radiosonde_auto_rx/auto_rx/autorx/decode.py

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Python
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#!/usr/bin/env python
#
# radiosonde_auto_rx - Sonde Decoder Class.
#
# Copyright (C) 2018 Mark Jessop <vk5qi@rfhead.net>
# Released under GNU GPL v3 or later
#
import logging
import json
import os
import signal
import subprocess
import time
import traceback
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from dateutil.parser import parse
from threading import Thread
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from types import FunctionType, MethodType
from .utils import AsynchronousFileReader, rtlsdr_test
from .gps import get_ephemeris, get_almanac
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from .sonde_specific import *
# Global valid sonde types list.
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VALID_SONDE_TYPES = ['RS92', 'RS41', 'DFM', 'M10', 'iMet']
class SondeDecoder(object):
'''
Radiosonde Sonde Decoder class. Run a radiosonde decoder program as a subprocess, and pass the output onto exporters.
Notes:
The sonde decoder binary needs to output telemetry data as a valid JSON, with one frame of telemetry per line.
Example:
{ "frame": 1909, "id": "N3710309", "datetime": "2018-05-12T11:32:20.000Z", "lat": -34.90842, "lon": 138.49243, "alt": 3896.43871, "vel_h": 8.60708, "heading": 342.43237, "vel_v": 6.83107 }
Required Fields are:
"frame" (int): Frame counter. Usually provided by the radiosonde, and increments per telemetry frame.
"id" (str): Unique identifier for the radiosonde, usually some kind of serial number.
"datetime" (str): UTC Date/Time string, which indicates the time applicable to the telemetry sentence.
Must be parseable with dateutil.
"lat" (float): Radiosonde Latitude (decmial degrees)
"lon" (float): Radiosonde Longitude (decimal degrees)
"alt" (float): Radiosonde Altitude (metres)
Optional Fields:
These fields will be set to dummy values if they are not provided within the JSON blob.
"temp" (float): Atmospheric temperature reported by the Radiosonde (degrees Celsius)
"humidity" (float): Humidity value, reported by the radiosonde (%)
"vel_h" (float): Horizontal Velocity (metres/s)
"vel_v" (float): Vertical Velocity (metres/s)
"heading" (float): Heading of the movement of the payload (degrees true)
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The following fields are added to the dictionary:
"type" (str): Radiosonde type
"freq_float" (float): Radiosonde frequency in MHz, as a float.
"freq" (str): Radiosonde frequency as a string (XXX.XXX MHz).
"datetime_dt" (datetime): Telemetry sentence time, as a datetime object.
'''
DECODER_REQUIRED_FIELDS = ['frame', 'id', 'datetime', 'lat', 'lon', 'alt']
DECODER_OPTIONAL_FIELDS = {
'temp' : -273.0,
'humidity' : -1,
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'batt' : -1,
'vel_h' : 0.0,
'vel_v' : 0.0,
'heading' : 0.0
}
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VALID_SONDE_TYPES = ['RS92', 'RS41', 'DFM', 'M10', 'iMet']
def __init__(self,
sonde_type="None",
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sonde_freq=400000000.0,
rs_path = "./",
sdr_fm = "rtl_fm",
device_idx = 0,
ppm = 0,
gain = -1,
bias = False,
save_decode_audio = False,
save_decode_iq = False,
exporter = None,
timeout = 180,
telem_filter = None,
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rs92_ephemeris = None,
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rs41_drift_tweak = False,
experimental_decoder = False,
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imet_location = ""):
""" Initialise and start a Sonde Decoder.
Args:
sonde_type (str): The radiosonde type, as returned by SondeScanner. Valid types listed in VALID_SONDE_TYPES
sonde_freq (int/float): The radiosonde frequency, in Hz.
rs_path (str): Path to the RS binaries (i.e rs_detect). Defaults to ./
sdr_fm (str): Path to rtl_fm, or drop-in equivalent. Defaults to 'rtl_fm'
device_idx (int or str): Device index or serial number of the RTLSDR. Defaults to 0 (the first SDR found).
ppm (int): SDR Frequency accuracy correction, in ppm.
gain (int): SDR Gain setting, in dB. A gain setting of -1 enables the RTLSDR AGC.
bias (bool): If True, enable the bias tee on the SDR.
save_decode_audio (bool): If True, save the FM-demodulated audio to disk to decode_<device_idx>.wav.
Note: This may use up a lot of disk space!
save_decode_iq (bool): If True, save the decimated IQ stream (48 or 96k complex s16 samples) to disk to decode_IQ_<device_idx>.bin
Note: This will use up a lot of disk space!
exporter (function, list): Either a function, or a list of functions, which accept a single dictionary. Fields described above.
timeout (int): Timeout after X seconds of no valid data received from the decoder. Defaults to 180.
telem_filter (function): An optional filter function, which determines if a telemetry frame is valid.
This can be used to allow the decoder to timeout based on telemetry contents (i.e. no lock, too far away, etc),
not just lack-of-telemetry. This function is passed the telemetry dict, and must return a boolean based on the telemetry validity.
rs92_ephemeris (str): OPTIONAL - A fixed ephemeris file to use if decoding a RS92. If not supplied, one will be downloaded.
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rs41_drift_tweak (bool): If True, add a high-pass filter in the decode chain, which can improve decode performance on drifty SDRs.
experimental_decoder (bool): If True, use the experimental fsk_demod-based decode chain.
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imet_location (str): OPTIONAL - A location field which is use in the generation of iMet unique ID.
"""
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# Thread running flag
self.decoder_running = True
# Local copy of init arguments
self.sonde_type = sonde_type
self.sonde_freq = sonde_freq
self.rs_path = rs_path
self.sdr_fm = sdr_fm
self.device_idx = device_idx
self.ppm = ppm
self.gain = gain
self.bias = bias
self.save_decode_audio = save_decode_audio
self.save_decode_iq = save_decode_iq
self.telem_filter = telem_filter
self.timeout = timeout
self.rs92_ephemeris = rs92_ephemeris
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self.rs41_drift_tweak = rs41_drift_tweak
self.experimental_decoder = experimental_decoder
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self.imet_location = imet_location
# iMet ID store. We latch in the first iMet ID we calculate, to avoid issues with iMet-1-RS units
# which don't necessarily have a consistent packet count to time increment ratio.
# This is a tradeoff between being able to handle multiple iMet sondes on a single frequency, and
# not flooding the various databases with sonde IDs in the case of a bad sonde.
self.imet_id = None
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# This will become our decoder thread.
self.decoder = None
self.exit_state = "OK"
# Detect if we have an 'inverted' sonde.
if self.sonde_type.startswith('-'):
self.inverted = True
# Strip off the leading '-' character'
self.sonde_type = self.sonde_type[1:]
else:
self.inverted = False
# Check if the sonde type is valid.
if self.sonde_type not in self.VALID_SONDE_TYPES:
self.log_error("Unsupported sonde type: %s" % self.sonde_type)
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self.decoder_running = False
return
# Test if the supplied RTLSDR is working.
_rtlsdr_ok = rtlsdr_test(device_idx)
# TODO: How should this error be handled?
if not _rtlsdr_ok:
self.log_error("RTLSDR #%s non-functional - exiting." % device_idx)
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self.decoder_running = False
return
# We can accept a few different types in the exporter argument..
# Nothing...
if exporter == None:
self.exporters = None
# A single function...
elif type(exporter) == FunctionType:
self.exporters = [exporter]
# A list of functions...
elif type(exporter) == list:
# Check everything in the list is a function
for _func in exporter:
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if (type(_func) is not FunctionType) and (type(_func) is not MethodType):
raise TypeError("Supplied exporter list does not contain functions.")
# If it all checks out, use the supplied list.
self.exporters = exporter
else:
# Otherwise, bomb out.
raise TypeError("Supplied exporter has incorrect type.")
# Generate the decoder command.
self.decoder_command = self.generate_decoder_command()
if self.decoder_command is None:
self.log_error("Could not generate decoder command. Not starting decoder.")
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self.decoder_running = False
else:
# Start up the decoder thread.
self.decode_process = None
self.async_reader = None
self.decoder_running = True
self.decoder = Thread(target=self.decoder_thread)
self.decoder.start()
def generate_decoder_command(self):
""" Generate the shell command which runs the relevant radiosonde decoder.
This is where support for new sonde types can be added.s
Returns:
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str/None: The shell command which will be run in the decoder thread, or none if a valid decoder could not be found.
"""
# Common options to rtl_fm
# Add a -T option if bias is enabled
bias_option = "-T " if self.bias else ""
# Add a gain parameter if we have been provided one.
if self.gain != -1:
gain_param = '-g %.1f ' % self.gain
else:
gain_param = ''
if self.sonde_type == "RS41":
# RS41 Decoder command.
# rtl_fm -p 0 -g -1 -M fm -F9 -s 15k -f 405500000 | sox -t raw -r 15k -e s -b 16 -c 1 - -r 48000 -b 8 -t wav - lowpass 2600 2>/dev/null | ./rs41ecc --crc --ecc --ptu
# Note: Have removed a 'highpass 20' filter from the sox line, will need to re-evaluate if adding that is useful in the future.
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decode_cmd = "%s %s-p %d -d %s %s-M fm -F9 -s 15k -f %d 2>/dev/null | " % (self.sdr_fm, bias_option, int(self.ppm), str(self.device_idx), gain_param, self.sonde_freq)
# If selected by the user, we can add a highpass filter into the sox command. This helps handle up to about 5ppm of receiver drift
# before performance becomes significantly degraded. By default this is off, as it is not required with TCXO RTLSDRs, and actually
# slightly degrades performance.
if self.rs41_drift_tweak:
_highpass = "highpass 20 "
else:
_highpass = ""
decode_cmd += "sox -t raw -r 15k -e s -b 16 -c 1 - -r 48000 -b 8 -t wav - %slowpass 2600 2>/dev/null | " % _highpass
# Add in tee command to save audio to disk if debugging is enabled.
if self.save_decode_audio:
decode_cmd += " tee decode_%s.wav |" % str(self.device_idx)
decode_cmd += "./rs41mod --ptu --json 2>/dev/null"
elif self.sonde_type == "RS92":
# Decoding a RS92 requires either an ephemeris or an almanac file.
# If we have been supplied an ephemeris file, we will attempt to use it, otherwise
# we will try and download one.
if self.rs92_ephemeris == None:
# If no ephemeris data defined, attempt to download it.
# get_ephemeris will either return the saved file name, or None.
self.rs92_ephemeris = get_ephemeris(destination="ephemeris.dat")
# If ephemeris is still None, then we failed to download the ephemeris data.
# Try and grab the almanac data instead
if self.rs92_ephemeris == None:
self.log_error("Could not obtain ephemeris data, trying to download an almanac.")
almanac = get_almanac(destination="almanac.txt")
if almanac == None:
# We probably don't have an internet connection. Bomb out, since we can't do much with the sonde telemetry without an almanac!
self.log_error("Could not obtain GPS ephemeris or almanac data.")
return None
else:
_rs92_gps_data = "-a almanac.txt --gpsepoch 2" # Note - This will need to be updated in... 19 years.
else:
_rs92_gps_data = "-e ephemeris.dat"
else:
_rs92_gps_data = "-e %s" % self.rs92_ephemeris
# Adjust the receive bandwidth based on the band the scanning is occuring in.
if self.sonde_freq < 1000e6:
# 400-406 MHz sondes - use a 12 kHz FM demod bandwidth.
_rx_bw = 12000
else:
# 1680 MHz sondes - use a 28 kHz FM demod bandwidth.
# NOTE: This is a first-pass of this bandwidth, and may need to be optimized.
_rx_bw = 28000
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# Now construct the decoder command.
# rtl_fm -p 0 -g 26.0 -M fm -F9 -s 12k -f 400500000 | sox -t raw -r 12k -e s -b 16 -c 1 - -r 48000 -b 8 -t wav - highpass 20 lowpass 2500 2>/dev/null | ./rs92ecc -vx -v --crc --ecc --vel -e ephemeris.dat
decode_cmd = "%s %s-p %d -d %s %s-M fm -F9 -s %d -f %d 2>/dev/null |" % (self.sdr_fm, bias_option, int(self.ppm), str(self.device_idx), gain_param, _rx_bw, self.sonde_freq)
decode_cmd += "sox -t raw -r %d -e s -b 16 -c 1 - -r 48000 -b 8 -t wav - lowpass 2500 highpass 20 2>/dev/null |" % _rx_bw
# Add in tee command to save audio to disk if debugging is enabled.
if self.save_decode_audio:
decode_cmd += " tee decode_%s.wav |" % str(self.device_idx)
decode_cmd += "./rs92mod -vx -v --crc --ecc --vel --json %s 2>/dev/null" % _rs92_gps_data
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elif self.sonde_type == "DFM":
# DFM06/DFM09 Sondes.
# As of 2019-02-10, dfm09ecc auto-detects if the signal is inverted,
# so we don't need to specify an invert flag.
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# 2019-02-27: Added the --dist flag, which should reduce bad positions a bit.
# Note: Have removed a 'highpass 20' filter from the sox line, will need to re-evaluate if adding that is useful in the future.
decode_cmd = "%s %s-p %d -d %s %s-M fm -F9 -s 15k -f %d 2>/dev/null |" % (self.sdr_fm, bias_option, int(self.ppm), str(self.device_idx), gain_param, self.sonde_freq)
decode_cmd += "sox -t raw -r 15k -e s -b 16 -c 1 - -r 48000 -b 8 -t wav - highpass 20 lowpass 2000 2>/dev/null |"
# Add in tee command to save audio to disk if debugging is enabled.
if self.save_decode_audio:
decode_cmd += " tee decode_%s.wav |" % str(self.device_idx)
# DFM decoder
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decode_cmd += "./dfm09ecc -vv --ecc --json --dist --auto 2>/dev/null"
elif self.sonde_type == "M10":
# M10 Sondes
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decode_cmd = "%s %s-p %d -d %s %s-M fm -F9 -s 22k -f %d 2>/dev/null |" % (self.sdr_fm, bias_option, int(self.ppm), str(self.device_idx), gain_param, self.sonde_freq)
decode_cmd += "sox -t raw -r 22k -e s -b 16 -c 1 - -r 48000 -b 8 -t wav - highpass 20 2>/dev/null |"
# Add in tee command to save audio to disk if debugging is enabled.
if self.save_decode_audio:
decode_cmd += " tee decode_%s.wav |" % str(self.device_idx)
# M10 decoder
decode_cmd += "./m10 -b -b2 2>/dev/null"
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elif self.sonde_type == "iMet":
# iMet-4 Sondes
decode_cmd = "%s %s-p %d -d %s %s-M fm -F9 -s 15k -f %d 2>/dev/null |" % (self.sdr_fm, bias_option, int(self.ppm), str(self.device_idx), gain_param, self.sonde_freq)
decode_cmd += "sox -t raw -r 15k -e s -b 16 -c 1 - -r 48000 -b 8 -t wav - highpass 20 2>/dev/null |"
# Add in tee command to save audio to disk if debugging is enabled.
if self.save_decode_audio:
decode_cmd += " tee decode_%s.wav |" % str(self.device_idx)
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# iMet-4 (IMET1RS) decoder
decode_cmd += "./imet1rs_dft --json 2>/dev/null"
else:
# Should never get here.
return None
return decode_cmd
def decoder_thread(self):
""" Runs the supplied decoder command as a subprocess, and passes returned lines to handle_decoder_line. """
# Timeout Counter.
_last_packet = time.time()
self.log_debug("Decoder Command: %s" % self.decoder_command )
# Start the thread.
self.decode_process = subprocess.Popen(self.decoder_command, shell=True, stdin=None, stdout=subprocess.PIPE, preexec_fn=os.setsid)
self.async_reader = AsynchronousFileReader(self.decode_process.stdout, autostart=True)
self.log_info("Starting decoder subprocess.")
while (not self.async_reader.eof()) and self.decoder_running:
# Read in any lines available in the async reader queue.
for _line in self.async_reader.readlines():
if (_line != None) and (_line != ""):
# Pass the line into the handler, and see if it is OK.
_ok = self.handle_decoder_line(_line)
# If we decoded a valid JSON blob, update our last-packet time.
if _ok:
_last_packet = time.time()
# Check timeout counter.
if time.time() > (_last_packet + self.timeout):
# If we have not seen data for a while, break.
self.log_error("RX Timed out.")
self.exit_state = "Timeout"
break
else:
# Otherwise, sleep for a short time.
time.sleep(0.1)
# Either our subprocess has exited, or the user has asked to close the process.
#Try many things to kill off the subprocess.
try:
# Stop the async reader
self.async_reader.stop()
# Send a SIGKILL to the subprocess PID via OS.
try:
os.killpg(os.getpgid(self.decode_process.pid), signal.SIGKILL)
except Exception as e:
self.log_debug("SIGKILL via os.killpg failed. - %s" % str(e))
time.sleep(1)
try:
# Send a SIGKILL via subprocess
self.decode_process.kill()
except Exception as e:
self.log_debug("SIGKILL via subprocess.kill failed - %s" % str(e))
# Finally, join the async reader.
self.async_reader.join()
except Exception as e:
traceback.print_exc()
self.log_error("Error while killing subprocess - %s" % str(e))
self.log_info("Closed decoder subprocess.")
self.decoder_running = False
def handle_decoder_line(self, data):
""" Handle a line of output from the decoder subprocess.
Args:
data (str, bytearray): One line of text output from the decoder subprocess.
Returns:
bool: True if the line was decoded to a JSON object correctly, False otherwise.
"""
# Don't even try and decode lines which don't start with a '{'
# These may be other output from the decoder, which we shouldn't try to parse.
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# Catch 'bad' first characters.
try:
_first_char = data.decode('ascii')[0]
except UnicodeDecodeError:
return
# Catch non-JSON object lines.
if data.decode('ascii')[0] != '{':
return
else:
try:
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_telemetry = json.loads(data.decode('ascii'))
except Exception as e:
self.log_debug("Line could not be parsed as JSON - %s" % str(e))
return False
# Check the JSON blob has been parsed as a dictionary
if type(_telemetry) is not dict:
self.log_error("Parsed JSON object is not a dictionary!")
return False
# Check that the required fields are in the telemetry blob
for _field in self.DECODER_REQUIRED_FIELDS:
if _field not in _telemetry:
self.log_error("JSON object missing required field %s" % _field)
return False
# Check for optional fields, and add them if necessary.
for _field in self.DECODER_OPTIONAL_FIELDS.keys():
if _field not in _telemetry:
_telemetry[_field] = self.DECODER_OPTIONAL_FIELDS[_field]
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# Check for an encrypted flag (this indicates a sonde that we cannot decode telemetry from.)
if 'encrypted' in _telemetry:
self.log_error("Radiosonde %s has encrypted telemetry (possible RS41-SGM)! We cannot decode this, closing decoder." % _telemetry['id'])
self.exit_state = "Encrypted"
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self.decoder_running = False
return False
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# Check the datetime field is parseable.
try:
_telemetry['datetime_dt'] = parse(_telemetry['datetime'])
except Exception as e:
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self.log_error("Invalid date/time in telemetry dict - %s (Sonde may not have GPS lock)" % str(e))
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return False
# Add in the sonde frequency and type fields.
_telemetry['type'] = self.sonde_type
_telemetry['freq_float'] = self.sonde_freq/1e6
_telemetry['freq'] = "%.3f MHz" % (self.sonde_freq/1e6)
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# Add in information about the SDR used.
_telemetry['sdr_device_idx'] = self.device_idx
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# Check for an 'aux' field, this indicates that the sonde has an auxilliary payload,
# which is most likely an Ozone sensor. We append -Ozone to the sonde type field to indicate this.
if 'aux' in _telemetry:
_telemetry['type'] += "-Ozone"
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# iMet Specific actions
if self.sonde_type == 'iMet':
# Check we have GPS lock.
if _telemetry['sats'] < 4:
# No GPS lock means an invalid time, which means we can't accurately calculate a unique ID.
self.log_error("iMet sonde has no GPS lock - discarding frame.")
return False
# Fix up the time.
_telemetry['datetime_dt'] = imet_fix_datetime(_telemetry['datetime'])
# Generate a unique ID based on the power-on time and frequency, as iMet sondes don't send one.
# Latch this ID and re-use it for the entire decode run.
if self.imet_id == None:
self.imet_id = imet_unique_id(_telemetry, custom=self.imet_location)
_telemetry['id'] = self.imet_id
_telemetry['station_code'] = self.imet_location
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# If we have been provided a telemetry filter function, pass the telemetry data
# through the filter, and return the response
# By default, we will assume the telemetry is OK.
_telem_ok = True
if self.telem_filter is not None:
try:
_telem_ok = self.telem_filter(_telemetry)
except Exception as e:
self.log_error("Failed to run telemetry filter - %s" % str(e))
_telem_ok = True
# If the telemetry is OK, send to the exporter functions (if we have any).
if self.exporters is None:
return
else:
if _telem_ok:
for _exporter in self.exporters:
try:
_exporter(_telemetry)
except Exception as e:
self.log_error("Exporter Error %s" % str(e))
return _telem_ok
def log_debug(self, line):
""" Helper function to log a debug message with a descriptive heading.
Args:
line (str): Message to be logged.
"""
logging.debug("Decoder #%s %s %.3f - %s" % (str(self.device_idx), self.sonde_type, self.sonde_freq/1e6, line))
def log_info(self, line):
""" Helper function to log an informational message with a descriptive heading.
Args:
line (str): Message to be logged.
"""
logging.info("Decoder #%s %s %.3f - %s" % (str(self.device_idx), self.sonde_type, self.sonde_freq/1e6, line))
def log_error(self, line):
""" Helper function to log an error message with a descriptive heading.
Args:
line (str): Message to be logged.
"""
logging.error("Decoder #%s %s %.3f - %s" % (str(self.device_idx), self.sonde_type, self.sonde_freq/1e6, line))
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def stop(self):
""" Kill the currently running decoder subprocess """
self.decoder_running = False
if self.decoder is not None:
self.decoder.join()
def running(self):
""" Check if the decoder subprocess is running.
Returns:
bool: True if the decoder subprocess is running.
"""
return self.decoder_running
if __name__ == "__main__":
# Test script.
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from .logger import TelemetryLogger
from .habitat import HabitatUploader
logging.basicConfig(format='%(asctime)s %(levelname)s:%(message)s', level=logging.DEBUG)
# Make requests & urllib3 STFU
requests_log = logging.getLogger("requests")
requests_log.setLevel(logging.CRITICAL)
urllib3_log = logging.getLogger("urllib3")
urllib3_log.setLevel(logging.CRITICAL)
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_log = TelemetryLogger(log_directory="./testlog/")
_habitat = HabitatUploader(user_callsign="VK5QI_AUTO_RX_DEV", inhibit=False)
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try:
_decoder = SondeDecoder(sonde_freq = 401.5*1e6,
sonde_type = "RS41",
timeout = 50,
device_idx="00000002",
exporter=[_habitat.add, _log.add])
# _decoder2 = SondeDecoder(sonde_freq = 405.5*1e6,
# sonde_type = "RS41",
# timeout = 50,
# device_idx="00000001",
# exporter=[_habitat.add, _log.add])
while True:
time.sleep(5)
if not _decoder.running():
break
except KeyboardInterrupt:
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_decoder.stop()
#_decoder2.stop()
except:
traceback.print_exc()
pass
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_habitat.close()
_log.close()