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chunk-0000 | Fly By Wire A (Fbwa) | # ACRO Mode
ACRO (for acrobatic) is a mode for advanced users that provides rate
based stabilization with optional attitude lock. It is a good choice for people
who want to push their plane harder than you can in
FLY BY WIRE A (FBWA)
or
STABILIZE
mode without
flying in
MANUAL
. This is the mode to use for rolls,
loops... | acro-mode.html | Fly By Wire A (Fbwa) | 1 | false | 234 | technical_reference |
chunk-0001 | Fly By Wire A (Fbwa) | To use this mode you need to set up
ACRO_YAW_RATE
(if using yaw rate controller),
ACRO_ROLL_RATE
and
ACRO_PITCH_RATE
. These default to 180 degrees/second (and 0, ie no limit, for yaw.However, for AUTOTUNE on yaw axis to work, it must be set to a non-zero value. 90 degrees/second is suggested), and control how responsi... | acro-mode.html | Fly By Wire A (Fbwa) | 1 | false | 504 | technical_reference |
chunk-0002 | Fly By Wire A (Fbwa) | Performing a loop is just as simple - just start with wings level then
pull back on the elevator stick while leaving the aileron alone. The
controller will try to hold your roll attitude through the loop. You can
stop the loop upside down if you like as part of maneuvers such as
Immelman turns or cuban eights. Note tha... | acro-mode.html | Fly By Wire A (Fbwa) | 1 | false | 366 | technical_reference |
chunk-0003 | ACRO MODE ATTITUDE LOCKING | ## ACRO MODE ATTITUDE LOCKING
By enabling the
ACRO_LOCKING
parameter, whatever attitude (roll and pitch angle) the pilot places the plane in, upon releasing the sticks, the autopilot will not only resist rate changes (caused by trim or turbulence), but also attempt to hold and correct back to that attitude. Note that ... | acro-mode.html | ACRO MODE ATTITUDE LOCKING | 1 | false | 377 | technical_reference |
chunk-0004 | Using an Airspeed Sensor | # Using an Airspeed Sensor
Plane supports the use of an airspeed sensor, which can help in windy
conditions, slow flight and autonomous landings. It is not recommended
for most new users, however, as it does require additional tuning and
adds one more layer of control to set up. The following sections explain how to w... | airspeed.html | Using an Airspeed Sensor | 1 | false | 101 | technical_reference |
chunk-0005 | ARSPD_USE | ## ARSPD_USE
ARSPD_USE
enables airspeed use for automatic throttle modes instead of
TRIM_THROTTLE
as the target throttle setting (altered by
TECS (Total Energy Control System) for Speed and Height Tuning Guide
as needed during altitude control) . The autopilot continues to display and log airspeed if set to 0, but onl... | airspeed.html | ARSPD_USE | 1 | false | 190 | technical_reference |
chunk-0006 | Airspeed Sensor Type | ## Airspeed Sensor Type
Airspeed sensors can be either analog or digital. The analog sensors connect to an A/D converter input pin on the autopilot, while digital sensors connect to the autopilot’s external I2C bus using the SDA and SCL external digital I/O pins or via DroneCAN. The type is set by the
ARSPD_TYPE
param... | airspeed.html | Airspeed Sensor Type | 1 | false | 205 | technical_reference |
chunk-0007 | Autopilot Airspeed Connection | ## Autopilot Airspeed Connection
A list of digital and DroneCAN airspeed sensors are listed
below
. ### I2C
Connect the airspeed sensor to autopilots’s I2C port (or I2C splitter
module). The
ARSPD_BUS
parameter must be set for the bus used to connect the sensor. Normally this defaults to “1” , and corresponds to the ... | airspeed.html | Autopilot Airspeed Connection | 1 | false | 334 | technical_reference |
chunk-0008 | Installing the Pitot Tubes | ## Installing the Pitot Tubes
When you place the airspeed sensor in your aircraft, use the pitot tube
set in the kit (the kit comes with a single tube to measure both static
and total pressure). In the case of the
EasyStar
, you’ll need to push
it through the foam in the cockpit so it points straight into the
airstrea... | airspeed.html | Installing the Pitot Tubes | 1 | false | 250 | technical_reference |
chunk-0009 | Checking operation | ## Checking operation
You can check the airspeed reading with Mission Planner or another
ground station. Just blow on the pitot tube or press your finger over it and observe the response. In
still air oscillation between zero and small values (2-3) is normal. The
airspeed varies with the square root of the pressure, s... | airspeed.html | Checking operation | 1 | false | 413 | technical_reference |
chunk-0010 | Miscalibration Safeguards | ## Miscalibration Safeguards
In order to help prevent Airspeed sensor use when its been miss-calibrated either during ground static calibration during the power up sequence, or by accidental parameter changes to offset or ratio, three parameters are available. If the ground speed is consistently lower than the reporte... | airspeed.html | Miscalibration Safeguards | 1 | false | 258 | technical_reference |
chunk-0011 | Failure | ## Failure
A failing airspeed sensor can lead to the aircraft stalling or over-speeding, this is something that is hard for ArduPilot to detect. Likewise, accidentally miscalibrating the offset during ground initialization can occur if the pitot tube is not covered to prevent wind upsetting the calibration, and can re... | airspeed.html | Failure | 1 | false | 350 | technical_reference |
chunk-0012 | Airspeed sensors available from ArduPilot Partners: | ## Airspeed sensors available from ArduPilot Partners:
### I2C
4525DO
CUAV
Holybro
Matek 4525DO
mRobotics
TBS
ASP5033
Qiotek ASP5033
DLVR
Matek DLVR
TBS
### DroneCAN
3DR ASUAV
3DR ASUAV DroneCAN Airspeed/Barometer
6897
Foxtech AEROFOX Airspeed/Compass
Amphenol AUAV (static and dynamic pressure)
Beyond Robo... | airspeed.html | Airspeed sensors available from ArduPilot Partners: | 1 | false | 140 | technical_reference |
chunk-0013 | Plane Failsafe Function | # Plane Failsafe Function
Plane has a limited failsafe function which is designed to do four
things:
Detects a RC Failsafe condition and then initiating a defined response, such as returning to home. Detection of an RC Failsafe is either a complete loss, or corruption, of RC signals, or the receiver sets a FS bit in ... | apms-failsafe-function.html | Plane Failsafe Function | 1 | false | 217 | technical_reference |
chunk-0014 | Plane Failsafe Function | Optionally, detect loss of telemetry (GCS Failsafe) and take an programmable action, such as switching to return to launch (RTL) mode. Either of the above have two phases: Short Failsafe which occurs a programmable time after loss of RC or telemetry, which allows optionally circling to try to recover the signals, and i... | apms-failsafe-function.html | Plane Failsafe Function | 1 | false | 269 | technical_reference |
chunk-0015 | RC Failsafe | ## RC Failsafe
### Radio Signal Failure
If the received signal is lost or the control information corrupted for greater than
RC_FS_TIMEOUT
(default = 1 sec), or the receiver sets its “failsafe bit” in protocols which have this (like Sbus, FPort, etc.), or RC_OVERRIDES are lost if
using a GCS only
is being used, then ... | apms-failsafe-function.html | RC Failsafe | 1 | false | 92 | technical_reference |
chunk-0016 | section below will be taken, if the | ## section below will be taken, if the
section below will be taken, if the
THR_FAILSAFE
parameter is 1. Note
by setting
RC_OPTIONS
bit 2, you can force ArduPilot to ignore the “failsafe” bits in the protocol, and only initiate RC Failsafe due to missing or corrupted control information. ### Throttle Failsafe
In addi... | apms-failsafe-function.html | section below will be taken, if the | 1 | false | 514 | technical_reference |
chunk-0017 | section below will be taken, if the | ## section below will be taken, if the
This can be done several ways:
When you do the
RC Calibration
setup step, change the trim tab for the throttle channel to adjust its signal 40-50us above
THR_FS_VALUE
at low throttle stick. This will be the normal operating position. Lowering the trim tab and setting the
THR_FS_... | apms-failsafe-function.html | section below will be taken, if the | 1 | false | 492 | technical_reference |
chunk-0018 | section below will be taken, if the | ## section below will be taken, if the
See
FS_LONG_ACTN parameter below
for how each mode responds to the selected action value. If the RC Failsafe condition is later exited, a message will be displayed that the Long Failsafe is cleared, but the flight mode will not revert. If it was a Throttle Failsafe that caused th... | apms-failsafe-function.html | section below will be taken, if the | 1 | false | 508 | technical_reference |
chunk-0019 | section below will be taken, if the | ## section below will be taken, if the
If not, recheck that the parameters above have been set correctly. ### Older Receivers
Some very old RC receivers cannot be set to send “no pulses” when losing RC signal and simple hold the ROLL/PITCH/YAW RC channels at their last value and set the throttle channel to its minimu... | apms-failsafe-function.html | section below will be taken, if the | 1 | false | 158 | technical_reference |
chunk-0020 | GCS Failsafe | ## GCS Failsafe
How it works. When flying while using telemetry on the GCS, the
autopilot can be programmed to trigger into failsafe mode if it loses
telemetry from its primary GCS (set by
MAV_GCS_SYSID
). In the event that the autopilot stops receiving MAVlink
(telemetry protocol) heartbeat messages from it,
FS_LONG_... | apms-failsafe-function.html | GCS Failsafe | 1 | false | 405 | technical_reference |
chunk-0021 | Configuring for valid RC outputs while in RC Failsafe | ## Configuring for valid RC outputs while in RC Failsafe
Normally, the RC channels are ignored when in RC Failsafe (except the throttle channel, but for failsafe detection exit only). Sometimes it is desirable to allow the preset signal loss values( for receivers capable of this ), to be used in the event of an RC fai... | apms-failsafe-function.html | Configuring for valid RC outputs while in RC Failsafe | 1 | false | 406 | technical_reference |
chunk-0022 | Battery Failsafe | ## Battery Failsafe
Note
This failsafe requires the vehicle have a working
Power Module
. Note
ArduPilot supports up to 10 batteries/power monitors. All the discussion below applies to those optional batteries also. Each can trigger a failsafe and each can have different actions and setup values. In addition, a gro... | apms-failsafe-function.html | Battery Failsafe | 1 | false | 392 | technical_reference |
chunk-0023 | Battery Failsafe | Default is zero. BATT_FS_CRT_ACT
- holds the secondary action to take. A reasonable setup would be to have
BATT_FS_LOW_ACT
= 1 (RTL) and
BATT_FS_CRT_ACT
= 2 (Land)
### Advanced Battery Failsafe Settings
BATT_FS_VOLTSRC
allows configuring whether the raw battery voltage or a sag corrected voltage is used
BATT_LOW_TIM... | apms-failsafe-function.html | Battery Failsafe | 1 | false | 241 | technical_reference |
chunk-0024 | Failsafe Parameters and their Meanings | ## Failsafe Parameters and their Meanings
### Short failsafe action (
### FS_SHORT_ACTN
### )
The action to immediately take on a RC failsafe event . No Action is ever taken for Short FailSafe in these modes:
CIRCLE
RTL
TAKEOFF
QRTL
QLAND
LOITER to Alt and QLAND
FS_SHORT_ACTN
= 3 disables taking action in ANY ... | apms-failsafe-function.html | Failsafe Parameters and their Meanings | 1 | false | 549 | technical_reference |
chunk-0025 | Failsafe Parameters and their Meanings | No Action is ever taken for Short FailSafe in these modes:
CIRCLE
RTL
TAKEOFF
QRTL
QLAND
LOITER to Alt and QLAND
FS_SHORT_ACTN
= 3 disables taking action in ANY mode
Note
if in AutoLanding in AUTO or AUTOLAND, it will always continue to the landing
In QuadPlanes, Short FailSafe will force QLAND by default, RT... | apms-failsafe-function.html | Failsafe Parameters and their Meanings | 1 | false | 533 | technical_reference |
chunk-0026 | Failsafe Parameters and their Meanings | No Action is ever taken for Long FailSafe in these modes:
RTL
QRTL
QLAND
LOITER to Alt and QLAND
In QuadPlanes, Long FailSafe will force QLAND by default, RTL if bit 20 of
Q_OPTIONS
is set, or QRTL if bit 5 of
Q_OPTIONS
is set, if entered from these modes:
QSTABILIZE
QHOVER
QLOITER
QACRO
QAUTOTUNE
Otherwise:... | apms-failsafe-function.html | Failsafe Parameters and their Meanings | 1 | false | 406 | technical_reference |
chunk-0027 | Failsafe Parameters and their Meanings | ## Failsafe Parameters and their Meanings
There are three possible enabled settings. Seeing
FS_GCS_ENABL
to 1 means that GCS failsafe will be triggered when the aircraft has not received a MAVLink HEARTBEAT message. Setting
FS_GCS_ENABL
to 2 means that GCS failsafe will be triggered on either a loss of HEARTBEAT messa... | apms-failsafe-function.html | Failsafe Parameters and their Meanings | 1 | false | 242 | technical_reference |
chunk-0028 | Failsafe Diagnosis in Logs or GCS | ## Failsafe Diagnosis in Logs or GCS
GCSs will often display text indicating the type of failsafe encountered, such as “Failsafe Short event on: type=1/reason=3”. Type and Reason can be determined using the table below:
TYPE
MEANING
0
None
1
Short Failsafe
2
Long Failsafe
3
GCS Failsafe
REASON
MEANING
0
Unknown
1
RC ... | apms-failsafe-function.html | Failsafe Diagnosis in Logs or GCS | 1 | false | 126 | technical_reference |
chunk-0029 | Setup for Plane | # Setup for Plane
Just want to get up and running as fast as possible? Here’s a guide to
the simplest approach. There’s a lot more Plane can do, but this will
give you a taste:
Note
This section assumes that you’ve already chosen and built a frame (Plane, Flying Wing, V-Tail, QuadPlane, Tilt-Rotor, etc.) and have
se... | arduplane-setup.html | Setup for Plane | 1 | false | 125 | technical_reference |
chunk-0030 | Arming Plane | # Arming Plane
Before you can fly your plane you need to arm it. Arming the aircraft
before flight has two purposes:
prevent the motor from turning when the pilot is not ready to fly (a
safety feature)
prevent takeoff before the autopilot is fully configured and ready to
fly
The key thing that arming does is to ena... | arming-your-plane.html | Arming Plane | 1 | false | 236 | technical_reference |
chunk-0031 | Arming Plane | When the plane is powered, ALWAYS avoid placing hands in
the vicinity of the propeller, even when the throttle is
disarmed. If all is not well with the autopilot electronics or software
there is always a slight possibility that signal could unintentionally
reach the motor. Even though this is unlikely (and made even le... | arming-your-plane.html | Arming Plane | 1 | false | 97 | technical_reference |
chunk-0032 | Configuring Arming | ## Configuring Arming
There are three parameters which control how arming works:
ARMING_REQUIRE
: this controls whether an arming step is
required. The default is 1, meaning that arming is required before
takeoff. If set to 0 then arming is not required (the plane starts
off armed). ARMING_SKIPCHK
: this controls wha... | arming-your-plane.html | Configuring Arming | 1 | false | 270 | technical_reference |
chunk-0033 | Arming Checks | ## Arming Checks
Before allowing arming the autopilot checks a set of conditions. All
conditions must pass for arming to be allowed. If any condition fails
then a message explaining what failed is set to the GCS. Any or all of the
Pre-Arming Checks can be disabled, but it is not recommended. See the
Pre-Arm Safety Che... | arming-your-plane.html | Arming Checks | 1 | false | 216 | technical_reference |
chunk-0034 | How to Arm | ## How to Arm
When you are ready to fly you can ask Plane to arm. This can be done in
three ways:
Rudder Arming
. Hold the rudder stick fully to the right and the
throttle stick fully down for 3 seconds. Note
when rudder arming in QuadPlanes with an autotakeoff, the motors will spin at
Q_M_SPIN_ARM
and not takeoff u... | arming-your-plane.html | How to Arm | 1 | false | 249 | technical_reference |
chunk-0035 | How to Disarm | ## How to Disarm
If setup, you can use one of the
RC_xOPTION
switches that includes that function. See switch option “81”, “153, or “154”. Warning
This is
UNCONDITIONAL
. If done while in flight, all motors disarm and you must have throttle at idle before re-arming can occur! It is also possible to disarm using the t... | arming-your-plane.html | How to Disarm | 1 | false | 320 | technical_reference |
chunk-0036 | Visual and Audible signals | ## Visual and Audible signals
ArduPlane will provide visual and audio clues to the arming state if
your autopilot has notification LEDs and a buzzer. The clues are:
if the autopilot is disarmed, but is ready to arm then the large
3-colour LED will be flashing green
if the autopilot is armed and ready to fly the larg... | arming-your-plane.html | Visual and Audible signals | 1 | false | 176 | technical_reference |
chunk-0037 | Throttle output when disarmed | ## Throttle output when disarmed
When the plane is disarmed the throttle channel will not respond to
pilot input. There are two possible behaviors you can configure:
ARMING_REQUIRE
= 1. When disarmed the minimum value for the throttle
channel (normally RC3_MIN) will be sent to the throttle channel
ARMING_REQUIRE
= 2... | arming-your-plane.html | Throttle output when disarmed | 1 | false | 489 | technical_reference |
chunk-0038 | Throttle output when disarmed | ### Rudder arming
If you are using right-rudder + zero-throttle to arm and you don’t get a
message on your GCS giving a arming failure reason then it may be that
your RC calibration is a bit off and the autopilot is not quite seeing
zero throttle or isn’t quite seeing full right rudder. ### Reasons for refusing to arm... | arming-your-plane.html | Throttle output when disarmed | 1 | false | 516 | technical_reference |
chunk-0039 | Throttle output when disarmed | ## Throttle output when disarmed
This means the EKF is not healthy. Often this is due to large variations in GPS position and/or velocity reports, even if a solid 3D lock is reported by the GPS and HDOP is low. Be sure your GPS has a clear “view” of the sky with no obstructions. If the error persists then try rebootin... | arming-your-plane.html | Throttle output when disarmed | 1 | false | 393 | technical_reference |
chunk-0040 | Fly By Wire_A (Fbwa) | # AUTO Mode
In AUTO mode Plane will follow a mission (a set of GPS waypoints and other
commands) set by your ground station. When re-entering AUTO
mode Plane will continue from whatever mission item it was last doing,
unless you have reset the mission. If the mission ends with an item that does not continue indefinite... | auto-mode.html | Fly By Wire_A (Fbwa) | 1 | false | 249 | technical_reference |
chunk-0041 | Fly By Wire_A (Fbwa) | The speed during the mission is nominally at
AIRSPEED_CRUISE
when using an airspeed sensor, or at whatever speed results from
TRIM_THROTTLE
without an airspeed sensor. Setting
THROTTLE_NUDGE
= 1 allows the speed to be increased if the throttle stick is above mid-stick up to
AIRSPEED_MAX
or
THR_MAX
, when using or not u... | auto-mode.html | Fly By Wire_A (Fbwa) | 1 | false | 225 | technical_reference |
chunk-0042 | MISSION INTERRUPTION | ## MISSION INTERRUPTION
Changing out of AUTO Mode leaves whatever mission item being executed in a “suspended” state. Re-entry into AUTO mode later will either resume execution of the mission where it was left or restart the mission depending on the value of the
MIS_RESTART
parameter. By default, it will resume. If yo... | auto-mode.html | MISSION INTERRUPTION | 1 | false | 182 | technical_reference |
chunk-0043 | Automatic Landing | # Automatic Landing
This article explains how to autonomously land Plane as part of a mission plan or the new AUTOLAND mode (available in ver 4.7(dev/latest) and later, see
AUTOLAND Mode
), and includes information about how a landing can be safely aborted. Switching to AUTO mode and executing an autolanding can also ... | automatic-landing.html | Automatic Landing | 1 | false | 85 | technical_reference |
chunk-0044 | Configuring for Automatic Landing | ## Configuring for Automatic Landing
To autoland the plane you need to add a
NAV_LAND
command to the end of your mission indicating the latitude, longitude and altitude of your desired touchdown point and if aborting the autoland is allowed. When the preceding waypoint is reached, it will descend and navigate to the t... | automatic-landing.html | Configuring for Automatic Landing | 1 | false | 364 | technical_reference |
chunk-0045 | Basic Autolanding | ## Basic Autolanding
The phases of an autolanding are:
Passing final approach waypoint
Navigating to the flare point on a “glide-slope” (ie controlled descent)
Flare and touchdown
### Setting Up the Approach Waypoint
The autolanding begins after reaching the last navigation waypoint before the NAV_LAND waypoint (... | automatic-landing.html | Basic Autolanding | 1 | false | 438 | technical_reference |
chunk-0046 | Basic Autolanding | ## Basic Autolanding
We will designate the last waypoint before the NAV_LAND as the “final approach” waypoint and the one before it the “pre-approach” waypoint, as shown above. The next figure shows these waypoints
incorrectly
placed, without sufficient spacing:
The above shows a planned approach with the pre-approac... | automatic-landing.html | Basic Autolanding | 1 | false | 505 | technical_reference |
chunk-0047 | Basic Autolanding | ## Basic Autolanding
This would apply not only to autolandings but any TECS speed controlled flight stage. The key parameters that control automatic landing are:
LAND_FLARE_ALT
LAND_FLARE_SEC
LAND_PITCH_DEG
TECS_LAND_SINK
TECS_SINK_MAX
TECS_SINK_MIN
TECS_LAND_THR
Note
The TECS parameters are related to the gl... | automatic-landing.html | Basic Autolanding | 1 | false | 513 | technical_reference |
chunk-0048 | Basic Autolanding | ## Basic Autolanding
Whichever is reached first will force the beginning of the flare.The appropriate values for these two parameters depends on how the autopilot is estimating its altitude above the ground. If you are relying solely on a barometer for landing altitude then you will probably need higher values, to acc... | automatic-landing.html | Basic Autolanding | 1 | false | 501 | technical_reference |
chunk-0049 | Basic Autolanding | ## Basic Autolanding
Have a look
at the
TECS tuning page
for more information. You should also be aware that many model aircraft can glide for long
distances, and it may be that your requested glide slope and airspeed
combination just isn’t achievable. ### Controlling the flare
The final stage of the landing is calle... | automatic-landing.html | Basic Autolanding | 1 | false | 456 | technical_reference |
chunk-0050 | Basic Autolanding | ## Basic Autolanding
If landing too short, decrease the percentage from its default of 50%, conversely, increasing it if landing too long. The transition from the glide-slope sink rate to the flare sink rate is controlled by the
TECS_FLARE_HGT
parameter and should normally be set below
LAND_FLARE_ALT
. The start of th... | automatic-landing.html | Basic Autolanding | 1 | false | 501 | technical_reference |
chunk-0051 | Basic Autolanding | ## Basic Autolanding
A larger number will cause the pitch demand to change
more slowly. This parameter can be used to reduce issues with sudden
pitch changes when the flare happens. Note
you can use
STICK_MIXING
to allow manual adjustments during the flare, if needed, while tuning the above parameters. Note
For most... | automatic-landing.html | Basic Autolanding | 1 | false | 460 | technical_reference |
chunk-0052 | Improving the landing | ## Improving the landing
The key to a good landing is the autopilot knowing how far off the
ground it is. With the default setup the only sensor available to detect
altitude is the barometer. Unfortunately barometers suffer from three
main types of error:
barometric drift due to changes in atmospheric pressure
barom... | automatic-landing.html | Improving the landing | 1 | false | 417 | technical_reference |
chunk-0053 | Fly By Wire_A (Fbwa) | # AUTOTUNE Mode
The AUTOTUNE mode flies in the same way as
FLY BY WIRE_A (FBWA)
, but it does automatic tuning of roll and pitch
control gains. Please read the
full documentation on AUTOTUNE
for more details. Previous
| autotune-mode.html | Fly By Wire_A (Fbwa) | 1 | false | 52 | technical_reference |
chunk-0054 | CIRCLE Mode | # CIRCLE Mode
Circle mode is similar to
LOITER
, but doesn’t attempt
to hold position. This is primarily meant to be used as an initial failsafe
mode to allow the vehicle to turn in order to hopefully regain radio control
signal and pilot control. See
failsafe documentation
for more information. Circle mode is deliber... | circle-mode.html | CIRCLE Mode | 1 | false | 176 | technical_reference |
chunk-0055 | Accelerometer Calibration | # Accelerometer Calibration
This article shows how to perform basic accelerometer calibration (using
Mission Planner
). The accelerometers in the autopilot must be calibrated to correct for their bias offsets in all three axes, as well as any off-axis variations. Attention
Accelerometer calibration is mandatory in Ar... | common-accelerometer-calibration.html | Accelerometer Calibration | 1 | false | 77 | technical_reference |
chunk-0056 | Calibration steps | ## Calibration steps
Warning
If the board is mounted in a non-standard orientation (i.e. arrow is not pointing forward) then please ensure the
AHRS_ORIENTATION
is properly set before doing the accelerometer calibration. Tip
For very large vehicles, this may be done on the bench, after the orientation is set for how ... | common-accelerometer-calibration.html | Calibration steps | 1 | false | 502 | technical_reference |
chunk-0057 | Calibration steps | ## Calibration steps
Place the vehicle in its level flying attitude and use the
Calibrate Level
button. Note
this
Calibrate Level
operation can only correct up to a 10 degree difference between the initial calibration and the final position in the vehicle, and only corrects pitch and roll differences, not yaw. Tip
F... | common-accelerometer-calibration.html | Calibration steps | 1 | false | 341 | technical_reference |
chunk-0058 | Simple Calibration | ## Simple Calibration
Sometimes, for very large vehicles, it’s not easy to do the full 3-axis calibration. In this case, the
Simple Accel Cal
can be done with the vehicle held still and in a level attitude. This only calibrates the main offsets of the accelerometers, not the minor off-axis variations, so it’s not idea... | common-accelerometer-calibration.html | Simple Calibration | 1 | false | 165 | technical_reference |
chunk-0059 | Extended Kalman Filter (EKF) | # Extended Kalman Filter (EKF)
An Extended Kalman Filter (EKF) algorithm is used to
estimate vehicle position, velocity and angular orientation based on
rate gyroscopes, accelerometer, compass, GPS, airspeed and barometric
pressure measurements. The advantage of the EKF over the simpler complementary filter
algorithms... | common-apm-navigation-extended-kalman-filter-overview.html | Extended Kalman Filter (EKF) | 1 | false | 60 | technical_reference |
chunk-0060 | Extended Kalman Filter (EKF) | Choosing the EKF and number of cores
Affinity and Lane Switching
GPS / Non-GPS Transitions
Commonly modified parameters
EKF3 Fallback to DCM
EKF Affinity & Lane Switching
EKF Sources and Selection
Ethernet/Network Setup
Network Capture
Flight Time Recorder
Flight Options
Fly-By-Wire Low Altitude Limit
FPort Setup
GeoFe... | common-apm-navigation-extended-kalman-filter-overview.html | Extended Kalman Filter (EKF) | 1 | false | 484 | technical_reference |
chunk-0061 | Extended Kalman Filter (EKF) | If the autopilot has two (or more) IMUs available, two EKF “cores” (i.e. two instances of the EKF) will run in parallel, each using a different IMU. At any one time, only the output from a single EKF core is ever used, that core being the one that reports the best health which is determined by the consistency of its se... | common-apm-navigation-extended-kalman-filter-overview.html | Extended Kalman Filter (EKF) | 1 | false | 133 | technical_reference |
chunk-0062 | Should the EKF2 or EKF3 be used? | ## Should the EKF2 or EKF3 be used? ### ¶
In general, we recommend users stick with the EKF3, which is now the default. In addition, 1MB autopilots only have this option due to space limitations. EKF2 can still be used but does not have many of the enhancements of EKF3 such as newer sensor sources including Beacons, Wh... | common-apm-navigation-extended-kalman-filter-overview.html | Should the EKF2 or EKF3 be used? | 1 | false | 445 | technical_reference |
chunk-0063 | Affinity and Lane Switching | ## Affinity and Lane Switching
EKF3 provides the feature of sensor affinity which allows the EKF cores to also use non-primary instances of sensors, specifically, Airspeed, Barometer, Compass (Magnetometer) and GPS. This allows the vehicle to better manage good quality sensors and be able to switch lanes accordingly t... | common-apm-navigation-extended-kalman-filter-overview.html | Affinity and Lane Switching | 1 | false | 312 | technical_reference |
chunk-0064 | EKF3 Fallback to DCM | ## EKF3 Fallback to DCM
In ArduPlane, the older filter (DCM) is used as a fallback if the EKF3 stops using GPS (ie does not think that the GPS is providing accurate position and velocity) but the GPS is still reporting a 3D lock. In this case, ArduPlane switches to the DCM filter as its position, velocity, and attitud... | common-apm-navigation-extended-kalman-filter-overview.html | EKF3 Fallback to DCM | 1 | false | 320 | technical_reference |
chunk-0065 | Choosing an Autopilot | # Choosing an Autopilot
ArduPilot runs on many different autopilot boards. Selecting the right board depends on the physical constraints of the
vehicle, features desired, and the applications that you want to run. Factors to consider are:
Sensor Redundancy: ArduPilot supports redundant IMUS, GPS, etc.
| common-autopilots.html | Choosing an Autopilot | 1 | false | 60 | technical_reference |
chunk-0066 | Choosing an Autopilot | Selecting the right board depends on the physical constraints of the
vehicle, features desired, and the applications that you want to run. Factors to consider are:
Sensor Redundancy: ArduPilot supports redundant IMUS, GPS, etc. Many controllers have multiple IMUs integrated on board for applications requiring this lev... | common-autopilots.html | Choosing an Autopilot | 1 | false | 480 | technical_reference |
chunk-0067 | Open Hardware | ## Open Hardware
AcctonGodwit GA1
ARKV6X DS-10 Pixhawk6
CUAV V5 Plus
CUAV V5 Nano
CUAV Nora
CUAV Pixhawk v6X
CUAV Pixhawk v6X V2
CUAV X7/X7Pro/X7+/X7+ Pro
CUAV-7-Nano
F4BY
CubePilot Cube Black
CubePilot Cube Orange/+
CubePilot Cube Purple
CubePilot Cube Yellow
CubePilot Cube Green
Holybro Durandal H7
Holybro Pix32 v5
... | common-autopilots.html | Open Hardware | 1 | false | 621 | technical_reference |
chunk-0068 | Linux Based Autopilots | ## Linux Based Autopilots
These autopilots use an underlying Linux OS. Linux boards usually have more CPU power and memory many of the other boards listed on this page, but do not support DShot, Bi-Directional DShot, BLHeli ESC passthrough, many of the ArduPilot GPIO based features, and easy upload from the ground sta... | common-autopilots.html | Linux Based Autopilots | 1 | false | 169 | technical_reference |
chunk-0069 | Firmware Limitations | ## Firmware Limitations
Some boards have features removed in order to fit the firmware into their memory capacity. See the section below:
Firmware Limitations
Note
If a board has a missing feature that is required by the user, building a custom firmware using the
ArduPilot Custom Firmware Build Server
can be used t... | common-autopilots.html | Firmware Limitations | 1 | false | 270 | technical_reference |
chunk-0070 | Schematics | ## Schematics
Schematics for some of the “Open Hardware” autopilots
can be found here
| common-autopilots.html | Schematics | 1 | false | 18 | technical_reference |
chunk-0071 | CAN Bus Setup | # CAN Bus Setup
This article shows how to setup CAN bus and what options users have
to accomplish the setup suitable for their specific needs. Tip
The
DroneCAN setup page is here
. But the parameters below must be configured correctly in order to use the DroneCAN driver.
Tip
The
DroneCAN setup page is here
. But th... | common-canbus-setup-advanced.html | CAN Bus Setup | 1 | false | 105 | technical_reference |
chunk-0072 | Overview | ## Overview
A Controller Area Network (CAN bus) is a robust vehicle bus standard designed
to allow microcontrollers and devices to communicate with each other in
applications without a host computer. It is a message-based protocol, designed
originally for multiplex electrical wiring within automobiles to save on coppe... | common-canbus-setup-advanced.html | Overview | 1 | false | 293 | technical_reference |
chunk-0073 | Configuration settings | ## Configuration settings
### Enabling CAN interfaces
Each physical port can be turned off or connected to corresponding driver with
parameter
CAN_Px_DRIVER
, where x is the number of the CAN port. The value of this parameter is the id of driver that will be associated with this
port (interface). Each enabled bus/dri... | common-canbus-setup-advanced.html | Configuration settings | 1 | false | 472 | technical_reference |
chunk-0074 | Configuration settings | ## Configuration settings
Currently there is support for DroneCAN devices,
which is numbered 1, and numerous CAN ESCs and other devices. The parameter
CAN_Dx_PROTOCOL
, where x is the number of driver, should be filled
with the number of protocol for this driver. CAN_Dx_PROTOCOL
Protocol Type
0
Disabled
1
DroneCA... | common-canbus-setup-advanced.html | Configuration settings | 1 | false | 222 | technical_reference |
chunk-0075 | CAN ESCs | ## CAN ESCs
Several types of CAN based ESCs are supported: DroneCAN, KDECAN, ToshibaCAN, UAVCAN, and PiccoloCAN. For these ESCs, each type use several parameters for configuration. See the ESC’s individual description page
here
. Previous
| common-canbus-setup-advanced.html | CAN ESCs | 1 | false | 48 | technical_reference |
chunk-0076 | Compass Calibration | # Compass Calibration
Note
Operation of fixed wing Planes and some Rovers is possible without the use of a compass (See
Compass-less Operation
), but utilizing a compass is recommended for all other vehicles unless yaw is provided by some other means (
GPS for Yaw (aka Moving Baseline)
or
Non-GPS Navigation
or
Extern... | common-compass-calibration-in-mission-planner.html | Compass Calibration | 1 | false | 205 | technical_reference |
chunk-0077 | Compass Calibration | If necessary, move outdoors in order to get a good 3D gps lock before doing the compass calibration. Note
Compass calibration cannot be performed while vehicle is armed. Tip
It is not necessary to recalibrate the compass when the vehicle is flown at a new location because ArduPilot includes a “world magnetic model” w... | common-compass-calibration-in-mission-planner.html | Compass Calibration | 1 | false | 108 | technical_reference |
chunk-0078 | Calibration first steps | ## Calibration first steps
Warning
Do not calibrate the compasses near any metallic or magnetic field producing object (computers, cell phones, metal desks, power supplies, etc.) or incorrect calibration will occur. Under
SETUP| Mandatory Hardware
select
Compass
. Mission Planner: Compass Calibration
¶
You may wish ... | common-compass-calibration-in-mission-planner.html | Calibration first steps | 1 | false | 492 | technical_reference |
chunk-0079 | Calibration first steps | ## Calibration first steps
Mission Planner will automatically retry, so continue to rotate the vehicle as instructed above. if a compass is not calibrating, consider moving to a different area away from magnetic disturbances, and remove electronics from your pockets. if, after multiple attempts, the compass has not pa... | common-compass-calibration-in-mission-planner.html | Calibration first steps | 1 | false | 134 | technical_reference |
chunk-0080 | Onboard Calibration using RC Switch | ## Onboard Calibration using RC Switch
Onboard Calibration can be started using an RC switch instead using the Mission Planner technique above. This allows calibrating without the tangle of the USB cable. Setup an RC channel to start the calibration by setting its
RCx_OPTION
to be “171”. A high value on the channel wi... | common-compass-calibration-in-mission-planner.html | Onboard Calibration using RC Switch | 1 | false | 293 | technical_reference |
chunk-0081 | Compass Ordering | ## Compass Ordering
At the top of the page, you can change the priority of the attached compasses, if desired. ### Additional information
More information about compass configuration can be found in
Advanced Compass Setup
. This includes instructions for how to set up additional compasses,
automatic setting of offset... | common-compass-calibration-in-mission-planner.html | Compass Ordering | 1 | false | 110 | technical_reference |
chunk-0082 | Connect Mission Planner to AutoPilot | # Connect Mission Planner to AutoPilot
This article explains how to connect
Mission Planner
to an autopilot
in order to receive telemetry and control the vehicle. Note
There are separate instructions for connecting in order to
Load Firmware
for existing ArduPilot firmware installations, or for boards
without existing... | common-connect-mission-planner-autopilot.html | Connect Mission Planner to AutoPilot | 1 | false | 68 | technical_reference |
chunk-0083 | Setting up the connection | ## Setting up the connection
To establish a connection you must first choose the communication
method/channel you want to use, and then set up the physical hardware
and Windows device drivers. You can connect the PC and autopilot using
USB cables,
Telemetry Radios
,
Bluetooth
,
IP connections etc. Note
The driver for... | common-connect-mission-planner-autopilot.html | Setting up the connection | 1 | false | 462 | technical_reference |
chunk-0084 | Troubleshooting | ## Troubleshooting
If Mission Planner is unable to connect:
Check that the correct baud rate is used for the selected method
(115200 on USB or 57600 on Radio/Telemetry)
If attaching via USB, be sure that a few seconds after power up have passed before attempting to connect. If you attempted to connect during the boo... | common-connect-mission-planner-autopilot.html | Troubleshooting | 1 | false | 338 | technical_reference |
chunk-0085 | Troubleshooting Composite Connections | ## Troubleshooting Composite Connections
Autopilots with F7 or H7 processors and having CAN interfaces use firmware that presents two USB interfaces: One for the normal MAVLink connection, and one for SLCAN serial connections to the CAN interface for configuration and firmware updates.This is called a composite USB de... | common-connect-mission-planner-autopilot.html | Troubleshooting Composite Connections | 1 | false | 472 | technical_reference |
chunk-0086 | Troubleshooting Composite Connections | ## Troubleshooting Composite Connections
Right click and it will present “Update driver software” as one of the options. Click it. Click the “Browse my computer……” option and then click the “Choose from a list…” option and you will see this screen:
Scroll down the top list until “Composite USB” option appears and cli... | common-connect-mission-planner-autopilot.html | Troubleshooting Composite Connections | 1 | false | 281 | technical_reference |
chunk-0087 | Related topics | ## Related topics
Mission Planner Bluetooth Connectivity
| common-connect-mission-planner-autopilot.html | Related topics | 1 | false | 9 | technical_reference |
chunk-0088 | Diagnosing some common problems using Logs | # Diagnosing some common problems using Logs
This page show how to diagnose the six most common problems affecting Copter in particular but to some extent Plane and Rover as well.
| common-diagnosing-problems-using-logs.html | Diagnosing some common problems using Logs | 1 | false | 41 | technical_reference |
chunk-0089 | Mechanical Failures | ## Mechanical Failures
Common mechanical failures include a motor or ESC failure (
including ESC sync failures
), the propeller breaking or coming off, etc. These appear in the log as a sudden divergence in the desired roll and pitch vs the vehicle’s actual roll and pitch. This divergence is visible by graphing the AT... | common-diagnosing-problems-using-logs.html | Mechanical Failures | 1 | false | 241 | technical_reference |
chunk-0090 | Vibrations | ## Vibrations
High vibrations can cause the Copter’s accelerometer based altitude and horizontal position estimates to drift far off from reality which leads to problems with altitude hold (the vehicle may rocket into the sky) or position control in modes like Loiter, PosHold, Auto, etc. As covered on the
Measuring Vi... | common-diagnosing-problems-using-logs.html | Vibrations | 1 | false | 192 | technical_reference |
chunk-0091 | Compass interference | ## Compass interference
Interference from the power distribution board, motors, battery, ESCs and other electrical devices near the autopilot can throw off the compass heading which can lead to circling (aka “toilet bowling”) or even the copter flying off in completely the wrong direction. Graphing the tlog’s mag_fiel... | common-diagnosing-problems-using-logs.html | Compass interference | 1 | false | 442 | technical_reference |
chunk-0092 | GPS glitches | ## GPS glitches
When in autonomous modes (Loiter, RTL, Auto, etc) position errors from the GPS can cause the vehicle to think that it is suddenly in the wrong place and lead to aggressive flying to correct the perceived error. These “glitches” show up in both the tlogs and dataflash logs as a decrease in the number of... | common-diagnosing-problems-using-logs.html | GPS glitches | 1 | false | 225 | technical_reference |
chunk-0093 | Power Problems (BrownOuts, etc) | ## Power Problems (BrownOuts, etc)
Power Modules
provide a reliable power supply to the autopilot but brown-outs do still occasionally occur. They can normally be recognised by the logs suddenly ending while the vehicle is still in the air (i.e. barometer or EKF altitude is still reporting the vehicle’s altitude is we... | common-diagnosing-problems-using-logs.html | Power Problems (BrownOuts, etc) | 1 | false | 281 | technical_reference |
chunk-0094 | Unexpected ERRORS including Failsafes | ## Unexpected ERRORS including Failsafes
When unexpected behaviour from the autopilot occurs (especially when the user complains that the copter no longer responded to their input) it is often caused by one of the
failsafes
being triggered. The easiest way to find these is to look in the dataflash logs and filter the ... | common-diagnosing-problems-using-logs.html | Unexpected ERRORS including Failsafes | 1 | false | 418 | technical_reference |
chunk-0095 | Unexpected ERRORS including Failsafes | ## Unexpected ERRORS including Failsafes
Subsys
ECode and Description
2 = Radio
0 = Errors Resolved
2 = Late Frame : no updates received from receiver for two seconds
3 = Compass
0 = Errors Resolved
1 = Failed to initialise (probably a hardware issue)
4 = Unhealthy : failed to read from the sensor
5 = Radio Fails... | common-diagnosing-problems-using-logs.html | Unexpected ERRORS including Failsafes | 1 | false | 665 | technical_reference |
chunk-0096 | Unexpected ERRORS including Failsafes | ## Unexpected ERRORS including Failsafes
Normally vehicle is disarmed soon after
2 = Loss of control detected. Normally parachute is released soon after
13 = Flip mode
2 = Flip abandoned (not armed, pilot input or timeout)
15 = Parachute
2 = Not Deployed, vehicle too low
3 = Not Deployed, vehicle landed
16 = EKF C... | common-diagnosing-problems-using-logs.html | Unexpected ERRORS including Failsafes | 1 | false | 420 | technical_reference |
chunk-0097 | Downloading and Analyzing Data Logs in Mission Planner | # Downloading and Analyzing Data Logs in Mission Planner
Dataflash logs are stored on the autopilot
and can be downloaded after a flight. By default, they are created after you first
arm the vehicle. This topic explains how to configure and access
Dataflash logs. Depending on the autopilot type and configuration, the ... | common-downloading-and-analyzing-data-logs-in-mission-planner.html | Downloading and Analyzing Data Logs in Mission Planner | 1 | false | 237 | technical_reference |
chunk-0098 | Logging Parameters | ## Logging Parameters
Some commonly used parameters are:
LOG_BACKEND_TYPE
: Bitmask for where to save logs to. Common values are “0” to disable logging, “1” (bit 0 set) to log to SD card file, “2”(bit 1 set) to stream over MAVLink and “4”(bit 2 set) to log to board dataflash memory, if equipped. LOG_BITMASK
: Bitmask... | common-downloading-and-analyzing-data-logs-in-mission-planner.html | Logging Parameters | 1 | false | 501 | technical_reference |
chunk-0099 | Logging Parameters | ## Logging Parameters
Note
If you suspect that you are missing logging entries due to excessive logging speed, you can check the DSF.Dp log message for the amount of missed entries. Note
Logging of the continuously streaming log messages, such as attitude, sensors, etc. can be paused by using the
RCx_OPTION
auxiliar... | common-downloading-and-analyzing-data-logs-in-mission-planner.html | Logging Parameters | 1 | false | 162 | technical_reference |
KBMill Brick Retrieval Demos
Portable, residual-honest knowledge bricks turned into retrieval evaluation sets for KBMill — the public mill at kbmill.com. Shelf packages live in kbmill-brick-library.
These are not unbounded wiki dumps or synthetic QA. They come from real KBMill manufacturing: bounded packages with muted residual junk filtered where applicable, craft notes, security report in the ZIP, and published, re-runnable cosine retrieval evidence.
| Config | Queries | Corpus docs (eligible) | Source brick |
|---|---|---|---|
ardupilot_plane |
20 | 332 | ArduPilot_Plane (ops wiki) |
ardupilot_plane_params |
15 | 1781 | ArduPilot_Plane_Params (dense param tables) |
nasa_skylab |
15 | 1141 | NASA_Skylab_History_Living_Working_Space |
Compose, don’t melt: ops vs params are separate packages — COMPOSITION_ArduPilot_Plane.md.
If your local model is up and answers from your docs are still junk
The model is fine. The corpus is not.
A knowledge brick is a residual-honest portable ZIP you keep: shaped corpus, craft_brief.md, and SECURITY_REPORT.md in the remilled gallery ZIP. Known junk is muted off the answer path (listed on the card / brief — not hidden). It is not a chatbot and not a per-page parser. We do not host your files as a library.
Mill: https://kbmill.com — drop the pile. Small $149 / Medium $399 / Hard $999 is craft load, not page count. You pay only if we produce a usable ZIP. After Ready, download within 72 hours, then we purge. Point your existing model at the package.
Questions KBMill answers (corpus fitness, ROM fourth leg, bricks vs melts, what may be quoted): kbmill.com/notes#questions. Machine summary: kbmill.com/llms.txt.
These evals and the kbmill-brick-library shelf are the public proof next to the mill.
Look, don’t trust me: ArduPilot Plane retrieval demo (20 questions). This dataset is the machine twin.
Design intent (the differentiator)
Most public retrieval corpora were built for traditional IR or as general training fuel. They were never optimized as the final working surface for an LLM.
KBMill bricks invert that: the package is shaped so the model can use the knowledge cleanly — bounded scope, residual honesty (muted junk stays off the path), stable chunk identity, clear provenance, and craft notes that tell the system what the brick is and is not for. When the consumer is the LLM itself, those choices compound.
These are not heavily sanitized lab sets, and they are not raw unbounded dumps. They are residual-honest packages of real source material: known junk is muted and visible, bounds are explicit, and the package is shaped so a model can work with what it will actually see outside the lab.
That is why bricks are designed so models spend less capacity fighting noise — retrieval quality and downstream answer fidelity both have a cleaner path. The published ArduPilot and Skylab demos already show the retrieval side of that claim in a re-runnable form (cosine top-3; not chat transcripts or invented answers).
Framing for this dataset:
- These are not “just another technical corpus,” and not lab-clean synthetic IR fuel.
- They are LLM-native knowledge units — manufactured so the model is the primary user.
- Residual honesty + bounded packaging is the practical expression of that design goal (best realistic case after careful packaging; residuals stay visible).
This is the story that should land with people who care about production RAG quality (and the LocalLLaMA / air-gapped crowd) rather than pure leaderboard optics: here is what a knowledge package looks like when it was built for the model that has to live with it.
Why this exists
Most RAG failures are data-preparation failures. These demos let you measure retrieval quality on:
- Technical operations documentation (ArduPilot Plane ops facet)
- Dense parameter tables (ArduPilot Plane Params)
- Hostile OCR / paper-capture historical technical text (NASA Skylab history)
Configs publish top-3 cosine results with chunk IDs, headings, sources, and excerpts so you can verify without trusting marketing claims.
Full write-ups:
- RETRIEVAL_DEMO_ArduPilot_Plane.md
- RETRIEVAL_DEMO_ArduPilot_Plane_Params.md
- RETRIEVAL_DEMO_NASA_Skylab_History.md
- COMPOSITION_ArduPilot_Plane.md
Full portable ZIPs (Markdown + chunks + embeddings + cards) live in the kbmill-brick-library.
Dataset layout (BEIR-compatible)
ardupilot_plane/
corpus.jsonl # eligible chunks (_id, text, source, heading, page, …)
queries.jsonl # _id, text
qrels/test.tsv # query-id corpus-id score (tab)
published_hits.json # original cosine top-3 evidence (scores + excerpts)
nasa_skylab/
… same layout
qrels: published top-3 hits are treated as relevant (score=1). Expand later with graded judgments if needed.
How to load
from datasets import load_dataset
corpus = load_dataset("CMiller/kbmill-brick-retrieval", "ardupilot_plane", split="corpus")
queries = load_dataset("CMiller/kbmill-brick-retrieval", "ardupilot_plane", split="queries")
# qrels are TSV (not a datasets split by default) — parse locally:
# ardupilot_plane/qrels/test.tsv
From a local checkout of this folder:
from datasets import load_dataset
corpus = load_dataset("json", data_files="ardupilot_plane/corpus.jsonl", split="train")
queries = load_dataset("json", data_files="ardupilot_plane/queries.jsonl", split="train")
See load_vf_brick_retrieval.py in this repo for a cosine re-rank sketch.
Evaluation notes
- Embeddings in the original bricks used nomic-embed-text (768-d).
- Published hits are pure cosine top-3 — no LLM answers.
- Muted /
exclude_from_ragchunks are filtered from the default corpus (Skylab has residual mutes; ArduPilot ops brick is clean). - For full reproducibility, download the matching
*_portable.zipfrom the brick library and re-embed with the same model family.
Licensing (composite — read carefully)
This dataset packages excerpts and structure from:
| Subset | Upstream material | Packaging |
|---|---|---|
ardupilot_plane |
ArduPilot wiki / Plane docs (community; check ArduPilot license / wiki terms) | KBMill brick packaging by CMiller56 |
ardupilot_plane_params |
ArduPilot Plane parameter / log reference | KBMill brick packaging by CMiller56 |
nasa_skylab |
NASA official history (US government work; generally public domain in the US) | OCR residual craft + brick packaging by CMiller56 |
You are responsible for complying with upstream terms when redistributing full source documents. The qrels, query list, published hit tables, and brick packaging metadata are provided to support residual-honest evaluation and citation of the manufacturing method.
If you need a single SPDX tag for tooling, treat this card’s license: other as intentional: composite upstream + evaluation packaging.
Residual honesty
- Unknowns stay visible in brick craft notes; this dataset does not invent flight-critical truth.
- OCR stress (Skylab) is a feature for measuring robustness — not hidden.
- “Look, don’t trust me”: re-run cosine against the portable brick embeddings.
Citation / credit
Please cite KBMill and the public brick shelf if you use these for papers, leaderboards, or product evals.
- Product: KBMill · X @VectorForgePro · GitHub CMiller56
- Brick library: https://github.com/CMiller56/kbmill-brick-library
Build
Regenerate from portable ZIPs + demos:
python3 scripts/build_hf_retrieval_dataset.py
Changelog
- 2026-08-19: Rebuild corpus after Camelot-fix gallery remill (Skylab eligible docs 1099→1141; Plane/Params unchanged). Package claims aligned with ZIP reality (
SECURITY_REPORT.md+craft_brief.md; no inventedMILL_RECEIPT/residual_board.mdon every brick). Catalog/LIBRARY_CARD chunk counts synced to ZIPs. - 2026-08-17: Rebuild corpus from remilled gallery ZIPs (wiki-nav strip + false-heading mop +
SECURITY_REPORT.mdin the brick). Card names KBMill, brick-vs-parse, pay-on-success. Published hits may still quote pre-remill excerpts until the Plane/Params/Skylab eval JSON is re-run. - 2026-08-12: Clarify middle position — neither lab-clean nor raw dump; residual-honest real source material.
- 2026-08-12: Add
ardupilot_plane_paramsconfig (15q, dense tables) + composition link. - 2026-08-12: Baseline metrics +
docs/BRICK_SPEC.mdsnapshot. - 2026-08-11: Initial HF packaging from published ArduPilot (20q) and Skylab (15q) retrieval demos.
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