Created
October 5, 2022 19:40
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Convert ArduPilot DataFlash logs to CZML files. mavlogdump.py must be included in the same dir as this script.
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import json | |
import os | |
import pandas as pd | |
import geopandas as gpd | |
import numpy as np | |
from uuid import uuid4 | |
import datetime as dt | |
import subprocess | |
from glob import glob | |
import joblib as jl | |
def log2czml(logfile): | |
outfile = open(logfile.split('.')[0] + '.json', 'w') | |
subprocess.call(['python', 'mavlogdump.py', '--format=json', logfile], stdout=outfile, shell=True) | |
with open(outfile.name, 'r') as f: | |
raw_str = f.readlines() | |
pos_str = [json.loads(line) for line in raw_str if 'POS' in line] | |
pos_df = pd.json_normalize(pos_str) | |
pos_df = pos_df[pos_df['meta.type'] == 'POS'].dropna(axis=1).drop_duplicates( | |
subset=['data.Lat', 'data.Lng', 'data.Alt']).drop( | |
labels=['meta.type', 'data.TimeUS', 'data.RelHomeAlt', 'data.RelOriginAlt'], axis=1) | |
pos_gdf = gpd.GeoDataFrame(pos_df, | |
geometry=gpd.points_from_xy(pos_df['data.Lng'], pos_df['data.Lat'], crs='epsg:4326')) | |
pos_df = pos_gdf[['meta.timestamp', 'data.Lng', 'data.Lat', 'data.Alt']] | |
flat_4d_coords = list(np.array(pos_gdf[['meta.timestamp', 'data.Lng', 'data.Lat', 'data.Alt']].values).flatten()) | |
flat_3d_coords = list(np.array(pos_gdf[['data.Lng', 'data.Lat', 'data.Alt']].values).flatten()) | |
max_time = dt.datetime.fromtimestamp(pos_df['meta.timestamp'].max()) | |
min_time = dt.datetime.fromtimestamp(pos_df['meta.timestamp'].min()) | |
uid = str(uuid4()) | |
czml_id_packet = { | |
'id': "document", | |
'name': "CZML Model", | |
'version': "1.0", | |
} | |
czml_model_packet = { | |
'id': uid + '.log', | |
'availability': min_time.replace(microsecond=0).isoformat() + 'Z/' + max_time.replace( | |
microsecond=0).isoformat() + 'Z', | |
'position': {"epoch": "1970-01-01T00:00:00Z", | |
"cartographicDegrees": flat_4d_coords}, | |
'model': { | |
"gltf": "https://raw.githubusercontent.com/bobbyhiom/cyberpunkjam/master/CyberPunkScene/models/drone.gltf", | |
"scale": 1, "minimumPixelSize": 32} | |
} | |
czml_traj_packet = { | |
'id': uid + '.log', | |
'availability': min_time.replace(microsecond=0).isoformat() + 'Z/' + max_time.replace( | |
microsecond=0).isoformat() + 'Z', | |
'polyline': {"positions": { | |
"cartographicDegrees": flat_3d_coords | |
}, | |
"material": {"solidColor": {"color": {"rgba": [200, 255, 200, 255]}}}} | |
} | |
with open(f'{outfile.name}.czml', 'w') as f: | |
f.write(str(czml_id_packet)) | |
f.write(',') | |
f.write(str(czml_model_packet)) | |
f.write(',') | |
f.write(str(czml_traj_packet)) | |
if __name__ == '__main__': | |
logfiles = glob('data/**/*.bin', recursive=True) | |
jl.Parallel(n_jobs=-1)(jl.delayed(log2czml)(logfile) for logfile in logfiles) |
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