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|
# Load Cell Implementation
#
# Copyright (C) 2024 Gareth Farrington <gareth@waves.ky>
#
# This file may be distributed under the terms of the GNU GPLv3 license.
from . import hx71x
from . import ads1220
from .bulk_sensor import BatchWebhooksClient
import collections, itertools
# We want either Python 3's zip() or Python 2's izip() but NOT 2's zip():
zip_impl = zip
try:
from itertools import izip as zip_impl # python 2.x izip
except ImportError: # will be Python 3.x
pass
# alternative to numpy's column selection:
def select_column(data, column_idx):
return list(zip_impl(*data))[column_idx]
def avg(data):
return sum(data) / len(data)
# Helper for event driven webhooks and subscription based API clients
class ApiClientHelper(object):
def __init__(self, printer):
self.printer = printer
self.client_cbs = []
self.webhooks_start_resp = {}
# send data to clients
def send(self, msg):
for client_cb in list(self.client_cbs):
res = client_cb(msg)
if not res:
# This client no longer needs updates - unregister it
self.client_cbs.remove(client_cb)
# Add a client that gets data callbacks
def add_client(self, client_cb):
self.client_cbs.append(client_cb)
# Add Webhooks client and send header
def _add_webhooks_client(self, web_request):
whbatch = BatchWebhooksClient(web_request)
self.add_client(whbatch.handle_batch)
web_request.send(self.webhooks_start_resp)
# Set up a webhooks endpoint with a static header
def add_mux_endpoint(self, path, key, value, webhooks_start_resp):
self.webhooks_start_resp = webhooks_start_resp
wh = self.printer.lookup_object("webhooks")
wh.register_mux_endpoint(path, key, value, self._add_webhooks_client)
# Class for handling commands related to load cells
class LoadCellCommandHelper:
def __init__(self, config, load_cell):
self.printer = config.get_printer()
self.load_cell = load_cell
name_parts = config.get_name().split()
self.name = name_parts[-1]
self.register_commands(self.name)
if len(name_parts) == 1:
self.register_commands(None)
def register_commands(self, name):
# Register commands
gcode = self.printer.lookup_object("gcode")
gcode.register_mux_command(
"LOAD_CELL_TARE",
"LOAD_CELL",
name,
self.cmd_LOAD_CELL_TARE,
desc=self.cmd_LOAD_CELL_TARE_help,
)
gcode.register_mux_command(
"LOAD_CELL_CALIBRATE",
"LOAD_CELL",
name,
self.cmd_LOAD_CELL_CALIBRATE,
desc=self.cmd_CALIBRATE_LOAD_CELL_help,
)
gcode.register_mux_command(
"LOAD_CELL_READ",
"LOAD_CELL",
name,
self.cmd_LOAD_CELL_READ,
desc=self.cmd_LOAD_CELL_READ_help,
)
gcode.register_mux_command(
"LOAD_CELL_DIAGNOSTIC",
"LOAD_CELL",
name,
self.cmd_LOAD_CELL_DIAGNOSTIC,
desc=self.cmd_LOAD_CELL_DIAGNOSTIC_help,
)
cmd_LOAD_CELL_TARE_help = "Set the Zero point of the load cell"
def cmd_LOAD_CELL_TARE(self, gcmd):
tare_counts = self.load_cell.avg_counts()
self.load_cell.tare(tare_counts)
tare_percent = self.load_cell.counts_to_percent(tare_counts)
gcmd.respond_info(
"Load cell tare value: %.2f%% (%i)" % (tare_percent, tare_counts)
)
cmd_CALIBRATE_LOAD_CELL_help = "Start interactive calibration tool"
def cmd_LOAD_CELL_CALIBRATE(self, gcmd):
LoadCellGuidedCalibrationHelper(self.printer, self.load_cell)
cmd_LOAD_CELL_READ_help = "Take a reading from the load cell"
def cmd_LOAD_CELL_READ(self, gcmd):
counts = self.load_cell.avg_counts()
percent = self.load_cell.counts_to_percent(counts)
force = self.load_cell.counts_to_grams(counts)
if percent >= 100 or percent <= -100:
gcmd.respond_info("Err (%.2f%%)" % (percent,))
if force is None:
gcmd.respond_info("---.-g (%.2f%%)" % (percent,))
else:
gcmd.respond_info("%.1fg (%.2f%%)" % (force, percent))
cmd_LOAD_CELL_DIAGNOSTIC_help = "Check the health of the load cell"
def cmd_LOAD_CELL_DIAGNOSTIC(self, gcmd):
gcmd.respond_info("Collecting load cell data for 10 seconds...")
collector = self.load_cell.get_collector()
reactor = self.printer.get_reactor()
collector.start_collecting()
reactor.pause(reactor.monotonic() + 10.0)
samples, errors = collector.stop_collecting()
if errors:
gcmd.respond_info(
"Sensor reported errors: %i errors,"
" %i overflows" % (errors[0], errors[1])
)
else:
gcmd.respond_info("Sensor reported no errors")
if not samples:
raise gcmd.error("No samples returned from sensor!")
counts = select_column(samples, 2)
range_min, range_max = self.load_cell.saturation_range()
good_count = 0
saturation_count = 0
for sample in counts:
if sample >= range_max or sample <= range_min:
saturation_count += 1
else:
good_count += 1
gcmd.respond_info("Samples Collected: %i" % (len(samples)))
if len(samples) > 2:
sensor_sps = self.load_cell.sensor.get_samples_per_second()
sps = float(len(samples)) / (samples[-1][0] - samples[0][0])
gcmd.respond_info(
"Measured samples per second: %.1f, "
"configured: %.1f" % (sps, sensor_sps)
)
gcmd.respond_info(
"Good samples: %i, Saturated samples: %i, Unique"
" values: %i" % (good_count, saturation_count, len(set(counts)))
)
max_pct = self.load_cell.counts_to_percent(max(counts))
min_pct = self.load_cell.counts_to_percent(min(counts))
gcmd.respond_info("Sample range: [%.2f%% to %.2f%%]" % (min_pct, max_pct))
gcmd.respond_info(
"Sample range / sensor capacity: %.5f%%" % ((max_pct - min_pct) / 2.0)
)
# Class to guide the user through calibrating a load cell
class LoadCellGuidedCalibrationHelper:
def __init__(self, printer, load_cell):
self.printer = printer
self.gcode = printer.lookup_object("gcode")
self.load_cell = load_cell
self._tare_counts = self._counts_per_gram = None
self.tare_percent = 0.0
self.register_commands()
self.gcode.respond_info(
"Starting load cell calibration. \n"
"1.) Remove all load and run TARE. \n"
"2.) Apply a known load, run CALIBRATE GRAMS=nnn. \n"
"Complete calibration with the ACCEPT command.\n"
"Use the ABORT command to quit."
)
def verify_no_active_calibration(
self,
):
try:
self.gcode.register_command("TARE", "dummy")
except self.printer.config_error as e:
raise self.gcode.error(
"Already Calibrating a Load Cell. Use ABORT to quit."
)
self.gcode.register_command("TARE", None)
def register_commands(self):
self.verify_no_active_calibration()
register_command = self.gcode.register_command
register_command("ABORT", self.cmd_ABORT, desc=self.cmd_ABORT_help)
register_command("ACCEPT", self.cmd_ACCEPT, desc=self.cmd_ACCEPT_help)
register_command("TARE", self.cmd_TARE, desc=self.cmd_TARE_help)
register_command("CALIBRATE", self.cmd_CALIBRATE, desc=self.cmd_CALIBRATE_help)
# convert the delta of counts to a counts/gram metric
def counts_per_gram(self, grams, cal_counts):
return float(abs(int(self._tare_counts - cal_counts))) / grams
# calculate max force that the load cell can register
# given tare bias, at saturation in kilograms
def capacity_kg(self, counts_per_gram):
range_min, range_max = self.load_cell.saturation_range()
return int((range_max - abs(self._tare_counts)) / counts_per_gram) / 1000.0
def finalize(self, save_results=False):
for name in ["ABORT", "ACCEPT", "TARE", "CALIBRATE"]:
self.gcode.register_command(name, None)
if not save_results:
self.gcode.respond_info("Load cell calibration aborted")
return
if self._counts_per_gram is None or self._tare_counts is None:
self.gcode.respond_info("Calibration process is incomplete, " "aborting")
self.load_cell.set_calibration(self._counts_per_gram, self._tare_counts)
self.gcode.respond_info(
"Load cell calibration settings:\n\n"
"counts_per_gram: %.6f\n"
"reference_tare_counts: %i\n\n"
"The SAVE_CONFIG command will update the printer config file"
" with the above and restart the printer."
% (self._counts_per_gram, self._tare_counts)
)
self.load_cell.tare(self._tare_counts)
cmd_ABORT_help = "Abort load cell calibration tool"
def cmd_ABORT(self, gcmd):
self.finalize(False)
cmd_ACCEPT_help = "Accept calibration results and apply to load cell"
def cmd_ACCEPT(self, gcmd):
self.finalize(True)
cmd_TARE_help = "Tare the load cell"
def cmd_TARE(self, gcmd):
self._tare_counts = self.load_cell.avg_counts()
self._counts_per_gram = None # require re-calibration on tare
self.tare_percent = self.load_cell.counts_to_percent(self._tare_counts)
gcmd.respond_info(
"Load cell tare value: %.2f%% (%i)" % (self.tare_percent, self._tare_counts)
)
if self.tare_percent > 2.0:
gcmd.respond_info(
"WARNING: tare value is more than 2% away from 0!\n"
"The load cell's range will be impacted.\n"
"Check for external force on the load cell."
)
gcmd.respond_info(
"Now apply a known force to the load cell and enter \
the force value with:\n CALIBRATE GRAMS=nnn"
)
cmd_CALIBRATE_help = "Enter the load cell value in grams"
def cmd_CALIBRATE(self, gcmd):
if self._tare_counts is None:
gcmd.respond_info("You must use TARE first.")
return
grams = gcmd.get_float("GRAMS", minval=50.0, maxval=25000.0)
cal_counts = self.load_cell.avg_counts()
cal_percent = self.load_cell.counts_to_percent(cal_counts)
c_per_g = self.counts_per_gram(grams, cal_counts)
cap_kg = self.capacity_kg(c_per_g)
gcmd.respond_info(
"Calibration value: %.2f%% (%i), Counts/gram: %.5f, \
Total capacity: +/- %0.2fKg"
% (cal_percent, cal_counts, c_per_g, cap_kg)
)
range_min, range_max = self.load_cell.saturation_range()
if cal_counts >= range_max or cal_counts <= range_min:
raise self.printer.command_error(
"ERROR: Sensor is saturated with too much load!\n"
"Use less force to calibrate the load cell."
)
if cal_counts == self._tare_counts:
raise self.printer.command_error(
"ERROR: Tare and Calibration readings are the same!\n"
"Check wiring and validate sensor with READ_LOAD_CELL command."
)
if (abs(cal_percent - self.tare_percent)) < 1.0:
raise self.printer.command_error(
"ERROR: Tare and Calibration readings are less than 1% "
"different!\n"
"Use more force when calibrating or a higher sensor gain."
)
# only set _counts_per_gram after all errors are raised
self._counts_per_gram = c_per_g
if cap_kg < 1.0:
gcmd.respond_info(
"WARNING: Load cell capacity is less than 1kg!\n"
"Check wiring and consider using a lower sensor gain."
)
if cap_kg > 25.0:
gcmd.respond_info(
"WARNING: Load cell capacity is more than 25Kg!\n"
"Check wiring and consider using a higher sensor gain."
)
gcmd.respond_info("Accept calibration with the ACCEPT command.")
# Utility to collect some samples from the LoadCell for later analysis
# Optionally blocks execution while collecting with reactor.pause()
# can collect a minimum n samples or collect until a specific print_time
# samples returned in [[time],[force],[counts]] arrays for easy processing
RETRY_DELAY = 0.05 # 20Hz
class LoadCellSampleCollector:
def __init__(self, printer, load_cell):
self._printer = printer
self._load_cell = load_cell
self._reactor = printer.get_reactor()
self._mcu = load_cell.sensor.get_mcu()
self.min_time = 0.0
self.max_time = float("inf")
self.min_count = float("inf") # In Python 3.5 math.inf is better
self.is_started = False
self._samples = []
self._errors = 0
self._overflows = 0
def _on_samples(self, msg):
if not self.is_started:
return False # already stopped, ignore
self._errors += msg["errors"]
self._overflows += msg["overflows"]
samples = msg["data"]
for sample in samples:
time = sample[0]
if self.min_time <= time <= self.max_time:
self._samples.append(sample)
if time > self.max_time:
self.is_started = False
if len(self._samples) >= self.min_count:
self.is_started = False
return self.is_started
def _finish_collecting(self):
self.is_started = False
self.min_time = 0.0
self.max_time = float("inf")
self.min_count = float("inf") # In Python 3.5 math.inf is better
samples = self._samples
self._samples = []
errors = self._errors
self._errors = 0
overflows = self._overflows
self._overflows = 0
return samples, (errors, overflows) if errors or overflows else 0
def _collect_until(self, timeout):
self.start_collecting()
while self.is_started:
now = self._reactor.monotonic()
if self._mcu.estimated_print_time(now) > timeout:
self._finish_collecting()
raise self._printer.command_error(
"LoadCellSampleCollector timed out! Errors: %i,"
" Overflows: %i" % (self._errors, self._overflows)
)
self._reactor.pause(now + RETRY_DELAY)
return self._finish_collecting()
# start collecting with no automatic end to collection
def start_collecting(self, min_time=None):
if self.is_started:
return
self.min_time = min_time if min_time is not None else self.min_time
self.is_started = True
self._load_cell.add_client(self._on_samples)
# stop collecting immediately and return results
def stop_collecting(self):
return self._finish_collecting()
# block execution until at least min_count samples are collected
# will return all samples collected, not just up to min_count
def collect_min(self, min_count=1):
self.min_count = min_count
if len(self._samples) >= min_count:
return self._finish_collecting()
print_time = self._mcu.estimated_print_time(self._reactor.monotonic())
start_time = max(print_time, self.min_time)
sps = self._load_cell.sensor.get_samples_per_second()
return self._collect_until(start_time + 1.0 + (min_count / sps))
# returns when a sample is collected with a timestamp after print_time
def collect_until(self, print_time=None):
self.max_time = print_time
if len(self._samples) and self._samples[-1][0] >= print_time:
return self._finish_collecting()
return self._collect_until(self.max_time + 1.0)
# Printer class that controls the load cell
MIN_COUNTS_PER_GRAM = 1.0
class LoadCell:
def __init__(self, config, sensor):
self.printer = printer = config.get_printer()
self.config_name = config.get_name()
self.name = config.get_name().split()[-1]
self.sensor = sensor # must implement BulkSensorAdc
buffer_size = sensor.get_samples_per_second() // 2
self._force_buffer = collections.deque(maxlen=buffer_size)
self.reference_tare_counts = config.getint(
"reference_tare_counts", default=None
)
self.tare_counts = self.reference_tare_counts
self.counts_per_gram = config.getfloat(
"counts_per_gram", minval=MIN_COUNTS_PER_GRAM, default=None
)
self.invert = config.getchoice(
"sensor_orientation", {"normal": 1.0, "inverted": -1.0}, default="normal"
)
LoadCellCommandHelper(config, self)
# Client support:
self.clients = ApiClientHelper(printer)
header = {"header": ["time", "force (g)", "counts", "tare_counts"]}
self.clients.add_mux_endpoint(
"load_cell/dump_force", "load_cell", self.name, header
)
# startup, when klippy is ready, start capturing data
printer.register_event_handler("klippy:ready", self._handle_ready)
def _handle_ready(self):
self.sensor.add_client(self._sensor_data_event)
self.add_client(self._track_force)
# announce calibration status on ready
if self.is_calibrated():
self.printer.send_event("load_cell:calibrate", self)
if self.is_tared():
self.printer.send_event("load_cell:tare", self)
# convert raw counts to grams and broadcast to clients
def _sensor_data_event(self, msg):
data = msg.get("data")
errors = msg.get("errors")
overflows = msg.get("overflows")
if data is None:
return None
samples = []
for row in data:
# [time, grams, counts, tare_counts]
samples.append(
[row[0], self.counts_to_grams(row[1]), row[1], self.tare_counts]
)
msg = {"data": samples, "errors": errors, "overflows": overflows}
self.clients.send(msg)
return True
# get internal events of force data
def add_client(self, callback):
self.clients.add_client(callback)
def tare(self, tare_counts):
self.tare_counts = int(tare_counts)
self.printer.send_event("load_cell:tare", self)
def set_calibration(self, counts_per_gram, tare_counts):
if counts_per_gram is None or abs(counts_per_gram) < MIN_COUNTS_PER_GRAM:
raise self.printer.command_error("Invalid counts per gram value")
if tare_counts is None:
raise self.printer.command_error("Missing tare counts")
self.counts_per_gram = counts_per_gram
self.reference_tare_counts = int(tare_counts)
configfile = self.printer.lookup_object("configfile")
configfile.set(
self.config_name, "counts_per_gram", "%.5f" % (self.counts_per_gram,)
)
configfile.set(
self.config_name,
"reference_tare_counts",
"%i" % (self.reference_tare_counts,),
)
self.printer.send_event("load_cell:calibrate", self)
def counts_to_grams(self, sample):
if not self.is_calibrated() or not self.is_tared():
return None
sample_delta = float(sample - self.tare_counts)
return self.invert * (sample_delta / self.counts_per_gram)
# The maximum range of the sensor based on its bit width
def saturation_range(self):
return self.sensor.get_range()
# convert raw counts to a +/- percentage of the sensors range
def counts_to_percent(self, counts):
range_min, range_max = self.saturation_range()
return (float(counts) / float(range_max)) * 100.0
# read 1 second of load cell data and average it
# performs safety checks for saturation
def avg_counts(self, num_samples=None):
if num_samples is None:
num_samples = self.sensor.get_samples_per_second()
samples, errors = self.get_collector().collect_min(num_samples)
if errors:
raise self.printer.command_error(
"Sensor reported %i errors while sampling" % (errors[0] + errors[1])
)
# check samples for saturated readings
range_min, range_max = self.saturation_range()
for sample in samples:
if sample[2] >= range_max or sample[2] <= range_min:
raise self.printer.command_error("Some samples are saturated (+/-100%)")
return avg(select_column(samples, 2))
# Provide ongoing force tracking/averaging for status updates
def _track_force(self, msg):
if not (self.is_calibrated() and self.is_tared()):
return True
samples = msg["data"]
# selectColumn unusable here because Python 2 lacks deque.extend
for sample in samples:
self._force_buffer.append(sample[1])
return True
def _force_g(self):
if self.is_calibrated() and self.is_tared() and len(self._force_buffer) > 0:
return {
"force_g": round(avg(self._force_buffer), 1),
"min_force_g": round(min(self._force_buffer), 1),
"max_force_g": round(max(self._force_buffer), 1),
}
return {}
def is_tared(self):
return self.tare_counts is not None
def is_calibrated(self):
return (
self.counts_per_gram is not None and self.reference_tare_counts is not None
)
def get_sensor(self):
return self.sensor
def get_reference_tare_counts(self):
return self.reference_tare_counts
def get_tare_counts(self):
return self.tare_counts
def get_counts_per_gram(self):
return self.counts_per_gram
def get_collector(self):
return LoadCellSampleCollector(self.printer, self)
def get_status(self, eventtime):
status = self._force_g()
status.update(
{
"is_calibrated": self.is_calibrated(),
"counts_per_gram": self.counts_per_gram,
"reference_tare_counts": self.reference_tare_counts,
"tare_counts": self.tare_counts,
}
)
return status
def load_config(config):
# Sensor types
sensors = {}
sensors.update(hx71x.HX71X_SENSOR_TYPES)
sensors.update(ads1220.ADS1220_SENSOR_TYPE)
sensor_class = config.getchoice("sensor_type", sensors)
return LoadCell(config, sensor_class(config))
def load_config_prefix(config):
return load_config(config)
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