_true, 2*always_false)
+    assert alert_lvls[int(INVISIBLE_SECONDS_TO_ORANGE*0.5/DT_DMON)] == 0
+    assert alert_lvls[int((INVISIBLE_SECONDS_TO_ORANGE-0.1)/DT_DMON)] == 2
+    assert alert_lvls[int((INVISIBLE_SECONDS_TO_ORANGE+0.1)/DT_DMON)] == 0
     if _visible_time == 0.5:
-      assert events[int((INVISIBLE_SECONDS_TO_ORANGE*2+1-0.1)/DT_DMON)].names[0] == EventName.driverUnresponsive2
-      assert events[int((INVISIBLE_SECONDS_TO_ORANGE*2+1+0.1+_visible_time)/DT_DMON)].names[0] == EventName.driverUnresponsive1
+      assert alert_lvls[int((INVISIBLE_SECONDS_TO_ORANGE*2+1-0.1)/DT_DMON)] == 2
+      assert alert_lvls[int((INVISIBLE_SECONDS_TO_ORANGE*2+1+0.1+_visible_time)/DT_DMON)] == 1
     elif _visible_time == 10:
-      assert events[int((INVISIBLE_SECONDS_TO_ORANGE*2+1-0.1)/DT_DMON)].names[0] == EventName.driverUnresponsive2
-      assert len(events[int((INVISIBLE_SECONDS_TO_ORANGE*2+1+0.1+_visible_time)/DT_DMON)]) == 0
+      assert alert_lvls[int((INVISIBLE_SECONDS_TO_ORANGE*2+1-0.1)/DT_DMON)] == 2
+      assert alert_lvls[int((INVISIBLE_SECONDS_TO_ORANGE*2+1+0.1+_visible_time)/DT_DMON)] == 0
 
   # engaged, invisible driver, down to red, driver appears and then touches wheel, then disengages/reengages
   #  - only disengage will clear the alert
@@ -164,19 +163,19 @@ class TestMonitoring:
     ds_vector[int(INVISIBLE_SECONDS_TO_RED/DT_DMON):int((INVISIBLE_SECONDS_TO_RED+_visible_time)/DT_DMON)] = [msg_ATTENTIVE] * int(_visible_time/DT_DMON)
     interaction_vector[int((INVISIBLE_SECONDS_TO_RED+_visible_time)/DT_DMON):int((INVISIBLE_SECONDS_TO_RED+_visible_time+1)/DT_DMON)] = [True] * int(1/DT_DMON)
     op_vector[int((INVISIBLE_SECONDS_TO_RED+_visible_time+1)/DT_DMON):int((INVISIBLE_SECONDS_TO_RED+_visible_time+0.5)/DT_DMON)] = [False] * int(0.5/DT_DMON)
-    events, _ = self._run_seq(ds_vector, interaction_vector, op_vector, always_false)
-    assert len(events[int(INVISIBLE_SECONDS_TO_ORANGE*0.5/DT_DMON)]) == 0
-    assert events[int((INVISIBLE_SECONDS_TO_ORANGE-0.1)/DT_DMON)].names[0] == EventName.driverUnresponsive2
-    assert events[int((INVISIBLE_SECONDS_TO_RED-0.1)/DT_DMON)].names[0] == EventName.driverUnresponsive3
-    assert events[int((INVISIBLE_SECONDS_TO_RED+0.5*_visible_time)/DT_DMON)].names[0] == EventName.driverUnresponsive3
-    assert events[int((INVISIBLE_SECONDS_TO_RED+_visible_time+0.5)/DT_DMON)].names[0] == EventName.driverUnresponsive3
-    assert len(events[int((INVISIBLE_SECONDS_TO_RED+_visible_time+1+0.1)/DT_DMON)]) == 0
+    alert_lvls, _ = self._run_seq(ds_vector, interaction_vector, op_vector, always_false)
+    assert alert_lvls[int(INVISIBLE_SECONDS_TO_ORANGE*0.5/DT_DMON)] == 0
+    assert alert_lvls[int((INVISIBLE_SECONDS_TO_ORANGE-0.1)/DT_DMON)] == 2
+    assert alert_lvls[int((INVISIBLE_SECONDS_TO_RED-0.1)/DT_DMON)] == 3
+    assert alert_lvls[int((INVISIBLE_SECONDS_TO_RED+0.5*_visible_time)/DT_DMON)] == 3
+    assert alert_lvls[int((INVISIBLE_SECONDS_TO_RED+_visible_time+0.5)/DT_DMON)] == 3
+    assert alert_lvls[int((INVISIBLE_SECONDS_TO_RED+_visible_time+1+0.1)/DT_DMON)] == 0
 
   # disengaged, always distracted driver
   #  - dm should stay quiet when not engaged
   def test_pure_dashcam_user(self):
-    events, _ = self._run_seq(always_distracted, always_false, always_false, always_false)
-    assert sum(len(event) for event in events) == 0
+    alert_lvls, _ = self._run_seq(always_distracted, always_false, always_false, always_false)
+    assert all(a == 0 for a in alert_lvls)
 
   # engaged, car stops at traffic light, down to orange, no action, then car starts moving
   #  - should only reach green when stopped, but continues counting down on launch
@@ -184,11 +183,12 @@ class TestMonitoring:
     _redlight_time = 60  # seconds
     standstill_vector = always_true[:]
     standstill_vector[int(_redlight_time/DT_DMON):] = [False] * int((TEST_TIMESPAN-_redlight_time)/DT_DMON)
-    events, d_status = self._run_seq(always_distracted, always_false, always_true, standstill_vector)
-    assert len(events[int((_redlight_time-0.1)/DT_DMON)]) == 0
-    _pre_to_prompt = d_status.settings._DISTRACTED_PRE_TIME_TILL_TERMINAL - d_status.settings._DISTRACTED_PROMPT_TIME_TILL_TERMINAL
-    assert events[int((_redlight_time+0.5)/DT_DMON)].names[0] == EventName.driverDistracted1
-    assert events[int((_redlight_time+_pre_to_prompt+0.5)/DT_DMON)].names[0] == EventName.driverDistracted2
+    alert_lvls, d_status = self._run_seq(always_distracted, always_false, always_true, standstill_vector)
+    s = d_status.settings
+    assert alert_lvls[int((_redlight_time-0.1)/DT_DMON)] == 0
+    _alert_1_to_2 = s._VISION_POLICY_ALERT_2_TIMEOUT - s._VISION_POLICY_ALERT_1_TIMEOUT
+    assert alert_lvls[int((_redlight_time+0.5)/DT_DMON)] == 1
+    assert alert_lvls[int((_redlight_time+_alert_1_to_2+0.5)/DT_DMON)] == 2
 
   # engaged, distracted while moving, then car stops after reaching orange
   #  - should reset timer to pre green at standstill
@@ -196,23 +196,21 @@ class TestMonitoring:
     _stop_time = DISTRACTED_SECONDS_TO_ORANGE + 1  # stop 1 second after reaching orange
     standstill_vector = always_false[:]
     standstill_vector[int(_stop_time/DT_DMON):] = [True] * int((TEST_TIMESPAN-_stop_time)/DT_DMON)
-    events, _ = self._run_seq(always_distracted, always_false, always_true, standstill_vector)
+    alert_lvls, _ = self._run_seq(always_distracted, always_false, always_true, standstill_vector)
     # just before and briefly after stopping: orange alert; goes away quickly after stopped
-    assert events[int((_stop_time+0.1)/DT_DMON)].names[0] == EventName.driverDistracted2
-    assert len(events[int((_stop_time+0.5)/DT_DMON)]) == 0
+    assert alert_lvls[int((_stop_time+0.1)/DT_DMON)] == 2
+    assert alert_lvls[int((_stop_time+0.5)/DT_DMON)] == 0
 
   # engaged, model is somehow uncertain and driver is distracted
   #  - should fall back to wheel touch after uncertain alert
   def test_somehow_indecisive_model(self):
     ds_vector = [msg_DISTRACTED_BUT_SOMEHOW_UNCERTAIN] * int(TEST_TIMESPAN/DT_DMON)
     interaction_vector = always_false[:]
-    events, d_status = self._run_seq(ds_vector, interaction_vector, always_true, always_false)
-    assert EventName.driverUnresponsive1 in \
-                              events[int((INVISIBLE_SECONDS_TO_ORANGE-1+DT_DMON*d_status.settings._HI_STD_FALLBACK_TIME-0.1)/DT_DMON)].names
-    assert EventName.driverUnresponsive2 in \
-                              events[int((INVISIBLE_SECONDS_TO_ORANGE-1+DT_DMON*d_status.settings._HI_STD_FALLBACK_TIME+0.1)/DT_DMON)].names
-    assert EventName.driverUnresponsive3 in \
-                              events[int((INVISIBLE_SECONDS_TO_RED-1+DT_DMON*d_status.settings._HI_STD_FALLBACK_TIME+0.1)/DT_DMON)].names
+    alert_lvls, d_status = self._run_seq(ds_vector, interaction_vector, always_true, always_false)
+    s = d_status.settings
+    assert alert_lvls[int((INVISIBLE_SECONDS_TO_ORANGE-1+DT_DMON*s._HI_STD_FALLBACK_TIME-0.1)/DT_DMON)] == 1
+    assert alert_lvls[int((INVISIBLE_SECONDS_TO_ORANGE-1+DT_DMON*s._HI_STD_FALLBACK_TIME+0.1)/DT_DMON)] == 2
+    assert alert_lvls[int((INVISIBLE_SECONDS_TO_RED-1+DT_DMON*s._HI_STD_FALLBACK_TIME+0.1)/DT_DMON)] == 3
 
 
 @pytest.mark.parametrize("enabled_state, lat_active_state, expected", [
@@ -249,12 +247,12 @@ def test_enabled_states(enabled_state, lat_active_state, expected):
   ds = make_msg(False)
 
   sm = {
-      'carState': cs,
-      'selfdriveState': ss,
-      'carControl': cc,
-      'modelV2': mv2,
-      'liveCalibration': lc,
-      'driverStateV2': ds
+    'carState': cs,
+    'selfdriveState': ss,
+    'carControl': cc,
+    'modelV2': mv2,
+    'liveCalibration': lc,
+    'driverStateV2': ds
   }
 
   driver_monitoring = DriverMonitoring()
@@ -263,9 +261,9 @@ def test_enabled_states(enabled_state, lat_active_state, expected):
   captured_args = []
   original_update_events = driver_monitoring._update_events
 
-  def spy_update_events(driver_engaged, op_engaged, standstill, wrong_gear, car_speed):
-      captured_args.append(op_engaged)
-      return original_update_events(driver_engaged, op_engaged, standstill, wrong_gear, car_speed)
+  def spy_update_events(driver_engaged, op_engaged, standstill, wrong_gear):
+    captured_args.append(op_engaged)
+    return original_update_events(driver_engaged, op_engaged, standstill, wrong_gear)
 
   driver_monitoring._update_events = spy_update_events
 

selfdrive/pandad/pandad.cc

@@ -21,8 +21,6 @@
 #define CUTOFF_IL 400
 #define SATURATE_IL 1000
 
-#define ALT_EXP_MADS_DISENGAGE_LATERAL_ON_BRAKE 2048
-
 ExitHandler do_exit;
 
 bool check_connected(Panda *panda) {
@@ -34,15 +32,8 @@ bool check_connected(Panda *panda) {
 }
 
 bool process_mads_heartbeat(SubMaster *sm) {
-  const int &alt_exp = (*sm)["carParams"].getCarParams().getAlternativeExperience();
-  const bool disengage_lateral_on_brake = (alt_exp & ALT_EXP_MADS_DISENGAGE_LATERAL_ON_BRAKE) != 0;
-
   const auto &mads = (*sm)["selfdriveStateSP"].getSelfdriveStateSP().getMads();
-  const bool heartbeat_type = disengage_lateral_on_brake ? mads.getActive() : mads.getEnabled();
-
-  const bool engaged = sm->allAliveAndValid({"selfdriveStateSP"}) && heartbeat_type;
-
-  return engaged;
+  return sm->allAliveAndValid({"selfdriveStateSP"}) && mads.getEnabled();
 }
 
 Panda *connect(std::string serial) {
@@ -152,6 +143,8 @@ void fill_panda_state(cereal::PandaState::Builder &ps, cereal::PandaState::Panda
   ps.setSbu1Voltage(health.sbu1_voltage_mV / 1000.0f);
   ps.setSbu2Voltage(health.sbu2_voltage_mV / 1000.0f);
   ps.setSoundOutputLevel(health.sound_output_level_pkt);
+  ps.setControlsAllowedLateral(health.controls_allowed_lateral_pkt);
+  ps.setControlsAllowedLongitudinal(health.controls_allowed_longitudinal_pkt);
 }
 
 void fill_panda_can_state(cereal::PandaState::PandaCanState::Builder &cs, const can_health_t &can_health) {
@@ -306,7 +299,7 @@ void process_panda_state(Panda *panda, PubMaster *pm, bool engaged, bool engaged
   panda->send_heartbeat(engaged, engaged_mads);
 }
 
-void process_peripheral_state(Panda *panda, PubMaster *pm, bool no_fan_control) {
+void process_peripheral_state(Panda *panda, PubMaster *pm, bool no_fan_control, bool is_onroad) {
   static Params params;
   static SubMaster sm({"deviceState", "driverCameraState"});
 
@@ -316,6 +309,8 @@ void process_peripheral_state(Panda *panda, PubMaster *pm, bool no_fan_control)
   static int prev_ir_pwr = 999;
   static uint32_t prev_frame_id = UINT32_MAX;
   static bool driver_view = false;
+  static bool not_car = false;
+  static bool not_car_checked = false;
 
   // TODO: can we merge these?
   static FirstOrderFilter integ_lines_filter(0, 30.0, 0.05);
@@ -361,6 +356,21 @@ void process_peripheral_state(Panda *panda, PubMaster *pm, bool no_fan_control)
       ir_pwr = 0;
     }
 
+    // turn off IR leds if body
+    if (!not_car_checked && is_onroad) {
+      std::string cp_bytes = params.get("CarParams");
+      if (cp_bytes.size() > 0) {
+        AlignedBuffer aligned_buf;
+        capnp::FlatArrayMessageReader cmsg(aligned_buf.align(cp_bytes.data(), cp_bytes.size()));
+        cereal::CarParams::Reader CP = cmsg.getRoot<cereal::CarParams>();
+        not_car = CP.getNotCar();
+        not_car_checked = true;
+      }
+    }
+    if (not_car) {
+      ir_pwr = 0;
+    }
+
     if (ir_pwr != prev_ir_pwr || sm.frame % 100 == 0) {
       int16_t ir_panda = util::map_val(ir_pwr, 0, 100, 0, MAX_IR_PANDA_VAL);
       panda->set_ir_pwr(ir_panda);
@@ -380,7 +390,7 @@ void pandad_run(Panda *panda) {
 
   Params params;
   RateKeeper rk("pandad", 100);
-  SubMaster sm({"selfdriveState", "selfdriveStateSP", "carParams"});
+  SubMaster sm({"selfdriveState", "selfdriveStateSP"});
   PubMaster pm({"can", "pandaStates", "peripheralState"});
   PandaSafety panda_safety(panda);
   bool engaged = false;
@@ -394,7 +404,7 @@ void pandad_run(Panda *panda) {
 
     // Process peripheral state at 20 Hz
     if (rk.frame() % 5 == 0) {
-      process_peripheral_state(panda, &pm, no_fan_control);
+      process_peripheral_state(panda, &pm, no_fan_control, is_onroad);
     }
 
     // Process panda state at 10 Hz

selfdrive/selfdrived/selfdrived.py

@@ -45,6 +45,8 @@ LaneChangeDirection = log.LaneChangeDirection
 EventName = log.OnroadEvent.EventName
 ButtonType = car.CarState.ButtonEvent.Type
 SafetyModel = car.CarParams.SafetyModel
+AlertLevel = log.DriverMonitoringState.AlertLevel
+MonitoringPolicy = log.DriverMonitoringState.MonitoringPolicy
 TurnDirection = custom.ModelDataV2SP.TurnDirection
 
 IGNORED_SAFETY_MODES = (SafetyModel.silent, SafetyModel.noOutput)
@@ -140,6 +142,8 @@ class SelfdriveD(CruiseHelper):
       self.params
     )
     self.recalibrating_seen = False
+    self.dm_lockout_set = False
+    self.dm_uncertain_alerted = False
     self.state_machine = StateMachine()
     self.rk = Ratekeeper(100, print_delay_threshold=None)
 
@@ -216,8 +220,27 @@ class SelfdriveD(CruiseHelper):
     if not self.CP.pcmCruise and CS.vCruise > 250 and resume_pressed:
       self.events.add(EventName.resumeBlocked)
 
+    # Handle DM
     if not self.CP.notCar:
-      self.events.add_from_msg(self.sm['driverMonitoringState'].events)
+      # Block engaging until ignition cycle after max number or time of distractions
+      if self.sm['driverMonitoringState'].lockout and not self.dm_lockout_set:
+        self.params.put_bool_nonblocking("DriverTooDistracted", True)
+        self.dm_lockout_set = True
+      # No entry conditions
+      if self.sm['driverMonitoringState'].lockout or self.sm['driverMonitoringState'].alwaysOnLockout:
+        self.events.add(EventName.tooDistracted)
+      # Alerts
+      vision_dm = self.sm['driverMonitoringState'].activePolicy == MonitoringPolicy.vision
+      if self.sm['driverMonitoringState'].alertLevel == AlertLevel.one:
+        self.events.add(EventName.driverDistracted1 if vision_dm else EventName.driverUnresponsive1)
+      elif self.sm['driverMonitoringState'].alertLevel == AlertLevel.two:
+        self.events.add(EventName.driverDistracted2 if vision_dm else EventName.driverUnresponsive2)
+      elif self.sm['driverMonitoringState'].alertLevel == AlertLevel.three:
+        self.events.add(EventName.driverDistracted3 if vision_dm else EventName.driverUnresponsive3)
+      # Warn consistent DM uncertainty
+      if self.sm['driverMonitoringState'].visionPolicyState.uncertainOffroadAlertPercent >= 100 and not self.dm_uncertain_alerted:
+        set_offroad_alert("Offroad_DriverMonitoringUncertain", True)
+        self.dm_uncertain_alerted = True
       self.events_sp.add_from_msg(self.sm['longitudinalPlanSP'].events)
 
     # Add car events, ignore if CAN isn't valid
@@ -230,7 +253,7 @@ class SelfdriveD(CruiseHelper):
 
       if self.CP.notCar:
         # wait for everything to init first
-        if self.sm.frame > int(5. / DT_CTRL) and self.initialized:
+        if self.sm.frame > int(2. / DT_CTRL) and self.initialized:
           # body always wants to enable
           self.events.add(EventName.pcmEnable)
 
@@ -241,7 +264,7 @@ class SelfdriveD(CruiseHelper):
         self.events.add(EventName.pedalPressed)
 
     # Create events for temperature, disk space, and memory
-    if self.sm['deviceState'].thermalStatus >= ThermalStatus.red:
+    if self.sm['deviceState'].thermalStatus >= ThermalStatus.overheated:
       self.events.add(EventName.overheat)
     if self.sm['deviceState'].freeSpacePercent < 7 and not SIMULATION:
       self.events.add(EventName.outOfSpace)

selfdrive/test/process_replay/compare_logs.py

@@ -76,7 +76,7 @@ def _diff_capnp_values(v1, v2, path, tolerance):
     for i in range(n):
       yield from _diff_capnp_values(v1[i], v2[i], path + (str(i),), tolerance)
     if n2 > n:
-      yield 'add', dot, list(enumerate(v2[n:], n))
+      yield 'add', dot, [(i, v2[i]) for i in range(n, n2)]
     if n1 > n:
       yield 'remove', dot, list(reversed([(i, v1[i]) for i in range(n, n1)]))
 

selfdrive/test/process_replay/diff_report.py

@@ -49,6 +49,8 @@ def diff_format(diffs, ref, new, field) -> list[str]:
   msg_type = field.split(".")[0]
   ref_ts = [(m.logMonoTime, MsgWrap(m)) for m in ref.get(msg_type, [])]
   new_wrapped = [MsgWrap(m) for m in new.get(msg_type, [])]
+  if not ref_ts or not new_wrapped:
+    return format_numeric_diffs(diffs)
   return format_diff(diffs, ref_ts, new_wrapped, field)
 
 

selfdrive/test/process_replay/migration.py

@@ -449,9 +449,6 @@ def migrate_sensorEvents(msgs):
       m.logMonoTime = msg.logMonoTime
 
       m_dat = getattr(m, sensor_service)
-      m_dat.version = evt.version
-      m_dat.sensor = evt.sensor
-      m_dat.type = evt.type
       m_dat.source = evt.source
       m_dat.timestamp = evt.timestamp
       setattr(m_dat, evt.which(), getattr(evt, evt.which()))
@@ -484,22 +481,41 @@ def migrate_onroadEvents(msgs):
   return ops, [], []
 
 
-@migration(inputs=["driverMonitoringState"])
+@migration(inputs=["driverMonitoringStateDEPRECATED"])
 def migrate_driverMonitoringState(msgs):
   ops = []
   for index, msg in msgs:
-    msg = msg.as_builder()
-    events = []
-    for event in msg.driverMonitoringState.deprecated.events:
-      try:
-        if not str(event.name).endswith('DEPRECATED'):
-          migrated_event = migrate_onroad_event(event)
-          if migrated_event is not None:
-            events.append(migrated_event)
-      except RuntimeError:  # Member was null
-        traceback.print_exc()
+    old = msg.driverMonitoringStateDEPRECATED
+    new_msg = messaging.new_message('driverMonitoringState', valid=msg.valid, logMonoTime=msg.logMonoTime)
+    dm = new_msg.driverMonitoringState
+    dm.isRHD = old.isRHD
+    dm.activePolicy = log.DriverMonitoringState.MonitoringPolicy.vision if old.isActiveMode else \
+                          log.DriverMonitoringState.MonitoringPolicy.wheeltouch
 
-    msg.driverMonitoringState.events = events
-    ops.append((index, msg.as_reader()))
+    AlertLevel = log.DriverMonitoringState.AlertLevel
+    event_to_alert_level = {
+      'driverDistracted1': AlertLevel.one, 'driverUnresponsive1': AlertLevel.one,
+      'driverDistracted2': AlertLevel.two, 'driverUnresponsive2': AlertLevel.two,
+      'driverDistracted3': AlertLevel.three, 'driverUnresponsive3': AlertLevel.three,
+      'tooDistracted': AlertLevel.three,
+    }
+    for event in old.events:
+      level = event_to_alert_level.get(str(event.name))
+      if level is not None:
+        dm.alertLevel = level
+        break
+
+    dm.visionPolicyState.awarenessPercent = int(max(0, min(100, (old.awarenessStatus if old.isActiveMode else old.awarenessActive) * 100)))
+    dm.visionPolicyState.awarenessStep = old.stepChange if old.isActiveMode else 0.
+    dm.visionPolicyState.isDistracted = old.isDistracted
+    dm.visionPolicyState.faceDetected = old.faceDetected
+    dm.visionPolicyState.pose.pitchCalib.offset = old.posePitchOffset
+    dm.visionPolicyState.pose.pitchCalib.calibratedPercent = int(min(100, old.posePitchValidCount / 600 * 100))
+    dm.visionPolicyState.pose.yawCalib.offset = old.poseYawOffset
+    dm.visionPolicyState.pose.yawCalib.calibratedPercent = int(min(100, old.poseYawValidCount / 600 * 100))
+    dm.visionPolicyState.pose.calibrated = old.posePitchValidCount >= 600 and old.poseYawValidCount >= 600
+    dm.wheeltouchPolicyState.awarenessPercent = int(max(0, min(100, (old.awarenessPassive if old.isActiveMode else old.awarenessStatus) * 100)))
+    dm.wheeltouchPolicyState.awarenessStep = 0. if old.isActiveMode else old.stepChange
+    ops.append((index, new_msg.as_reader()))
 
   return ops, [], []

selfdrive/test/process_replay/model_replay.py

@@ -35,7 +35,7 @@ GITHUB = GithubUtils(API_TOKEN, DATA_TOKEN)
 EXEC_TIMINGS = [
   # model, instant max, average max
   ("modelV2", 0.05, 0.028),
-  ("driverStateV2", 0.05, 0.016),
+  ("driverStateV2", 0.05, 0.018),
 ]
 
 def get_log_fn(test_route, ref="master"):

selfdrive/ui/body/animations.py

@@ -0,0 +1,278 @@
+from dataclasses import dataclass
+from enum import Enum
+import time
+
+
+class AnimationMode(Enum):
+  ONCE_FORWARD = 1
+  ONCE_FORWARD_BACKWARD = 2
+  REPEAT_FORWARD = 3
+  REPEAT_FORWARD_BACKWARD = 4
+
+
+@dataclass
+class Animation:
+  frames: list[list[tuple[int, int]]]
+  starting_frames: list[list[tuple[int, int]]] | None = None  # played once before the main loop
+  frame_duration: float = 0.15       # seconds each frame is shown
+  mode: AnimationMode = AnimationMode.REPEAT_FORWARD_BACKWARD
+  repeat_interval: float = 5.0      # seconds between animation restarts (only for REPEAT modes)
+  hold_end: float = 0.0             # seconds to hold the last frame before playing backward (only for *_BACKWARD modes)
+  left_turn_remove: list[tuple[int, int]] | None = None   # dots to remove from frame when turning left
+  right_turn_remove: list[tuple[int, int]] | None = None   # dots to remove from frame when turning right
+
+
+# --- Animation Helper Functions ---
+
+def _mirror(dots: list[tuple[int, int]]) -> list[tuple[int, int]]:
+  """Mirror a component from the left side of the face to the right"""
+  return [(r, 15 - c) for r, c in dots]
+
+
+def _mirror_no_flip(dots: list[tuple[int, int]]) -> list[tuple[int, int]]:
+  """Move a component to the mirrored position on the right half without flipping its shape."""
+  min_c = min(c for _, c in dots)
+  max_c = max(c for _, c in dots)
+  return [(r, 15 - max_c - min_c + c) for r, c in dots]
+
+
+def _shift(dots: list[tuple[int, int]], rc: tuple[int, int]) -> list[tuple[int, int]]:
+  dr, dc = rc
+  return [(r + dr, c + dc) for r, c in dots]
+
+
+def _make_frame(left_eye: list[tuple[int, int]], right_eye: list[tuple[int, int]],
+                left_brow: list[tuple[int, int]], right_brow: list[tuple[int, int]],
+                mouth: list[tuple[int, int]]) -> list[tuple[int, int]]:
+  return left_eye + left_brow + right_eye + right_brow + mouth
+
+
+# --- Animation Helper Components ---
+
+# Eyes (left side)
+EYE_OPEN = [
+        (2, 2), (2, 3),
+(3, 1), (3, 2), (3, 3), (3, 4),
+(4, 1), (4, 2), (4, 3), (4, 4),
+        (5, 2), (5, 3)
+]
+EYE_HALF = [
+(4, 1), (4, 2), (4, 3), (4, 4),
+        (5, 2), (5, 3)
+]
+EYE_CLOSED = [
+(4, 1),                 (4, 4),
+        (5, 2), (5, 3),
+]
+EYE_LEFT_LOOK = [
+        (2, 2), (2, 3),
+(3, 1), (3, 2),
+(4, 1), (4, 2),
+        (5, 2), (5, 3),
+]
+EYE_RIGHT_LOOK = [
+        (2, 2), (2, 3),
+                (3, 3), (3, 4),
+                (4, 3), (4, 4),
+        (5, 2), (5, 3),
+]
+
+# Eyebrows (left side)
+BROW_HIGH = [
+        (0, 1), (0, 2),
+(1, 0),
+]
+BROW_LOWERED = [
+        (1, 1), (1, 2),
+(2, 0)
+]
+BROW_STRAIGHT = [(1, 0), (1, 1), (1, 2)]
+BROW_DOWN = [
+(0, 1), (0, 2),
+                (1, 3)
+]
+
+# Mouths (centered, not mirrored)
+MOUTH_SMILE = [
+(6, 6),                 (6, 9),
+        (7, 7), (7, 8),
+]
+MOUTH_NORMAL = [(7, 7), (7, 8)]
+MOUTH_SAD = [
+        (6, 7), (6, 8),
+(7, 6),                 (7, 9)
+]
+
+# --- Animations ---
+
+NORMAL = Animation(
+  frames=[
+    _make_frame(EYE_OPEN, _mirror(EYE_OPEN), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+    _make_frame(EYE_HALF, _mirror(EYE_HALF), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+    _make_frame(EYE_CLOSED, _mirror(EYE_CLOSED), BROW_LOWERED, _mirror(BROW_LOWERED), MOUTH_SMILE),
+  ],
+  left_turn_remove=[
+    (3, 3), (3, 4),
+    (4, 3), (4, 4),
+  ] + _mirror_no_flip([
+    (3, 1), (3, 2),
+    (4, 1), (4, 2),
+  ]),
+  right_turn_remove=[
+    (3, 1), (3, 2),
+    (4, 1), (4, 2),
+  ] + _mirror_no_flip([
+    (3, 3), (3, 4),
+    (4, 3), (4, 4),
+  ])
+)
+
+ASLEEP = Animation(
+  frames=[
+    _make_frame(EYE_CLOSED, _mirror(EYE_CLOSED), [], [], MOUTH_NORMAL),
+  ],
+)
+
+SLEEPY = Animation(
+  frames=[
+    _make_frame(EYE_CLOSED, _mirror(EYE_CLOSED), _shift(BROW_STRAIGHT, (1, 0)), [], MOUTH_NORMAL),
+    _make_frame(EYE_HALF, _mirror(EYE_CLOSED), BROW_LOWERED, [], MOUTH_NORMAL),
+    _make_frame(EYE_OPEN, _mirror(EYE_CLOSED), BROW_HIGH, [], MOUTH_NORMAL)
+  ],
+  frame_duration=0.25,
+  mode=AnimationMode.ONCE_FORWARD_BACKWARD,
+  repeat_interval=10,
+  hold_end=1.5,
+)
+
+INQUISITIVE = Animation(
+  frames=[
+    _make_frame(EYE_OPEN, _mirror(EYE_OPEN), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+
+    _make_frame(EYE_LEFT_LOOK, _mirror(EYE_RIGHT_LOOK), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+    _make_frame(_shift(EYE_LEFT_LOOK, (0, -1)), _shift(_mirror(EYE_RIGHT_LOOK), (0, -1)), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+    _make_frame(_shift(EYE_LEFT_LOOK, (0, -1)), _shift(_mirror(EYE_RIGHT_LOOK), (0, -1)), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+    _make_frame(_shift(EYE_LEFT_LOOK, (0, -1)), _shift(_mirror(EYE_RIGHT_LOOK), (0, -1)), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+    _make_frame(EYE_LEFT_LOOK, _mirror(EYE_RIGHT_LOOK), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+
+    _make_frame(EYE_RIGHT_LOOK, _mirror(EYE_LEFT_LOOK), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+    _make_frame(_shift(EYE_RIGHT_LOOK, (0, 1)), _shift(_mirror(EYE_LEFT_LOOK), (0, 1)), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+    _make_frame(_shift(EYE_RIGHT_LOOK, (0, 1)), _shift(_mirror(EYE_LEFT_LOOK), (0, 1)), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+    _make_frame(_shift(EYE_RIGHT_LOOK, (0, 1)), _shift(_mirror(EYE_LEFT_LOOK), (0, 1)), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+    _make_frame(EYE_RIGHT_LOOK, _mirror(EYE_LEFT_LOOK), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+
+    _make_frame(EYE_OPEN, _mirror(EYE_OPEN), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+  ],
+  mode=AnimationMode.REPEAT_FORWARD,
+  frame_duration=0.15,
+  repeat_interval=10
+)
+
+WINK = Animation(
+  frames=[
+    _make_frame(EYE_OPEN, _mirror(EYE_OPEN), BROW_HIGH, _mirror(BROW_HIGH), MOUTH_SMILE),
+    _make_frame(EYE_OPEN, _mirror(EYE_CLOSED), BROW_HIGH, _mirror(_shift(BROW_DOWN, (0, 2))), MOUTH_SMILE),
+  ],
+  mode=AnimationMode.ONCE_FORWARD_BACKWARD,
+  frame_duration=0.75,
+)
+
+
+# --- Face Animator Class ---
+
+class FaceAnimator:
+  def __init__(self, animation: Animation):
+    self._animation = animation
+    self._next: Animation | None = None
+    self._start_time = time.monotonic()
+    self._rewinding = False
+    self._rewind_start: float = 0.0
+    self._rewind_from: int = 0
+    self._seen_nonzero = False
+
+  def set_animation(self, animation: Animation):
+    if animation is not self._animation:
+      self._next = animation
+
+  def get_dots(self) -> list[tuple[int, int]]:
+    now = time.monotonic()
+    elapsed = now - self._start_time
+
+    # Handle rewind for forward-only animations
+    if self._rewinding:
+      rewind_elapsed = now - self._rewind_start
+      frames_back = round(rewind_elapsed / self._animation.frame_duration)
+      frame_index = self._rewind_from - frames_back
+      if frame_index <= 0:
+        return self._switch_to_next(now)
+      return self._animation.frames[frame_index]
+
+    # Play starting frames first (once)
+    starting = self._animation.starting_frames or []
+    starting_duration = len(starting) * self._animation.frame_duration
+    if starting and elapsed < starting_duration:
+      frame_index = min(int(elapsed / self._animation.frame_duration), len(starting) - 1)
+      return starting[frame_index]
+
+    # Main loop
+    loop_elapsed = elapsed - starting_duration if starting else elapsed
+    frame_index = _get_frame_index(self._animation, loop_elapsed, gap_first=bool(starting))
+
+    if frame_index != 0:
+      self._seen_nonzero = True
+
+    if self._next is not None:
+      if frame_index == 0 and (len(self._animation.frames) == 1 or self._seen_nonzero):
+        return self._switch_to_next(now)
+      # No natural return to frame 0 — start rewinding
+      if self._animation.mode in (AnimationMode.ONCE_FORWARD, AnimationMode.REPEAT_FORWARD):
+        self._rewinding = True
+        self._rewind_start = now
+        self._rewind_from = frame_index
+
+    return self._animation.frames[frame_index]
+
+  def _switch_to_next(self, now: float) -> list[tuple[int, int]]:
+    self._animation = self._next
+    self._next = None
+    self._rewinding = False
+    self._seen_nonzero = False
+    self._start_time = now
+    return self._animation.frames[0]
+
+
+def _get_frame_index(animation: Animation, elapsed: float, gap_first: bool = False) -> int:
+  """Get the current frame index given elapsed time and animation mode."""
+  num_frames = len(animation.frames)
+  if num_frames == 1:
+    return 0
+
+  fd = animation.frame_duration
+  has_backward = animation.mode in (AnimationMode.ONCE_FORWARD_BACKWARD, AnimationMode.REPEAT_FORWARD_BACKWARD)
+  repeats = animation.mode in (AnimationMode.REPEAT_FORWARD, AnimationMode.REPEAT_FORWARD_BACKWARD)
+
+  forward_duration = num_frames * fd
+  backward_frames = max(num_frames - 2, 0) if has_backward else 0
+  hold = animation.hold_end if has_backward else 0.0
+  cycle_duration = forward_duration + hold + backward_frames * fd
+
+  if not repeats:
+    t = min(elapsed, cycle_duration)
+  else:
+    t = (elapsed + cycle_duration if gap_first else elapsed) % animation.repeat_interval
+
+  # Forward phase
+  if t < forward_duration:
+    return min(int(t / fd), num_frames - 1)
+  t -= forward_duration
+
+  # Hold at last frame
+  if t < hold:
+    return num_frames - 1
+  t -= hold
+
+  # Backward phase
+  if backward_frames and t < backward_frames * fd:
+    return num_frames - 2 - min(int(t / fd), backward_frames - 1)
+
+  return 0 if has_backward else num_frames - 1

selfdrive/ui/body/layouts/onroad.py

@@ -0,0 +1,93 @@
+import time
+import pyray as rl
+
+from openpilot.system.ui.lib.application import gui_app, FontWeight
+from openpilot.system.ui.widgets import Widget
+from openpilot.system.ui.widgets.label import UnifiedLabel
+from openpilot.selfdrive.ui.ui_state import ui_state
+from openpilot.selfdrive.ui.body.animations import FaceAnimator, ASLEEP, INQUISITIVE, NORMAL, SLEEPY
+
+GRID_COLS = 16
+GRID_ROWS = 8
+DOT_RADIUS = 50 if gui_app.big_ui() else 10
+
+IDLE_TIMEOUT = 30.0        # seconds of no joystick input before playing INQUISITIVE
+IDLE_STEER_THRESH = 0.5    # degrees — below this counts as no input
+IDLE_SPEED_THRESH = 0.01   # m/s — below this counts as no input
+
+
+# This class is used both in BIG (tizi) and small (mici) UIs
+class BodyLayout(Widget):
+  def __init__(self):
+    super().__init__()
+    self._animator = FaceAnimator(ASLEEP)
+    self._turning_left = False
+    self._turning_right = False
+    self._last_input_time = time.monotonic()
+    self._was_active = False
+    self._offroad_label = UnifiedLabel("turn on ignition to use", 95 if gui_app.big_ui() else 45, FontWeight.DISPLAY,
+                                       alignment=rl.GuiTextAlignment.TEXT_ALIGN_CENTER,
+                                       alignment_vertical=rl.GuiTextAlignmentVertical.TEXT_ALIGN_MIDDLE)
+
+  def draw_dot_grid(self, rect: rl.Rectangle, dots: list[tuple[int, int]], color: rl.Color):
+    spacing = min(rect.height / GRID_ROWS, rect.width / GRID_COLS)
+
+    grid_w = (GRID_COLS - 1) * spacing
+    grid_h = (GRID_ROWS - 1) * spacing
+
+    offset_x = rect.x + (rect.width - grid_w) / 2
+    offset_y = rect.y + (rect.height - grid_h) / 2
+
+    for row, col in dots:
+      x = int(offset_x + col * spacing)
+      y = int(offset_y + row * spacing)
+      rl.draw_circle(x, y, DOT_RADIUS, color)
+
+  def _update_state(self):
+    super()._update_state()
+
+    sm = ui_state.sm
+
+    if ui_state.is_onroad():
+      if not self._was_active:
+        self._last_input_time = time.monotonic()
+        self._was_active = True
+
+      cs = sm['carState']
+      has_input = abs(cs.steeringAngleDeg) > IDLE_STEER_THRESH or abs(cs.vEgo) > IDLE_SPEED_THRESH
+      if has_input:
+        self._last_input_time = time.monotonic()
+
+      if time.monotonic() - self._last_input_time > IDLE_TIMEOUT:
+        self._animator.set_animation(INQUISITIVE)
+      else:
+        self._animator.set_animation(NORMAL)
+    else:
+      self._was_active = False
+      self._animator.set_animation(ASLEEP)
+
+    steer = sm['testJoystick'].axes[1] if len(sm['testJoystick'].axes) > 1 else 0
+    self._turning_left = steer <= -0.05
+    self._turning_right = steer >= 0.05
+
+  # play animation on screen tap
+  def _handle_mouse_release(self, mouse_pos):
+    super()._handle_mouse_release(mouse_pos)
+    if not self._was_active:
+      self._animator.set_animation(SLEEPY)
+
+  def _render(self, rect: rl.Rectangle):
+    dots = self._animator.get_dots()
+    animation = self._animator._animation
+    if self._turning_left and animation.left_turn_remove:
+      remove_set = set(animation.left_turn_remove)
+      dots = [d for d in dots if d not in remove_set]
+    elif self._turning_right and animation.right_turn_remove:
+      remove_set = set(animation.right_turn_remove)
+      dots = [d for d in dots if d not in remove_set]
+    self.draw_dot_grid(rect, dots, rl.WHITE)
+
+    if ui_state.is_offroad():
+      rl.draw_rectangle(int(self.rect.x), int(self.rect.y), int(self.rect.width), int(self.rect.height), rl.Color(0, 0, 0, 175))
+      upper_half = rl.Rectangle(rect.x, rect.y, rect.width, rect.height / 2)
+      self._offroad_label.render(upper_half)

selfdrive/ui/layouts/main.py

@@ -2,13 +2,14 @@ import pyray as rl
 from enum import IntEnum
 import cereal.messaging as messaging
 from openpilot.system.ui.lib.application import gui_app
+from openpilot.system.ui.widgets import Widget
 from openpilot.selfdrive.ui.layouts.sidebar import Sidebar, SIDEBAR_WIDTH
 from openpilot.selfdrive.ui.layouts.home import HomeLayout
 from openpilot.selfdrive.ui.layouts.settings.settings import SettingsLayout, PanelType
 from openpilot.selfdrive.ui.onroad.augmented_road_view import AugmentedRoadView
 from openpilot.selfdrive.ui.ui_state import device, ui_state
-from openpilot.system.ui.widgets import Widget
 from openpilot.selfdrive.ui.layouts.onboarding import OnboardingWindow
+from openpilot.selfdrive.ui.body.layouts.onroad import BodyLayout
 
 if gui_app.sunnypilot_ui():
   from openpilot.selfdrive.ui.sunnypilot.layouts.settings.settings import SettingsLayoutSP as SettingsLayout
@@ -31,7 +32,9 @@ class MainLayout(Widget):
     self._prev_onroad = False
 
     # Initialize layouts
-    self._layouts = {MainState.HOME: HomeLayout(), MainState.SETTINGS: SettingsLayout(), MainState.ONROAD: AugmentedRoadView()}
+    self._home_layout = HomeLayout()
+    self._home_body_layout = BodyLayout()
+    self._layouts = {MainState.HOME: self._home_layout, MainState.SETTINGS: SettingsLayout(), MainState.ONROAD: AugmentedRoadView()}
 
     self._sidebar_rect = rl.Rectangle(0, 0, 0, 0)
     self._content_rect = rl.Rectangle(0, 0, 0, 0)
@@ -57,14 +60,18 @@ class MainLayout(Widget):
     self._layouts[MainState.HOME]._setup_widget.set_open_settings_callback(lambda: self.open_settings(PanelType.FIREHOSE))
     self._layouts[MainState.HOME].set_settings_callback(lambda: self.open_settings(PanelType.TOGGLES))
     self._layouts[MainState.SETTINGS].set_callbacks(on_close=self._set_mode_for_state)
-    self._layouts[MainState.ONROAD].set_click_callback(self._on_onroad_clicked)
+
+    for layout in (self._layouts[MainState.ONROAD], self._home_body_layout):
+      layout.set_click_callback(self._on_onroad_clicked)
+
     device.add_interactive_timeout_callback(self._set_mode_for_state)
+    ui_state.add_on_body_changed_callbacks(self._on_body_changed)
 
   def _update_layout_rects(self):
     self._sidebar_rect = rl.Rectangle(self._rect.x, self._rect.y, SIDEBAR_WIDTH, self._rect.height)
 
     x_offset = SIDEBAR_WIDTH if self._sidebar.is_visible else 0
-    self._content_rect = rl.Rectangle(self._rect.y + x_offset, self._rect.y, self._rect.width - x_offset, self._rect.height)
+    self._content_rect = rl.Rectangle(self._rect.x + x_offset, self._rect.y, self._rect.width - x_offset, self._rect.height)
 
   def _handle_onroad_transition(self):
     if ui_state.started != self._prev_onroad:
@@ -73,6 +80,12 @@ class MainLayout(Widget):
       self._set_mode_for_state()
 
   def _set_mode_for_state(self):
+    # Don't go onroad if body, home is onroad
+    if ui_state.is_body:
+      self._set_current_layout(MainState.HOME)
+      self._sidebar.set_visible(not ui_state.ignition)
+      return
+
     if ui_state.started:
       # Don't hide sidebar from interactive timeout
       if self._current_mode != MainState.ONROAD:
@@ -104,6 +117,10 @@ class MainLayout(Widget):
   def _on_onroad_clicked(self):
     self._sidebar.set_visible(not self._sidebar.is_visible)
 
+  def _on_body_changed(self):
+    self._layouts[MainState.HOME] = self._home_body_layout if ui_state.is_body else self._home_layout
+    self._set_mode_for_state()
+
   def _render_main_content(self):
     # Render sidebar
     if self._sidebar.is_visible:

selfdrive/ui/layouts/settings/developer.py

@@ -135,12 +135,6 @@ class DeveloperLayout(Widget):
 
       long_man_enabled = ui_state.has_longitudinal_control and ui_state.is_offroad()
       self._long_maneuver_toggle.action_item.set_enabled(long_man_enabled)
-      if not long_man_enabled:
-        self._long_maneuver_toggle.action_item.set_state(False)
-        self._params.put_bool("LongitudinalManeuverMode", False)
-
-      lat_man_enabled = ui_state.is_offroad()
-      self._lat_maneuver_toggle.action_item.set_enabled(lat_man_enabled)
     else:
       self._long_maneuver_toggle.action_item.set_enabled(False)
       self._lat_maneuver_toggle.action_item.set_enabled(False)

selfdrive/ui/layouts/settings/firehose.py

@@ -1,7 +1,7 @@
 import pyray as rl
 
 from openpilot.system.ui.lib.application import gui_app, FontWeight, FONT_SCALE
-from openpilot.system.ui.lib.multilang import tr, trn, tr_noop
+from openpilot.system.ui.lib.multilang import tr, tr_noop
 from openpilot.system.ui.lib.text_measure import measure_text_cached
 from openpilot.system.ui.lib.scroll_panel import GuiScrollPanel
 from openpilot.system.ui.lib.wrap_text import wrap_text
@@ -65,12 +65,13 @@ class FirehoseLayout(FirehoseLayoutBase):
     y = self._draw_wrapped_text(x, y, w, status_text, gui_app.font(FontWeight.BOLD), 60, status_color)
     y += 20 + 20
 
+    # TODO: add back once reliable
     # Contribution count (if available)
-    if self._segment_count > 0:
-      contrib_text = trn("{} segment of your driving is in the training dataset so far.",
-                         "{} segments of your driving is in the training dataset so far.", self._segment_count).format(self._segment_count)
-      y = self._draw_wrapped_text(x, y, w, contrib_text, gui_app.font(FontWeight.BOLD), 52, rl.WHITE)
-      y += 20 + 20
+    #if self._segment_count > 0:
+    #  contrib_text = trn("{} segment of your driving is in the training dataset so far.",
+    #                     "{} segments of your driving is in the training dataset so far.", self._segment_count).format(self._segment_count)
+    #  y = self._draw_wrapped_text(x, y, w, contrib_text, gui_app.font(FontWeight.BOLD), 52, rl.WHITE)
+    #  y += 20 + 20
 
     # Separator
     rl.draw_rectangle(x, y, w, 2, self.GRAY)

selfdrive/ui/layouts/sidebar.py

@@ -125,10 +125,8 @@ class Sidebar(Widget, SidebarSP):
   def _update_temperature_status(self, device_state):
     thermal_status = device_state.thermalStatus
 
-    if thermal_status == ThermalStatus.green:
+    if thermal_status == ThermalStatus.ok:
       self._temp_status.update(tr_noop("TEMP"), tr_noop("GOOD"), Colors.GOOD)
-    elif thermal_status == ThermalStatus.yellow:
-      self._temp_status.update(tr_noop("TEMP"), tr_noop("OK"), Colors.WARNING)
     else:
       self._temp_status.update(tr_noop("TEMP"), tr_noop("HIGH"), Colors.DANGER)
 

selfdrive/ui/mici/layouts/home.py

@@ -7,13 +7,15 @@ from collections.abc import Callable
 from openpilot.system.ui.widgets import Widget
 from openpilot.system.ui.widgets.layouts import HBoxLayout
 from openpilot.system.ui.widgets.icon_widget import IconWidget
-from openpilot.system.ui.widgets.label import UnifiedLabel
+from openpilot.system.ui.widgets.label import UnifiedLabel, gui_label
 from openpilot.system.ui.lib.application import gui_app, FontWeight, MousePos
 from openpilot.selfdrive.ui.ui_state import ui_state
 from openpilot.system.version import RELEASE_BRANCHES
 
 HEAD_BUTTON_FONT_SIZE = 40
 HOME_PADDING = 8
+SETTINGS_ZONE_WIDTH = 280
+ALERTS_ZONE_WIDTH = 180
 
 NetworkType = log.DeviceState.NetworkType
 
@@ -28,6 +30,37 @@ NETWORK_TYPES = {
 }
 
 
+class AlertsPill(Widget):
+  ICON_OFFSET = 12
+  COUNT_OFFSET = 40
+
+  def __init__(self):
+    super().__init__()
+    self.set_rect(rl.Rectangle(0, 0, 104, 52))
+
+    self._pill_bg_txt = gui_app.texture("icons_mici/alerts_pill.png", 104, 52)
+    self._warning_txt = gui_app.texture("icons_mici/offroad_alerts/red_warning.png", 36, 36)
+    self._alert_count_callback: Callable[[], int] | None = None
+
+  def set_alert_count_callback(self, callback: Callable[[], int] | None):
+    self._alert_count_callback = callback
+
+  def _render(self, _):
+    alert_count = self._alert_count_callback() if self._alert_count_callback else 0
+    if alert_count > 0:
+      pill_w, pill_h = self._pill_bg_txt.width, self._pill_bg_txt.height
+      rl.draw_texture_ex(self._pill_bg_txt, rl.Vector2(self.rect.x, self.rect.y), 0.0, 1.0, rl.WHITE)
+
+      warn_x = self.rect.x + self.ICON_OFFSET
+      warn_y = self.rect.y + (pill_h - self._warning_txt.height) / 2
+      rl.draw_texture_ex(self._warning_txt, rl.Vector2(warn_x, warn_y), 0.0, 1.0, rl.WHITE)
+
+      count_rect = rl.Rectangle(self.rect.x + self.COUNT_OFFSET, self.rect.y, pill_w - self.COUNT_OFFSET, pill_h)
+      gui_label(count_rect, str(alert_count), font_size=36,
+                alignment=rl.GuiTextAlignment.TEXT_ALIGN_CENTER,
+                alignment_vertical=rl.GuiTextAlignmentVertical.TEXT_ALIGN_MIDDLE)
+
+
 class NetworkIcon(Widget):
   def __init__(self):
     super().__init__()
@@ -84,6 +117,8 @@ class MiciHomeLayout(Widget):
   def __init__(self):
     super().__init__()
     self._on_settings_click: Callable | None = None
+    self._on_alerts_click: Callable | None = None
+    self._alert_count_callback: Callable[[], int] | None = None
 
     self._last_refresh = 0
     self._mouse_down_t: None | float = None
@@ -95,11 +130,15 @@ class MiciHomeLayout(Widget):
 
     self._experimental_icon = IconWidget("icons_mici/experimental_mode.png", (48, 48))
     self._mic_icon = IconWidget("icons_mici/microphone.png", (32, 46))
+    self._body_icon = IconWidget("icons_mici/body.png", (54, 37))
+
+    self._alerts_pill = AlertsPill()
 
     self._status_bar_layout = HBoxLayout([
       IconWidget("icons_mici/settings.png", (48, 48), opacity=0.9),
       NetworkIcon(),
       self._experimental_icon,
+      self._body_icon,
       self._mic_icon,
     ], spacing=18)
 
@@ -141,13 +180,23 @@ class MiciHomeLayout(Widget):
       self._last_refresh = rl.get_time()
       self._update_params()
 
-  def set_callbacks(self, on_settings: Callable | None = None):
+  def set_callbacks(self, on_settings: Callable | None = None, on_alerts: Callable | None = None,
+                    alert_count_callback: Callable[[], int] | None = None):
     self._on_settings_click = on_settings
+    self._on_alerts_click = on_alerts
+    self._alert_count_callback = alert_count_callback
+    self._alerts_pill.set_alert_count_callback(alert_count_callback)
 
   def _handle_mouse_release(self, mouse_pos: MousePos):
     if not self._did_long_press:
-      if self._on_settings_click:
-        self._on_settings_click()
+      relative_x = mouse_pos.x - self.rect.x
+      has_alerts = self._alert_count_callback and self._alert_count_callback() > 0
+      if relative_x < SETTINGS_ZONE_WIDTH:
+        if self._on_settings_click:
+          self._on_settings_click()
+      elif has_alerts and relative_x > self.rect.width - ALERTS_ZONE_WIDTH:
+        if self._on_alerts_click:
+          self._on_alerts_click()
     self._did_long_press = False
 
   def _get_version_text(self) -> tuple[str, str, str, str] | None:
@@ -200,6 +249,12 @@ class MiciHomeLayout(Widget):
     # ***** Center-aligned bottom section icons *****
     self._experimental_icon.set_visible(self._experimental_mode)
     self._mic_icon.set_visible(ui_state.recording_audio)
+    self._body_icon.set_visible(ui_state.is_body)
 
     footer_rect = rl.Rectangle(self.rect.x + HOME_PADDING, self.rect.y + self.rect.height - 48, self.rect.width - HOME_PADDING, 48)
     self._status_bar_layout.render(footer_rect)
+
+    # TODO: add alignment to hboxlayout and add to there
+    self._alerts_pill.set_position(self.rect.x + self.rect.width - self._alerts_pill.rect.width - HOME_PADDING,
+                                   self.rect.y + self.rect.height - self._alerts_pill.rect.height)
+    self._alerts_pill.render()

selfdrive/ui/mici/layouts/main.py

@@ -6,6 +6,7 @@ from openpilot.selfdrive.ui.mici.layouts.offroad_alerts import MiciOffroadAlerts
 from openpilot.selfdrive.ui.mici.onroad.augmented_road_view import AugmentedRoadView
 from openpilot.selfdrive.ui.ui_state import device, ui_state
 from openpilot.selfdrive.ui.mici.layouts.onboarding import OnboardingWindow
+from openpilot.selfdrive.ui.body.layouts.onroad import BodyLayout
 from openpilot.system.ui.widgets import Widget
 from openpilot.system.ui.widgets.scroller import Scroller
 from openpilot.system.ui.lib.application import gui_app
@@ -13,7 +14,6 @@ from openpilot.system.ui.lib.application import gui_app
 if gui_app.sunnypilot_ui():
   from openpilot.selfdrive.ui.sunnypilot.mici.layouts.settings import SettingsLayoutSP as SettingsLayout
 
-
 ONROAD_DELAY = 2.5  # seconds
 
 
@@ -32,22 +32,25 @@ class MiciMainLayout(Scroller):
     self._home_layout = MiciHomeLayout()
     self._alerts_layout = MiciOffroadAlerts()
     self._settings_layout = SettingsLayout()
-    self._onroad_layout = AugmentedRoadView(bookmark_callback=self._on_bookmark_clicked)
+    self._car_onroad_layout = AugmentedRoadView(bookmark_callback=self._on_bookmark_clicked)
+    self._body_onroad_layout = BodyLayout()
 
     # Initialize widget rects
-    for widget in (self._home_layout, self._settings_layout, self._alerts_layout, self._onroad_layout):
+    for widget in (self._home_layout, self._alerts_layout, self._settings_layout,
+                   self._car_onroad_layout, self._body_onroad_layout):
       # TODO: set parent rect and use it if never passed rect from render (like in Scroller)
       widget.set_rect(rl.Rectangle(0, 0, gui_app.width, gui_app.height))
 
     self._scroller.add_widgets([
       self._alerts_layout,
       self._home_layout,
-      self._onroad_layout,
+      self._car_onroad_layout,
+      self._body_onroad_layout,
     ])
     self._scroller.set_reset_scroll_at_show(False)
 
     # Disable scrolling when onroad is interacting with bookmark
-    self._scroller.set_scrolling_enabled(lambda: not self._onroad_layout.is_swiping_left())
+    self._scroller.set_scrolling_enabled(lambda: not self._car_onroad_layout.is_swiping_left())
 
     # Set callbacks
     self._setup_callbacks()
@@ -60,15 +63,32 @@ class MiciMainLayout(Scroller):
     if not self._onboarding_window.completed:
       gui_app.push_widget(self._onboarding_window)
 
+  @property
+  def _onroad_layout(self) -> Widget:
+    # For scroll_to
+    return self._body_onroad_layout if ui_state.is_body else self._car_onroad_layout
+
   def _setup_callbacks(self):
-    self._home_layout.set_callbacks(on_settings=lambda: gui_app.push_widget(self._settings_layout))
-    self._onroad_layout.set_click_callback(lambda: self._scroll_to(self._home_layout))
+    self._home_layout.set_callbacks(
+      on_settings=lambda: gui_app.push_widget(self._settings_layout),
+      on_alerts=lambda: self._scroll_to(self._alerts_layout),
+      alert_count_callback=self._alerts_layout.active_alerts,
+    )
+    for layout in (self._car_onroad_layout, self._body_onroad_layout):
+      layout.set_click_callback(lambda: self._scroll_to(self._home_layout))
+
     device.add_interactive_timeout_callback(self._on_interactive_timeout)
+    ui_state.add_on_body_changed_callbacks(self._on_body_changed)
 
   def _scroll_to(self, layout: Widget):
     layout_x = int(layout.rect.x)
     self._scroller.scroll_to(layout_x, smooth=True)
 
+  def _update_state(self):
+    super()._update_state()
+    # TODO: Hack to run alert updates while not in view. Add a nav stack tick?
+    self._alerts_layout._update_state()
+
   def _render(self, _):
     if not self._setup:
       if self._alerts_layout.active_alerts() > 0:
@@ -124,3 +144,7 @@ class MiciMainLayout(Scroller):
     user_bookmark = messaging.new_message('bookmarkButton')
     user_bookmark.valid = True
     self._pm.send('bookmarkButton', user_bookmark)
+
+  def _on_body_changed(self):
+    self._car_onroad_layout.set_visible(not ui_state.is_body)
+    self._body_onroad_layout.set_visible(ui_state.is_body)

selfdrive/ui/mici/layouts/onboarding.py

@@ -140,7 +140,7 @@ class TrainingGuideDMTutorial(NavWidget):
 
     # stay at 100% once reached
     in_bad_face = gui_app.get_active_widget() == self._bad_face_page
-    if ((dm_state.faceDetected and looking_center) or self._progress.x > 0.99) and not in_bad_face:
+    if ((dm_state.visionPolicyState.faceDetected and looking_center) or self._progress.x > 0.99) and not in_bad_face:
       slow = self._progress.x < 0.25
       duration = self.PROGRESS_DURATION * 2 if slow else self.PROGRESS_DURATION
       self._progress.x += 1.0 / (duration * gui_app.target_fps)

selfdrive/ui/mici/layouts/settings/developer.py

@@ -131,12 +131,6 @@ class DeveloperLayoutMici(NavScroller):
 
       long_man_enabled = ui_state.has_longitudinal_control and ui_state.is_offroad()
       self._long_maneuver_toggle.set_enabled(long_man_enabled)
-      if not long_man_enabled:
-        self._long_maneuver_toggle.set_checked(False)
-        ui_state.params.put_bool("LongitudinalManeuverMode", False)
-
-      lat_man_enabled = ui_state.is_offroad()
-      self._lat_maneuver_toggle.set_enabled(lat_man_enabled)
     else:
       self._long_maneuver_toggle.set_enabled(False)
       self._lat_maneuver_toggle.set_enabled(False)

selfdrive/ui/mici/onroad/augmented_road_view.py

@@ -178,6 +178,8 @@ class AugmentedRoadView(CameraView):
     # update offroad label
     if ui_state.panda_type == log.PandaState.PandaType.unknown:
       self._offroad_label.set_text("system booting")
+    elif ui_state.ignition and not ui_state.started:
+      self._offroad_label.set_text("openpilot can't start\ncheck alerts")
     else:
       self._offroad_label.set_text("start the car to\nuse sunnypilot")
 

selfdrive/ui/mici/onroad/driver_camera_dialog.py

@@ -1,20 +1,15 @@
 import pyray as rl
-from cereal import log, messaging
+from cereal import car, log, messaging
 from msgq.visionipc import VisionStreamType
 from openpilot.selfdrive.ui.mici.onroad.cameraview import CameraView
 from openpilot.selfdrive.ui.mici.onroad.driver_state import DriverStateRenderer
 from openpilot.selfdrive.ui.ui_state import ui_state, device
-from openpilot.selfdrive.selfdrived.events import EVENTS, ET
 from openpilot.system.ui.lib.application import gui_app, FontWeight
 from openpilot.system.ui.lib.multilang import tr
 from openpilot.system.ui.widgets import Widget
 from openpilot.system.ui.widgets.nav_widget import NavWidget
 from openpilot.system.ui.widgets.label import gui_label
 
-EventName = log.OnroadEvent.EventName
-
-EVENT_TO_INT = EventName.schema.enumerants
-
 
 class DriverCameraView(CameraView):
   def _calc_frame_matrix(self, rect: rl.Rectangle):
@@ -107,11 +102,14 @@ class BaseDriverCameraDialog(Widget):
     if self._pm is None:
       return
 
+    AudibleAlert = car.CarControl.HUDControl.AudibleAlert
+    ALERT_SOUNDS = {
+      'two': AudibleAlert.promptDistracted,
+      'three': AudibleAlert.warningImmediate,
+    }
     msg = messaging.new_message('selfdriveState')
-    if dm_state is not None and len(dm_state.events):
-      event_name = EVENT_TO_INT[dm_state.events[0].name]
-      if event_name is not None and event_name in EVENTS and ET.PERMANENT in EVENTS[event_name]:
-        msg.selfdriveState.alertSound = EVENTS[event_name][ET.PERMANENT].audible_alert
+    if dm_state is not None:
+      msg.selfdriveState.alertSound = ALERT_SOUNDS.get(str(dm_state.alertLevel), AudibleAlert.none)
     self._pm.send('selfdriveState', msg)
 
   def _render_dm_alerts(self, rect: rl.Rectangle):
@@ -119,29 +117,31 @@ class BaseDriverCameraDialog(Widget):
     dm_state = ui_state.sm["driverMonitoringState"]
     self._publish_alert_sound(dm_state)
 
+    is_vision = dm_state.activePolicy == log.DriverMonitoringState.MonitoringPolicy.vision
+    awareness_pct = dm_state.visionPolicyState.awarenessPercent if is_vision else dm_state.wheeltouchPolicyState.awarenessPercent
     gui_label(rl.Rectangle(rect.x + 2, rect.y + 2, rect.width, rect.height),
-              f"Awareness: {dm_state.awarenessStatus * 100:.0f}%", font_size=44, font_weight=FontWeight.MEDIUM,
+              f"Awareness: {awareness_pct:.0f}%", font_size=44, font_weight=FontWeight.MEDIUM,
               alignment=rl.GuiTextAlignment.TEXT_ALIGN_RIGHT,
               alignment_vertical=rl.GuiTextAlignmentVertical.TEXT_ALIGN_TOP,
               color=rl.Color(0, 0, 0, 180))
-    gui_label(rect, f"Awareness: {dm_state.awarenessStatus * 100:.0f}%", font_size=44, font_weight=FontWeight.MEDIUM,
+    gui_label(rect, f"Awareness: {awareness_pct:.0f}%", font_size=44, font_weight=FontWeight.MEDIUM,
               alignment=rl.GuiTextAlignment.TEXT_ALIGN_RIGHT,
               alignment_vertical=rl.GuiTextAlignmentVertical.TEXT_ALIGN_TOP,
               color=rl.Color(255, 255, 255, int(255 * 0.9)))
 
-    if not dm_state.events:
+    if dm_state.alertLevel == log.DriverMonitoringState.AlertLevel.none:
       return
 
-    # Show first event (only one should be active at a time)
-    event_name_str = str(dm_state.events[0].name).split('.')[-1]
+    # Show alert level
+    alert_level_str = f"{'Pay Attention' if is_vision else 'Touch Wheel'} - level {dm_state.alertLevel}"
     alignment = rl.GuiTextAlignment.TEXT_ALIGN_RIGHT if self.driver_state_renderer.is_rhd else rl.GuiTextAlignment.TEXT_ALIGN_LEFT
 
     shadow_rect = rl.Rectangle(rect.x + 2, rect.y + 2, rect.width, rect.height)
-    gui_label(shadow_rect, event_name_str, font_size=40, font_weight=FontWeight.BOLD,
+    gui_label(shadow_rect, alert_level_str, font_size=40, font_weight=FontWeight.BOLD,
               alignment=alignment,
               alignment_vertical=rl.GuiTextAlignmentVertical.TEXT_ALIGN_BOTTOM,
               color=rl.Color(0, 0, 0, 180))
-    gui_label(rect, event_name_str, font_size=40, font_weight=FontWeight.BOLD,
+    gui_label(rect, alert_level_str, font_size=40, font_weight=FontWeight.BOLD,
               alignment=alignment,
               alignment_vertical=rl.GuiTextAlignmentVertical.TEXT_ALIGN_BOTTOM,
               color=rl.Color(255, 255, 255, int(255 * 0.9)))
@@ -156,7 +156,7 @@ class BaseDriverCameraDialog(Widget):
   def _draw_face_detection(self, rect: rl.Rectangle):
     dm_state = ui_state.sm["driverMonitoringState"]
     driver_data = self.driver_state_renderer.get_driver_data()
-    if not dm_state.faceDetected:
+    if not dm_state.visionPolicyState.faceDetected:
       return
 
     # Get face position and orientation

selfdrive/ui/mici/onroad/driver_state.py

@@ -7,10 +7,12 @@ from openpilot.system.ui.lib.application import gui_app
 from openpilot.system.ui.widgets import Widget
 from openpilot.selfdrive.ui.ui_state import ui_state
 
+
 AlertSize = log.SelfdriveState.AlertSize
 
 DEBUG = False
 
+# TODO: Only left for DM preview, remove
 LOOKING_CENTER_THRESHOLD_UPPER = math.radians(6)
 LOOKING_CENTER_THRESHOLD_LOWER = math.radians(3)
 
@@ -33,6 +35,8 @@ class DriverStateRenderer(Widget):
     self._is_active = False
     self._is_rhd = False
     self._face_detected = False
+    self._face_pitch = 0.
+    self._face_yaw = 0.
     self._should_draw = False
     self._force_active = False
     self._looking_center = False
@@ -59,8 +63,6 @@ class DriverStateRenderer(Widget):
 
     self._dm_person = gui_app.texture("icons_mici/onroad/driver_monitoring/dm_person.png", cone_and_person_size, cone_and_person_size)
     self._dm_cone = gui_app.texture("icons_mici/onroad/driver_monitoring/dm_cone.png", cone_and_person_size, cone_and_person_size)
-    center_size = round(36 / self.BASE_SIZE * self._rect.width)
-    self._dm_center = gui_app.texture("icons_mici/onroad/driver_monitoring/dm_center.png", center_size, center_size)
     self._dm_background = gui_app.texture("icons_mici/onroad/driver_monitoring/dm_background.png", int(self._rect.width), int(self._rect.height))
 
   def set_should_draw(self, should_draw: bool):
@@ -113,16 +115,7 @@ class DriverStateRenderer(Widget):
           dest_rect,
           rl.Vector2(dest_rect.width / 2, dest_rect.height / 2),
           self._rotation_filter.x - 90,
-          rl.Color(255, 255, 255, int(255 * self._fade_filter.x * (1 - self._looking_center_filter.x))),
-        )
-
-        rl.draw_texture_ex(
-          self._dm_center,
-          (int(self._rect.x + (self._rect.width - self._dm_center.width) / 2),
-           int(self._rect.y + (self._rect.height - self._dm_center.height) / 2)),
-          0,
-          1.0,
-          rl.Color(255, 255, 255, int(255 * self._fade_filter.x * self._looking_center_filter.x)),
+          rl.Color(255, 255, 255, int(255 * self._fade_filter.x)),
         )
 
       else:
@@ -162,9 +155,11 @@ class DriverStateRenderer(Widget):
     sm = ui_state.sm
 
     dm_state = sm["driverMonitoringState"]
-    self._is_active = dm_state.isActiveMode
+    self._is_active = dm_state.activePolicy == log.DriverMonitoringState.MonitoringPolicy.vision
     self._is_rhd = dm_state.isRHD
-    self._face_detected = dm_state.faceDetected
+    self._face_detected = dm_state.visionPolicyState.faceDetected
+    self._face_pitch = dm_state.visionPolicyState.pose.pitch + math.radians(6) # calib or DM pose is not accurate, add a fake upward pitch to bias forward
+    self._face_yaw = -dm_state.visionPolicyState.pose.yaw # undo sign flip in face_orientation_from_model to match UI convention
 
     driverstate = sm["driverStateV2"]
     driver_data = driverstate.rightDriverData if self._is_rhd else driverstate.leftDriverData
@@ -172,15 +167,9 @@ class DriverStateRenderer(Widget):
 
   def _update_state(self):
     # Get monitoring state
-    driver_data = self.get_driver_data()
-    driver_orient = driver_data.faceOrientation
-
-    if len(driver_orient) != 3:
-      return
-
-    pitch, yaw, roll = driver_orient
-    pitch = self._pitch_filter.update(pitch)
-    yaw = self._yaw_filter.update(yaw)
+    _ = self.get_driver_data()
+    pitch = self._pitch_filter.update(self._face_pitch)
+    yaw = self._yaw_filter.update(self._face_yaw)
 
     # hysteresis on looking center
     if abs(pitch) < LOOKING_CENTER_THRESHOLD_LOWER and abs(yaw) < LOOKING_CENTER_THRESHOLD_LOWER:
@@ -192,7 +181,6 @@ class DriverStateRenderer(Widget):
     if DEBUG:
       pitchd = math.degrees(pitch)
       yawd = math.degrees(yaw)
-      rolld = math.degrees(roll)
 
       rl.draw_line_ex((0, 100), (200, 100), 3, rl.RED)
       rl.draw_line_ex((0, 120), (200, 120), 3, rl.RED)
@@ -200,13 +188,11 @@ class DriverStateRenderer(Widget):
 
       pitch_x = 100 + pitchd
       yaw_x = 100 + yawd
-      roll_x = 100 + rolld
       rl.draw_circle(int(pitch_x), 100, 5, rl.GREEN)
       rl.draw_circle(int(yaw_x), 120, 5, rl.GREEN)
-      rl.draw_circle(int(roll_x), 140, 5, rl.GREEN)
 
     # filter head rotation, handling wrap-around
-    rotation = math.degrees(math.atan2(pitch, yaw))
+    rotation = math.degrees(math.atan2(pitch * 2, yaw))  # reduce yaw sensitivity
     angle_diff = rotation - self._rotation_filter.x
     angle_diff = ((angle_diff + 180) % 360) - 180
     self._rotation_filter.update(self._rotation_filter.x + angle_diff)

selfdrive/ui/onroad/driver_state.py

@@ -114,7 +114,7 @@ class DriverStateRenderer(Widget):
 
     # Get monitoring state
     dm_state = sm["driverMonitoringState"]
-    self.is_active = dm_state.isActiveMode
+    self.is_active = dm_state.activePolicy == log.DriverMonitoringState.MonitoringPolicy.vision
     self.is_rhd = dm_state.isRHD
 
     # Update fade state (smoother transition between active/inactive)

selfdrive/ui/sunnypilot/layouts/settings/display.py

@@ -6,12 +6,10 @@ See the LICENSE.md file in the root directory for more details.
 """
 from enum import IntEnum
 
-from openpilot.common.params import Params
-from openpilot.system.ui.sunnypilot.widgets.option_control import OptionControlSP
 from openpilot.system.ui.widgets import Widget
 from openpilot.system.ui.lib.multilang import tr
 from openpilot.system.ui.widgets.scroller_tici import Scroller
-from openpilot.system.ui.sunnypilot.widgets.list_view import option_item_sp, ToggleActionSP
+from openpilot.system.ui.sunnypilot.widgets.list_view import option_item_sp
 from openpilot.sunnypilot.system.params_migration import ONROAD_BRIGHTNESS_TIMER_VALUES
 
 
@@ -25,7 +23,6 @@ class DisplayLayout(Widget):
   def __init__(self):
     super().__init__()
 
-    self._params = Params()
     items = self._initialize_items()
     self._scroller = Scroller(items, line_separator=True, spacing=0)
 
@@ -87,17 +84,7 @@ class DisplayLayout(Widget):
   def _update_state(self):
     super()._update_state()
 
-    for _item in self._scroller._items:
-      if isinstance(_item.action_item, ToggleActionSP) and _item.action_item.toggle.param_key is not None:
-        _item.action_item.set_state(self._params.get_bool(_item.action_item.toggle.param_key))
-      elif isinstance(_item.action_item, OptionControlSP) and _item.action_item.param_key is not None:
-        raw_value = self._params.get(_item.action_item.param_key, return_default=True)
-        if _item.action_item.value_map:
-          reverse_map = {v: k for k, v in _item.action_item.value_map.items()}
-          raw_value = reverse_map.get(raw_value, _item.action_item.current_value)
-        _item.action_item.set_value(raw_value)
-
-    brightness_val = self._params.get("OnroadScreenOffBrightness", return_default=True)
+    brightness_val = self._onroad_brightness.action_item.current_value
     self._onroad_brightness_timer.action_item.set_enabled(brightness_val not in (OnroadBrightness.AUTO, OnroadBrightness.AUTO_DARK))
 
   def _render(self, rect):

selfdrive/ui/sunnypilot/layouts/settings/models.py

@@ -41,7 +41,7 @@ class ModelsLayout(Widget):
 
     self._initialize_items()
 
-    self.clear_cache_item.action_item.set_value(f"{self._calculate_cache_size():.2f} MB")
+    self.clear_cache_item.action_item.set_value(f"{self.calculate_cache_size():.2f} MB")
     for ctrl, key in [(self.lane_turn_value_control, "LaneTurnValue"), (self.delay_control, "LagdToggleDelay")]:
       ctrl.action_item.set_value(int(float(ui_state.params.get(key, return_default=True)) * 100))
 
@@ -112,7 +112,7 @@ class ModelsLayout(Widget):
             self.model_manager.selectedBundle.status == custom.ModelManagerSP.DownloadStatus.downloading)
 
   @staticmethod
-  def _calculate_cache_size():
+  def calculate_cache_size():
     cache_size = 0.0
     if os.path.exists(CUSTOM_MODEL_PATH):
       cache_size = sum(os.path.getsize(os.path.join(CUSTOM_MODEL_PATH, file)) for file in os.listdir(CUSTOM_MODEL_PATH)) / (1024**2)
@@ -122,7 +122,7 @@ class ModelsLayout(Widget):
     def _callback(response):
       if response == DialogResult.CONFIRM:
         ui_state.params.put_bool("ModelManager_ClearCache", True)
-        self.clear_cache_item.action_item.set_value(f"{self._calculate_cache_size():.2f} MB")
+        self.clear_cache_item.action_item.set_value(f"{self.calculate_cache_size():.2f} MB")
 
     dialog = ConfirmDialog(tr("This will delete ALL downloaded models from the cache except the currently active model. Are you sure?"),
                            tr("Clear Cache"), callback=_callback)
@@ -155,7 +155,7 @@ class ModelsLayout(Widget):
 
     if (current_time := time.monotonic()) - self.last_cache_calc_time > 0.5:
       self.last_cache_calc_time = current_time
-      self.clear_cache_item.action_item.set_value(f"{self._calculate_cache_size():.2f} MB")
+      self.clear_cache_item.action_item.set_value(f"{self.calculate_cache_size():.2f} MB")
 
     if self.download_status == custom.ModelManagerSP.DownloadStatus.downloading:
       device._reset_interactive_timeout()

selfdrive/ui/sunnypilot/mici/layouts/models.py

@@ -5,13 +5,45 @@ This file is part of sunnypilot and is licensed under the MIT License.
 See the LICENSE.md file in the root directory for more details.
 """
 from collections.abc import Callable
+import pyray as rl
 
 from cereal import custom
 from openpilot.selfdrive.ui.mici.widgets.button import BigButton
-from openpilot.selfdrive.ui.ui_state import ui_state
+from openpilot.selfdrive.ui.sunnypilot.layouts.settings.models import ModelsLayout
+from openpilot.selfdrive.ui.ui_state import ui_state, device
+from openpilot.system.ui.lib.application import FontWeight, gui_app
 from openpilot.system.ui.lib.multilang import tr
+from openpilot.system.ui.widgets import Widget
+from openpilot.system.ui.widgets.label import UnifiedLabel
 from openpilot.system.ui.widgets.scroller import NavScroller
 
+class CurrentModelInfo(Widget):
+  def __init__(self):
+    super().__init__()
+
+    self.set_rect(rl.Rectangle(0, 0, 360, 180))
+
+    header_color = rl.Color(255, 255, 255, int(255 * 0.9))
+    subheader_color = rl.Color(255, 255, 255, int(255 * 0.9 * 0.65))
+    max_width = int(self._rect.width - 20)
+    self.current_model_header = UnifiedLabel(tr("active model"), 48, max_width=max_width, text_color=header_color, font_weight=FontWeight.DISPLAY)
+    self.current_model_text = UnifiedLabel(tr("default model"), 32, max_width=max_width, text_color=subheader_color, font_weight=FontWeight.ROMAN, scroll=True)
+
+    self.info_header = UnifiedLabel("cache size", 48, max_width=max_width, text_color=header_color, font_weight=FontWeight.DISPLAY)
+    self.info_text = UnifiedLabel("0 mb", 32, max_width=max_width, text_color=subheader_color, font_weight=FontWeight.ROMAN)
+
+  def _render(self, _):
+    self.current_model_header.set_position(self._rect.x + 20, self._rect.y - 10)
+    self.current_model_header.render()
+
+    self.current_model_text.set_position(self._rect.x + 20, self._rect.y + 68 - 25)
+    self.current_model_text.render()
+
+    self.info_header.set_position(self._rect.x + 20, self._rect.y + 114 - 30)
+    self.info_header.render()
+
+    self.info_text.set_position(self._rect.x + 20, self._rect.y + 161 - 25)
+    self.info_text.render()
 
 class ModelsLayoutMici(NavScroller):
   def __init__(self, back_callback: Callable):
@@ -20,25 +52,35 @@ class ModelsLayoutMici(NavScroller):
     self.original_back_callback = back_callback
     self.focused_widget = None
 
-    self.current_model_btn = BigButton(tr("current model"))
-    self.current_model_btn.set_click_callback(self._show_folders)
+    self.current_model_info = CurrentModelInfo()
+    self._download_progress = "."
+    self._download_frame = 0
+    self._was_downloading = False
+
+    self.select_model_btn = BigButton(tr("select model"))
+    self.select_model_btn.set_click_callback(self._show_folders)
 
     self.cancel_download_btn = BigButton(tr("cancel download"))
     self.cancel_download_btn.set_click_callback(lambda: ui_state.params.remove("ModelManager_DownloadIndex"))
 
-    self.main_items = [self.current_model_btn, self.cancel_download_btn]
+    self.main_items = [self.current_model_info, self.select_model_btn, self.cancel_download_btn]
     self._scroller.add_widgets(self.main_items)
 
   @property
   def model_manager(self):
     return ui_state.sm["modelManagerSP"]
 
-  def _get_grouped_bundles(self):
+  def _get_grouped_bundles(self, favorites = None):
     bundles = self.model_manager.availableBundles
     folders = {}
     for bundle in bundles:
       folder = next((override.value for override in bundle.overrides if override.key == "folder"), "")
       folders.setdefault(folder, []).append(bundle)
+
+    if favorites:
+      for fav_bundle in [bundle for bundle in bundles if bundle.ref in favorites]:
+        folders.setdefault("favorites", []).append(fav_bundle)
+
     return folders
 
   def _show_selection_view(self, items, back_callback: Callable):
@@ -49,18 +91,25 @@ class ModelsLayoutMici(NavScroller):
     self.set_back_callback(back_callback)
 
   def _show_folders(self):
-    self.focused_widget = self.current_model_btn
-    folders = self._get_grouped_bundles()
+    self.focused_widget = self.select_model_btn
+
+    favs = ui_state.params.get("ModelManager_Favs")
+    favorites = set(favs.split(';')) if favs else set()
+
+    folders = self._get_grouped_bundles(favorites)
     folder_buttons = []
     default_btn = BigButton(tr("default model"))
     default_btn.set_click_callback(self._select_default)
     folder_buttons.append(default_btn)
 
     for folder in sorted(folders.keys(), key=lambda f: max((bundle.index for bundle in folders[f]), default=-1), reverse=True):
-      if folder.lower() in ["release models", "master models"]:
+      if folder.lower() in ["release models", "master models", "favorites"]:
         btn = BigButton(folder.lower())
         btn.set_click_callback(lambda f=folder: self._select_folder(f))
-        folder_buttons.append(btn)
+        if folder.lower() == "favorites":
+          folder_buttons.insert(0, btn)
+        else:
+          folder_buttons.append(btn)
     self._show_selection_view(folder_buttons, self._reset_main_view)
 
   def _select_model(self, bundle):
@@ -72,7 +121,10 @@ class ModelsLayoutMici(NavScroller):
     self._reset_main_view()
 
   def _select_folder(self, folder_name):
-    folders = self._get_grouped_bundles()
+    favs = ui_state.params.get("ModelManager_Favs")
+    favorites = set(favs.split(';')) if favs else set()
+
+    folders = self._get_grouped_bundles(favorites)
     bundles = sorted(folders.get(folder_name, []), key=lambda b: b.index, reverse=True)
 
     btns = []
@@ -86,29 +138,62 @@ class ModelsLayoutMici(NavScroller):
   def _reset_main_view(self):
     self._scroller._items = self.main_items
     self.set_back_callback(self.original_back_callback)
-    if self.focused_widget and self.focused_widget in self.main_items:
-      x = self._scroller._pad
-      for item in self.main_items:
-        if not item.is_visible:
-          continue
-        if item == self.focused_widget:
-          break
-        x += item.rect.width + self._scroller._spacing
-      self._scroller.scroll_panel.set_offset(0)
-      self._scroller.scroll_to(x)
-      self.focused_widget = None
-    else:
-      self._scroller.scroll_panel.set_offset(0)
+    self._scroller.scroll_panel.set_offset(0)
+    self._scroller.scroll_to(0)
+
+  def hide_event(self):
+    super().hide_event()
+    if self._was_downloading:
+      device.set_override_interactive_timeout(None)
+      self._was_downloading = False
 
   def _update_state(self):
     super()._update_state()
 
+    self.select_model_btn.set_enabled(ui_state.is_offroad())
+    self.cancel_download_btn.set_visible(False)
+    self.current_model_info.current_model_header._shimmer = False
+    self.current_model_info.info_header._shimmer = False
+
     manager = self.model_manager
-    if manager.selectedBundle and manager.selectedBundle.status == custom.ModelManagerSP.DownloadStatus.downloading:
-      self.current_model_btn.set_value("downloading...")
+    self._download_frame += 1
+    should_update = self._download_frame % (gui_app.target_fps / 2) == 0
+    if should_update:
+      self._download_progress = self._download_progress + "." if len(self._download_progress) < 3 else ""
+
+    is_downloading = (manager.selectedBundle
+                      and manager.selectedBundle.status == custom.ModelManagerSP.DownloadStatus.downloading)
+    if self._was_downloading and not is_downloading:
+      device.set_override_interactive_timeout(None)
+    self._was_downloading = is_downloading
+
+    self.current_model_info.current_model_header.set_text(tr("active model"))
+    self.current_model_info.current_model_text.set_text(manager.activeBundle.displayName.lower() if manager.activeBundle.index > 0 else tr("default model"))
+    self.current_model_info.info_header.set_text(tr("cache size"))
+    self.current_model_info.info_text.set_text(f"{ModelsLayout.calculate_cache_size():.2f} MB")
+
+    if manager.selectedBundle and manager.selectedBundle.status == custom.ModelManagerSP.DownloadStatus.failed:
+      self.current_model_info.info_header.set_text(tr("error") + self._download_progress)
+      self.current_model_info.info_text.set_text(tr("download failed"))
+
+    elif manager.selectedBundle and manager.selectedBundle.status == custom.ModelManagerSP.DownloadStatus.downloading:
       self.cancel_download_btn.set_visible(True)
-    else:
-      self.current_model_btn.set_value(manager.activeBundle.internalName.lower() if manager.activeBundle else tr("default model"))
-      self.cancel_download_btn.set_visible(False)
-    self.current_model_btn.set_enabled(ui_state.is_offroad())
-    self.current_model_btn.set_text(tr("current model"))
+      device.set_override_interactive_timeout(5)
+      progress = 0.0
+      count = 0
+      for model in manager.selectedBundle.models:
+        count += 1
+        p = model.artifact.downloadProgress
+        if p.status == custom.ModelManagerSP.DownloadStatus.downloading:
+          progress += p.progress
+        elif p.status in (custom.ModelManagerSP.DownloadStatus.downloaded,
+                          custom.ModelManagerSP.DownloadStatus.cached):
+          progress += 100.0
+
+      self.current_model_info.current_model_header.set_text(tr("downloading"))
+      self.current_model_info.current_model_header._shimmer = True
+      self.current_model_info.current_model_text.set_text(f"{manager.selectedBundle.internalName.lower()}")
+      self.current_model_info.info_header.set_text(tr("progress") + self._download_progress)
+      self.current_model_info.info_header._shimmer = True
+      self.current_model_info.info_text.set_text(f"{progress/count:.2f}%")
+

selfdrive/ui/sunnypilot/mici/layouts/settings.py

@@ -5,18 +5,32 @@ This file is part of sunnypilot and is licensed under the MIT License.
 See the LICENSE.md file in the root directory for more details.
 """
 from openpilot.selfdrive.ui.mici.layouts.settings import settings as OP
-from openpilot.selfdrive.ui.mici.widgets.button import BigButton
+from openpilot.selfdrive.ui.mici.layouts.settings.device import DeviceLayoutMici
+from openpilot.selfdrive.ui.mici.widgets.button import BigButton, BigCircleButton
+from openpilot.selfdrive.ui.mici.widgets.dialog import BigConfirmationDialog, BigDialog
 from openpilot.selfdrive.ui.sunnypilot.mici.layouts.sunnylink import SunnylinkLayoutMici
 from openpilot.selfdrive.ui.sunnypilot.mici.layouts.models import ModelsLayoutMici
+from openpilot.selfdrive.ui.ui_state import ui_state
 from openpilot.system.ui.lib.application import gui_app
+from openpilot.system.ui.lib.multilang import tr
 
 ICON_SIZE = 70
+BIG_ICON_SIZE = 110
 
 
 class SettingsLayoutSP(OP.SettingsLayout):
   def __init__(self):
     OP.SettingsLayout.__init__(self)
 
+    device_panel = DeviceLayoutMici()
+    self._scroller._items[2].set_click_callback(lambda: gui_app.push_widget(device_panel))
+
+    self.icon_offroad_enable = gui_app.texture("../../sunnypilot/selfdrive/assets/icons_mici/always_offroad.png", BIG_ICON_SIZE,
+                                               BIG_ICON_SIZE)
+    self.icon_offroad_disable = gui_app.texture("../../sunnypilot/selfdrive/assets/icons_mici/disable_offroad.png", BIG_ICON_SIZE,
+                                                BIG_ICON_SIZE)
+    self.icon_offroad_slider = gui_app.texture("icons_mici/settings/device/lkas.png", BIG_ICON_SIZE, BIG_ICON_SIZE)
+
     sunnylink_panel = SunnylinkLayoutMici(back_callback=gui_app.pop_widget)
     sunnylink_btn = BigButton("sunnylink", "", gui_app.texture("icons_mici/settings/developer/ssh.png", ICON_SIZE, ICON_SIZE))
     sunnylink_btn.set_click_callback(lambda: gui_app.push_widget(sunnylink_panel))
@@ -25,10 +39,53 @@ class SettingsLayoutSP(OP.SettingsLayout):
     models_btn = BigButton("models", "", gui_app.texture("../../sunnypilot/selfdrive/assets/offroad/icon_models.png", ICON_SIZE, ICON_SIZE))
     models_btn.set_click_callback(lambda: gui_app.push_widget(models_panel))
 
+    # onroad: enable button sits at the front (left of toggles)
+    self._enable_offroad_btn_onroad = BigCircleButton(self.icon_offroad_enable, red=True)
+    self._enable_offroad_btn_onroad.set_click_callback(lambda: self._handle_always_offroad(True))
+    self._enable_offroad_btn_onroad.set_visible(lambda: ui_state.started and not ui_state.always_offroad)
+
+    # offroad: enable button sits at the end (right of developer)
+    self._enable_offroad_btn_offroad = BigCircleButton(self.icon_offroad_enable, red=True)
+    self._enable_offroad_btn_offroad.set_click_callback(lambda: self._handle_always_offroad(True))
+    self._enable_offroad_btn_offroad.set_visible(lambda: not ui_state.started and not ui_state.always_offroad)
+
+    self._disable_offroad_btn = BigCircleButton(self.icon_offroad_disable, red=False)
+    self._disable_offroad_btn.set_click_callback(lambda: self._handle_always_offroad(False))
+    self._disable_offroad_btn.set_visible(lambda: ui_state.always_offroad)
+
     items = self._scroller._items.copy()
 
     items.insert(1, sunnylink_btn)
     items.insert(2, models_btn)
+
+    # front slots (only one ever visible at a time): exit-always-offroad, then enable-onroad
+    items.insert(0, self._enable_offroad_btn_onroad)
+    items.insert(0, self._disable_offroad_btn)
+    # end slot: enable-offroad (right of developer)
+    items.append(self._enable_offroad_btn_offroad)
+
     self._scroller._items.clear()
     for item in items:
       self._scroller.add_widget(item)
+
+  def _update_state(self):
+    super()._update_state()
+
+  def _handle_always_offroad(self, enable: bool):
+
+    def _set_offroad_status(status: bool):
+      if not ui_state.engaged:
+        ui_state.params.put_bool("OffroadMode", status)
+        ui_state.always_offroad = status
+
+    if not enable:
+      dlg = BigConfirmationDialog(tr("slide to exit always offroad"), self.icon_offroad_slider, red=False,
+                                  confirm_callback=lambda: _set_offroad_status(False))
+    else:
+      if ui_state.engaged:
+        gui_app.push_widget(BigDialog(tr("disengage to enable always offroad"), "", ))
+        return
+
+      dlg = BigConfirmationDialog(tr("slide to force offroad"), self.icon_offroad_slider, red=True,
+                                  confirm_callback=lambda: _set_offroad_status(True))
+    gui_app.push_widget(dlg)

selfdrive/ui/sunnypilot/mici/layouts/sunnylink.py

@@ -4,6 +4,8 @@ Copyright (c) 2021-, Haibin Wen, sunnypilot, and a number of other contributors.
 This file is part of sunnypilot and is licensed under the MIT License.
 See the LICENSE.md file in the root directory for more details.
 """
+import pyray as rl
+
 from collections.abc import Callable
 
 from cereal import custom
@@ -13,11 +15,43 @@ from openpilot.selfdrive.ui.sunnypilot.mici.layouts.onboarding import SunnylinkC
 from openpilot.selfdrive.ui.sunnypilot.mici.widgets.sunnylink_pairing_dialog import SunnylinkPairingDialog
 from openpilot.selfdrive.ui.ui_state import ui_state
 from openpilot.sunnypilot.sunnylink.api import UNREGISTERED_SUNNYLINK_DONGLE_ID
-from openpilot.system.ui.lib.application import gui_app, MousePos
+from openpilot.system.ui.lib.application import gui_app, MousePos, FontWeight
 from openpilot.system.ui.lib.multilang import tr
+from openpilot.system.ui.widgets import Widget
+from openpilot.system.ui.widgets.label import UnifiedLabel
 from openpilot.system.ui.widgets.scroller import NavScroller
 from openpilot.system.version import sunnylink_consent_version, sunnylink_consent_declined
 
+class SunnylinkInfo(Widget):
+  def __init__(self):
+    super().__init__()
+
+    self.set_rect(rl.Rectangle(0, 0, 360, 180))
+
+    header_color = rl.Color(255, 255, 255, int(255 * 0.9))
+    subheader_color = rl.Color(255, 255, 255, int(255 * 0.9 * 0.65))
+    max_width = int(self._rect.width - 20)
+    self.device_id_header = UnifiedLabel(tr("device id"), 48, max_width=max_width, text_color=header_color,
+                                         font_weight=FontWeight.DISPLAY, shimmer=True)
+    self.device_id_text = UnifiedLabel(UNREGISTERED_SUNNYLINK_DONGLE_ID, 32, max_width=max_width, text_color=subheader_color,
+                                       font_weight=FontWeight.ROMAN, scroll=True)
+
+    self.sponsor_header = UnifiedLabel(tr("sponsor tier"), 48, max_width=max_width, text_color=header_color,
+                                       font_weight=FontWeight.DISPLAY, shimmer=True)
+    self.sponsor_text = UnifiedLabel("N/A", 32, max_width=max_width, text_color=subheader_color, font_weight=FontWeight.ROMAN)
+
+  def _render(self, _):
+    self.device_id_header.set_position(self._rect.x + 20, self._rect.y - 10)
+    self.device_id_header.render()
+
+    self.device_id_text.set_position(self._rect.x + 20, self._rect.y + 68 - 25)
+    self.device_id_text.render()
+
+    self.sponsor_header.set_position(self._rect.x + 20, self._rect.y + 114 - 30)
+    self.sponsor_header.render()
+
+    self.sponsor_text.set_position(self._rect.x + 20, self._rect.y + 161 - 25)
+    self.sponsor_text.render()
 
 class SunnylinkLayoutMici(NavScroller):
   def __init__(self, back_callback: Callable):
@@ -27,6 +61,8 @@ class SunnylinkLayoutMici(NavScroller):
     self._backup_in_progress = False
     self._sunnylink_enabled = ui_state.params.get("SunnylinkEnabled")
 
+    self._sunnylink_info = SunnylinkInfo()
+
     self._sunnylink_toggle = BigToggle(text=tr("enable sunnylink"),
                                        initial_state=self._sunnylink_enabled,
                                        toggle_callback=self._sunnylink_toggle_callback)
@@ -40,6 +76,7 @@ class SunnylinkLayoutMici(NavScroller):
                                                 toggle_callback=self._sunnylink_uploader_callback)
 
     self._scroller.add_widgets([
+      self._sunnylink_info,
       self._sunnylink_toggle,
       self._sunnylink_sponsor_button,
       self._sunnylink_pair_button,
@@ -59,6 +96,10 @@ class SunnylinkLayoutMici(NavScroller):
     self._sunnylink_uploader_toggle.set_visible(self._sunnylink_enabled)
     self.handle_backup_restore_progress()
 
+    self._sunnylink_info.device_id_text.set_text(ui_state.params.get("SunnylinkDongleId") or UNREGISTERED_SUNNYLINK_DONGLE_ID)
+    self._sunnylink_info.sponsor_text.set_text(ui_state.sunnylink_state.get_sponsor_tier().name.lower() or "N/A")
+    self._sunnylink_info.set_visible(self._sunnylink_enabled)
+
     if ui_state.sunnylink_state.is_sponsor():
       self._sunnylink_sponsor_button.set_text(tr("thanks"))
       self._sunnylink_sponsor_button.set_value(ui_state.sunnylink_state.get_sponsor_tier().name.lower())
@@ -75,6 +116,11 @@ class SunnylinkLayoutMici(NavScroller):
   def show_event(self):
     super().show_event()
     ui_state.update_params()
+    ui_state.sunnylink_state.set_settings_open(True)
+
+  def hide_event(self):
+    super().hide_event()
+    ui_state.sunnylink_state.set_settings_open(False)
 
   @staticmethod
   def _sunnylink_toggle_callback(state: bool):
@@ -194,9 +240,14 @@ class SunnylinkPairBigButton(BigButton):
   def _handle_mouse_release(self, mouse_pos: MousePos):
     super()._handle_mouse_release(mouse_pos)
 
+    network_type = ui_state.sm["deviceState"].networkType
+
     dlg: BigDialog | SunnylinkPairingDialog | None = None
-    if UNREGISTERED_SUNNYLINK_DONGLE_ID == (ui_state.params.get("SunnylinkDongleId") or UNREGISTERED_SUNNYLINK_DONGLE_ID):
-      dlg = BigDialog(tr("sunnylink Dongle ID not found. Please reboot & try again."), "")
+
+    if network_type == 0:
+      dlg = BigDialog(tr("no internet"), tr("please connect to WiFi & try again"))
+    elif UNREGISTERED_SUNNYLINK_DONGLE_ID == (ui_state.params.get("SunnylinkDongleId") or UNREGISTERED_SUNNYLINK_DONGLE_ID):
+      dlg = BigDialog(tr("sunnylink dongle id not found"), tr("please reboot & try again"))
     elif self.sponsor_pairing:
       dlg = SunnylinkPairingDialog(sponsor_pairing=True)
     elif not self.sponsor_pairing:

selfdrive/ui/sunnypilot/ui_state.py

@@ -34,7 +34,7 @@ class UIStateSP:
     ]
 
     self.sunnylink_state = SunnylinkState()
-    self.update_params()
+    self.update_params_()
 
     self.onroad_brightness_timer: int = 0
     self.custom_interactive_timeout: int = self.params.get("InteractivityTimeout", return_default=True)
@@ -123,7 +123,7 @@ class UIStateSP:
 
     return "disengaged"
 
-  def update_params(self) -> None:
+  def update_params_(self) -> None:
     CP_SP_bytes = self.params.get("CarParamsSPPersistent")
     if CP_SP_bytes is not None:
       self.CP_SP = messaging.log_from_bytes(CP_SP_bytes, custom.CarParamsSP)
@@ -146,6 +146,7 @@ class UIStateSP:
     self.true_v_ego_ui = self.params.get_bool("TrueVEgoUI")
     self.turn_signals = self.params.get_bool("ShowTurnSignals")
     self.boot_offroad_mode = self.params.get("DeviceBootMode", return_default=True)
+    self.always_offroad = self.params.get_bool("OffroadMode")
 
 
 class DeviceSP:

selfdrive/ui/ui_state.py

@@ -15,6 +15,7 @@ from openpilot.system.hardware import HARDWARE, PC
 from openpilot.selfdrive.ui.sunnypilot.ui_state import UIStateSP, DeviceSP
 
 BACKLIGHT_OFFROAD = 65 if HARDWARE.get_device_type() == "mici" else 50
+PARAM_UPDATE_TIME = 5.0
 
 
 class UIStatus(Enum):
@@ -59,6 +60,7 @@ class UIState(UIStateSP):
         "carOutput",
         "carControl",
         "liveParameters",
+        "testJoystick",
         "rawAudioData",
       ] + self.sm_services_ext
     )
@@ -82,15 +84,15 @@ class UIState(UIStateSP):
     self.panda_type: log.PandaState.PandaType = log.PandaState.PandaType.unknown
     self.personality: log.LongitudinalPersonality = log.LongitudinalPersonality.standard
     self.has_longitudinal_control: bool = False
+    self.is_body: bool | None = None
     self.CP: car.CarParams | None = None
     self.light_sensor: float = -1.0
-    self._param_update_time: float = 0.0
+    self._param_update_time: float = -PARAM_UPDATE_TIME
 
     # Callbacks
     self._offroad_transition_callbacks: list[Callable[[], None]] = []
     self._engaged_transition_callbacks: list[Callable[[], None]] = []
-
-    self.update_params()
+    self._on_body_changed_callbacks: list[Callable[[], None]] = []
 
   def add_offroad_transition_callback(self, callback: Callable[[], None]):
     self._offroad_transition_callbacks.append(callback)
@@ -98,6 +100,9 @@ class UIState(UIStateSP):
   def add_engaged_transition_callback(self, callback: Callable[[], None]):
     self._engaged_transition_callbacks.append(callback)
 
+  def add_on_body_changed_callbacks(self, callback: Callable[[], None]):
+    self._on_body_changed_callbacks.append(callback)
+
   @property
   def engaged(self) -> bool:
     return self.started and (self.sm["selfdriveState"].enabled or self.sm["selfdriveStateSP"].mads.enabled)
@@ -113,7 +118,7 @@ class UIState(UIStateSP):
     self.sm.update(0)
     self._update_state()
     self._update_status()
-    if time.monotonic() - self._param_update_time > 5.0:
+    if time.monotonic() - self._param_update_time >= PARAM_UPDATE_TIME:
       self.update_params()
     device.update()
     UIStateSP.update(self)
@@ -188,7 +193,13 @@ class UIState(UIStateSP):
         self.has_longitudinal_control = self.params.get_bool("AlphaLongitudinalEnabled")
       else:
         self.has_longitudinal_control = self.CP.openpilotLongitudinalControl
-    UIStateSP.update_params(self)
+
+      if self.is_body != self.CP.notCar:
+        self.is_body = self.CP.notCar
+        for callback in self._on_body_changed_callbacks:
+          callback()
+
+    UIStateSP.update_params_(self)
     self._param_update_time = time.monotonic()
 
 

sunnypilot/mads/mads.py

@@ -33,6 +33,7 @@ class ModularAssistiveDrivingSystem:
     self.enabled = False
     self.active = False
     self.available = False
+    self.lateral_mismatch_counter = 0
     self.allow_always = False
     self.no_main_cruise = False
     self.selfdrive = selfdrive
@@ -104,6 +105,17 @@ class ModularAssistiveDrivingSystem:
     self.events.remove(old_event)
     self.events_sp.add(new_event)
 
+  def data_sample(self):
+    # When the safety and selfdrived do not agree on controls_allowed_lateral
+    # we want to disengage sunnypilot. However the status from the panda goes through
+    # another socket other than the CAN messages and one can arrive earlier than the other.
+    # Therefore we allow a mismatch for two samples, then we trigger the disengagement.
+    if not self.active or self.selfdrive.enabled:
+      self.lateral_mismatch_counter = 0
+    elif any(not ps.controlsAllowedLateral for ps in self.selfdrive.sm['pandaStates']
+             if ps.safetyModel not in IGNORED_SAFETY_MODES):
+      self.lateral_mismatch_counter += 1
+
   def update_events(self, CS: structs.CarState):
     if not self.selfdrive.enabled and self.enabled:
       if CS.standstill:
@@ -186,6 +198,9 @@ class ModularAssistiveDrivingSystem:
       if self.state_machine.state == State.paused:
         self.events_sp.add(EventNameSP.silentLkasEnable)
 
+    if self.lateral_mismatch_counter >= 200:
+      self.events_sp.add(EventNameSP.controlsMismatchLateral)
+
     self.events.remove(EventName.pcmDisable)
     self.events.remove(EventName.buttonCancel)
     self.events.remove(EventName.pedalPressed)
@@ -195,6 +210,8 @@ class ModularAssistiveDrivingSystem:
     if not self.enabled_toggle:
       return
 
+    self.data_sample()
+
     self.update_events(CS)
 
     if not self.CP.passive and self.selfdrive.initialized:

sunnypilot/modeld_v2/SConscript

@@ -1,5 +1,6 @@
 import os
 import glob
+from tinygrad import Device
 
 Import('env', 'arch')
 lenv = env.Clone()
@@ -13,7 +14,7 @@ if PC:
   model_dir = Dir("models").abspath
   cmd = f'python3 {Dir("#sunnypilot/modeld_v2").abspath}/install_models_pc.py {model_dir}'
 
-  for model_name in ['supercombo', 'driving_vision', 'driving_off_policy', 'driving_policy']:
+  for model_name in ['supercombo', 'driving_vision', 'driving_off_policy', 'driving_on_policy', 'driving_policy']:
     if File(f"models/{model_name}.onnx").exists():
         inputs.append(File(f"models/{model_name}.onnx"))
         inputs.append(File(f"models/{model_name}_tinygrad.pkl"))
@@ -21,10 +22,19 @@ if PC:
   if outputs:
     lenv.Command(outputs, inputs, cmd)
 
-tg_flags = {
-  'larch64': 'DEV=QCOM FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0',
-  'Darwin': f'DEV=CPU THREADS=0 HOME={os.path.expanduser("~")}',
-}.get(arch, 'DEV=CPU CPU_LLVM=1 THREADS=0')
+available = set(Device.get_available_devices())
+if 'CUDA' in available:
+  tg_backend = 'CUDA'
+  tg_flags = f'DEV={tg_backend}'
+elif 'QCOM' in available:
+  tg_backend = 'QCOM'
+  tg_flags = f'DEV={tg_backend} FLOAT16=1 NOLOCALS=1 JIT_BATCH_SIZE=0 OPENPILOT_HACKS=1'
+else:
+  tg_backend = 'CPU' if arch == 'Darwin' else 'CPU:LLVM'
+  # THREADS=0 is need to prevent bug: https://github.com/tinygrad/tinygrad/issues/14689
+  tg_flags = f'DEV={tg_backend} THREADS=0'
+
+mac_brew_string = f'HOME={os.path.expanduser("~")}' if arch == 'Darwin' else ''
 
 image_flag = {
   'larch64': 'IMAGE=2',
@@ -38,17 +48,17 @@ def tg_compile(flags, model_name):
   return lenv.Command(
     out,
     [fn + ".onnx"] + tinygrad_files,
-    f'{pythonpath_string} {flags} {image_flag} python3 {Dir("#tinygrad_repo").abspath}/examples/openpilot/compile3.py {fn}.onnx {out}'
+    f'{pythonpath_string} {tg_flags} {mac_brew_string} {image_flag} python3 {Dir("#tinygrad_repo").abspath}/examples/openpilot/compile3.py {fn}.onnx {out}'
   )
 
 # Compile models
-for model_name in ['supercombo', 'driving_vision', 'driving_off_policy', 'driving_policy']:
+for model_name in ['supercombo', 'driving_vision', 'driving_off_policy', 'driving_on_policy', 'driving_policy']:
   if File(f"models/{model_name}.onnx").exists():
     tg_compile(tg_flags, model_name)
 
-script_files = [File("warp.py"), File(Dir("#selfdrive/modeld").File("compile_warp.py").abspath)]
+script_files = [File("warp.py"), File(Dir("#selfdrive/modeld").File("compile_modeld.py").abspath)]
 pythonpath_string = 'PYTHONPATH="${PYTHONPATH}:' + env.Dir("#tinygrad_repo").abspath + ':' + env.Dir("#").abspath + '"'
-compile_warp_cmd = f'{pythonpath_string} {tg_flags} python3 -m sunnypilot.modeld_v2.warp'
+compile_warp_cmd = f'{pythonpath_string} {tg_flags} {mac_brew_string} {image_flag} python3 -m sunnypilot.modeld_v2.warp'
 
 from openpilot.common.transformations.camera import _ar_ox_fisheye, _os_fisheye
 warp_targets = []

sunnypilot/modeld_v2/tests/test_warp.py

@@ -2,8 +2,11 @@ import os
 os.environ['DEV'] = 'CPU'
 import pytest
 import numpy as np
-from openpilot.selfdrive.modeld.compile_warp import get_nv12_info, CAMERA_CONFIGS
-from openpilot.sunnypilot.modeld_v2.warp import Warp, MODEL_W, MODEL_H
+from openpilot.sunnypilot.modeld_v2.warp import CAMERA_CONFIGS
+from openpilot.system.camerad.cameras.nv12_info import get_nv12_info
+from openpilot.sunnypilot.modeld_v2.warp import Warp
+from openpilot.common.transformations.model import MEDMODEL_INPUT_SIZE
+MODEL_W, MODEL_H = MEDMODEL_INPUT_SIZE
 
 VISION_NAME_PAIRS = [  # needed to account for supercombos input_imgs
   ('img', 'big_img'),

sunnypilot/modeld_v2/warp.py

@@ -6,56 +6,79 @@ from tinygrad.tensor import Tensor
 from tinygrad.engine.jit import TinyJit
 from tinygrad.device import Device
 
+# https://github.com/tinygrad/tinygrad/issues/15682
+from tinygrad.uop.ops import UOp, Ops
+_orig = UOp.__reduce__
+UOp.__reduce__ = lambda self: (UOp.unique, ()) if self.op is Ops.UNIQUE else _orig(self)
 from openpilot.system.camerad.cameras.nv12_info import get_nv12_info
-from openpilot.selfdrive.modeld.compile_warp import (
-  CAMERA_CONFIGS, MEDMODEL_INPUT_SIZE, make_frame_prepare, make_update_both_imgs,
-  warp_pkl_path,
+from openpilot.selfdrive.modeld.compile_modeld import (
+  NV12Frame, make_frame_prepare,
 )
+from openpilot.common.transformations.camera import _ar_ox_fisheye, _os_fisheye
+
+CAMERA_CONFIGS = [
+  (_ar_ox_fisheye.width, _ar_ox_fisheye.height),  # tici: 1928x1208
+  (_os_fisheye.width, _os_fisheye.height),        # mici: 1344x760
+]
+from openpilot.common.transformations.model import MEDMODEL_INPUT_SIZE
 
 MODELS_DIR = Path(__file__).parent / 'models'
-MODEL_W, MODEL_H = MEDMODEL_INPUT_SIZE
+
 UPSTREAM_BUFFER_LENGTH = 5
 
+def warp_pkl_path(cam_w, cam_h):
+  return MODELS_DIR / f'warp_{cam_w}x{cam_h}_tinygrad.pkl'
+
+def make_update_img_input(frame_prepare, model_w, model_h):
+  def update_img_input_tinygrad(tensor, frame, M_inv):
+    M_inv = M_inv.to(Device.DEFAULT)
+    new_img = frame_prepare(frame, M_inv)
+    tensor.assign(tensor[6:].cat(new_img, dim=0).contiguous())
+    return Tensor.cat(tensor[:6], tensor[-6:], dim=0).contiguous().reshape(1, 12, model_h//2, model_w//2)
+  return update_img_input_tinygrad
+
+def make_update_both_imgs(frame_prepare, model_w, model_h):
+  update_img = make_update_img_input(frame_prepare, model_w, model_h)
+
+  def update_both_imgs_tinygrad(calib_img_buffer, new_img, M_inv,
+                                calib_big_img_buffer, new_big_img, M_inv_big):
+    calib_img_pair = update_img(calib_img_buffer, new_img, M_inv)
+    calib_big_img_pair = update_img(calib_big_img_buffer, new_big_img, M_inv_big)
+    return calib_img_pair, calib_big_img_pair
+  return update_both_imgs_tinygrad
+
 
 def v2_warp_pkl_path(cam_w, cam_h, buffer_length):
   return MODELS_DIR / f'warp_{cam_w}x{cam_h}_b{buffer_length}_tinygrad.pkl'
 
 
-def compile_v2_warp(cam_w, cam_h, buffer_length):
+def compile_v2_warp(cam_w, cam_h, buffer_length, model_w=MEDMODEL_INPUT_SIZE[0], model_h=MEDMODEL_INPUT_SIZE[1]):
   _, _, _, yuv_size = get_nv12_info(cam_w, cam_h)
-  img_buffer_shape = (buffer_length * 6, MODEL_H // 2, MODEL_W // 2)
+  img_buffer_shape = (buffer_length * 6, model_h // 2, model_w // 2)
 
   print(f"Compiling v2 warp for {cam_w}x{cam_h} buffer_length={buffer_length}...")
 
-  frame_prepare = make_frame_prepare(cam_w, cam_h, MODEL_W, MODEL_H)
-  update_both_imgs = make_update_both_imgs(frame_prepare, MODEL_W, MODEL_H)
+  nv12 = NV12Frame(cam_w, cam_h, *get_nv12_info(cam_w, cam_h))
+  frame_prepare = make_frame_prepare(nv12, model_w, model_h)
+  update_both_imgs = make_update_both_imgs(frame_prepare, model_w, model_h)
   update_img_jit = TinyJit(update_both_imgs, prune=True)
 
   full_buffer = Tensor.zeros(img_buffer_shape, dtype='uint8').contiguous().realize()
   big_full_buffer = Tensor.zeros(img_buffer_shape, dtype='uint8').contiguous().realize()
-  full_buffer_np = np.zeros(img_buffer_shape, dtype=np.uint8)
-  big_full_buffer_np = np.zeros(img_buffer_shape, dtype=np.uint8)
-
+  new_frame_np = np.random.randint(0, 256, yuv_size, dtype=np.uint8)
+  new_big_frame_np = np.random.randint(0, 256, yuv_size, dtype=np.uint8)
   for i in range(10):
-    new_frame_np = (32 * np.random.randn(yuv_size).astype(np.float32) + 128).clip(0, 255).astype(np.uint8)
     img_inputs = [full_buffer,
                   Tensor.from_blob(new_frame_np.ctypes.data, (yuv_size,), dtype='uint8').realize(),
                   Tensor(Tensor.randn(3, 3).mul(8).realize().numpy(), device='NPY')]
-    new_big_frame_np = (32 * np.random.randn(yuv_size).astype(np.float32) + 128).clip(0, 255).astype(np.uint8)
     big_img_inputs = [big_full_buffer,
                       Tensor.from_blob(new_big_frame_np.ctypes.data, (yuv_size,), dtype='uint8').realize(),
                       Tensor(Tensor.randn(3, 3).mul(8).realize().numpy(), device='NPY')]
     inputs = img_inputs + big_img_inputs
     Device.default.synchronize()
 
-    inputs_np = [x.numpy() for x in inputs]
-    inputs_np[0] = full_buffer_np
-    inputs_np[3] = big_full_buffer_np
-
     st = time.perf_counter()
-    out = update_img_jit(*inputs)
-    full_buffer = out[0].contiguous().realize().clone()
-    big_full_buffer = out[2].contiguous().realize().clone()
+    _ = update_img_jit(*inputs)
     mt = time.perf_counter()
     Device.default.synchronize()
     et = time.perf_counter()
@@ -71,9 +94,11 @@ def compile_v2_warp(cam_w, cam_h, buffer_length):
 
 
 class Warp:
-  def __init__(self, buffer_length=2):
+  def __init__(self, buffer_length=2, model_w=MEDMODEL_INPUT_SIZE[0], model_h=MEDMODEL_INPUT_SIZE[1]):
     self.buffer_length = buffer_length
-    self.img_buffer_shape = (buffer_length * 6, MODEL_H // 2, MODEL_W // 2)
+    self.model_w = model_w
+    self.model_h = model_h
+    self.img_buffer_shape = (buffer_length * 6, model_h // 2, model_w // 2)
 
     self.jit_cache = {}
     self.full_buffers = {k: Tensor.zeros(self.img_buffer_shape, dtype='uint8').contiguous().realize() for k in ['img', 'big_img']}
@@ -101,8 +126,9 @@ class Warp:
           with open(upstream_pkl, 'rb') as f:
             self.jit_cache[key] = pickle.load(f)
       if key not in self.jit_cache:
-        frame_prepare = make_frame_prepare(cam_w, cam_h, MODEL_W, MODEL_H)
-        update_both_imgs = make_update_both_imgs(frame_prepare, MODEL_W, MODEL_H)
+        nv12 = NV12Frame(cam_w, cam_h, *get_nv12_info(cam_w, cam_h))
+        frame_prepare = make_frame_prepare(nv12, self.model_w, self.model_h)
+        update_both_imgs = make_update_both_imgs(frame_prepare, self.model_w, self.model_h)
         self.jit_cache[key] = TinyJit(update_both_imgs, prune=True)
 
     if key not in self._nv12_cache:
@@ -125,8 +151,8 @@ class Warp:
       self.full_buffers['img'], road_blob, self.transforms['img'],
       self.full_buffers['big_img'], wide_blob, self.transforms['big_img'],
     )
-    self.full_buffers['img'], out_road = res[0].realize(), res[1].realize()
-    self.full_buffers['big_img'], out_wide = res[2].realize(), res[3].realize()
+    out_road = res[0].realize()
+    out_wide = res[1].realize()
 
     return {road: out_road, wide: out_wide}
 

sunnypilot/models/default_model.py

@@ -8,16 +8,14 @@ from openpilot.sunnypilot import get_file_hash
 DEFAULT_MODEL_NAME_PATH = os.path.join(BASEDIR, "common", "model.h")
 MODEL_HASH_PATH = os.path.join(BASEDIR, "sunnypilot", "models", "tests", "model_hash")
 VISION_ONNX_PATH = os.path.join(BASEDIR, "selfdrive", "modeld", "models", "driving_vision.onnx")
-OFF_POLICY_ONNX_PATH = os.path.join(BASEDIR, "selfdrive", "modeld", "models", "driving_off_policy.onnx")
-ON_POLICY_ONNX_PATH = os.path.join(BASEDIR, "selfdrive", "modeld", "models", "driving_on_policy.onnx")
+POLICY_ONNX_PATH = os.path.join(BASEDIR, "selfdrive", "modeld", "models", "driving_policy.onnx")
 
 
 def update_model_hash():
   vision_hash = get_file_hash(VISION_ONNX_PATH)
-  off_policy_hash = get_file_hash(OFF_POLICY_ONNX_PATH)
-  on_policy_hash = get_file_hash(ON_POLICY_ONNX_PATH)
+  policy_hash = get_file_hash(POLICY_ONNX_PATH)
 
-  combined_hash = hashlib.sha256((vision_hash + off_policy_hash + on_policy_hash).encode()).hexdigest()
+  combined_hash = hashlib.sha256((vision_hash + policy_hash).encode()).hexdigest()
 
   with open(MODEL_HASH_PATH, "w") as f:
     f.write(combined_hash)