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bulk_sensor: New file with helper code for reading bulk sensors
Move the ClockSyncRegression class from adxl345.py to a new bulk_sensors.py file. Signed-off-by: Kevin O'Connor <kevin@koconnor.net>
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4 changed files with 73 additions and 65 deletions
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klippy/extras/bulk_sensor.py
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klippy/extras/bulk_sensor.py
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# Tools for reading bulk sensor data from the mcu
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#
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# Copyright (C) 2020-2023 Kevin O'Connor <kevin@koconnor.net>
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#
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# This file may be distributed under the terms of the GNU GPLv3 license.
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# Helper class for chip clock synchronization via linear regression
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class ClockSyncRegression:
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def __init__(self, mcu, chip_clock_smooth, decay = 1. / 20.):
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self.mcu = mcu
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self.chip_clock_smooth = chip_clock_smooth
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self.decay = decay
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self.last_chip_clock = self.last_exp_mcu_clock = 0.
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self.mcu_clock_avg = self.mcu_clock_variance = 0.
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self.chip_clock_avg = self.chip_clock_covariance = 0.
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def reset(self, mcu_clock, chip_clock):
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self.mcu_clock_avg = self.last_mcu_clock = mcu_clock
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self.chip_clock_avg = chip_clock
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self.mcu_clock_variance = self.chip_clock_covariance = 0.
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self.last_chip_clock = self.last_exp_mcu_clock = 0.
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def update(self, mcu_clock, chip_clock):
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# Update linear regression
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decay = self.decay
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diff_mcu_clock = mcu_clock - self.mcu_clock_avg
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self.mcu_clock_avg += decay * diff_mcu_clock
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self.mcu_clock_variance = (1. - decay) * (
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self.mcu_clock_variance + diff_mcu_clock**2 * decay)
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diff_chip_clock = chip_clock - self.chip_clock_avg
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self.chip_clock_avg += decay * diff_chip_clock
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self.chip_clock_covariance = (1. - decay) * (
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self.chip_clock_covariance + diff_mcu_clock*diff_chip_clock*decay)
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def set_last_chip_clock(self, chip_clock):
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base_mcu, base_chip, inv_cfreq = self.get_clock_translation()
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self.last_chip_clock = chip_clock
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self.last_exp_mcu_clock = base_mcu + (chip_clock-base_chip) * inv_cfreq
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def get_clock_translation(self):
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inv_chip_freq = self.mcu_clock_variance / self.chip_clock_covariance
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if not self.last_chip_clock:
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return self.mcu_clock_avg, self.chip_clock_avg, inv_chip_freq
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# Find mcu clock associated with future chip_clock
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s_chip_clock = self.last_chip_clock + self.chip_clock_smooth
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scdiff = s_chip_clock - self.chip_clock_avg
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s_mcu_clock = self.mcu_clock_avg + scdiff * inv_chip_freq
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# Calculate frequency to converge at future point
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mdiff = s_mcu_clock - self.last_exp_mcu_clock
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s_inv_chip_freq = mdiff / self.chip_clock_smooth
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return self.last_exp_mcu_clock, self.last_chip_clock, s_inv_chip_freq
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def get_time_translation(self):
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base_mcu, base_chip, inv_cfreq = self.get_clock_translation()
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clock_to_print_time = self.mcu.clock_to_print_time
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base_time = clock_to_print_time(base_mcu)
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inv_freq = clock_to_print_time(base_mcu + inv_cfreq) - base_time
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return base_time, base_chip, inv_freq
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