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No commits in common. "52c3808d834170020baa1417cc731f53fd3e2534" and "863cddbc1747a588709f5c5cd30f750814a2c870" have entirely different histories.

5 changed files with 751 additions and 138 deletions

View File

@ -1,12 +1,3 @@
FROM docker.io/library/python:3.9-slim AS model
RUN python3 -m pip install blobconverter
RUN mkdir -p /models
RUN blobconverter --zoo-name mobile_object_localizer_192x192 --zoo-type depthai --shaves 6 --version 2021.4 --output-dir /models || echo ""
RUN ls /models
#######
FROM docker.io/library/python:3.9-slim FROM docker.io/library/python:3.9-slim
# Configure piwheels repo to use pre-compiled numpy wheels for arm # Configure piwheels repo to use pre-compiled numpy wheels for arm
@ -16,9 +7,6 @@ RUN apt-get update && apt-get install -y libgl1 libglib2.0-0
RUN pip3 install numpy RUN pip3 install numpy
RUN mkdir /models
COPY --from=model /models/mobile_object_localizer_192x192_openvino_2021.4_6shave.blob /models/mobile_object_localizer_192x192_openvino_2021.4_6shave.blob
ADD requirements.txt requirements.txt ADD requirements.txt requirements.txt
RUN pip3 install -r requirements.txt RUN pip3 install -r requirements.txt

View File

@ -2,10 +2,8 @@
Publish data from oak-lite device Publish data from oak-lite device
Usage: rc-oak-camera [-u USERNAME | --mqtt-username=USERNAME] [--mqtt-password=PASSWORD] [--mqtt-broker=HOSTNAME] \ Usage: rc-oak-camera [-u USERNAME | --mqtt-username=USERNAME] [--mqtt-password=PASSWORD] [--mqtt-broker=HOSTNAME] \
[--mqtt-topic-robocar-oak-camera="TOPIC_CAMERA"] [--mqtt-topic-robocar-objects="TOPIC_OBJECTS"] \ [--mqtt-topic-robocar-oak-camera="TOPIC_CAMERA"] [--mqtt-client-id=CLIENT_ID] \
[--mqtt-client-id=CLIENT_ID] \ [-H IMG_HEIGHT | --image-height=IMG_HEIGHT] [-W IMG_WIDTH | --image-width=IMG_width]
[-H IMG_HEIGHT | --image-height=IMG_HEIGHT] [-W IMG_WIDTH | --image-width=IMG_width] \
[-t OBJECTS_THRESHOLD | --objects-threshold=OBJECTS_THRESHOLD]
Options: Options:
-h --help Show this screen. -h --help Show this screen.
@ -14,10 +12,8 @@ Options:
-b HOSTNAME --mqtt-broker=HOSTNAME MQTT broker host -b HOSTNAME --mqtt-broker=HOSTNAME MQTT broker host
-C CLIENT_ID --mqtt-client-id=CLIENT_ID MQTT client id -C CLIENT_ID --mqtt-client-id=CLIENT_ID MQTT client id
-c TOPIC_CAMERA --mqtt-topic-robocar-oak-camera=TOPIC_CAMERA MQTT topic where to publish robocar-oak-camera frames -c TOPIC_CAMERA --mqtt-topic-robocar-oak-camera=TOPIC_CAMERA MQTT topic where to publish robocar-oak-camera frames
-o TOPIC_OBJECTS --mqtt-topic-robocar-objects=TOPIC_OBJECTS MQTT topic where to publish objects detection results
-H IMG_HEIGHT --image-height=IMG_HEIGHT IMG_HEIGHT image height -H IMG_HEIGHT --image-height=IMG_HEIGHT IMG_HEIGHT image height
-W IMG_WIDTH --image-width=IMG_width IMG_WIDTH image width -W IMG_WIDTH --image-width=IMG_width IMG_WIDTH image width
-t OBJECTS_THRESHOLD --objects-threshold=OBJECTS_THRESHOLD OBJECTS_THRESHOLD threshold to filter objects detected
""" """
import logging import logging
import os import os
@ -54,13 +50,9 @@ def execute_from_command_line():
default_client_id), default_client_id),
) )
frame_topic = get_default_value(args["--mqtt-topic-robocar-oak-camera"], "MQTT_TOPIC_CAMERA", "/oak/camera_rgb") frame_topic = get_default_value(args["--mqtt-topic-robocar-oak-camera"], "MQTT_TOPIC_CAMERA", "/oak/camera_rgb")
objects_topic = get_default_value(args["--mqtt-topic-robocar-objects"], "MQTT_TOPIC_OBJECTS", "/objects")
frame_processor = cam.FramePublisher(mqtt_client=client, frame_processor = cam.FramePublisher(mqtt_client=client,
frame_topic=frame_topic, frame_topic=frame_topic,
objects_topic=objects_topic,
objects_threshold=float(get_default_value(args["--objects-threshold"],
"OBJECTS_THRESHOLD", 0.2)),
img_width=int(get_default_value(args["--image-width"], "IMAGE_WIDTH", 160)), img_width=int(get_default_value(args["--image-width"], "IMAGE_WIDTH", 160)),
img_height=int(get_default_value(args["--image-height"], "IMAGE_HEIGHT", 120))) img_height=int(get_default_value(args["--image-height"], "IMAGE_HEIGHT", 120)))
frame_processor.run() frame_processor.run()

View File

@ -6,22 +6,14 @@ import events.events_pb2
import depthai as dai import depthai as dai
import cv2 import cv2
import numpy as np
logger = logging.getLogger(__name__) logger = logging.getLogger(__name__)
NN_PATH = "/models/mobile_object_localizer_192x192_openvino_2021.4_6shave.blob"
NN_WIDTH = 192
NN_HEIGHT = 192
class FramePublisher: class FramePublisher:
def __init__(self, mqtt_client: mqtt.Client, frame_topic: str, objects_topic: str, objects_threshold: float, def __init__(self, mqtt_client: mqtt.Client, frame_topic: str, img_width: int, img_height: int):
img_width: int, img_height: int):
self._mqtt_client = mqtt_client self._mqtt_client = mqtt_client
self._frame_topic = frame_topic self._frame_topic = frame_topic
self._objects_topic = objects_topic
self._objects_threshold = objects_threshold
self._img_width = img_width self._img_width = img_width
self._img_height = img_height self._img_height = img_height
self._pipeline = self._configure_pipeline() self._pipeline = self._configure_pipeline()
@ -30,29 +22,10 @@ class FramePublisher:
logger.info("configure pipeline") logger.info("configure pipeline")
pipeline = dai.Pipeline() pipeline = dai.Pipeline()
pipeline.setOpenVINOVersion(version=dai.OpenVINO.VERSION_2021_4)
# Define a neural network that will make predictions based on the source frames
detection_nn = pipeline.create(dai.node.NeuralNetwork)
detection_nn.setBlobPath(NN_PATH)
detection_nn.setNumPoolFrames(4)
detection_nn.input.setBlocking(False)
detection_nn.setNumInferenceThreads(2)
xout_nn = pipeline.create(dai.node.XLinkOut)
xout_nn.setStreamName("nn")
xout_nn.input.setBlocking(False)
# Resize image
manip = pipeline.create(dai.node.ImageManip)
manip.initialConfig.setResize(NN_WIDTH, NN_HEIGHT)
manip.initialConfig.setFrameType(dai.ImgFrame.Type.RGB888p)
manip.initialConfig.setKeepAspectRatio(False)
cam_rgb = pipeline.create(dai.node.ColorCamera) cam_rgb = pipeline.create(dai.node.ColorCamera)
xout_rgb = pipeline.create(dai.node.XLinkOut) xout_rgb = pipeline.create(dai.node.XLinkOut)
xout_rgb.setStreamName("rgb")
xout_rgb.setStreamName("rgb")
# Properties # Properties
cam_rgb.setBoardSocket(dai.CameraBoardSocket.RGB) cam_rgb.setBoardSocket(dai.CameraBoardSocket.RGB)
@ -61,14 +34,8 @@ class FramePublisher:
cam_rgb.setColorOrder(dai.ColorCameraProperties.ColorOrder.RGB) cam_rgb.setColorOrder(dai.ColorCameraProperties.ColorOrder.RGB)
cam_rgb.setFps(30) cam_rgb.setFps(30)
# Link preview to manip and manip to nn # Linking
cam_rgb.preview.link(manip.inputImage)
manip.out.link(detection_nn.input)
# Linking to output
cam_rgb.preview.link(xout_rgb.input) cam_rgb.preview.link(xout_rgb.input)
detection_nn.out.link(xout_nn.input)
logger.info("pipeline configured") logger.info("pipeline configured")
return pipeline return pipeline
@ -84,8 +51,7 @@ class FramePublisher:
device.startPipeline() device.startPipeline()
# Queues # Queues
queue_size = 4 queue_size = 4
q_rgb = device.getOutputQueue(name="rgb", maxSize=queue_size, blocking=False) q_rgb = device.getOutputQueue("rgb", maxSize=queue_size, blocking=False)
q_nn = device.getOutputQueue(name="nn", maxSize=queue_size, blocking=False)
while True: while True:
try: try:
@ -110,42 +76,5 @@ class FramePublisher:
qos=0, qos=0,
retain=False) retain=False)
in_nn = q_nn.get()
# get outputs
detection_boxes = np.array(in_nn.getLayerFp16("ExpandDims")).reshape((100, 4))
detection_scores = np.array(in_nn.getLayerFp16("ExpandDims_2")).reshape((100,))
# keep boxes bigger than threshold
mask = detection_scores >= self._objects_threshold
boxes = detection_boxes[mask]
scores = detection_scores[mask]
if boxes.shape[0] > 0:
objects_msg = events.events_pb2.ObjectsMessage()
objs = []
for i in range(boxes.shape[0]):
bbox = boxes[i]
logger.debug("new object detected: %s", str(bbox))
o = events.events_pb2.Object()
o.type = events.events_pb2.TypeObject.ANY
o.top = bbox[0].astype(float)
o.right = bbox[1].astype(float)
o.bottom = bbox[2].astype(float)
o.left = bbox[3].astype(float)
o.confidence = scores[i].astype(float)
objs.append(o)
objects_msg.objects.extend(objs)
objects_msg.frame_ref.name = frame_msg.id.name
objects_msg.frame_ref.id = frame_msg.id.id
objects_msg.frame_ref.created_at.FromDatetime(now)
logger.debug("publish object event to %s", self._frame_topic)
self._mqtt_client.publish(topic=self._objects_topic,
payload=objects_msg.SerializeToString(),
qos=0,
retain=False)
except Exception as e: except Exception as e:
logger.exception("unexpected error: %s", str(e)) logger.exception("unexpected error: %s", str(e))

View File

@ -1,10 +1,11 @@
# -*- coding: utf-8 -*- # -*- coding: utf-8 -*-
# Generated by the protocol buffer compiler. DO NOT EDIT! # Generated by the protocol buffer compiler. DO NOT EDIT!
# source: events/events.proto # source: events/events.proto
"""Generated protocol buffer code."""
from google.protobuf.internal import builder as _builder from google.protobuf.internal import enum_type_wrapper
from google.protobuf import descriptor as _descriptor from google.protobuf import descriptor as _descriptor
from google.protobuf import descriptor_pool as _descriptor_pool from google.protobuf import message as _message
from google.protobuf import reflection as _reflection
from google.protobuf import symbol_database as _symbol_database from google.protobuf import symbol_database as _symbol_database
# @@protoc_insertion_point(imports) # @@protoc_insertion_point(imports)
@ -14,40 +15,744 @@ _sym_db = _symbol_database.Default()
from google.protobuf import timestamp_pb2 as google_dot_protobuf_dot_timestamp__pb2 from google.protobuf import timestamp_pb2 as google_dot_protobuf_dot_timestamp__pb2
DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x13\x65vents/events.proto\x12\x0erobocar.events\x1a\x1fgoogle/protobuf/timestamp.proto\"T\n\x08\x46rameRef\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\n\n\x02id\x18\x02 \x01(\t\x12.\n\ncreated_at\x18\x03 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"C\n\x0c\x46rameMessage\x12$\n\x02id\x18\x01 \x01(\x0b\x32\x18.robocar.events.FrameRef\x12\r\n\x05\x66rame\x18\x02 \x01(\x0c\"d\n\x0fSteeringMessage\x12\x10\n\x08steering\x18\x01 \x01(\x02\x12\x12\n\nconfidence\x18\x02 \x01(\x02\x12+\n\tframe_ref\x18\x03 \x01(\x0b\x32\x18.robocar.events.FrameRef\"d\n\x0fThrottleMessage\x12\x10\n\x08throttle\x18\x01 \x01(\x02\x12\x12\n\nconfidence\x18\x02 \x01(\x02\x12+\n\tframe_ref\x18\x03 \x01(\x0b\x32\x18.robocar.events.FrameRef\"A\n\x10\x44riveModeMessage\x12-\n\ndrive_mode\x18\x01 \x01(\x0e\x32\x19.robocar.events.DriveMode\"f\n\x0eObjectsMessage\x12\'\n\x07objects\x18\x01 \x03(\x0b\x32\x16.robocar.events.Object\x12+\n\tframe_ref\x18\x02 \x01(\x0b\x32\x18.robocar.events.FrameRef\"\x80\x01\n\x06Object\x12(\n\x04type\x18\x01 \x01(\x0e\x32\x1a.robocar.events.TypeObject\x12\x0c\n\x04left\x18\x02 \x01(\x02\x12\x0b\n\x03top\x18\x03 \x01(\x02\x12\r\n\x05right\x18\x04 \x01(\x02\x12\x0e\n\x06\x62ottom\x18\x05 \x01(\x02\x12\x12\n\nconfidence\x18\x06 \x01(\x02\"&\n\x13SwitchRecordMessage\x12\x0f\n\x07\x65nabled\x18\x01 \x01(\x08\"\x8c\x01\n\x0bRoadMessage\x12&\n\x07\x63ontour\x18\x01 \x03(\x0b\x32\x15.robocar.events.Point\x12(\n\x07\x65llipse\x18\x02 \x01(\x0b\x32\x17.robocar.events.Ellipse\x12+\n\tframe_ref\x18\x03 \x01(\x0b\x32\x18.robocar.events.FrameRef\"\x1d\n\x05Point\x12\t\n\x01x\x18\x01 \x01(\x05\x12\t\n\x01y\x18\x02 \x01(\x05\"r\n\x07\x45llipse\x12%\n\x06\x63\x65nter\x18\x01 \x01(\x0b\x32\x15.robocar.events.Point\x12\r\n\x05width\x18\x02 \x01(\x05\x12\x0e\n\x06height\x18\x03 \x01(\x05\x12\r\n\x05\x61ngle\x18\x04 \x01(\x02\x12\x12\n\nconfidence\x18\x05 \x01(\x02\"\x82\x01\n\rRecordMessage\x12+\n\x05\x66rame\x18\x01 \x01(\x0b\x32\x1c.robocar.events.FrameMessage\x12\x31\n\x08steering\x18\x02 \x01(\x0b\x32\x1f.robocar.events.SteeringMessage\x12\x11\n\trecordSet\x18\x03 \x01(\t*-\n\tDriveMode\x12\x0b\n\x07INVALID\x10\x00\x12\x08\n\x04USER\x10\x01\x12\t\n\x05PILOT\x10\x02*2\n\nTypeObject\x12\x07\n\x03\x41NY\x10\x00\x12\x07\n\x03\x43\x41R\x10\x01\x12\x08\n\x04\x42UMP\x10\x02\x12\x08\n\x04PLOT\x10\x03\x42\nZ\x08./eventsb\x06proto3') DESCRIPTOR = _descriptor.FileDescriptor(
name='events/events.proto',
package='robocar.events',
syntax='proto3',
serialized_options=b'Z\006events',
create_key=_descriptor._internal_create_key,
serialized_pb=b'\n\x13\x65vents/events.proto\x12\x0erobocar.events\x1a\x1fgoogle/protobuf/timestamp.proto\"T\n\x08\x46rameRef\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\n\n\x02id\x18\x02 \x01(\t\x12.\n\ncreated_at\x18\x03 \x01(\x0b\x32\x1a.google.protobuf.Timestamp\"C\n\x0c\x46rameMessage\x12$\n\x02id\x18\x01 \x01(\x0b\x32\x18.robocar.events.FrameRef\x12\r\n\x05\x66rame\x18\x02 \x01(\x0c\"d\n\x0fSteeringMessage\x12\x10\n\x08steering\x18\x01 \x01(\x02\x12\x12\n\nconfidence\x18\x02 \x01(\x02\x12+\n\tframe_ref\x18\x03 \x01(\x0b\x32\x18.robocar.events.FrameRef\"d\n\x0fThrottleMessage\x12\x10\n\x08throttle\x18\x01 \x01(\x02\x12\x12\n\nconfidence\x18\x02 \x01(\x02\x12+\n\tframe_ref\x18\x03 \x01(\x0b\x32\x18.robocar.events.FrameRef\"A\n\x10\x44riveModeMessage\x12-\n\ndrive_mode\x18\x01 \x01(\x0e\x32\x19.robocar.events.DriveMode\"f\n\x0eObjectsMessage\x12\'\n\x07objects\x18\x01 \x03(\x0b\x32\x16.robocar.events.Object\x12+\n\tframe_ref\x18\x02 \x01(\x0b\x32\x18.robocar.events.FrameRef\"\x80\x01\n\x06Object\x12(\n\x04type\x18\x01 \x01(\x0e\x32\x1a.robocar.events.TypeObject\x12\x0c\n\x04left\x18\x02 \x01(\x05\x12\x0b\n\x03top\x18\x03 \x01(\x05\x12\r\n\x05right\x18\x04 \x01(\x05\x12\x0e\n\x06\x62ottom\x18\x05 \x01(\x05\x12\x12\n\nconfidence\x18\x06 \x01(\x02\"&\n\x13SwitchRecordMessage\x12\x0f\n\x07\x65nabled\x18\x01 \x01(\x08\"\x8c\x01\n\x0bRoadMessage\x12&\n\x07\x63ontour\x18\x01 \x03(\x0b\x32\x15.robocar.events.Point\x12(\n\x07\x65llipse\x18\x02 \x01(\x0b\x32\x17.robocar.events.Ellipse\x12+\n\tframe_ref\x18\x03 \x01(\x0b\x32\x18.robocar.events.FrameRef\"\x1d\n\x05Point\x12\t\n\x01x\x18\x01 \x01(\x05\x12\t\n\x01y\x18\x02 \x01(\x05\"r\n\x07\x45llipse\x12%\n\x06\x63\x65nter\x18\x01 \x01(\x0b\x32\x15.robocar.events.Point\x12\r\n\x05width\x18\x02 \x01(\x05\x12\x0e\n\x06height\x18\x03 \x01(\x05\x12\r\n\x05\x61ngle\x18\x04 \x01(\x02\x12\x12\n\nconfidence\x18\x05 \x01(\x02\"\x82\x01\n\rRecordMessage\x12+\n\x05\x66rame\x18\x01 \x01(\x0b\x32\x1c.robocar.events.FrameMessage\x12\x31\n\x08steering\x18\x02 \x01(\x0b\x32\x1f.robocar.events.SteeringMessage\x12\x11\n\trecordSet\x18\x03 \x01(\t*-\n\tDriveMode\x12\x0b\n\x07INVALID\x10\x00\x12\x08\n\x04USER\x10\x01\x12\t\n\x05PILOT\x10\x02*2\n\nTypeObject\x12\x07\n\x03\x41NY\x10\x00\x12\x07\n\x03\x43\x41R\x10\x01\x12\x08\n\x04\x42UMP\x10\x02\x12\x08\n\x04PLOT\x10\x03\x42\x08Z\x06\x65ventsb\x06proto3'
,
dependencies=[google_dot_protobuf_dot_timestamp__pb2.DESCRIPTOR,])
_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, globals()) _DRIVEMODE = _descriptor.EnumDescriptor(
_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'events.events_pb2', globals()) name='DriveMode',
if _descriptor._USE_C_DESCRIPTORS == False: full_name='robocar.events.DriveMode',
filename=None,
file=DESCRIPTOR,
create_key=_descriptor._internal_create_key,
values=[
_descriptor.EnumValueDescriptor(
name='INVALID', index=0, number=0,
serialized_options=None,
type=None,
create_key=_descriptor._internal_create_key),
_descriptor.EnumValueDescriptor(
name='USER', index=1, number=1,
serialized_options=None,
type=None,
create_key=_descriptor._internal_create_key),
_descriptor.EnumValueDescriptor(
name='PILOT', index=2, number=2,
serialized_options=None,
type=None,
create_key=_descriptor._internal_create_key),
],
containing_type=None,
serialized_options=None,
serialized_start=1196,
serialized_end=1241,
)
_sym_db.RegisterEnumDescriptor(_DRIVEMODE)
DESCRIPTOR._options = None DriveMode = enum_type_wrapper.EnumTypeWrapper(_DRIVEMODE)
DESCRIPTOR._serialized_options = b'Z\010./events' _TYPEOBJECT = _descriptor.EnumDescriptor(
_DRIVEMODE._serialized_start=1196 name='TypeObject',
_DRIVEMODE._serialized_end=1241 full_name='robocar.events.TypeObject',
_TYPEOBJECT._serialized_start=1243 filename=None,
_TYPEOBJECT._serialized_end=1293 file=DESCRIPTOR,
_FRAMEREF._serialized_start=72 create_key=_descriptor._internal_create_key,
_FRAMEREF._serialized_end=156 values=[
_FRAMEMESSAGE._serialized_start=158 _descriptor.EnumValueDescriptor(
_FRAMEMESSAGE._serialized_end=225 name='ANY', index=0, number=0,
_STEERINGMESSAGE._serialized_start=227 serialized_options=None,
_STEERINGMESSAGE._serialized_end=327 type=None,
_THROTTLEMESSAGE._serialized_start=329 create_key=_descriptor._internal_create_key),
_THROTTLEMESSAGE._serialized_end=429 _descriptor.EnumValueDescriptor(
_DRIVEMODEMESSAGE._serialized_start=431 name='CAR', index=1, number=1,
_DRIVEMODEMESSAGE._serialized_end=496 serialized_options=None,
_OBJECTSMESSAGE._serialized_start=498 type=None,
_OBJECTSMESSAGE._serialized_end=600 create_key=_descriptor._internal_create_key),
_OBJECT._serialized_start=603 _descriptor.EnumValueDescriptor(
_OBJECT._serialized_end=731 name='BUMP', index=2, number=2,
_SWITCHRECORDMESSAGE._serialized_start=733 serialized_options=None,
_SWITCHRECORDMESSAGE._serialized_end=771 type=None,
_ROADMESSAGE._serialized_start=774 create_key=_descriptor._internal_create_key),
_ROADMESSAGE._serialized_end=914 _descriptor.EnumValueDescriptor(
_POINT._serialized_start=916 name='PLOT', index=3, number=3,
_POINT._serialized_end=945 serialized_options=None,
_ELLIPSE._serialized_start=947 type=None,
_ELLIPSE._serialized_end=1061 create_key=_descriptor._internal_create_key),
_RECORDMESSAGE._serialized_start=1064 ],
_RECORDMESSAGE._serialized_end=1194 containing_type=None,
serialized_options=None,
serialized_start=1243,
serialized_end=1293,
)
_sym_db.RegisterEnumDescriptor(_TYPEOBJECT)
TypeObject = enum_type_wrapper.EnumTypeWrapper(_TYPEOBJECT)
INVALID = 0
USER = 1
PILOT = 2
ANY = 0
CAR = 1
BUMP = 2
PLOT = 3
_FRAMEREF = _descriptor.Descriptor(
name='FrameRef',
full_name='robocar.events.FrameRef',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='name', full_name='robocar.events.FrameRef.name', index=0,
number=1, type=9, cpp_type=9, label=1,
has_default_value=False, default_value=b"".decode('utf-8'),
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='id', full_name='robocar.events.FrameRef.id', index=1,
number=2, type=9, cpp_type=9, label=1,
has_default_value=False, default_value=b"".decode('utf-8'),
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='created_at', full_name='robocar.events.FrameRef.created_at', index=2,
number=3, type=11, cpp_type=10, label=1,
has_default_value=False, default_value=None,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=72,
serialized_end=156,
)
_FRAMEMESSAGE = _descriptor.Descriptor(
name='FrameMessage',
full_name='robocar.events.FrameMessage',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='id', full_name='robocar.events.FrameMessage.id', index=0,
number=1, type=11, cpp_type=10, label=1,
has_default_value=False, default_value=None,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='frame', full_name='robocar.events.FrameMessage.frame', index=1,
number=2, type=12, cpp_type=9, label=1,
has_default_value=False, default_value=b"",
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=158,
serialized_end=225,
)
_STEERINGMESSAGE = _descriptor.Descriptor(
name='SteeringMessage',
full_name='robocar.events.SteeringMessage',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='steering', full_name='robocar.events.SteeringMessage.steering', index=0,
number=1, type=2, cpp_type=6, label=1,
has_default_value=False, default_value=float(0),
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='confidence', full_name='robocar.events.SteeringMessage.confidence', index=1,
number=2, type=2, cpp_type=6, label=1,
has_default_value=False, default_value=float(0),
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='frame_ref', full_name='robocar.events.SteeringMessage.frame_ref', index=2,
number=3, type=11, cpp_type=10, label=1,
has_default_value=False, default_value=None,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=227,
serialized_end=327,
)
_THROTTLEMESSAGE = _descriptor.Descriptor(
name='ThrottleMessage',
full_name='robocar.events.ThrottleMessage',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='throttle', full_name='robocar.events.ThrottleMessage.throttle', index=0,
number=1, type=2, cpp_type=6, label=1,
has_default_value=False, default_value=float(0),
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='confidence', full_name='robocar.events.ThrottleMessage.confidence', index=1,
number=2, type=2, cpp_type=6, label=1,
has_default_value=False, default_value=float(0),
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='frame_ref', full_name='robocar.events.ThrottleMessage.frame_ref', index=2,
number=3, type=11, cpp_type=10, label=1,
has_default_value=False, default_value=None,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=329,
serialized_end=429,
)
_DRIVEMODEMESSAGE = _descriptor.Descriptor(
name='DriveModeMessage',
full_name='robocar.events.DriveModeMessage',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='drive_mode', full_name='robocar.events.DriveModeMessage.drive_mode', index=0,
number=1, type=14, cpp_type=8, label=1,
has_default_value=False, default_value=0,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=431,
serialized_end=496,
)
_OBJECTSMESSAGE = _descriptor.Descriptor(
name='ObjectsMessage',
full_name='robocar.events.ObjectsMessage',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='objects', full_name='robocar.events.ObjectsMessage.objects', index=0,
number=1, type=11, cpp_type=10, label=3,
has_default_value=False, default_value=[],
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='frame_ref', full_name='robocar.events.ObjectsMessage.frame_ref', index=1,
number=2, type=11, cpp_type=10, label=1,
has_default_value=False, default_value=None,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=498,
serialized_end=600,
)
_OBJECT = _descriptor.Descriptor(
name='Object',
full_name='robocar.events.Object',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='type', full_name='robocar.events.Object.type', index=0,
number=1, type=14, cpp_type=8, label=1,
has_default_value=False, default_value=0,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='left', full_name='robocar.events.Object.left', index=1,
number=2, type=5, cpp_type=1, label=1,
has_default_value=False, default_value=0,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='top', full_name='robocar.events.Object.top', index=2,
number=3, type=5, cpp_type=1, label=1,
has_default_value=False, default_value=0,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='right', full_name='robocar.events.Object.right', index=3,
number=4, type=5, cpp_type=1, label=1,
has_default_value=False, default_value=0,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='bottom', full_name='robocar.events.Object.bottom', index=4,
number=5, type=5, cpp_type=1, label=1,
has_default_value=False, default_value=0,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='confidence', full_name='robocar.events.Object.confidence', index=5,
number=6, type=2, cpp_type=6, label=1,
has_default_value=False, default_value=float(0),
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=603,
serialized_end=731,
)
_SWITCHRECORDMESSAGE = _descriptor.Descriptor(
name='SwitchRecordMessage',
full_name='robocar.events.SwitchRecordMessage',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='enabled', full_name='robocar.events.SwitchRecordMessage.enabled', index=0,
number=1, type=8, cpp_type=7, label=1,
has_default_value=False, default_value=False,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=733,
serialized_end=771,
)
_ROADMESSAGE = _descriptor.Descriptor(
name='RoadMessage',
full_name='robocar.events.RoadMessage',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='contour', full_name='robocar.events.RoadMessage.contour', index=0,
number=1, type=11, cpp_type=10, label=3,
has_default_value=False, default_value=[],
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='ellipse', full_name='robocar.events.RoadMessage.ellipse', index=1,
number=2, type=11, cpp_type=10, label=1,
has_default_value=False, default_value=None,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='frame_ref', full_name='robocar.events.RoadMessage.frame_ref', index=2,
number=3, type=11, cpp_type=10, label=1,
has_default_value=False, default_value=None,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=774,
serialized_end=914,
)
_POINT = _descriptor.Descriptor(
name='Point',
full_name='robocar.events.Point',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='x', full_name='robocar.events.Point.x', index=0,
number=1, type=5, cpp_type=1, label=1,
has_default_value=False, default_value=0,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='y', full_name='robocar.events.Point.y', index=1,
number=2, type=5, cpp_type=1, label=1,
has_default_value=False, default_value=0,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=916,
serialized_end=945,
)
_ELLIPSE = _descriptor.Descriptor(
name='Ellipse',
full_name='robocar.events.Ellipse',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='center', full_name='robocar.events.Ellipse.center', index=0,
number=1, type=11, cpp_type=10, label=1,
has_default_value=False, default_value=None,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='width', full_name='robocar.events.Ellipse.width', index=1,
number=2, type=5, cpp_type=1, label=1,
has_default_value=False, default_value=0,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='height', full_name='robocar.events.Ellipse.height', index=2,
number=3, type=5, cpp_type=1, label=1,
has_default_value=False, default_value=0,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='angle', full_name='robocar.events.Ellipse.angle', index=3,
number=4, type=2, cpp_type=6, label=1,
has_default_value=False, default_value=float(0),
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='confidence', full_name='robocar.events.Ellipse.confidence', index=4,
number=5, type=2, cpp_type=6, label=1,
has_default_value=False, default_value=float(0),
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=947,
serialized_end=1061,
)
_RECORDMESSAGE = _descriptor.Descriptor(
name='RecordMessage',
full_name='robocar.events.RecordMessage',
filename=None,
file=DESCRIPTOR,
containing_type=None,
create_key=_descriptor._internal_create_key,
fields=[
_descriptor.FieldDescriptor(
name='frame', full_name='robocar.events.RecordMessage.frame', index=0,
number=1, type=11, cpp_type=10, label=1,
has_default_value=False, default_value=None,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='steering', full_name='robocar.events.RecordMessage.steering', index=1,
number=2, type=11, cpp_type=10, label=1,
has_default_value=False, default_value=None,
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
_descriptor.FieldDescriptor(
name='recordSet', full_name='robocar.events.RecordMessage.recordSet', index=2,
number=3, type=9, cpp_type=9, label=1,
has_default_value=False, default_value=b"".decode('utf-8'),
message_type=None, enum_type=None, containing_type=None,
is_extension=False, extension_scope=None,
serialized_options=None, file=DESCRIPTOR, create_key=_descriptor._internal_create_key),
],
extensions=[
],
nested_types=[],
enum_types=[
],
serialized_options=None,
is_extendable=False,
syntax='proto3',
extension_ranges=[],
oneofs=[
],
serialized_start=1064,
serialized_end=1194,
)
_FRAMEREF.fields_by_name['created_at'].message_type = google_dot_protobuf_dot_timestamp__pb2._TIMESTAMP
_FRAMEMESSAGE.fields_by_name['id'].message_type = _FRAMEREF
_STEERINGMESSAGE.fields_by_name['frame_ref'].message_type = _FRAMEREF
_THROTTLEMESSAGE.fields_by_name['frame_ref'].message_type = _FRAMEREF
_DRIVEMODEMESSAGE.fields_by_name['drive_mode'].enum_type = _DRIVEMODE
_OBJECTSMESSAGE.fields_by_name['objects'].message_type = _OBJECT
_OBJECTSMESSAGE.fields_by_name['frame_ref'].message_type = _FRAMEREF
_OBJECT.fields_by_name['type'].enum_type = _TYPEOBJECT
_ROADMESSAGE.fields_by_name['contour'].message_type = _POINT
_ROADMESSAGE.fields_by_name['ellipse'].message_type = _ELLIPSE
_ROADMESSAGE.fields_by_name['frame_ref'].message_type = _FRAMEREF
_ELLIPSE.fields_by_name['center'].message_type = _POINT
_RECORDMESSAGE.fields_by_name['frame'].message_type = _FRAMEMESSAGE
_RECORDMESSAGE.fields_by_name['steering'].message_type = _STEERINGMESSAGE
DESCRIPTOR.message_types_by_name['FrameRef'] = _FRAMEREF
DESCRIPTOR.message_types_by_name['FrameMessage'] = _FRAMEMESSAGE
DESCRIPTOR.message_types_by_name['SteeringMessage'] = _STEERINGMESSAGE
DESCRIPTOR.message_types_by_name['ThrottleMessage'] = _THROTTLEMESSAGE
DESCRIPTOR.message_types_by_name['DriveModeMessage'] = _DRIVEMODEMESSAGE
DESCRIPTOR.message_types_by_name['ObjectsMessage'] = _OBJECTSMESSAGE
DESCRIPTOR.message_types_by_name['Object'] = _OBJECT
DESCRIPTOR.message_types_by_name['SwitchRecordMessage'] = _SWITCHRECORDMESSAGE
DESCRIPTOR.message_types_by_name['RoadMessage'] = _ROADMESSAGE
DESCRIPTOR.message_types_by_name['Point'] = _POINT
DESCRIPTOR.message_types_by_name['Ellipse'] = _ELLIPSE
DESCRIPTOR.message_types_by_name['RecordMessage'] = _RECORDMESSAGE
DESCRIPTOR.enum_types_by_name['DriveMode'] = _DRIVEMODE
DESCRIPTOR.enum_types_by_name['TypeObject'] = _TYPEOBJECT
_sym_db.RegisterFileDescriptor(DESCRIPTOR)
FrameRef = _reflection.GeneratedProtocolMessageType('FrameRef', (_message.Message,), {
'DESCRIPTOR' : _FRAMEREF,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.FrameRef)
})
_sym_db.RegisterMessage(FrameRef)
FrameMessage = _reflection.GeneratedProtocolMessageType('FrameMessage', (_message.Message,), {
'DESCRIPTOR' : _FRAMEMESSAGE,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.FrameMessage)
})
_sym_db.RegisterMessage(FrameMessage)
SteeringMessage = _reflection.GeneratedProtocolMessageType('SteeringMessage', (_message.Message,), {
'DESCRIPTOR' : _STEERINGMESSAGE,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.SteeringMessage)
})
_sym_db.RegisterMessage(SteeringMessage)
ThrottleMessage = _reflection.GeneratedProtocolMessageType('ThrottleMessage', (_message.Message,), {
'DESCRIPTOR' : _THROTTLEMESSAGE,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.ThrottleMessage)
})
_sym_db.RegisterMessage(ThrottleMessage)
DriveModeMessage = _reflection.GeneratedProtocolMessageType('DriveModeMessage', (_message.Message,), {
'DESCRIPTOR' : _DRIVEMODEMESSAGE,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.DriveModeMessage)
})
_sym_db.RegisterMessage(DriveModeMessage)
ObjectsMessage = _reflection.GeneratedProtocolMessageType('ObjectsMessage', (_message.Message,), {
'DESCRIPTOR' : _OBJECTSMESSAGE,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.ObjectsMessage)
})
_sym_db.RegisterMessage(ObjectsMessage)
Object = _reflection.GeneratedProtocolMessageType('Object', (_message.Message,), {
'DESCRIPTOR' : _OBJECT,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.Object)
})
_sym_db.RegisterMessage(Object)
SwitchRecordMessage = _reflection.GeneratedProtocolMessageType('SwitchRecordMessage', (_message.Message,), {
'DESCRIPTOR' : _SWITCHRECORDMESSAGE,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.SwitchRecordMessage)
})
_sym_db.RegisterMessage(SwitchRecordMessage)
RoadMessage = _reflection.GeneratedProtocolMessageType('RoadMessage', (_message.Message,), {
'DESCRIPTOR' : _ROADMESSAGE,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.RoadMessage)
})
_sym_db.RegisterMessage(RoadMessage)
Point = _reflection.GeneratedProtocolMessageType('Point', (_message.Message,), {
'DESCRIPTOR' : _POINT,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.Point)
})
_sym_db.RegisterMessage(Point)
Ellipse = _reflection.GeneratedProtocolMessageType('Ellipse', (_message.Message,), {
'DESCRIPTOR' : _ELLIPSE,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.Ellipse)
})
_sym_db.RegisterMessage(Ellipse)
RecordMessage = _reflection.GeneratedProtocolMessageType('RecordMessage', (_message.Message,), {
'DESCRIPTOR' : _RECORDMESSAGE,
'__module__' : 'events.events_pb2'
# @@protoc_insertion_point(class_scope:robocar.events.RecordMessage)
})
_sym_db.RegisterMessage(RecordMessage)
DESCRIPTOR._options = None
# @@protoc_insertion_point(module_scope) # @@protoc_insertion_point(module_scope)

View File

@ -1,8 +1,7 @@
paho-mqtt~=1.6.1 paho-mqtt~=1.6.1
docopt~=0.6.2 docopt~=0.6.2
depthai==2.17.2.0 depthai==2.14.1.0
opencv-python==4.6.0.66 opencv-python~=4.5.5.62
google~=3.0.0 google~=3.0.0
google-api-core~=2.4.0 google-api-core~=2.4.0
setuptools==60.5.0 setuptools==60.5.0
blobconverter==1.3.0