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data_deserializer.py
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data_deserializer.py
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from enum import Enum
from typing import Any, Tuple
from can import Message
from functools import wraps
from decimal import Decimal
UINT = int
CHAR = str
canMessages = {
218099784: ["RPM", "TPS", "Fuel Open Time", "Ignition Angle"],
218100040: ["Barometer", "MAP", "Lambda", "Pressure Type"],
218100296: [
"Analog Input #1",
"Analog Input #2",
"Analog Input #3",
"Analog Input #4",
],
218100552: [
"Analog Input #5",
"Analog Input #6",
"Analog Input #7",
"Analog Input #8",
],
218100808: ["Frequency 1", "Frequency 2", "Frequency 3", "Frequency 4"],
218101064: ["Battery Volt", "Air Temp", "Coolant Temp", "Temp Type"],
218101320: ["Analog Input #5", "Analog Input #7"],
218101576: ["RPM Rate", "TPS Rate", "MAP Rate", "MAF Load Rate"],
218101832: ["Lambda #1 Measured", "Lambda #2 Measured", "Target Lambda"],
218102088: [
"PWM Duty Cycle #1",
"PWM Duty Cycle #2",
"PWM Duty Cycle #2",
"PWM Duty Cycle #3",
"PWM Duty Cycle #4",
"PWM Duty Cycle #5",
"PWM Duty Cycle #6",
"PWM Duty Cycle #7",
"PWM Duty Cycle #8",
],
218102344: ["Percent Slip", "Driven Wheel Rate of Change", "Desired Value"],
218102600: [
"Driven Avg Wheel Speed",
"Non-Driven Avg Wheel Speed",
"Ignition Compensation",
"Ignition Cut Percentage",
],
218102856: [
"Driven Wheel Speed #1",
"Driven Wheel Speed #2",
"Non-Driven Wheel Speed #1",
"Non-Driven Wheel Speed #2",
],
218103112: [
"Fuel Comp-Accel",
"Fuel Comp-Starting",
"Fuel Comp-Air Temp",
"Fuel Comp-Coolant Temp",
],
218103368: ["Fuel Comp-Barometer", "Fuel Comp-MAP"],
} # Wait, was there not supposed to be a bracket here??? - Gino
class pressure_type(Enum):
"""The pressure unit type."""
KPA = 0
PSI = 1
def __str__(self):
return self.name
class temp_type(Enum):
"""The temperature unit type."""
C = 0
F = 1
def __str__(self):
return self.name
class MessageData:
_DESERIALIZERS = []
def __init__(self, message: Message):
self.message = message
self.data = message.data
@property
def deserializers(self):
"""List of deserializers for each message ID."""
return type(self)._DESERIALIZERS
@deserializers.setter
def set_deserializers(self, deserializers):
type(self)._DESERIALIZERS = deserializers
def get_deserializer(self, name: str):
"""Get the deserializer for the given name."""
for deserializer in self.deserializers:
if deserializer["name"] == name:
return deserializer
print("Can't find deserializer", name)
raise ValueError(f"Deserializer for {name} not found")
@staticmethod
def deserializer(
can_id: hex,
pname: str,
rate: int,
start_position: int,
length: int,
name: str,
data_range: Tuple[int],
units: str = None,
resolution_per_bit: float = None,
):
"""Decorator for deserializing CAN messages.
Args:
can_id (hex): The CAN ID of the message.
pname (str): PE Controller name.
rate (int): The rate in miliseconds of data collection
start_position (int): The position of the start byte
length (int): The length in bytes of the data
name (str): The human readable name of the data
units (str): The units of the data
resolution_per_bit (float): The level of precision of the data
data_range (Tuple[int; 2]): The upper and lower bounds of the data
"""
# function takes in a message object and returns the data
def decorator(func):
annotations = func.__annotations__
if "return" not in annotations:
raise ValueError("Deserializers must type hint to return a value")
for annotation in annotations:
if annotation not in ["message", "data", "return"]:
raise ValueError(f"Deserializers cannot type hint to {annotation}")
dtype = annotations["return"]
@wraps(func)
def wrapper(messsage: MessageData):
# check if function accepts a message object
args = []
kwargs = {}
if "message" in annotations:
kwargs["message"] = messsage
# check if function accepts a data object
if "data" in annotations:
kwargs["data"] = messsage.data[
obj["start_position"]
- 1 : obj["start_position"]
+ obj["length"]
- 1
]
data = func(*args, **kwargs)
if resolution := obj.get("resolution_per_bit"):
# decimal safe multiplication (no 0.1 + 0.2)
d_data = Decimal(data)
d_res = d_data * Decimal(resolution)
if int(d_res) == float(d_res):
data = int(d_res)
else:
data = float(d_res)
data = round(data, 2) if isinstance(data, float) else data
# checking dtype
# if not isinstance(data, dtype):
# raise TypeError(f"Deserializer {func.__name__} must return {dtype.__name__}")
# checking if it matches the range
if isinstance(data, (int, float)):
if not obj["data_range"][0] <= data <= obj["data_range"][1]:
...
# raise ValueError(
# f"Data {data} is out of range {obj['data_range']} while processing metric {obj['name']}"
# )
print(
f"Data {data} is out of range {obj['data_range']} while processing metric {obj['name']}"
)
return data
obj = dict(
can_id=can_id,
pname=pname,
rate=rate,
start_position=start_position,
length=length,
name=name,
units=units,
resolution_per_bit=resolution_per_bit,
data_range=data_range,
dtype=dtype,
func=wrapper,
)
MessageData._DESERIALIZERS.append(obj) # pylint: disable=protected-access
return wrapper
return decorator
def to_dict(self) -> dict:
"""Create a dictionary of all data points sent in the message data
Raises:
ValueError: If the message ID is not found in our list of deserializers
Returns:
Dict[]: _description_
"""
try:
datapoint_names = canMessages[self.message.arbitration_id]
except KeyError:
raise ValueError(f"Message ID {self.message.arbitration_id} not found")
return {name: self.invoke_deserializer(name) for name in datapoint_names}
def invoke_deserializer(self, __name: str) -> Any:
if __name in canMessages[self.message.arbitration_id]:
try:
deserializer = self.get_deserializer(__name)
except ValueError:
pass
else:
return deserializer["func"](self)
return None
# CAN Bus Detail*
# • 250 kbps Rate
# • Broadcast parameters are based on SAE Jl 939 standard
# • All 2 byte data is stored [LowByte, HighBytel
# Num = HighByte * 256 + LowByte
# • Conversion from 2 bytes to signed int is per the following:
# Num HighByte 256+LowByte
# if (Num>32767) then
# Num -Num - 65536
# CAN ID GROUP: 0xCFFF048
#////////////////above is original code-------------------------------------------------
#--------------------------------------------------------------------------------------
@MessageData.deserializer(
can_id=0xCFFF748,
pname="PE8",
rate=100,
start_position=1,
length=2,
name="RPM Rate",
units="rpm/sec",
resolution_per_bit=1,
data_range=(-10000, 10000),
)
def rpm(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF748,
pname="PE8",
rate=100,
start_position=3,
length=2,
name="TPS Rate",
units="%/sec",
resolution_per_bit=1,
data_range=(-3000, 3000),
)
def tps(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF748,
pname="PE8",
rate=100,
start_position=5,
length=2,
name="MAP Rate",
units="psi/sec",
resolution_per_bit=1,
data_range=(-300, 300),
)
def map_rate(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFFA48,
pname="PE11",
rate=100,
start_position=1,
length=2,
name="Percent Slip",
units="%",
resolution_per_bit=0.1,
data_range=(-3000, 3000),
)
def slip(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFFB48,
pname="PE12",
rate=100,
start_position=1,
length=2,
name="Driven Avg Wheel Speed",
units="ft/sec",
resolution_per_bit=0.1,
data_range=(0, 3000),
)
def driven_avg_wheel_speed(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=False)
@MessageData.deserializer(
can_id=0xCFFFB48,
pname="PE12",
rate=100,
start_position=3,
length=2,
name="Non-Driven Avg Wheel Speed",
units="ft/sec",
resolution_per_bit=0.1,
data_range=(0, 3000),
)
def non_driven_avg_wheel_speed(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=False)
@MessageData.deserializer(
can_id=0xCFFFB48,
pname="PE12",
rate=100,
start_position=5,
length=2,
name="Ignition Compensation",
units="deg",
resolution_per_bit=0.1,
data_range=(0, 100),
)
def ignition_comp(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFFB48,
pname="PE12",
rate=100,
start_position=7,
length=2,
name="Ignition Cut Percentage",
units="%",
resolution_per_bit=1,
data_range=(0, 100),
)
def ignition_cut(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFFC48,
pname="PE13",
rate=100,
start_position=1,
length=2,
name="Driven Wheel Speed #1",
units="ft/sec",
resolution_per_bit=0.1,
data_range=(0, 3000),
)
def wheel_speed_1(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=False)
@MessageData.deserializer(
can_id=0xCFFFC48,
pname="PE13",
rate=100,
start_position=3,
length=2,
name="Driven Wheel Speed #2",
units="ft/sec",
resolution_per_bit=0.1,
data_range=(0, 3000),
)
def wheel_speed_2(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=False)
@MessageData.deserializer(
can_id=0xCFFFC48,
pname="PE13",
rate=100,
start_position=5,
length=2,
name="Non-Driven Wheel Speed #1",
units="ft/sec",
resolution_per_bit=0.1,
data_range=(0, 3000),
)
def wheel_non_speed_1(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=False)
@MessageData.deserializer(
can_id=0xCFFFC48,
pname="PE13",
rate=100,
start_position=7,
length=2,
name="Non-Driven Wheel Speed #2",
units="ft/sec",
resolution_per_bit=0.1,
data_range=(0, 3000),
)
def wheel_non_speed_2(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=False)
@MessageData.deserializer(
can_id=0xCFFFD48,
pname="PE14",
rate=100,
start_position=1,
length=2,
name="Fuel Comp - Acceleration",
units="%",
resolution_per_bit=0.1,
data_range=(0, 500),
)
def fuel_comp_accel(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFFD48,
pname="PE14",
rate=100,
start_position=3,
length=2,
name="Fuel Comp - Starting",
units="%",
resolution_per_bit=0.1,
data_range=(0, 500),
)
def fuel_comp_starting(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFFD48,
pname="PE14",
rate=100,
start_position=5,
length=2,
name="Fuel Comp - Air Temp",
units="%",
resolution_per_bit=0.1,
data_range=(0, 500),
)
def fuel_comp_air_temp(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFFD48,
pname="PE14",
rate=100,
start_position=7,
length=2,
name="Fuel Comp - Coolant Temp",
units="%",
resolution_per_bit=0.1,
data_range=(0, 500),
)
def fuel_comp_coolant_temp(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFFE48,
pname="PE15",
rate=100,
start_position=3,
length=2,
name="Fuel Comp - MAP",
units="%",
resolution_per_bit=0.1,
data_range=(0, 500),
)
def fuel_comp_map(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFD048,
pname="PE16",
rate=100,
start_position=1,
length=2,
name="Ignition Comp - Air Temp",
units="deg",
resolution_per_bit=0.1,
data_range=(-20, 20),
)
def ignition_comp_air_temp(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFD048,
pname="PE16",
rate=100,
start_position=3,
length=2,
name="Ignition Comp - Coolant Temp",
units="deg",
resolution_per_bit=0.1,
data_range=(-20, 20),
)
def ignition_comp_coolant_temp(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFD048,
pname="PE16",
rate=100,
start_position=5,
length=2,
name="Ignition Comp - Barometer",
units="deg",
resolution_per_bit=0.1,
data_range=(-20, 20),
)
def ignition_comp_barometer(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFD048,
pname="PE16",
rate=100,
start_position=7,
length=2,
name="Ignition Comp - MAP",
units="deg",
resolution_per_bit=0.1,
data_range=(-20, 20),
)
def ignition_comp_map(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=True)
#////////////////////////////////////////////////////below is original code
@MessageData.deserializer(
can_id=0xCFFF048,
pname="PE1",
rate=50,
start_position=1,
length=2,
name="RPM",
units="rpm",
resolution_per_bit=1,
data_range=(0, 30000),
)
def rpm(data: bytes) -> UINT: # data is an unsigned int
return int.from_bytes(data, byteorder="little", signed=False)
@MessageData.deserializer(
can_id=0xCFFF048,
pname="PE1",
rate=50,
start_position=3,
length=2,
name="TPS",
units="%",
resolution_per_bit=0.1,
data_range=(0, 100),
)
def tps(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF048,
pname="PE1",
rate=50,
start_position=5,
length=2,
name="Fuel Open Time",
units="ms",
resolution_per_bit=0.01, # CHANGED FROM PE3
data_range=(0, 30),
)
def fuel_open_time(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF048,
pname="PE1",
rate=50,
start_position=7,
length=2,
name="Ignition Angle",
units="deg",
resolution_per_bit=0.1,
data_range=(-20, 100),
)
def ignition_angle(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
# CAN ID GROUP: 0xCFFF148
@MessageData.deserializer(
can_id=0xCFFF148,
pname="PE2",
rate=50,
start_position=1,
length=2,
name="Barometer",
units="kPa",
resolution_per_bit=0.01,
data_range=(0, 300),
)
def barometer(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF148,
pname="PE2",
rate=50,
start_position=3,
length=2,
name="MAP",
units="kPa",
resolution_per_bit=0.01,
data_range=(0, 300),
)
def map_data(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF148,
pname="PE2",
rate=50,
start_position=5,
length=2,
name="Lambda",
units="lambda",
resolution_per_bit=0.001, # CHANGED FROM PE3
data_range=(0, 10),
)
def lambda_data(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF148,
pname="PE2",
rate=50,
start_position=7,
length=1, # should be 1 bit
name="Pressure Type",
data_range=(0, 255),
)
def pressure_type_data(data: bytes) -> pressure_type:
return pressure_type(int.from_bytes(data, byteorder="little", signed=False))
# CAN ID GROUP: 0xCFFF248
@MessageData.deserializer(
can_id=0xCFFF248,
pname="PE3",
rate=100,
start_position=1,
length=2,
name="Analog Input #1",
units="volts",
resolution_per_bit=0.001,
data_range=(0, 5),
)
def analog_input_1(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF248,
pname="PE3",
rate=100,
start_position=3,
length=2,
name="Analog Input #2",
units="volts",
resolution_per_bit=0.001,
data_range=(0, 5),
)
def analog_input_2(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF248,
pname="PE3",
rate=100,
start_position=5,
length=2,
name="Analog Input #3",
units="volts",
resolution_per_bit=0.001,
data_range=(0, 5),
)
def analog_input_3(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF248,
pname="PE3",
rate=100,
start_position=7,
length=2,
name="Analog Input #4",
units="volts",
resolution_per_bit=0.001,
data_range=(0, 5),
)
def analog_input_4(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
# CAN ID GROUP: 0xCFFF348
@MessageData.deserializer(
can_id=0xCFFF248,
pname="PE4",
rate=100,
start_position=1,
length=2,
name="Analog Input #5",
units="volts",
resolution_per_bit=0.001,
data_range=(0, 5),
)
def analog_input_5(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF248,
pname="PE4",
rate=100,
start_position=3,
length=2,
name="Analog Input #6",
units="volts",
resolution_per_bit=0.001,
data_range=(0, 5),
)
def analog_input_6(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF248,
pname="PE4",
rate=100,
start_position=5,
length=2,
name="Analog Input #7",
units="volts",
resolution_per_bit=0.001,
data_range=(0, 5),
)
def analog_input_7(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF248,
pname="PE4",
rate=100,
start_position=7,
length=2,
name="Analog Input #8",
units="volts",
resolution_per_bit=0.001,
data_range=(0, 5),
)
def analog_input_8(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
# CAN ID GROUP: 0xCFFF448
@MessageData.deserializer(
can_id=0xCFFF448,
pname="PE5",
rate=100,
start_position=1,
length=2,
name="Frequency 1",
units="Hz",
resolution_per_bit=0.2,
data_range=(0, 6000),
)
def frequency_1(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF448,
pname="PE5",
rate=100,
start_position=3,
length=2,
name="Frequency 2",
units="Hz",
resolution_per_bit=0.2,
data_range=(0, 6000),
)
def frequency_2(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF448,
pname="PE5",
rate=100,
start_position=5,
length=2,
name="Frequency 3",
units="Hz",
resolution_per_bit=0.2,
data_range=(0, 6000),
)
def frequency_3(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF448,
pname="PE5",
rate=100,
start_position=7,
length=2,
name="Frequency 4",
units="Hz",
resolution_per_bit=0.2,
data_range=(0, 6000),
)
def frequency_4(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
# CAN ID GROUP: 0xCFFF548
@MessageData.deserializer(
can_id=0xCFFF548,
pname="PE6",
rate=1000,
start_position=1,
length=2,
name="Battery Volt",
units="volts",
resolution_per_bit=0.01,
data_range=(0, 22),
)
def battery_volt(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF548,
pname="PE6",
rate=1000,
start_position=3,
length=2,
name="Air Temp",
units="C or F",
resolution_per_bit=0.1,
data_range=(-1000, 1000),
)
def air_temp(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF548,
pname="PE6",
rate=1000,
start_position=5,
length=2,
name="Coolant Temp",
units="C or F",
resolution_per_bit=0.1,
data_range=(-1000, 1000),
)
def coolant_temp(data: bytes) -> int:
return int.from_bytes(data, byteorder="little", signed=True)
@MessageData.deserializer(
can_id=0xCFFF548,
pname="PE6",
rate=1000,
start_position=7,
length=1,
name="Temp Type",
data_range=(0, 255),
)
def temp_type_fn(data: bytes) -> temp_type:
return temp_type(int.from_bytes(data, byteorder="little", signed=False))