Files
calibration/tools/rscap_v2/n300_imu.py
T

114 lines
3.9 KiB
Python

"""Decode Wheeltec N300 FDILink IMU frames from a V2 .rscap capture."""
from __future__ import annotations
import struct
from dataclasses import dataclass
import numpy as np
from capture_format_v2 import CaptureFile, RawChunk, iter_contiguous_segments
@dataclass(frozen=True)
class ImuSample:
t_s: float
gyro_rad_s: tuple[float, float, float]
accel_m_s2: tuple[float, float, float]
host_receive_utc_ticks: int
device_timestamp_us: int
def crc8_fdilink(data: bytes) -> int:
crc = 0
for value in data:
crc ^= value
for _ in range(8):
crc = ((crc << 1) ^ 0x07) & 0xFF if crc & 0x80 else (crc << 1) & 0xFF
return crc
def crc16_fdilink(data: bytes) -> int:
crc = 0
for value in data:
crc ^= value << 8
for _ in range(8):
crc = ((crc << 1) ^ 0x1021) & 0xFFFF if crc & 0x8000 else (crc << 1) & 0xFFFF
return crc
def _host_ticks_for_span(chunks: list[RawChunk], start: int, end: int) -> int:
stream_offset = 0
last = chunks[0]
for chunk in chunks:
next_offset = stream_offset + len(chunk.raw)
if start < next_offset and end > stream_offset:
last = chunk
stream_offset = next_offset
return last.receive_utc_ticks
def iter_n300_imu_samples(capture: CaptureFile) -> list[ImuSample]:
"""Return CRC-valid MSG_IMU (0x40) samples sorted by device timestamp."""
samples: list[ImuSample] = []
expected_lengths = {0x40: 56, 0x41: 48}
for _segment_id, chunks in iter_contiguous_segments(capture.chunks):
stream = b"".join(chunk.raw for chunk in chunks)
cursor = 0
while cursor < len(stream):
start = stream.find(b"\xFC", cursor)
if start < 0:
break
if start + 8 > len(stream):
break
payload_length = stream[start + 2]
end = start + payload_length + 8
if end > len(stream):
if stream.find(b"\xFC", start + 1) < 0:
break
cursor = start + 1
continue
frame = stream[start:end]
if frame[-1] != 0xFD:
cursor = start + 1
continue
packet_id = frame[1]
payload = frame[7:-1]
header_ok = crc8_fdilink(frame[:4]) == frame[4]
payload_ok = crc16_fdilink(payload) == int.from_bytes(frame[5:7], "big")
expected = expected_lengths.get(packet_id)
length_ok = expected is None or len(payload) == expected
if not (header_ok and payload_ok and length_ok):
cursor = start + 1
continue
if packet_id == 0x40:
gyro = struct.unpack_from("<3f", payload, 0)
accel = struct.unpack_from("<3f", payload, 12)
device_us = struct.unpack_from("<q", payload, 48)[0]
samples.append(
ImuSample(
t_s=float(device_us) * 1e-6,
gyro_rad_s=gyro,
accel_m_s2=accel,
host_receive_utc_ticks=_host_ticks_for_span(chunks, start, end),
device_timestamp_us=int(device_us),
)
)
cursor = end
samples.sort(key=lambda sample: (sample.t_s, sample.device_timestamp_us))
return samples
def samples_to_arrays(samples: list[ImuSample]) -> tuple[np.ndarray, np.ndarray, np.ndarray]:
if not samples:
return (
np.zeros(0, dtype=np.float64),
np.zeros((0, 3), dtype=np.float64),
np.zeros((0, 3), dtype=np.float64),
)
t = np.asarray([sample.t_s for sample in samples], dtype=np.float64)
gyro = np.asarray([sample.gyro_rad_s for sample in samples], dtype=np.float64)
accel = np.asarray([sample.accel_m_s2 for sample in samples], dtype=np.float64)
return t, gyro, accel