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with open(filename, 'a') as f:
w = csv.DictWriter(f, last_measurement.keys())
w.writerow(last_measurement)
# last_measurement.to_csv(f, header=False)
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with open(filename, 'a') as f:
w = csv.DictWriter(f, last_measurement.keys())
w.writeheader()
w.writerow(last_measurement)
def _process_commands(self, message):
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"""Processes commands received from the controller(s)
message : str
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message containing a command and arguments or keywords and arguments
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decoded_message = json.loads(message)
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print(f'decoded message: {decoded_message}')
cmd_id = decoded_message.pop('cmd_id', None)
cmd = decoded_message.pop('cmd', None)
args = decoded_message.pop('args', '[]')
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if args[0] != '[':
args = f'["{args}"]'
args = json.loads(args)
kwargs = decoded_message.pop('kwargs', '{}')
kwargs = json.loads(kwargs)
self.exec_logger.debug(f'Calling method {cmd}({args}, {kwargs})')
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# e = None # NOTE: Why this?
print(cmd, args, kwargs)
if cmd_id is None:
self.exec_logger.warning('You should use a unique identifier for cmd_id')
if cmd is not None:
try:
output = getattr(self, cmd)(*args, **kwargs)
except Exception as e:
self.exec_logger.error(f'{e}\nUnable to execute {cmd}({args}, {kwargs}')
status = False
except Exception as e:
self.exec_logger.warning(f'Unable to decode command {message}: {e}')
status = False
finally:
reply = {'cmd_id': cmd_id, 'status': status}
reply = json.dumps(reply)
self.exec_logger.debug(f'Execution report: {reply}')
def measure(self, *args, **kwargs):
warnings.warn('This function is deprecated. Use load_sequence instead.', DeprecationWarning)
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self.run_sequence(*args, **kwargs)
def set_sequence(self, sequence=sequence):
self.sequence = np.loadtxt(StringIO(sequence)).astype('uint32')
status = True
except Exception as e:
self.exec_logger.warning(f'Unable to set sequence: {e}')
status = False
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def run_sequence(self, cmd_id=None, **kwargs):
"""Runs sequence in sync mode
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"""
self.status = 'running'
self.exec_logger.debug(f'Status: {self.status}')
self.exec_logger.debug(f'Measuring sequence: {self.sequence}')
t0 = time.time()
# create filename with timestamp
filename = self.settings["export_path"].replace('.csv',
f'_{datetime.now().strftime("%Y%m%dT%H%M%S")}.csv')
self.exec_logger.debug(f'Saving to {filename}')
# make sure all multiplexer are off
self.reset_mux()
# measure all quadrupole of the sequence
if self.sequence is None:
n = 1
else:
n = self.sequence.shape[0]
for i in range(0, n):
if self.sequence is None:
quad = np.array([0, 0, 0, 0])
else:
quad = self.sequence[i, :] # quadrupole
if self.status == 'stopping':
break
# call the switch_mux function to switch to the right electrodes
self.switch_mux_on(quad)
# run a measurement
if self.on_pi:
acquired_data = self.run_measurement(quad, **kwargs)
else: # for testing, generate random data
acquired_data = {
'A': [quad[0]], 'B': [quad[1]], 'M': [quad[2]], 'N': [quad[3]],
'R [ohm]': np.abs(np.random.randn(1))
}
# switch mux off
self.switch_mux_off(quad)
# add command_id in dataset
acquired_data.update({'cmd_id': cmd_id})
# log data to the data logger
self.data_logger.info(f'{acquired_data}')
print(f'{acquired_data}')
# save data and print in a text file
self.append_and_save(filename, acquired_data)
self.exec_logger.debug(f'{i+1:d}/{n:d}')
self.status = 'idle'
def run_sequence_async(self, cmd_id=None, **kwargs):
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"""Runs the sequence in a separate thread. Can be stopped by 'OhmPi.interrupt()'.
Parameters
----------
cmd_id:
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"""
# self.run = True
self.status = 'running'
self.exec_logger.debug(f'Status: {self.status}')
self.exec_logger.debug(f'Measuring sequence: {self.sequence}')
def func():
# if self.status != 'running':
# self.exec_logger.warning('Data acquisition interrupted')
# break
t0 = time.time()
# create filename with timestamp
filename = self.settings["export_path"].replace('.csv',
f'_{datetime.now().strftime("%Y%m%dT%H%M%S")}.csv')
self.exec_logger.debug(f'Saving to {filename}')
# make sure all multiplexer are off
self.reset_mux()
# measure all quadrupole of the sequence
if self.sequence is None:
n = 1
else:
n = self.sequence.shape[0]
for i in range(0, n):
if self.sequence is None:
quad = np.array([0, 0, 0, 0])
else:
quad = self.sequence[i, :] # quadrupole
if self.status == 'stopping':
break
# call the switch_mux function to switch to the right electrodes
self.switch_mux_on(quad)
# run a measurement
if self.on_pi:
acquired_data = self.run_measurement(quad, **kwargs)
else: # for testing, generate random data
acquired_data = {
'A': [quad[0]], 'B': [quad[1]], 'M': [quad[2]], 'N': [quad[3]],
'R [ohm]': np.abs(np.random.randn(1))
}
# switch mux off
self.switch_mux_off(quad)
# add command_id in dataset
acquired_data.update({'cmd_id': cmd_id})
# log data to the data logger
self.data_logger.info(f'{acquired_data}')
print(f'{acquired_data}')
# save data and print in a text file
self.append_and_save(filename, acquired_data)
self.exec_logger.debug(f'{i+1:d}/{n:d}')
self.status = 'idle'
self.thread = threading.Thread(target=func)
self.thread.start()
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def run_multiple_sequences(self, *args, **kwargs):
"""Run multiple sequences in a separate thread for monitoring mode.
Can be stopped by 'OhmPi.interrupt()'.
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# self.run = True
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self.exec_logger.debug(f'Status: {self.status}')
self.exec_logger.debug(f'Measuring sequence: {self.sequence}')
cmd_id = kwargs.pop('cmd_id', None)
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for g in range(0, self.settings["nb_meas"]): # for time-lapse monitoring
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if self.status != 'running':
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self.exec_logger.warning('Data acquisition interrupted')
filename = self.settings["export_path"].replace('.csv',
f'_{datetime.now().strftime("%Y%m%dT%H%M%S")}.csv')
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self.exec_logger.debug(f'Saving to {filename}')
# make sure all multiplexer are off
self.reset_mux()
# measure all quadrupole of the sequence
if self.sequence is None:
n = 1
else:
n = self.sequence.shape[0]
for i in range(0, n):
if self.sequence is None:
quad = np.array([0, 0, 0, 0])
else:
quad = self.sequence[i, :] # quadrupole
if self.status == 'stopping':
# call the switch_mux function to switch to the right electrodes

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if self.on_pi:

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else: # for testing, generate random data

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'A': [quad[0]], 'B': [quad[1]], 'M': [quad[2]], 'N': [quad[3]],
'R [ohm]': np.abs(np.random.randn(1))
}
# add command_id in dataset
acquired_data.update({'cmd_id': cmd_id})
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# log data to the data logger
self.data_logger.info(f'{acquired_data}')
print(f'{acquired_data}')
# save data and print in a text file
self.append_and_save(filename, acquired_data)
self.exec_logger.debug(f'{i+1:d}/{n:d}')
# compute time needed to take measurement and subtract it from interval
# between two sequence run (= sequence_delay)
sleep_time = self.settings["sequence_delay"] - measuring_time
if sleep_time < 0:
# it means that the measuring time took longer than the sequence delay
sleep_time = 0
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self.exec_logger.warning('The measuring time is longer than the sequence delay. '
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if self.settings["nb_meas"] > 1:
time.sleep(sleep_time) # waiting for next measurement (time-lapse)
self.thread = threading.Thread(target=func)
self.thread.start()
warnings.warn('This function is deprecated. Use interrupt instead.', DeprecationWarning)
self.interrupt()
def interrupt(self):
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"""Interrupts the acquisition. """
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self.status = 'stopping'
if self.thread is not None:
self.thread.join()
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else:
self.exec_logger.debug('No sequence measurement thread to interrupt.')
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self.exec_logger.debug(f'Status: {self.status}')
def quit(self):
"""Quit OhmPi.
"""
self.cmd_listen = False
if self.cmd_thread is not None:
self.cmd_thread.join()
self.exec_logger.debug(f'Stopped listening to control topic.')
exit()
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def restart(self):
self.exec_logger.info('Restarting pi...')
os.system('reboot')
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print(colored(r' ________________________________' + '\n' +
r'| _ | | | || \/ || ___ \_ _|' + '\n' +
r'| | | | |_| || . . || |_/ / | |' + '\n' +
r'| | | | _ || |\/| || __/ | |' + '\n' +
r'\ \_/ / | | || | | || | _| |_' + '\n' +
r' \___/\_| |_/\_| |_/\_| \___/ ', 'red'))
print('Version:', VERSION)
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platform, on_pi = OhmPi._get_platform() # noqa
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print(colored(f'\u2611 Running on {platform} platform', 'green'))
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# TODO: check model for compatible platforms (exclude Raspberry Pi versions that are not supported...)
# and emit a warning otherwise
if not arm64_imports:
print(colored(f'Warning: Required packages are missing.\n'
f'Please run ./env.sh at command prompt to update your virtual environment\n', 'yellow'))
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print(colored(f'\u26A0 Not running on the Raspberry Pi platform.\nFor simulation purposes only...', 'yellow'))
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print(f'local date and time : {current_time.strftime("%Y-%m-%d %H:%M:%S")}')
# for testing
if __name__ == "__main__":
ohmpi = OhmPi(settings=OHMPI_CONFIG['settings'])