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authorbluesforte <harry3b9@gmail.com>2022-05-04 16:02:37 -0700
committerKevin O'Connor <kevin@koconnor.net>2022-06-16 11:09:33 -0400
commitf55b9d3e5746b73d37f1f2de288aa06d9fe23138 (patch)
tree4f4a2945127c61340195c80ccfce11694512e64a /klippy/extras/mpu9250.py
parentfc7838855f886383917076cee87b13938d8bbe40 (diff)
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mpu9250: Adding support for MPU-9250 (and MPU-6050) accelerometer
Add support for mpu9250 accelerometer over I2C bus. Signed-off-by: Harry Beyel <harry3b9@gmail.com>
Diffstat (limited to 'klippy/extras/mpu9250.py')
-rw-r--r--klippy/extras/mpu9250.py461
1 files changed, 461 insertions, 0 deletions
diff --git a/klippy/extras/mpu9250.py b/klippy/extras/mpu9250.py
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+++ b/klippy/extras/mpu9250.py
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+# Support for reading acceleration data from an mpu9250 chip
+#
+# Copyright (C) 2022 Harry Beyel <harry3b9@gmail.com>
+# Copyright (C) 2020-2021 Kevin O'Connor <kevin@koconnor.net>
+#
+# This file may be distributed under the terms of the GNU GPLv3 license.
+import logging, time, collections, threading, multiprocessing, os
+from . import bus, motion_report
+
+MPU9250_ADDR = 0x68
+
+MPU9250_DEV_ID = 0x73
+MPU6050_DEV_ID = 0x68
+
+# MPU9250 registers
+REG_DEVID = 0x75
+REG_FIFO_EN = 0x23
+REG_SMPLRT_DIV = 0x19
+REG_CONFIG = 0x1A
+REG_ACCEL_CONFIG = 0x1C
+REG_ACCEL_CONFIG2 = 0x1D
+REG_USER_CTRL = 0x6A
+REG_PWR_MGMT_1 = 0x6B
+REG_PWR_MGMT_2 = 0x6C
+
+SAMPLE_RATE_DIVS = { 4000:0x00 }
+
+SET_CONFIG = 0x01 # FIFO mode 'stream' style
+SET_ACCEL_CONFIG = 0x10 # 8g full scale
+SET_ACCEL_CONFIG2 = 0x08 # 1046Hz BW, 0.503ms delay 4kHz sample rate
+SET_PWR_MGMT_1_WAKE = 0x00
+SET_PWR_MGMT_1_SLEEP= 0x40
+SET_PWR_MGMT_2_ACCEL_ON = 0x07
+SET_PWR_MGMT_2_OFF = 0x3F
+
+FREEFALL_ACCEL = 9.80665 * 1000.
+# SCALE = 1/4096 g/LSB @8g scale * Earth gravity in mm/s**2
+SCALE = 0.000244140625 * FREEFALL_ACCEL
+
+FIFO_SIZE = 512
+
+Accel_Measurement = collections.namedtuple(
+ 'Accel_Measurement', ('time', 'accel_x', 'accel_y', 'accel_z'))
+
+# Helper method for getting the two's complement value of an unsigned int
+def twos_complement(val, nbits):
+ if (val & (1 << (nbits - 1))) != 0:
+ val = val - (1 << nbits)
+ return val
+
+# Helper class to obtain measurements
+class MPU9250QueryHelper:
+ def __init__(self, printer, cconn):
+ self.printer = printer
+ self.cconn = cconn
+ print_time = printer.lookup_object('toolhead').get_last_move_time()
+ self.request_start_time = self.request_end_time = print_time
+ self.samples = self.raw_samples = []
+ def finish_measurements(self):
+ toolhead = self.printer.lookup_object('toolhead')
+ self.request_end_time = toolhead.get_last_move_time()
+ toolhead.wait_moves()
+ self.cconn.finalize()
+ def _get_raw_samples(self):
+ raw_samples = self.cconn.get_messages()
+ if raw_samples:
+ self.raw_samples = raw_samples
+ return self.raw_samples
+ def has_valid_samples(self):
+ raw_samples = self._get_raw_samples()
+ for msg in raw_samples:
+ data = msg['params']['data']
+ first_sample_time = data[0][0]
+ last_sample_time = data[-1][0]
+ if (first_sample_time > self.request_end_time
+ or last_sample_time < self.request_start_time):
+ continue
+ # The time intervals [first_sample_time, last_sample_time]
+ # and [request_start_time, request_end_time] have non-zero
+ # intersection. It is still theoretically possible that none
+ # of the samples from raw_samples fall into the time interval
+ # [request_start_time, request_end_time] if it is too narrow
+ # or on very heavy data losses. In practice, that interval
+ # is at least 1 second, so this possibility is negligible.
+ return True
+ return False
+ def get_samples(self):
+ raw_samples = self._get_raw_samples()
+ if not raw_samples:
+ return self.samples
+ total = sum([len(m['params']['data']) for m in raw_samples])
+ count = 0
+ self.samples = samples = [None] * total
+ for msg in raw_samples:
+ for samp_time, x, y, z in msg['params']['data']:
+ if samp_time < self.request_start_time:
+ continue
+ if samp_time > self.request_end_time:
+ break
+ samples[count] = Accel_Measurement(samp_time, x, y, z)
+ count += 1
+ del samples[count:]
+ return self.samples
+ def write_to_file(self, filename):
+ def write_impl():
+ try:
+ # Try to re-nice writing process
+ os.nice(20)
+ except:
+ pass
+ f = open(filename, "w")
+ f.write("#time,accel_x,accel_y,accel_z\n")
+ samples = self.samples or self.get_samples()
+ for t, accel_x, accel_y, accel_z in samples:
+ f.write("%.6f,%.6f,%.6f,%.6f\n" % (
+ t, accel_x, accel_y, accel_z))
+ f.close()
+ write_proc = multiprocessing.Process(target=write_impl)
+ write_proc.daemon = True
+ write_proc.start()
+
+# Helper class for G-Code commands
+class MPU9250CommandHelper:
+ def __init__(self, config, chip):
+ self.printer = config.get_printer()
+ self.chip = chip
+ self.bg_client = None
+ self.name = config.get_name().split()[-1]
+ self.register_commands(self.name)
+ if self.name == "mpu9250":
+ self.register_commands(None)
+ def register_commands(self, name):
+ # Register commands
+ gcode = self.printer.lookup_object('gcode')
+ gcode.register_mux_command("ACCELEROMETER_MEASURE", "CHIP", name,
+ self.cmd_ACCELEROMETER_MEASURE,
+ desc=self.cmd_ACCELEROMETER_MEASURE_help)
+ gcode.register_mux_command("ACCELEROMETER_QUERY", "CHIP", name,
+ self.cmd_ACCELEROMETER_QUERY,
+ desc=self.cmd_ACCELEROMETER_QUERY_help)
+ gcode.register_mux_command("ACCELEROMETER_DEBUG_READ", "CHIP", name,
+ self.cmd_ACCELEROMETER_DEBUG_READ,
+ desc=self.cmd_ACCELEROMETER_DEBUG_READ_help)
+ gcode.register_mux_command("ACCELEROMETER_DEBUG_WRITE", "CHIP", name,
+ self.cmd_ACCELEROMETER_DEBUG_WRITE,
+ desc=self.cmd_ACCELEROMETER_DEBUG_WRITE_help)
+ cmd_ACCELEROMETER_MEASURE_help = "Start/stop accelerometer"
+ def cmd_ACCELEROMETER_MEASURE(self, gcmd):
+ if self.bg_client is None:
+ # Start measurements
+ self.bg_client = self.chip.start_internal_client()
+ gcmd.respond_info("mpu9250 measurements started")
+ return
+ # End measurements
+ name = gcmd.get("NAME", time.strftime("%Y%m%d_%H%M%S"))
+ if not name.replace('-', '').replace('_', '').isalnum():
+ raise gcmd.error("Invalid mpu9250 NAME parameter")
+ bg_client = self.bg_client
+ self.bg_client = None
+ bg_client.finish_measurements()
+ # Write data to file
+ if self.name == "mpu9250":
+ filename = "/tmp/mpu9250-%s.csv" % (name,)
+ else:
+ filename = "/tmp/mpu9250-%s-%s.csv" % (self.name, name,)
+ bg_client.write_to_file(filename)
+ gcmd.respond_info("Writing raw accelerometer data to %s file"
+ % (filename,))
+ cmd_ACCELEROMETER_QUERY_help = "Query accelerometer for the current values"
+ def cmd_ACCELEROMETER_QUERY(self, gcmd):
+ aclient = self.chip.start_internal_client()
+ self.printer.lookup_object('toolhead').dwell(1.)
+ aclient.finish_measurements()
+ values = aclient.get_samples()
+ if not values:
+ raise gcmd.error("No mpu9250 measurements found")
+ _, accel_x, accel_y, accel_z = values[-1]
+ gcmd.respond_info("mpu9250 values (x, y, z): %.6f, %.6f, %.6f"
+ % (accel_x, accel_y, accel_z))
+ cmd_ACCELEROMETER_DEBUG_READ_help = "Query mpu9250 register (for debugging)"
+ def cmd_ACCELEROMETER_DEBUG_READ(self, gcmd):
+ reg = gcmd.get("REG", minval=0, maxval=126, parser=lambda x: int(x, 0))
+ val = self.chip.read_reg(reg)
+ gcmd.respond_info("MPU9250 REG[0x%x] = 0x%x" % (reg, val))
+ cmd_ACCELEROMETER_DEBUG_WRITE_help = "Set mpu9250 register (for debugging)"
+ def cmd_ACCELEROMETER_DEBUG_WRITE(self, gcmd):
+ reg = gcmd.get("REG", minval=0, maxval=126, parser=lambda x: int(x, 0))
+ val = gcmd.get("VAL", minval=0, maxval=255, parser=lambda x: int(x, 0))
+ self.chip.set_reg(reg, val)
+
+# Helper class for chip clock synchronization via linear regression
+class ClockSyncRegression:
+ def __init__(self, mcu, chip_clock_smooth, decay = 1. / 20.):
+ self.mcu = mcu
+ self.chip_clock_smooth = chip_clock_smooth
+ self.decay = decay
+ self.last_chip_clock = self.last_exp_mcu_clock = 0.
+ self.mcu_clock_avg = self.mcu_clock_variance = 0.
+ self.chip_clock_avg = self.chip_clock_covariance = 0.
+ def reset(self, mcu_clock, chip_clock):
+ self.mcu_clock_avg = self.last_mcu_clock = mcu_clock
+ self.chip_clock_avg = chip_clock
+ self.mcu_clock_variance = self.chip_clock_covariance = 0.
+ self.last_chip_clock = self.last_exp_mcu_clock = 0.
+ def update(self, mcu_clock, chip_clock):
+ # Update linear regression
+ decay = self.decay
+ diff_mcu_clock = mcu_clock - self.mcu_clock_avg
+ self.mcu_clock_avg += decay * diff_mcu_clock
+ self.mcu_clock_variance = (1. - decay) * (
+ self.mcu_clock_variance + diff_mcu_clock**2 * decay)
+ diff_chip_clock = chip_clock - self.chip_clock_avg
+ self.chip_clock_avg += decay * diff_chip_clock
+ self.chip_clock_covariance = (1. - decay) * (
+ self.chip_clock_covariance + diff_mcu_clock*diff_chip_clock*decay)
+ def set_last_chip_clock(self, chip_clock):
+ base_mcu, base_chip, inv_cfreq = self.get_clock_translation()
+ self.last_chip_clock = chip_clock
+ self.last_exp_mcu_clock = base_mcu + (chip_clock-base_chip) * inv_cfreq
+ def get_clock_translation(self):
+ inv_chip_freq = self.mcu_clock_variance / self.chip_clock_covariance
+ if not self.last_chip_clock:
+ return self.mcu_clock_avg, self.chip_clock_avg, inv_chip_freq
+ # Find mcu clock associated with future chip_clock
+ s_chip_clock = self.last_chip_clock + self.chip_clock_smooth
+ scdiff = s_chip_clock - self.chip_clock_avg
+ s_mcu_clock = self.mcu_clock_avg + scdiff * inv_chip_freq
+ # Calculate frequency to converge at future point
+ mdiff = s_mcu_clock - self.last_exp_mcu_clock
+ s_inv_chip_freq = mdiff / self.chip_clock_smooth
+ return self.last_exp_mcu_clock, self.last_chip_clock, s_inv_chip_freq
+ def get_time_translation(self):
+ base_mcu, base_chip, inv_cfreq = self.get_clock_translation()
+ clock_to_print_time = self.mcu.clock_to_print_time
+ base_time = clock_to_print_time(base_mcu)
+ inv_freq = clock_to_print_time(base_mcu + inv_cfreq) - base_time
+ return base_time, base_chip, inv_freq
+
+MIN_MSG_TIME = 0.100
+
+BYTES_PER_SAMPLE = 6
+SAMPLES_PER_BLOCK = 8
+
+# Printer class that controls MPU9250 chip
+class MPU9250:
+ def __init__(self, config):
+ self.printer = config.get_printer()
+ MPU9250CommandHelper(config, self)
+ self.query_rate = 0
+ am = {'x': (0, SCALE), 'y': (1, SCALE), 'z': (2, SCALE),
+ '-x': (0, -SCALE), '-y': (1, -SCALE), '-z': (2, -SCALE)}
+ axes_map = config.getlist('axes_map', ('x','y','z'), count=3)
+ if any([a not in am for a in axes_map]):
+ raise config.error("Invalid mpu9250 axes_map parameter")
+ self.axes_map = [am[a.strip()] for a in axes_map]
+ self.data_rate = config.getint('rate', 4000)
+ if self.data_rate not in SAMPLE_RATE_DIVS:
+ raise config.error("Invalid rate parameter: %d" % (self.data_rate,))
+ # Measurement storage (accessed from background thread)
+ self.lock = threading.Lock()
+ self.raw_samples = []
+ # Setup mcu sensor_mpu9250 bulk query code
+ self.i2c = bus.MCU_I2C_from_config(config,
+ default_addr=MPU9250_ADDR,
+ default_speed=400000)
+ self.mcu = mcu = self.i2c.get_mcu()
+ self.oid = oid = mcu.create_oid()
+ self.query_mpu9250_cmd = self.query_mpu9250_end_cmd = None
+ self.query_mpu9250_status_cmd = None
+ mcu.register_config_callback(self._build_config)
+ mcu.register_response(self._handle_mpu9250_data, "mpu9250_data", oid)
+ # Clock tracking
+ self.last_sequence = self.max_query_duration = 0
+ self.last_limit_count = self.last_error_count = 0
+ self.clock_sync = ClockSyncRegression(self.mcu, 640)
+ # API server endpoints
+ self.api_dump = motion_report.APIDumpHelper(
+ self.printer, self._api_update, self._api_startstop, 0.100)
+ self.name = config.get_name().split()[-1]
+ wh = self.printer.lookup_object('webhooks')
+ wh.register_mux_endpoint("mpu9250/dump_mpu9250", "sensor", self.name,
+ self._handle_dump_mpu9250)
+ def _build_config(self):
+ cmdqueue = self.i2c.get_command_queue()
+ self.mcu.add_config_cmd("config_mpu9250 oid=%d i2c_oid=%d"
+ % (self.oid, self.i2c.get_oid()))
+ self.mcu.add_config_cmd("query_mpu9250 oid=%d clock=0 rest_ticks=0"
+ % (self.oid,), on_restart=True)
+ self.query_mpu9250_cmd = self.mcu.lookup_command(
+ "query_mpu9250 oid=%c clock=%u rest_ticks=%u", cq=cmdqueue)
+ self.query_mpu9250_end_cmd = self.mcu.lookup_query_command(
+ "query_mpu9250 oid=%c clock=%u rest_ticks=%u",
+ "mpu9250_status oid=%c clock=%u query_ticks=%u next_sequence=%hu"
+ " buffered=%c fifo=%u limit_count=%hu", oid=self.oid, cq=cmdqueue)
+ self.query_mpu9250_status_cmd = self.mcu.lookup_query_command(
+ "query_mpu9250_status oid=%c",
+ "mpu9250_status oid=%c clock=%u query_ticks=%u next_sequence=%hu"
+ " buffered=%c fifo=%u limit_count=%hu", oid=self.oid, cq=cmdqueue)
+ def read_reg(self, reg):
+ params = self.i2c.i2c_read([reg], 1)
+ return bytearray(params['response'])[0]
+
+ def set_reg(self, reg, val, minclock=0):
+ self.i2c.i2c_write([reg, val & 0xFF], minclock=minclock)
+
+ # Measurement collection
+ def is_measuring(self):
+ return self.query_rate > 0
+ def _handle_mpu9250_data(self, params):
+ with self.lock:
+ self.raw_samples.append(params)
+ def _extract_samples(self, raw_samples):
+ # Load variables to optimize inner loop below
+ (x_pos, x_scale), (y_pos, y_scale), (z_pos, z_scale) = self.axes_map
+ last_sequence = self.last_sequence
+ time_base, chip_base, inv_freq = self.clock_sync.get_time_translation()
+ # Process every message in raw_samples
+ count = seq = 0
+ samples = [None] * (len(raw_samples) * SAMPLES_PER_BLOCK)
+ for params in raw_samples:
+ seq_diff = (last_sequence - params['sequence']) & 0xffff
+ seq_diff -= (seq_diff & 0x8000) << 1
+ seq = last_sequence - seq_diff
+ d = bytearray(params['data'])
+ msg_cdiff = seq * SAMPLES_PER_BLOCK - chip_base
+
+ for i in range(len(d) // BYTES_PER_SAMPLE):
+ d_xyz = d[i*BYTES_PER_SAMPLE:(i+1)*BYTES_PER_SAMPLE]
+ xhigh, xlow, yhigh, ylow, zhigh, zlow = d_xyz
+ rx = twos_complement(xhigh << 8 | xlow, 16)
+ ry = twos_complement(yhigh << 8 | ylow, 16)
+ rz = twos_complement(zhigh << 8 | zlow, 16)
+ raw_xyz = (rx, ry, rz)
+
+ x = round(raw_xyz[x_pos] * x_scale, 6)
+ y = round(raw_xyz[y_pos] * y_scale, 6)
+ z = round(raw_xyz[z_pos] * z_scale, 6)
+ ptime = round(time_base + (msg_cdiff + i) * inv_freq, 6)
+ samples[count] = (ptime, x, y, z)
+ count += 1
+ self.clock_sync.set_last_chip_clock(seq * SAMPLES_PER_BLOCK + i)
+ del samples[count:]
+ return samples
+
+ def _update_clock(self, minclock=0):
+ # Query current state
+ for retry in range(5):
+ params = self.query_mpu9250_status_cmd.send([self.oid],
+ minclock=minclock)
+ fifo = params['fifo'] & 0x1fff
+ if fifo <= FIFO_SIZE:
+ break
+ else:
+ raise self.printer.command_error("Unable to query mpu9250 fifo")
+ mcu_clock = self.mcu.clock32_to_clock64(params['clock'])
+ sequence = (self.last_sequence & ~0xffff) | params['next_sequence']
+ if sequence < self.last_sequence:
+ sequence += 0x10000
+ self.last_sequence = sequence
+ buffered = params['buffered']
+ limit_count = (self.last_limit_count & ~0xffff) | params['limit_count']
+ if limit_count < self.last_limit_count:
+ limit_count += 0x10000
+ self.last_limit_count = limit_count
+ duration = params['query_ticks']
+ if duration > self.max_query_duration:
+ # Skip measurement as a high query time could skew clock tracking
+ self.max_query_duration = max(2 * self.max_query_duration,
+ self.mcu.seconds_to_clock(.000005))
+ return
+ self.max_query_duration = 2 * duration
+ msg_count = (sequence * SAMPLES_PER_BLOCK
+ + buffered // BYTES_PER_SAMPLE + fifo)
+ # The "chip clock" is the message counter plus .5 for average
+ # inaccuracy of query responses and plus .5 for assumed offset
+ # of mpu9250 hw processing time.
+ chip_clock = msg_count + 1
+ self.clock_sync.update(mcu_clock + duration // 2, chip_clock)
+ def _start_measurements(self):
+ if self.is_measuring():
+ return
+ # In case of miswiring, testing MPU9250 device ID prevents treating
+ # noise or wrong signal as a correctly initialized device
+ dev_id = self.read_reg(REG_DEVID)
+ if dev_id != MPU9250_DEV_ID and dev_id != MPU6050_DEV_ID:
+ raise self.printer.command_error(
+ "Invalid mpu9250/mpu6050 id (got %x).\n"
+ "This is generally indicative of connection problems\n"
+ "(e.g. faulty wiring) or a faulty chip."
+ % (dev_id))
+ # Setup chip in requested query rate
+ self.set_reg(REG_PWR_MGMT_1, SET_PWR_MGMT_1_WAKE)
+ self.set_reg(REG_PWR_MGMT_2, SET_PWR_MGMT_2_ACCEL_ON)
+ time.sleep(20. / 1000) # wait for accelerometer chip wake up
+ self.set_reg(REG_SMPLRT_DIV, SAMPLE_RATE_DIVS[self.data_rate])
+ self.set_reg(REG_CONFIG, SET_CONFIG)
+ self.set_reg(REG_ACCEL_CONFIG, SET_ACCEL_CONFIG)
+ self.set_reg(REG_ACCEL_CONFIG2, SET_ACCEL_CONFIG2)
+
+ # Setup samples
+ with self.lock:
+ self.raw_samples = []
+ # Start bulk reading
+ systime = self.printer.get_reactor().monotonic()
+ print_time = self.mcu.estimated_print_time(systime) + MIN_MSG_TIME
+ reqclock = self.mcu.print_time_to_clock(print_time)
+ rest_ticks = self.mcu.seconds_to_clock(1. / self.data_rate)
+ self.query_rate = self.data_rate
+ self.query_mpu9250_cmd.send([self.oid, reqclock, rest_ticks],
+ reqclock=reqclock)
+ logging.info("MPU9250 starting '%s' measurements", self.name)
+ # Initialize clock tracking
+ self.last_sequence = 0
+ self.last_limit_count = self.last_error_count = 0
+ self.clock_sync.reset(reqclock, 0)
+ self.max_query_duration = 1 << 31
+ self._update_clock(minclock=reqclock)
+ self.max_query_duration = 1 << 31
+ def _finish_measurements(self):
+ if not self.is_measuring():
+ return
+ # Halt bulk reading
+ params = self.query_mpu9250_end_cmd.send([self.oid, 0, 0])
+ self.query_rate = 0
+ with self.lock:
+ self.raw_samples = []
+ logging.info("MPU9250 finished '%s' measurements", self.name)
+ self.set_reg(REG_PWR_MGMT_1, SET_PWR_MGMT_1_SLEEP)
+ self.set_reg(REG_PWR_MGMT_2, SET_PWR_MGMT_2_OFF)
+
+ # API interface
+ def _api_update(self, eventtime):
+ self._update_clock()
+ with self.lock:
+ raw_samples = self.raw_samples
+ self.raw_samples = []
+ if not raw_samples:
+ return {}
+ samples = self._extract_samples(raw_samples)
+ if not samples:
+ return {}
+ return {'data': samples, 'errors': self.last_error_count,
+ 'overflows': self.last_limit_count}
+ def _api_startstop(self, is_start):
+ if is_start:
+ self._start_measurements()
+ else:
+ self._finish_measurements()
+ def _handle_dump_mpu9250(self, web_request):
+ self.api_dump.add_client(web_request)
+ hdr = ('time', 'x_acceleration', 'y_acceleration', 'z_acceleration')
+ web_request.send({'header': hdr})
+ def start_internal_client(self):
+ cconn = self.api_dump.add_internal_client()
+ return MPU9250QueryHelper(self.printer, cconn)
+
+def load_config(config):
+ return MPU9250(config)
+
+def load_config_prefix(config):
+ return MPU9250(config)