openpilot is an open source driver assistance system. openpilot performs the functions of Automated Lane Centering and Adaptive Cruise Control for over 200 supported car makes and models.
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#!/usr/bin/env python3
import sys
import json
import base64
import os
import subprocess
from multiprocessing import Pool
from openpilot.tools.lib.route import Route
from openpilot.tools.lib.logreader import LogReader
try:
from mcap.writer import Writer, CompressionType
except ImportError:
print("mcap module not found. Attempting to install...")
subprocess.run([sys.executable, "-m", "pip", "install", "mcap"])
# Attempt to import again after installation
try:
from mcap.writer import Writer, CompressionType
except ImportError:
print("Failed to install mcap module. Exiting.")
sys.exit(1)
FOXGLOVE_IMAGE_SCHEME_TITLE = "foxglove.CompressedImage"
FOXGLOVE_GEOJSON_TITLE = "foxglove.GeoJSON"
FOXGLOVE_IMAGE_ENCODING = "base64"
OUT_MCAP_FILE_NAME = "json_log.mcap"
RLOG_FOLDER = "rlogs"
SCHEMAS_FOLDER = "schemas"
SCHEMA_EXTENSION = ".json"
schemas: dict[str, int] = {}
channels: dict[str, int] = {}
writer: Writer
def convertBytesToString(data):
if isinstance(data, bytes):
return data.decode('latin-1') # Assuming UTF-8 encoding, adjust if needed
elif isinstance(data, list):
return [convertBytesToString(item) for item in data]
elif isinstance(data, dict):
return {key: convertBytesToString(value) for key, value in data.items()}
else:
return data
# Load jsonscheme for every Event
def loadSchema(schemaName):
with open(os.path.join(SCHEMAS_FOLDER, schemaName + SCHEMA_EXTENSION), "r") as file:
return json.loads(file.read())
# Foxglove creates one graph of an array, and not one for each item of an array
# This can be avoided by transforming array to separate objects
def transformListsToJsonDict(json_data):
def convert_array_to_dict(array):
new_dict = {}
for index, item in enumerate(array):
if isinstance(item, dict):
new_dict[index] = transformListsToJsonDict(item)
else:
new_dict[index] = item
return new_dict
new_data = {}
for key, value in json_data.items():
if isinstance(value, list):
new_data[key] = convert_array_to_dict(value)
elif isinstance(value, dict):
new_data[key] = transformListsToJsonDict(value)
else:
new_data[key] = value
return new_data
# Transform openpilot thumbnail to foxglove compressedImage
def transformToFoxgloveSchema(jsonMsg):
bytesImgData = jsonMsg.get("thumbnail").get("thumbnail").encode('latin1')
base64ImgData = base64.b64encode(bytesImgData)
base64_string = base64ImgData.decode('utf-8')
foxMsg = {
"timestamp": {"sec": "0", "nsec": jsonMsg.get("logMonoTime")},
"frame_id": str(jsonMsg.get("thumbnail").get("frameId")),
"data": base64_string,
"format": "jpeg",
}
return foxMsg
# TODO: Check if there is a tool to build GEOJson
def transformMapCoordinates(jsonMsg):
coordinates = []
for jsonCoords in jsonMsg.get("navRoute").get("coordinates"):
coordinates.append([jsonCoords.get("longitude"), jsonCoords.get("latitude")])
# Define the GeoJSON
geojson_data = {
"type": "FeatureCollection",
"features": [{"type": "Feature", "geometry": {"type": "LineString", "coordinates": coordinates}, "logMonoTime": jsonMsg.get("logMonoTime")}],
}
# Create the final JSON with the GeoJSON data encoded as a string
geoJson = {"geojson": json.dumps(geojson_data)}
return geoJson
def jsonToScheme(jsonData):
zeroArray = False
schema = {"type": "object", "properties": {}, "required": []}
for key, value in jsonData.items():
if isinstance(value, dict):
tempScheme, zeroArray = jsonToScheme(value)
if tempScheme == 0:
return 0
schema["properties"][key] = tempScheme
schema["required"].append(key)
elif isinstance(value, list):
if all(isinstance(item, dict) for item in value) and len(value) > 0: # Handle zero value arrays
# Handle array of objects
tempScheme, zeroArray = jsonToScheme(value[0])
schema["properties"][key] = {"type": "array", "items": tempScheme if value else {}}
schema["required"].append(key)
else:
if len(value) == 0:
zeroArray = True
# Handle array of primitive types
schema["properties"][key] = {"type": "array", "items": {"type": "string"}}
schema["required"].append(key)
else:
typeName = type(value).__name__
if typeName == "str":
typeName = "string"
elif typeName == "bool":
typeName = "boolean"
elif typeName == "float":
typeName = "number"
elif typeName == "int":
typeName = "integer"
schema["properties"][key] = {"type": typeName}
schema["required"].append(key)
return schema, zeroArray
def saveScheme(scheme, schemaFileName):
schemaFileName = schemaFileName + SCHEMA_EXTENSION
# Create the new schemas folder
os.makedirs(SCHEMAS_FOLDER, exist_ok=True)
with open(os.path.join(SCHEMAS_FOLDER, schemaFileName), 'w') as json_file:
json.dump(convertBytesToString(scheme), json_file)
def convertToFoxGloveFormat(jsonData, rlogTopic):
jsonData["title"] = rlogTopic
if rlogTopic == "thumbnail":
jsonData = transformToFoxgloveSchema(jsonData)
jsonData["title"] = FOXGLOVE_IMAGE_SCHEME_TITLE
elif rlogTopic == "navRoute":
jsonData = transformMapCoordinates(jsonData)
jsonData["title"] = FOXGLOVE_GEOJSON_TITLE
else:
jsonData = transformListsToJsonDict(jsonData)
return jsonData
def generateSchemas():
listOfDirs = os.listdir(RLOG_FOLDER)
# Open every dir in rlogs
for directory in listOfDirs:
# List every file in every rlog dir
dirPath = os.path.join(RLOG_FOLDER, directory)
listOfFiles = os.listdir(dirPath)
lastIteration = len(listOfFiles)
for iteration, file in enumerate(listOfFiles):
# Load json data from every file until found one without empty arrays
filePath = os.path.join(dirPath, file)
with open(filePath, 'r') as jsonFile:
jsonData = json.load(jsonFile)
scheme, zerroArray = jsonToScheme(jsonData)
# If array of len 0 has been found, type of its data can not be parsed, skip to the next log
# in search for a non empty array. If there is not an non empty array in logs, put a dummy string type
if zerroArray and not iteration == lastIteration - 1:
continue
title = jsonData.get("title")
scheme["title"] = title
# Add contentEncoding type, hardcoded in foxglove format
if title == FOXGLOVE_IMAGE_SCHEME_TITLE:
scheme["properties"]["data"]["contentEncoding"] = FOXGLOVE_IMAGE_ENCODING
saveScheme(scheme, directory)
break
def downloadLogs(logPaths):
segment_counter = 0
for logPath in logPaths:
segment_counter += 1
msg_counter = 1
print(segment_counter)
rlog = LogReader(logPath)
for msg in rlog:
jsonMsg = json.loads(json.dumps(convertBytesToString(msg.to_dict())))
jsonMsg = convertToFoxGloveFormat(jsonMsg, msg.which())
rlog_dir_path = os.path.join(RLOG_FOLDER, msg.which())
if not os.path.exists(rlog_dir_path):
os.makedirs(rlog_dir_path)
file_path = os.path.join(rlog_dir_path, str(segment_counter) + "," + str(msg_counter))
with open(file_path, 'w') as json_file:
json.dump(jsonMsg, json_file)
msg_counter += 1
def getLogMonoTime(jsonMsg):
if jsonMsg.get("title") == FOXGLOVE_IMAGE_SCHEME_TITLE:
logMonoTime = jsonMsg.get("timestamp").get("nsec")
elif jsonMsg.get("title") == FOXGLOVE_GEOJSON_TITLE:
logMonoTime = json.loads(jsonMsg.get("geojson")).get("features")[0].get("logMonoTime")
else:
logMonoTime = jsonMsg.get("logMonoTime")
return logMonoTime
def processMsgs(args):
msgFile, rlogTopicPath, rlogTopic = args
msgFilePath = os.path.join(rlogTopicPath, msgFile)
with open(msgFilePath, "r") as file:
jsonMsg = json.load(file)
logMonoTime = getLogMonoTime(jsonMsg)
return {'channel_id': channels[rlogTopic], 'log_time': logMonoTime, 'data': json.dumps(jsonMsg).encode("utf-8"), 'publish_time': logMonoTime}
# Get logs from a path, and convert them into mcap
def createMcap(logPaths):
print(f"Downloading logs [{len(logPaths)}]")
downloadLogs(logPaths)
print("Creating schemas")
generateSchemas()
print("Creating mcap file")
listOfRlogTopics = os.listdir(RLOG_FOLDER)
print(f"Registering schemas and channels [{len(listOfRlogTopics)}]")
for counter, rlogTopic in enumerate(listOfRlogTopics):
print(counter)
schema = loadSchema(rlogTopic)
schema_id = writer.register_schema(name=schema.get("title"), encoding="jsonschema", data=json.dumps(schema).encode())
schemas[rlogTopic] = schema_id
channel_id = writer.register_channel(schema_id=schemas[rlogTopic], topic=rlogTopic, message_encoding="json")
channels[rlogTopic] = channel_id
rlogTopicPath = os.path.join(RLOG_FOLDER, rlogTopic)
msgFiles = os.listdir(rlogTopicPath)
pool = Pool()
results = pool.map(processMsgs, [(msgFile, rlogTopicPath, rlogTopic) for msgFile in msgFiles])
pool.close()
pool.join()
for result in results:
writer.add_message(channel_id=result['channel_id'], log_time=result['log_time'], data=result['data'], publish_time=result['publish_time'])
def is_program_installed(program_name):
try:
# Check if the program is installed using dpkg (for traditional Debian packages)
subprocess.run(["dpkg", "-l", program_name], check=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
return True
except subprocess.CalledProcessError:
# Check if the program is installed using snap
try:
subprocess.run(["snap", "list", program_name], check=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
return True
except subprocess.CalledProcessError:
return False
if __name__ == '__main__':
# Example usage:
program_name = "foxglove-studio" # Change this to the program you want to check
if is_program_installed(program_name):
print(f"{program_name} detected.")
else:
print(f"{program_name} could not be detected.")
installFoxglove = input("Would you like to install it? YES/NO? - ")
if installFoxglove.lower() == "yes":
try:
subprocess.run(['./install_foxglove.sh'], check=True)
print("Installation completed successfully.")
except subprocess.CalledProcessError as e:
print(f"Installation failed with return code {e.returncode}.")
# Get a route
if len(sys.argv) == 1:
route_name = "a2a0ccea32023010|2023-07-27--13-01-19"
print("No route was provided, using demo route")
else:
route_name = sys.argv[1]
# Get logs for a route
print("Getting route log paths")
route = Route(route_name)
logPaths = route.log_paths()
# Start mcap writer
with open(OUT_MCAP_FILE_NAME, "wb") as stream:
writer = Writer(stream, compression=CompressionType.NONE)
writer.start()
createMcap(logPaths)
writer.finish()
print(f"File {OUT_MCAP_FILE_NAME} has been successfully created. Please import it into foxglove studio to continue.")