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49 Commits

Author SHA1 Message Date
Daniel Agar 64a3f0545f cmake: move FindPythonInterp->FindPython
- cmake CMP0148 FindPythonInterp deprecated
2024-11-22 21:57:53 -05:00
Ramon Roche 7462e98e16 ci: publish pr images to registry 2024-11-22 16:08:12 -05:00
Ramon Roche 3240cf4dc7 ci: push px4-dev container to docker hub registry 2024-11-22 16:08:12 -05:00
Ramon Roche f2bd3105ad ci: tag container main & main-date
Make sure we always have a { branch name } container tag in addition to
a { branch name + date } tag. This way we have a rolling { branch name }
of the main and release branches
2024-11-22 16:08:12 -05:00
Ramon Roche fb42770131 Tools: instal ccache on ubuntu 2024-11-22 16:05:58 -05:00
Ramon Roche 14468d49c1 ci: flash analysis updates
* updates comment instead of posting a new one each time
* runs on dronecode infra
2024-11-22 08:49:27 -08:00
bresch 14fe6c2167 ekf2: resetHeightTo -> resetAltitudeTo
The vertical position state is now an altitude, not just a local height
2024-11-22 15:13:47 +01:00
bresch 93c690f133 ekf2: do not inline getPosition 2024-11-22 15:13:47 +01:00
bresch a224d38e52 lla: move implementation to cpp file
This reduces flash usage
2024-11-22 15:13:47 +01:00
bresch aeb182a8ed ekf2: rename resetAltitudeTo to initialiseAltitudeTo
This is to better show that the altitude is also used to set the origin.
2024-11-22 15:13:47 +01:00
bresch 30d98885b7 update change indicator 2024-11-22 15:13:47 +01:00
bresch 814a2706f5 ekf2: compensate for coriolis and transport rate accelerations 2024-11-22 15:13:47 +01:00
bresch 842212df6c ekf2: update earth rate also without GNSS 2024-11-22 15:13:47 +01:00
bresch 6becccb217 update change indicator 2024-11-22 15:13:47 +01:00
bresch a492457322 ekf2-derivation: build state struct based on type 2024-11-22 15:13:47 +01:00
bresch 13c5bd4412 ekf-flow: do not reset position when resetting to flow
Flow only provides velocity information
2024-11-22 15:13:47 +01:00
bresch b19a6ee3b5 ekf2: store position state as lat/lon/alt
The position error state is still defined in a body-fixed NED frame but the
position state itself is latitude-longitude-altitude.
2024-11-22 15:13:47 +01:00
Ramon Roche cf34b9d574 ci: fixes tag uploads and container tagging 2024-11-21 20:48:27 -05:00
Ramon Roche 0fca8e3a85 ci: build only if push event 2024-11-21 20:46:40 -05:00
Ramon Roche 884dee35a5 ci: container tag pattern updates 2024-11-21 20:46:40 -05:00
Daniel Agar 233cf17fa7 Jenkins: delete Jenkinsfile-compile/Jenkinsfile-hardware
- Jenkinsfile-compile is now redundant with github actions
 - Jenkinsfile-hardware will be migrated to github actions once new test
   rack hardware is available (old test rack server died)
2024-11-21 12:31:02 -05:00
Silvan Fuhrer 2f65644aeb mixer module: remove unused functions
Signed-off-by: Silvan Fuhrer <silvan@auterion.com>
2024-11-21 11:57:50 -05:00
Julian Oes 746e26bf9e listener: clear screen on multiple output
I suggest to clear the screen when using the listener with -n.
This way the updates don't just scroll by which isn't legible but
instead stay in place and update, similar to the top command.
2024-11-21 11:56:23 -05:00
PX4 BuildBot 10590fc597 Update submodule libfc-sensor-api to latest Thu Nov 21 12:38:53 UTC 2024
- libfc-sensor-api in PX4/Firmware (044d13635d): https://gitlab.com/voxl-public/voxl-sdk/core-libs/libfc-sensor-api/commit/ca16e99074641a10d153961291243ede7720c2e2
    - libfc-sensor-api current upstream: https://gitlab.com/voxl-public/voxl-sdk/core-libs/libfc-sensor-api/commit/85151aaf6ba8b24ce82b387e088452c63f7e2096
    - Changes: https://gitlab.com/voxl-public/voxl-sdk/core-libs/libfc-sensor-api/compare/ca16e99074641a10d153961291243ede7720c2e2...85151aaf6ba8b24ce82b387e088452c63f7e2096

    85151aa 2024-06-05 Eric Katzfey - Revert addition on slpi link interface. It will be moved to a separate project
e36286b 2024-06-04 Eric Katzfey - Merge branch 'master' of gitlab.com:voxl-public/voxl-sdk/core-libs/libfc-sensor-api
43a513f 2024-06-04 Eric Katzfey - Added new slpi link interface
490608b 2024-05-08 Eric Katzfey - Fixed gitignore for shared object
1085c02 2024-05-07 Eric Katzfey - Added gitignore for object files
37ecfc4 2024-05-03 Eric Katzfey - v1.0.3
2d1ebd3 2024-05-02 Eric Katzfey - Added a new kill slpi function
2024-11-21 11:50:11 -05:00
Beat Küng 8ccd43dc1b refactor commander: remove unused argument is_armed in Report class 2024-11-21 14:16:22 +01:00
Beat Küng be300b767d commander: ensure health report is always sent out before failsafe notificaation
As the failsafe message can reference the health report, the health report
needs to be sent out first. This is generally the case, except there is a
rate limiter set to 2 seconds. So if the report changes quickly, it is
sent out delayed (potentially after the failsafe report).
2024-11-21 14:16:22 +01:00
Matthias Grob 044d13635d Commander: Change user facing messages to "Remote ID" instead of "OpenDroneID"
Apprently users reference the system like that and OpenDroneID
might already be too technical, less understandable to some.
2024-11-21 11:38:23 +01:00
Claudio Chies db13b9cb50 CollisionPrevention: Added Case where velocity gets reduced to zero if we are closer to the obstacle than the minimal distance 2024-11-21 11:36:03 +01:00
Matthias Grob bbc59dcde7 CollisionPrevention: prevent illegal array index with malicious obstacle_dsitance message 2024-11-21 11:36:03 +01:00
Matthias Grob 1410325c62 CollisionPrevention: follow parameter variable naming convention 2024-11-21 11:36:03 +01:00
Matthias Grob 30eec33e09 CollisionPrevention: slightly simplify _transformSetpoint() 2024-11-21 11:36:03 +01:00
Matthias Grob 399a8ad5b7 CollisionPrevention: fix early return and use unified bin count + array size 72 2024-11-21 11:36:03 +01:00
Matthias Grob 61d999073b Remove FlightTaskManualPositionSmoothVel
The default implementation for multicopter Position mode is FlightTaskManualAcceleration.
The last missing piece was support for CollisionPrevention in this implementation.
2024-11-21 11:36:03 +01:00
Claudio Chies f41a08aea8 CollisionPrevention: changed to resolution of 5 degrees, and adapted tests to reflect the change
rewrite of obstacle_distance merging methods, and fix of various issues
2024-11-21 11:36:03 +01:00
Matthias Grob 2ef2911c36 Remove FlightTaskManualPositionSmoothVel
The default implementation for multicopter Position mode is FlightTaskManualAcceleration.
The last missing piece was support for CollisionPrevention in this implementation.
2024-11-21 11:36:03 +01:00
Matthias Grob b74dd57e7c CollisionPrevention: restore rate limited warning for no data, minor cleanup 2024-11-21 11:36:03 +01:00
Matthias Grob 4c8c5fbb37 CollisionPrevention: only save quaternion and yaw on attitude update 2024-11-21 11:36:03 +01:00
Matthias Grob 001d722abd CollisionPrevention: move main functions to the top in the order they get called 2024-11-21 11:36:03 +01:00
Matthias Grob 1fa76ac71d CollisionPrevention: reduce internal array size, zero initialize what's possible 2024-11-21 11:36:03 +01:00
Matthias Grob c879ca531d CollisionPrevention: Clarify bin size definitions, move wrap functions into class 2024-11-21 11:36:03 +01:00
Matthias Grob 84dbbb4351 CollisionPrevention: clarify mode switch command to hold/loiter 2024-11-21 11:36:03 +01:00
Matthias Grob 50ee5bd1b4 CollisionPrevention: Sanitize input of _getObstacleDistance()
It could cause array out of bound problems before.
2024-11-21 11:36:03 +01:00
Matthias Grob eb06ace8e4 CollisionPrevention: fix matrix namespace
don't use it in header such that clients are free to redefine the names
but include it in cpp files and make use of that.
2024-11-21 11:36:03 +01:00
Matthias Grob 079f3ca67c StickAccelerationXY: Simplify collision prevention call 2024-11-21 11:36:03 +01:00
Claudio Chies 0cd6a553b9 CollisionPrevention: rewrite for Acceleration based manual flight mode 2024-11-21 11:36:03 +01:00
Matthias Grob b8c2805263 spi: Suppress null pointer warning
Depending on defines px4_spi_buses can be NULL
but often it's not and in those cases the
compiler correctly warns about it.
2024-11-20 22:36:23 -05:00
PX4 BuildBot a49f034757 update all px4board kconfig 2024-11-20 22:33:59 -05:00
PX4 BuildBot 2f8460da91 Update submodule mavlink to latest Wed Nov 20 13:16:31 UTC 2024
- mavlink in PX4/Firmware (7e594e898b2281e7d3f6ef4057f1add829643058): https://github.com/mavlink/mavlink/commit/e221d46d4631a5b6f1e91040cb1fe4b6fa91ea43
    - mavlink current upstream: https://github.com/mavlink/mavlink/commit/0e420102dbdd7e9f59617dd00c05a2470f22eef2
    - Changes: https://github.com/mavlink/mavlink/compare/e221d46d4631a5b6f1e91040cb1fe4b6fa91ea43...0e420102dbdd7e9f59617dd00c05a2470f22eef2

    0e420102 2024-11-20 David Sastre - development.xml: change OPERATOR_CONTROL id to 32100: (#2174)
01e0cc2f 2024-11-14 Hamish Willee - SMART_BATTERY_INFO - revert and renumber BATTERY_INFO (#2173)
2024-11-20 22:33:21 -05:00
Ramon Roche dbc2e56b2e ci: disable docker hub access 2024-11-20 19:57:41 -05:00
104 changed files with 2729 additions and 3270 deletions
-233
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@@ -1,233 +0,0 @@
#!/usr/bin/env groovy
pipeline {
agent none
stages {
stage('Build') {
steps {
script {
def build_nodes = [:]
def docker_images = [
armhf: "px4io/px4-dev-armhf:2023-06-26",
arm64: "px4io/px4-dev-aarch64:2022-08-12",
base: "px4io/px4-dev-ros2-foxy:2022-08-12",
nuttx: "px4io/px4-dev-nuttx-focal:2022-08-12",
]
def armhf_builds = [
target: ["beaglebone_blue_default", "emlid_navio2_default", "px4_raspberrypi_default", "scumaker_pilotpi_default"],
image: docker_images.armhf,
archive: false
]
def arm64_builds = [
target: ["scumaker_pilotpi_arm64"],
image: docker_images.arm64,
archive: false
]
def base_builds = [
target: ["px4_sitl_default"],
image: docker_images.base,
archive: false
]
def nuttx_builds_archive = [
target: [
"3dr_ctrl-zero-h7-oem-revg_default",
"airmind_mindpx-v2_default",
"ark_can-flow_canbootloader",
"ark_can-flow_default",
"ark_can-gps_canbootloader",
"ark_can-gps_default",
"ark_can-rtk-gps_canbootloader",
"ark_can-rtk-gps_default",
"ark_cannode_canbootloader",
"ark_cannode_default",
"ark_fmu-v6x_bootloader",
"ark_fmu-v6x_default",
"ark_fpv_bootloader",
"ark_fpv_default",
"ark_pi6x_bootloader",
"ark_pi6x_default",
"atl_mantis-edu_default",
"av_x-v1_default",
"bitcraze_crazyflie21_default",
"bitcraze_crazyflie_default",
"cuav_7-nano_default",
"cuav_can-gps-v1_canbootloader",
"cuav_can-gps-v1_default",
"cuav_nora_default",
"cuav_x7pro_default",
"cubepilot_cubeorange_default",
"cubepilot_cubeorangeplus_default",
"cubepilot_cubeyellow_default",
"diatone_mamba-f405-mk2_default",
"flywoo_gn-f405_default",
"freefly_can-rtk-gps_canbootloader",
"freefly_can-rtk-gps_default",
"holybro_can-gps-v1_canbootloader",
"holybro_can-gps-v1_default",
"holybro_durandal-v1_default",
"holybro_kakutef7_default",
"holybro_kakuteh7_default",
"holybro_kakuteh7mini_default",
"holybro_kakuteh7v2_default",
"holybro_pix32v5_default",
"matek_gnss-m9n-f4_canbootloader",
"matek_gnss-m9n-f4_default",
"matek_h743-mini_default",
"matek_h743-slim_default",
"matek_h743_default",
"micoair_h743_default",
"micoair_h743-aio_default",
"modalai_fc-v1_default",
"modalai_fc-v2_default",
"mro_ctrl-zero-classic_default",
"mro_ctrl-zero-f7-oem_default",
"mro_ctrl-zero-f7_default",
"mro_ctrl-zero-h7-oem_default",
"mro_ctrl-zero-h7_default",
"mro_pixracerpro_default",
"mro_x21-777_default",
"mro_x21_default",
"nxp_fmuk66-e_default",
"nxp_fmuk66-e_socketcan",
"nxp_fmuk66-v3_default",
"nxp_fmuk66-v3_socketcan",
"nxp_mr-canhubk3_default",
"nxp_mr-canhubk3_fmu",
"nxp_ucans32k146_canbootloader",
"nxp_ucans32k146_default",
"nxp_tropic-community_default",
"omnibus_f4sd_default",
"px4_fmu-v2_default",
"px4_fmu-v2_fixedwing",
"px4_fmu-v2_lto",
"px4_fmu-v2_multicopter",
"px4_fmu-v2_rover",
"px4_fmu-v3_default",
"px4_fmu-v4_default",
"px4_fmu-v4pro_default",
"px4_fmu-v5_cyphal",
"px4_fmu-v5_debug",
"px4_fmu-v5_default",
"px4_fmu-v5_lto",
"px4_fmu-v5_rover",
"px4_fmu-v5_stackcheck",
"px4_fmu-v5_uavcanv0periph",
"px4_fmu-v5x_default",
"px4_fmu-v5x_rover",
"px4_fmu-v6c_default",
"px4_fmu-v6c_rover",
"px4_fmu-v6u_default",
"px4_fmu-v6u_rover",
"px4_fmu-v6x_default",
"px4_fmu-v6x_rover",
"px4_fmu-v6xrt_bootloader",
"px4_fmu-v6xrt_default",
"px4_fmu-v6xrt_rover",
"px4_io-v2_default",
"raspberrypi_pico_default",
"siyi_n7_default",
"sky-drones_smartap-airlink_default",
"spracing_h7extreme_default",
"thepeach_k1_default",
"thepeach_r1_default",
"uvify_core_default",
"x-mav_ap-h743v2_default",
"zeroone_x6_bootloader",
"zeroone_x6_default",
],
image: docker_images.nuttx,
archive: true
]
def docker_builds = [
armhf_builds, base_builds, nuttx_builds_archive
]
for (def build_type = 0; build_type < docker_builds.size(); build_type++) {
for (def build_target = 0; build_target < docker_builds[build_type].target.size(); build_target++) {
build_nodes.put(docker_builds[build_type].target[build_target],
createBuildNode(docker_builds[build_type].archive, docker_builds[build_type].image, docker_builds[build_type].target[build_target])
)
}
}
parallel build_nodes
} // script
} // steps
} // stage Build
// TODO: actually upload artifacts to S3
// stage('S3 Upload') {
// agent {
// docker { image 'px4io/px4-dev-base-focal:2021-09-08' }
// }
// options {
// skipDefaultCheckout()
// }
// when {
// anyOf {
// branch 'master'
// branch 'beta'
// branch 'stable'
// branch 'pr-jenkins' // for testing
// }
// }
// steps {
// sh 'echo "uploading to S3"'
// }
// }
} // stages
environment {
CCACHE_DIR = '/tmp/ccache'
CI = true
}
options {
buildDiscarder(logRotator(numToKeepStr: '5', artifactDaysToKeepStr: '14'))
timeout(time: 120, unit: 'MINUTES')
}
}
def createBuildNode(Boolean archive, String docker_image, String target) {
return {
bypass_entrypoint = ''
node {
docker.withRegistry('https://registry.hub.docker.com', 'docker_hub_dagar') {
docker.image(docker_image).inside('-e CCACHE_BASEDIR=${WORKSPACE} -v ${CCACHE_DIR}:${CCACHE_DIR}:rw' + bypass_entrypoint) {
stage(target) {
try {
sh('export')
checkout(scm)
sh('make distclean; git clean -ff -x -d .')
sh('git fetch --tags')
sh('ccache -s')
sh('make ' + target)
sh('ccache -s')
sh('make sizes')
if (archive) {
archiveArtifacts(allowEmptyArchive: false, artifacts: 'build/*/*.px4, build/*/*.elf, build/*/*.bin', fingerprint: true, onlyIfSuccessful: true)
}
sh('make ' + target + ' package')
archiveArtifacts(allowEmptyArchive: true, artifacts: 'build/*/*.tar.bz2', fingerprint: true, onlyIfSuccessful: true)
archiveArtifacts(allowEmptyArchive: true, artifacts: 'build/*/*.deb', fingerprint: true, onlyIfSuccessful: true)
}
catch (exc) {
throw (exc)
}
finally {
sh('make distclean; git clean -ff -x -d .')
}
}
}
}
}
}
}
-904
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@@ -1,904 +0,0 @@
#!/usr/bin/env groovy
pipeline {
agent none
stages {
stage('Hardware Test') {
parallel {
stage("cubepilot_cubeorange_test") {
stages {
stage("build cubepilot_cubeorange_test") {
agent {
docker {
image 'px4io/px4-dev-nuttx-focal:2022-08-12'
args '--cpu-shares 512 -e CCACHE_BASEDIR=$WORKSPACE -v ${CCACHE_DIR}:${CCACHE_DIR}:rw'
}
}
steps {
checkoutSCM()
sh 'make cubepilot_cubeorange_bootloader'
sh 'make cubepilot_cubeorange_test'
sh 'ccache -s'
stash includes: 'build/*/*.elf, platforms/nuttx/Debug/*, platforms/nuttx/NuttX/nuttx/tools/nuttx-gdbinit, Tools/HIL/*, build/cubepilot_cubeorange_test/etc/init.d/airframes/*', name: 'cubepilot_cubeorange_test'
}
post {
always {
sh 'make distclean; git clean -ff -x -d .'
}
}
} // stage build
stage("hardware") {
agent {
label 'cubepilot_cubeorange'
}
stages {
stage("flash") {
steps {
sh 'export'
sh 'find /dev/serial'
unstash 'cubepilot_cubeorange_test'
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/cubepilot_cubeorange_bootloader/cubepilot_cubeorange_bootloader.elf'
// flash board and watch bootup
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/cubepilot_cubeorange_test/cubepilot_cubeorange_test.elf && ./Tools/HIL/monitor_firmware_upload.py --device `find /dev/serial -name *usb-*` --baudrate 57600'
resetBoard()
}
}
stage("tests") {
steps {
// run tests
runTests()
// load all airframes
// sh("./Tools/HIL/test_airframes.sh `find /dev/serial -name *usb-*` `cd build/cubepilot_cubeorange_test/etc/init.d/airframes/; find . -regex '.*/[0-9].*' -exec basename {} \\; | cut -d '_' -f 1` || true") // test loading all airframes\
}
}
stage("status") {
steps {
// configure
resetParameters()
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "IMU_GYRO_RATEMAX" --value "2000"'
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_AUTOSTART" --value "13000"' // generic vtol standard
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_BL_UPDATE" --value "1"' // update bootloader
sh './Tools/HIL/reboot.py --device `find /dev/serial -name *usb-*`' // reboot to apply
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger on"' // run logger
checkStatus()
quickCalibrate()
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "px4io status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger off"' // stop logger
}
}
stage("print topics") {
steps {
printTopics()
}
}
}
post {
always {
sh 'cat /tmp/pyserial_spy_file.txt || true'
sh './platforms/nuttx/Debug/jlink_gdb_backtrace_simple.sh build/cubepilot_cubeorange_test/cubepilot_cubeorange_test.elf || true'
}
}
} // stage test
}
}
stage("cuav_x7pro_test") {
stages {
stage("build cuav_x7pro_test") {
agent {
docker {
image 'px4io/px4-dev-nuttx-focal:2022-08-12'
args '--cpu-shares 512 -e CCACHE_BASEDIR=$WORKSPACE -v ${CCACHE_DIR}:${CCACHE_DIR}:rw'
}
}
steps {
checkoutSCM()
sh 'make cuav_x7pro_bootloader'
sh 'make cuav_x7pro_test'
sh 'ccache -s'
stash includes: 'build/*/*.elf, platforms/nuttx/Debug/*, platforms/nuttx/NuttX/nuttx/tools/nuttx-gdbinit, Tools/HIL/*', name: 'cuav_x7pro_test'
}
post {
always {
sh 'make distclean; git clean -ff -x -d .'
}
}
} // stage build
stage("hardware") {
agent {
label 'cuav_x7pro'
}
stages {
stage("flash") {
steps {
sh 'export'
sh 'find /dev/serial'
unstash 'cuav_x7pro_test'
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/cuav_x7pro_bootloader/cuav_x7pro_bootloader.elf'
// flash board and watch bootup
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/cuav_x7pro_test/cuav_x7pro_test.elf && ./Tools/HIL/monitor_firmware_upload.py --device `find /dev/serial -name *usb-*` --baudrate 57600'
resetBoard()
}
}
stage("tests") {
steps {
runTests()
}
}
stage("status") {
steps {
// configure
resetParameters()
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "IMU_GYRO_RATEMAX" --value "2000"'
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_AUTOSTART" --value "13000"' // generic vtol standard
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_BL_UPDATE" --value "1"' // update bootloader
sh './Tools/HIL/reboot.py --device `find /dev/serial -name *usb-*`' // reboot to apply
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger on"' // run logger
checkStatus()
quickCalibrate()
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger off"' // stop logger
}
}
stage("print topics") {
steps {
printTopics()
}
}
}
post {
always {
sh 'cat /tmp/pyserial_spy_file.txt || true'
sh './platforms/nuttx/Debug/jlink_gdb_backtrace_simple.sh build/cuav_x7pro_test/cuav_x7pro_test.elf || true'
}
}
} // stage test
}
}
stage("px4_fmu-v4_test") {
stages {
stage("build px4_fmu-v4_test") {
agent {
docker {
image 'px4io/px4-dev-nuttx-focal:2022-08-12'
args '--cpu-shares 512 -e CCACHE_BASEDIR=$WORKSPACE -v ${CCACHE_DIR}:${CCACHE_DIR}:rw'
}
}
steps {
checkoutSCM()
sh 'make px4_fmu-v4_test'
sh 'make px4_fmu-v4_test bootloader_elf'
sh 'ccache -s'
stash includes: 'build/*/*.elf, platforms/nuttx/Debug/*, platforms/nuttx/NuttX/nuttx/tools/nuttx-gdbinit, Tools/HIL/*', name: 'px4_fmu-v4_test'
}
post {
always {
sh 'make distclean; git clean -ff -x -d .'
}
}
} // stage build
stage("hardware") {
agent {
label 'px4_fmu-v4'
}
stages {
stage("flash") {
steps {
sh 'export'
sh 'find /dev/serial'
unstash 'px4_fmu-v4_test'
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/px4_fmu-v4_test/px4_fmu-v4_bootloader.elf'
// flash board and watch bootup
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/px4_fmu-v4_test/px4_fmu-v4_test.elf && ./Tools/HIL/monitor_firmware_upload.py --device `find /dev/serial -name *usb-*` --baudrate 57600'
resetBoard()
}
}
stage("tests") {
steps {
runTests()
}
}
stage("status") {
steps {
// configure
resetParameters()
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_AUTOSTART" --value "4001"' // generic quadcopter
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_BL_UPDATE" --value "1"' // update bootloader
sh './Tools/HIL/reboot.py --device `find /dev/serial -name *usb-*`' // reboot to apply
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger on"' // run logger
checkStatus()
quickCalibrate()
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger off"' // stop logger
}
}
stage("print topics") {
steps {
printTopics()
}
}
}
post {
always {
sh 'cat /tmp/pyserial_spy_file.txt || true'
sh './platforms/nuttx/Debug/jlink_gdb_backtrace_simple.sh build/px4_fmu-v4_test/px4_fmu-v4_test.elf || true'
}
}
} // stage test
}
}
stage("px4_fmu-v4pro_test") {
stages {
stage("build px4_fmu-v4pro_test") {
agent {
docker {
image 'px4io/px4-dev-nuttx-focal:2022-08-12'
args '--cpu-shares 512 -e CCACHE_BASEDIR=$WORKSPACE -v ${CCACHE_DIR}:${CCACHE_DIR}:rw'
}
}
steps {
checkoutSCM()
sh 'make px4_fmu-v4pro_test'
sh 'make px4_fmu-v4pro_test bootloader_elf'
sh 'ccache -s'
stash includes: 'build/*/*.elf, platforms/nuttx/Debug/*, platforms/nuttx/NuttX/nuttx/tools/nuttx-gdbinit, Tools/HIL/*', name: 'px4_fmu-v4pro_test'
}
post {
always {
sh 'make distclean; git clean -ff -x -d .'
}
}
} // stage build
stage("hardware") {
agent {
label 'px4_fmu-v4pro'
}
stages {
stage("flash") {
steps {
sh 'export'
sh 'find /dev/serial'
unstash 'px4_fmu-v4pro_test'
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/px4_fmu-v4pro_test/px4_fmu-v4pro_bootloader.elf'
// flash board and watch bootup
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/px4_fmu-v4pro_test/px4_fmu-v4pro_test.elf && ./Tools/HIL/monitor_firmware_upload.py --device `find /dev/serial -name *usb-*` --baudrate 57600'
resetBoard()
}
}
stage("tests") {
steps {
runTests()
}
}
stage("status") {
steps {
// configure
resetParameters()
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_AUTOSTART" --value "13000"' // generic vtol standard
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_BL_UPDATE" --value "1"' // update bootloader
sh './Tools/HIL/reboot.py --device `find /dev/serial -name *usb-*`' // reboot to apply
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger on"' // run logger
checkStatus()
quickCalibrate()
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "px4io status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger off"' // stop logger
}
}
stage("print topics") {
steps {
printTopics()
}
}
}
post {
always {
sh 'cat /tmp/pyserial_spy_file.txt || true'
sh './platforms/nuttx/Debug/jlink_gdb_backtrace_simple.sh build/px4_fmu-v4pro_test/px4_fmu-v4pro_test.elf || true'
}
}
} // stage test
}
}
stage("px4_fmu-v5_debug") {
stages {
stage("build px4_fmu-v5_debug") {
agent {
docker {
image 'px4io/px4-dev-nuttx-focal:2022-08-12'
args '--cpu-shares 512 -e CCACHE_BASEDIR=$WORKSPACE -v ${CCACHE_DIR}:${CCACHE_DIR}:rw'
}
}
steps {
checkoutSCM()
sh 'make px4_fmu-v5_debug'
sh 'make px4_fmu-v5_debug bootloader_elf'
sh 'ccache -s'
stash includes: 'build/*/*.elf, platforms/nuttx/Debug/*, platforms/nuttx/NuttX/nuttx/tools/nuttx-gdbinit, Tools/HIL/*', name: 'px4_fmu-v5_debug'
}
post {
always {
sh 'make distclean; git clean -ff -x -d .'
}
}
} // stage build
stage("hardware") {
agent {
label 'px4_fmu-v5'
}
stages {
stage("flash") {
steps {
sh 'export'
sh 'find /dev/serial'
unstash 'px4_fmu-v5_debug'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set SYS_AUTOSTART 0" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set IMU_GYRO_RATEMAX 200" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set MAV_0_CONFIG 0" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set MAV_1_CONFIG 0" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param save" || true'
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/px4_fmu-v5_debug/px4_fmu-v5_bootloader.elf'
// flash board and watch bootup
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/px4_fmu-v5_debug/px4_fmu-v5_debug.elf && ./Tools/HIL/monitor_firmware_upload.py --device `find /dev/serial -name *usb-*` --baudrate 57600 || true'
resetBoard()
}
}
stage("tests") {
steps {
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "top once"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uorb top -1"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "work_queue status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sd_bench"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sd_bench -v"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sd_bench -u -v" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sd_stress"'
// test dataman
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "tests dataman" --ignore-stdout-errors'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "tests file" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uorb_tests"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uorb_tests latency_test" || true'
}
}
stage("status") {
steps {
// configure
resetParameters()
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set SYS_AUTOSTART 4001" || true' // generic quadcopter
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set IMU_GYRO_RATEMAX 200" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set MAV_0_CONFIG 0" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set MAV_1_CONFIG 0" || true' // limit cpu usage
sh './Tools/HIL/reboot.py --device `find /dev/serial -name *usb-*`' // reboot to apply
checkStatus()
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "px4io status" || true'
}
}
stage("print topics") {
steps {
printTopics()
}
}
}
post {
always {
sh 'cat /tmp/pyserial_spy_file.txt || true'
sh './platforms/nuttx/Debug/jlink_gdb_backtrace_simple.sh build/px4_fmu-v5_debug/px4_fmu-v5_debug.elf || true'
}
}
} // stage test
}
}
stage("px4_fmu-v5_stackcheck") {
stages {
stage("build px4_fmu-v5_stackcheck") {
agent {
docker {
image 'px4io/px4-dev-nuttx-focal:2022-08-12'
args '--cpu-shares 512 -e CCACHE_BASEDIR=$WORKSPACE -v ${CCACHE_DIR}:${CCACHE_DIR}:rw'
}
}
steps {
checkoutSCM()
sh 'make px4_fmu-v5_stackcheck'
sh 'make px4_fmu-v5_stackcheck bootloader_elf'
sh 'ccache -s'
stash includes: 'build/*/*.elf, platforms/nuttx/Debug/*, platforms/nuttx/NuttX/nuttx/tools/nuttx-gdbinit, Tools/HIL/*', name: 'px4_fmu-v5_stackcheck'
}
post {
always {
sh 'make distclean; git clean -ff -x -d .'
}
}
} // stage build
stage("hardware") {
agent {
label 'px4_fmu-v5'
}
stages {
stage("flash") {
steps {
sh 'export'
sh 'find /dev/serial'
unstash 'px4_fmu-v5_stackcheck'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set SYS_AUTOSTART 0" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set IMU_GYRO_RATEMAX 200" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set MAV_0_CONFIG 0" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set MAV_1_CONFIG 0" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param save" || true'
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/px4_fmu-v5_stackcheck/px4_fmu-v5_bootloader.elf'
// flash board and watch bootup
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/px4_fmu-v5_stackcheck/px4_fmu-v5_stackcheck.elf && ./Tools/HIL/monitor_firmware_upload.py --device `find /dev/serial -name *usb-*` --baudrate 57600'
resetBoard()
}
}
stage("tests") {
steps {
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "top once"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "work_queue status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uorb_tests"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uorb_tests latency_test" || true'
// test dataman
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "tests dataman" --ignore-stdout-errors'
}
}
stage("status") {
steps {
// configure
resetParameters()
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set SYS_AUTOSTART 4001" || true' // generic quadcopter
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set IMU_GYRO_RATEMAX 200" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set MAV_0_CONFIG 0" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set MAV_1_CONFIG 0" || true' // limit cpu usage
sh './Tools/HIL/reboot.py --device `find /dev/serial -name *usb-*`' // reboot to apply
checkStatus()
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "px4io status" || true'
}
}
stage("print topics") {
steps {
printTopics()
}
}
}
post {
always {
sh 'cat /tmp/pyserial_spy_file.txt || true'
sh './platforms/nuttx/Debug/jlink_gdb_backtrace_simple.sh build/px4_fmu-v5_stackcheck/px4_fmu-v5_stackcheck.elf || true'
}
}
} // stage test
}
}
stage("px4_fmu-v5_test") {
stages {
stage("build px4_fmu-v5_test") {
agent {
docker {
image 'px4io/px4-dev-nuttx-focal:2022-08-12'
args '--cpu-shares 512 -e CCACHE_BASEDIR=$WORKSPACE -v ${CCACHE_DIR}:${CCACHE_DIR}:rw'
}
}
steps {
checkoutSCM()
sh 'make px4_fmu-v5_test'
sh 'make px4_fmu-v5_test bootloader_elf'
sh 'ccache -s'
stash includes: 'build/*/*.elf, platforms/nuttx/Debug/*, platforms/nuttx/NuttX/nuttx/tools/nuttx-gdbinit, Tools/HIL/*', name: 'px4_fmu-v5_test'
}
post {
always {
sh 'make distclean; git clean -ff -x -d .'
}
}
} // stage build
stage("hardware") {
agent {
label 'px4_fmu-v5'
}
stages {
stage("flash") {
steps {
sh 'export'
sh 'find /dev/serial'
unstash 'px4_fmu-v5_test'
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/px4_fmu-v5_test/px4_fmu-v5_bootloader.elf'
// flash board and watch bootup
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/px4_fmu-v5_test/px4_fmu-v5_test.elf && ./Tools/HIL/monitor_firmware_upload.py --device `find /dev/serial -name *usb-*` --baudrate 57600'
resetBoard()
}
}
stage("tests") {
steps {
runTests()
}
}
stage("status") {
steps {
// configure
resetParameters()
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_AUTOSTART" --value "4001"' // generic quadcopter
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_BL_UPDATE" --value "1"' // update bootloader
sh './Tools/HIL/reboot.py --device `find /dev/serial -name *usb-*`' // reboot to apply
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger on"' // run logger
checkStatus()
quickCalibrate()
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "px4io status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger off"' // stop logger
}
}
stage("print topics") {
steps {
printTopics()
}
}
}
post {
always {
sh 'cat /tmp/pyserial_spy_file.txt || true'
sh './platforms/nuttx/Debug/jlink_gdb_backtrace_simple.sh build/px4_fmu-v5_test/px4_fmu-v5_test.elf || true'
}
}
} // stage test
}
}
stage("nxp_fmuk66-v3_test") {
stages {
stage("build nxp_fmuk66-v3_test") {
agent {
docker {
image 'px4io/px4-dev-nuttx-focal:2022-08-12'
args '--cpu-shares 512 -e CCACHE_BASEDIR=$WORKSPACE -v ${CCACHE_DIR}:${CCACHE_DIR}:rw'
}
}
steps {
checkoutSCM()
sh 'make nxp_fmuk66-v3_test'
//sh 'make nxp_fmuk66-v3_test bootloader_elf'
sh 'ccache -s'
stash includes: 'build/*/*.elf, platforms/nuttx/Debug/*, platforms/nuttx/NuttX/nuttx/tools/nuttx-gdbinit, Tools/HIL/*', name: 'nxp_fmuk66-v3_test'
}
post {
always {
sh 'make distclean; git clean -ff -x -d .'
}
}
} // stage build
stage("hardware") {
agent {
label 'nxp_fmuk66-v3'
}
stages {
stage("flash") {
steps {
sh 'export'
sh 'find /dev/serial'
unstash 'nxp_fmuk66-v3_test'
//sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/nxp_fmuk66-v3_test/nxp_fmuk66-v3_bootloader.elf'
// flash board and watch bootup
sh './platforms/nuttx/Debug/upload_jlink_gdb.sh build/nxp_fmuk66-v3_test/nxp_fmuk66-v3_test.elf && ./Tools/HIL/monitor_firmware_upload.py --device `find /dev/serial -name *usb-*` --baudrate 57600'
resetBoard()
}
}
stage("tests") {
steps {
runTests()
}
}
stage("status") {
steps {
// configure
resetParameters()
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "IMU_GYRO_RATEMAX" --value "400"'
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_AUTOSTART" --value "4001"' // generic quadcopter
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SYS_BL_UPDATE" --value "1"' // update bootloader
sh './Tools/HIL/reboot.py --device `find /dev/serial -name *usb-*`' // reboot to apply
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger on"' // run logger
checkStatus()
quickCalibrate()
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger off"' // stop logger
}
}
stage("print topics") {
steps {
printTopics()
}
}
}
post {
always {
sh 'cat /tmp/pyserial_spy_file.txt || true'
sh './platforms/nuttx/Debug/jlink_gdb_backtrace_simple.sh build/nxp_fmuk66-v3_test/nxp_fmuk66-v3_test.elf || true'
}
}
} // stage test
}
}
} // parallel
} // stage Hardware Test
} // stages
environment {
CCACHE_DIR = '/tmp/ccache'
CCACHE_NOHASHDIR = 1
CI = true
}
options {
buildDiscarder(logRotator(numToKeepStr: '30', artifactDaysToKeepStr: '60'))
timeout(time: 180, unit: 'MINUTES')
skipDefaultCheckout()
}
}
void checkoutSCM() {
retry(3) {
checkout scm
sh 'export'
sh 'make distclean; git clean -ff -x -d .'
sh 'git fetch --tags'
sh 'ccache -z'
}
}
void quickCalibrate() {
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param show CAL_*"' // parameters before
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sensors status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "gyro_calibration status || true"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "commander calibrate accel quick; sleep 1"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param show CAL_ACC*"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "commander calibrate gyro; sleep 2"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param show CAL_GYRO*"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "commander calibrate level; sleep 2"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param show SENS*"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "commander calibrate mag quick; sleep 1"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param show CAL_MAG*"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "commander calibrate baro; sleep 5"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param show CAL_BARO*"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param show CAL_*"' // parameters after
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sensors status"'
}
void checkStatus() {
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param save"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param show SYS*"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "bsondump /fs/mtd_params"'
// status commands
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "cat /proc/fs/blocks"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "cat /proc/fs/mount"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "cat /proc/fs/usage"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "cat /proc/meminfo"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "cat /proc/uptime"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "commander check" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "commander status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "dataman status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "df -h"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "df"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ekf2 status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "free"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "gps status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener cpuload; top once; listener cpuload"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "logger status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ls /"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ls /bin"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ls /dev"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ls /etc"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ls /fs"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ls /fs/microsd"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ls /obj"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ls /proc"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ls /proc/fs"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "mavlink status streams" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "mavlink status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "mount"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "mtd status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "bsondump /fs/mtd_params"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param show" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "perf latency"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "perf"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ps"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "pwm_out status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sensors status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "top once"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uavcan status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uorb status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uorb top -1 -a" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ver all"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "work_queue status"'
}
void resetParameters() {
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param reset_all"'
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "CBRK_BUZZER" --value "782097"'
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SDLOG_DIRS_MAX" --value "1"'
}
void runTests() {
// test loading a range of airframes
sh './Tools/HIL/test_airframes.sh `find /dev/serial -name *usb-*` 2100 3000 4001 6001 8001'
resetParameters()
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "IMU_GYRO_CAL_EN" --value "0" || true' // disable during testing
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "IMU_GYRO_FFT_EN" --value "0" || true' // disable during testing
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SENS_IMU_AUTOCAL" --value "0" || true' // disable during testing
sh './Tools/HIL/nsh_param_set.py --device `find /dev/serial -name *usb-*` --name "SENS_MAG_AUTOCAL" --value "0" || true' // disable during testing
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param save"'
sh './Tools/HIL/reboot.py --device `find /dev/serial -name *usb-*`' // reboot to apply
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "top once"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "work_queue status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sensors stop"' // ignore irrelevant sensor timeouts during test
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ostest"'
sh './Tools/HIL/reboot.py --device `find /dev/serial -name *usb-*`' // reboot after ostest
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sensors stop"' // ignore irrelevant sensor timeouts during test
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "commander_tests" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "controllib_test"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "lightware_laser_test"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "mavlink_tests" || true' // TODO
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uorb_tests"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uorb_tests latency_test" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "tests file" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "bsondump /fs/mtd_params"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "mtd readtest"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "bsondump /fs/mtd_params"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "mtd rwtest"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "bsondump /fs/mtd_params"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "mtd erase"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "bsondump /fs/mtd_params" || true' // expected to fail after erase
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sd_bench"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sd_bench -v"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sd_bench -u -v"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sd_stress"'
// tests (stop modules first)
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "commander stop"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "mavlink stop-all"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "navigator stop"'
sh './Tools/HIL/run_tests.py --device `find /dev/serial -name *usb-*`'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "sensors stop"' // ignore irrelevant sensor timeouts during microbenchmarks
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "microbench all"'
//sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "calib_udelay"'
}
void printTopics() {
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "ls /obj"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uorb status"'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "uorb top -1 -a" || true'
// these are for casually inspecting the system, output failure doesn't matter
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener actuator_armed" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener actuator_controls_0" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener actuator_controls_1" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener actuator_controls_2" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener actuator_outputs" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener adc_report" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener airspeed_validated" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener airspeed_wind" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener battery_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener commander_state" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener cpuload" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener distance_sensor" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener ekf2_timestamps" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener esc_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_aid_src_fake_pos" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_aid_src_gnss_pos" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_aid_src_gnss_vel" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_attitude" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_baro_bias" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_event_flags" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_global_position" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_gps_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_innovation_test_ratios" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_innovation_variances" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_innovations" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_local_position" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_odometry" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_optical_flow_vel" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_selector_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_sensor_bias" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_states" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_status_flags" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener estimator_wind" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener event" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener heater_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener input_rc" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener led_control" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener log_message" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener logger_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener manual_control_setpoint" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener mavlink_log" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener mission" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener multirotor_motor_limits" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener optical_flow" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener parameter_update" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener position_controller_landing_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener position_setpoint_triplet" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener radio_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener rate_ctrl_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener safety" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener sensor_accel" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener sensor_accel_fifo" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener sensor_baro" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener sensor_combined" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener sensor_gyro" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener sensor_gyro_fft" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener sensor_gyro_fifo" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener sensor_mag" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener sensor_preflight_mag" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener sensor_selection" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener sensors_status_imu" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener system_power" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener task_stack_info" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener telemetry_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener trajectory_setpoint" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener tune_control" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_acceleration" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_air_data" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_angular_velocity" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_attitude" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_attitude_setpoint" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_command" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_command_ack" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_control_mode" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_global_position" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_imu" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_imu_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_land_detected" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_local_position" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_local_position_setpoint" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_magnetometer" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_odometry" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_rates_setpoint" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vehicle_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener failsafe_flags" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener vtol_vehicle_status" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "listener yaw_estimator_status" || true'
}
void resetBoard() {
resetParameters()
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set SYS_AUTOSTART 0" || true'
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set IMU_GYRO_RATEMAX 200" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set MAV_0_CONFIG 0" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set MAV_1_CONFIG 0" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "param set SDLOG_MODE -1" || true' // limit cpu usage
sh './Tools/HIL/run_nsh_cmd.py --device `find /dev/serial -name *usb-*` --cmd "echo > /fs/microsd/.format" || true'
sh './Tools/HIL/reboot.py --device `find /dev/serial -name *usb-*`' // reboot to apply
}
+8 -28
View File
@@ -6,11 +6,6 @@
name: Build all targets
on:
workflow_dispatch:
inputs:
tag:
required: true
description: release version
push:
tags:
- 'v*'
@@ -51,26 +46,15 @@ jobs:
- id: set-timestamp
run: echo "::set-output name=timestamp::$(date +"%Y%m%d%H%M%S")"
# This job is also triggered with versioned tags
# Creating a and pushing a tag starting with "v" just as "v1.0.0"
# will trigger this workflow and when all builds are done create a Github Release
# then it will upload all binaries built as assets
# Additionally, we can also trigger this step manually
# From the Github Actions tab for this repository:
# https://github.com/PX4/PX4-Autopilot/actions/workflows/build_all_targets.yml
# You can now click a "Run Workflow" button that will prompt you for a tag name
# This tag name has to match an existing tag otherwise the new release will be detached
# Note: Only developers with "write" permission to the repository can use this feature
- id: set-tag
if: startsWith(github.ref, 'refs/tags/v') || github.event_name == 'workflow_dispatch'
run: echo "::set-output name=tagname::${{ github.event_name == 'workflow_dispatch' && inputs.tag || github.ref_name }}"
- id: set-branch
run: echo "::set-output name=branchname::${GITHUB_HEAD_REF:-${GITHUB_REF#refs/heads/}}"
- name: Debug Matrix Output
if: runner.debug == '1'
run: echo "$(./Tools/ci/generate_board_targets_json.py --group --verbose)"
run: |
echo "${{ steps.set-timestamp.outputs.timestamp }}"
echo "${{ steps.set-branch.outputs.branchname }}"
echo "$(./Tools/ci/generate_board_targets_json.py --group --verbose)"
setup:
name: Build Group [${{ matrix.group }}]
@@ -159,20 +143,16 @@ jobs:
# runs-on: ubuntu-latest
runs-on: [runs-on,runner=1cpu-linux-x64,image=ubuntu22-full-x64,"run-id=${{ github.run_id }}",spot=false]
needs: [setup, group_targets]
if: startsWith(github.ref, 'refs/tags/v') || github.event_name == 'workflow_dispatch'
if: startsWith(github.ref, 'refs/tags/v')
steps:
- name: Download Artifacts
uses: actions/download-artifact@v4
- name: Arrange Binaries
run: |
mkdir artifacts
cp **/**/*.px4 artifacts/
with:
path: artifacts/
merge-multiple: true
- name: Upload Binaries to Release
uses: softprops/action-gh-release@v2
with:
name: ${{ needs.group_targets.outputs.tagname }}
tag_name: ${{ needs.group_targets.outputs.tagname }}
draft: true
files: artifacts/*.px4
+17 -1
View File
@@ -25,6 +25,12 @@ jobs:
submodules: false
fetch-depth: 0
- name: Login to Docker Hub
uses: docker/login-action@v3
with:
username: ${{ secrets.DOCKERHUB_USERNAME }}
password: ${{ secrets.DOCKERHUB_TOKEN }}
- name: Login to GitHub Container Registry
uses: docker/login-action@v3
with:
@@ -38,6 +44,16 @@ jobs:
with:
images: |
ghcr.io/PX4/px4-dev
px4io/px4-dev
tags: |
type=schedule
type=semver,pattern={{version}}
type=semver,pattern={{major}}.{{minor}}
type=semver,pattern={{major}}
type=ref,event=branch,suffix=-{{date 'YYYYMMDD'}},priority=600
type=ref,event=branch,suffix=,priority=500
type=ref,event=pr
type=sha
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@v3
@@ -81,6 +97,6 @@ jobs:
platforms: |
linux/amd64
provenance: mode=max
push: ${{ github.event_name == 'push' }}
push: true
cache-from: type=s3,blobs_prefix=cache/${{ github.repository }}/,manifests_prefix=cache/${{ github.repository }}/,region=${{ env.RUNS_ON_AWS_REGION }},bucket=${{ env.RUNS_ON_S3_BUCKET_CACHE }}
cache-to: type=s3,blobs_prefix=cache/${{ github.repository }}/,manifests_prefix=cache/${{ github.repository }}/,region=${{ env.RUNS_ON_AWS_REGION }},bucket=${{ env.RUNS_ON_S3_BUCKET_CACHE }},mode=max
+43 -33
View File
@@ -10,8 +10,8 @@ on:
jobs:
analyze_flash:
name: FLASH usage analysis
runs-on: ubuntu-latest
name: Analyzing ${{ matrix.target }}
runs-on: [runs-on,runner=8cpu-linux-x64,image=ubuntu24-full-x64,"run-id=${{ github.run_id }}",spot=false]
container:
image: px4io/px4-dev-nuttx-focal
strategy:
@@ -29,7 +29,7 @@ jobs:
- name: Git ownership workaround
run: git config --system --add safe.directory '*'
- name: Build
- name: Build Target
run: make ${{ matrix.target }}
- name: Store the ELF with the change
@@ -73,36 +73,46 @@ jobs:
echo "$EOF" >> $GITHUB_OUTPUT
post_pr_comment:
name: Post PR comment
runs-on: ubuntu-latest
name: Publish Results
runs-on: [runs-on,runner=1cpu-linux-x64,image=ubuntu24-full-x64,"run-id=${{ github.run_id }}",spot=false]
needs: [analyze_flash]
if: ${{ github.event.pull_request }}
steps:
- name: If it's a PR add a comment with the bloaty output
if: ${{ github.event.pull_request }}
uses: actions/github-script@v6
- name: Find Comment
uses: peter-evans/find-comment@v3
id: fc
with:
script: |
const comment = [
'## FLASH Analysis',
'<details>',
'<summary>px4_fmu-v5x</summary>',
'',
'```',
`${{ needs.analyze_flash.outputs.px4_fmu-v5x }}`,
'```',
'</details>',
'',
'<details>',
'<summary>px4_fmu-v6x</summary>',
'',
'```',
`${{ needs.analyze_flash.outputs.px4_fmu-v6x }}`,
'```',
'</details>'
]
github.rest.issues.createComment({
issue_number: context.issue.number,
owner: context.repo.owner,
repo: context.repo.repo,
body: comment.join('\n')
})
issue-number: ${{ github.event.pull_request.number }}
comment-author: 'github-actions[bot]'
body-includes: FLASH Analysis
- name: Set Build Time
id: bt
run: |
echo "timestamp=$(date +'%Y-%m-%dT%H:%M:%S')" >> $GITHUB_OUTPUT
- name: Create or update comment
uses: peter-evans/create-or-update-comment@v4
with:
comment-id: ${{ steps.fc.outputs.comment-id }}
issue-number: ${{ github.event.pull_request.number }}
body: |
## FLASH Analysis
<details>
<summary>px4_fmu-v5x</summary>
```
${{ needs.analyze_flash.outputs.px4_fmu-v5x }}
```
</details>
<details>
<summary>px4_fmu-v6x</summary>
```
${{ needs.analyze_flash.outputs.px4_fmu-v6x }}
```
</details>
**Updated: _${{ steps.bt.outputs.timestamp }}_**
edit-mode: replace
+6 -5
View File
@@ -173,9 +173,10 @@ set(config_module_list)
set(config_kernel_list)
# Find Python
find_package(PythonInterp 3)
find_package(Python COMPONENTS Interpreter)
# We have a custom error message to tell users how to install python3.
if(NOT PYTHONINTERP_FOUND)
if(NOT Python_FOUND)
message(FATAL_ERROR "Python 3 not found. Please install Python 3:\n"
" Ubuntu: sudo apt install python3 python3-dev python3-pip\n"
" macOS: brew install python")
@@ -184,7 +185,7 @@ endif()
option(PYTHON_COVERAGE "Python code coverage" OFF)
if(PYTHON_COVERAGE)
message(STATUS "python coverage enabled")
set(PYTHON_EXECUTABLE coverage run -p)
set(Python_EXECUTABLE coverage run -p)
endif()
include(px4_config)
@@ -481,7 +482,7 @@ foreach(module ${config_module_list})
endforeach()
add_custom_command(OUTPUT ${uorb_graph_config}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/uorb_graph/create.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/uorb_graph/create.py
${graph_module_list} --src-path src/lib
--merge-depends
--exclude-path src/examples
@@ -502,7 +503,7 @@ include(package)
# install python requirements using configured python
add_custom_target(install_python_requirements
COMMAND ${PYTHON_EXECUTABLE} -m pip install --break-system-packages --requirement ${PX4_SOURCE_DIR}/Tools/setup/requirements.txt
COMMAND ${Python_EXECUTABLE} -m pip install --break-system-packages --requirement ${PX4_SOURCE_DIR}/Tools/setup/requirements.txt
DEPENDS ${PX4_SOURCE_DIR}/Tools/setup/requirements.txt
USES_TERMINAL
)
+1 -1
View File
@@ -169,7 +169,7 @@ endif
# Pick up specific Python path if set
ifdef PYTHON_EXECUTABLE
override CMAKE_ARGS += -DPYTHON_EXECUTABLE=${PYTHON_EXECUTABLE}
override CMAKE_ARGS += -DPython_EXECUTABLE=${PYTHON_EXECUTABLE}
endif
# Functions
+4 -4
View File
@@ -124,15 +124,15 @@ add_custom_command(
${romfs_copy_stamp}
COMMAND ${CMAKE_COMMAND} -E remove_directory ${romfs_gen_root_dir}/*
COMMAND ${CMAKE_COMMAND} -E tar xf ${romfs_tar_file}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_airframes.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_airframes.py
--airframes-path ${romfs_gen_root_dir}/init.d
--start-script ${romfs_gen_root_dir}/init.d/rc.autostart
--board ${PX4_BOARD}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/serial/generate_config.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/serial/generate_config.py
--rc-dir ${romfs_gen_root_dir}/init.d
--serial-ports ${board_serial_ports} ${added_arguments}
--config-files ${module_config_files} #--verbose
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/filepaths/generate_config.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/filepaths/generate_config.py
--rc-dir ${romfs_gen_root_dir}/init.d
--params-file ${CONFIG_BOARD_PARAM_FILE}
COMMAND ${CMAKE_COMMAND} -E touch ${romfs_copy_stamp}
@@ -330,7 +330,7 @@ add_custom_target(romfs_gen_files_target
add_custom_command(
OUTPUT romfs_pruned.stamp
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_romfs_pruner.py --folder ${romfs_gen_root_dir} --board ${PX4_BOARD}
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_romfs_pruner.py --folder ${romfs_gen_root_dir} --board ${PX4_BOARD}
COMMAND ${CMAKE_COMMAND} -E touch romfs_pruned.stamp
DEPENDS
romfs_copy.stamp
@@ -75,7 +75,6 @@ param set-default MPC_Z_VEL_P_ACC 5
param set-default MPC_Z_VEL_I_ACC 3
param set-default MPC_LAND_ALT1 3
param set-default MPC_LAND_ALT2 1
param set-default MPC_POS_MODE 3
param set-default CP_GO_NO_DATA 1
# Navigator Parameters
@@ -67,7 +67,6 @@ param set-default MPC_Z_VEL_P_ACC 5
param set-default MPC_Z_VEL_I_ACC 3
param set-default MPC_LAND_ALT1 3
param set-default MPC_LAND_ALT2 1
param set-default MPC_POS_MODE 3
param set-default CP_GO_NO_DATA 1
# Navigator Parameters
@@ -68,7 +68,6 @@ param set-default MPC_Z_VEL_P_ACC 5
param set-default MPC_Z_VEL_I_ACC 3
param set-default MPC_LAND_ALT1 3
param set-default MPC_LAND_ALT2 1
param set-default MPC_POS_MODE 3
param set-default CP_GO_NO_DATA 1
# Navigator Parameters
+1
View File
@@ -64,6 +64,7 @@ sudo apt-get update -y --quiet
sudo DEBIAN_FRONTEND=noninteractive apt-get -y --quiet --no-install-recommends install \
astyle \
build-essential \
ccache \
cmake \
cppcheck \
file \
+1 -1
View File
@@ -20,10 +20,10 @@ CONFIG_DRIVERS_PWM_OUT=y
CONFIG_COMMON_RC=y
CONFIG_DRIVERS_RC_INPUT=y
CONFIG_DRIVERS_TAP_ESC=y
CONFIG_COMMON_TELEMETRY=y
CONFIG_DRIVERS_TONE_ALARM=y
CONFIG_DRIVERS_UAVCAN=y
CONFIG_BOARD_UAVCAN_INTERFACES=1
CONFIG_COMMON_TELEMETRY=y
CONFIG_MODULES_ATTITUDE_ESTIMATOR_Q=y
CONFIG_MODULES_BATTERY_STATUS=y
CONFIG_MODULES_COMMANDER=y
@@ -35,7 +35,7 @@
set(PX4_FW_NAME ${PX4_BINARY_DIR}/${PX4_BOARD_VENDOR}_${PX4_BOARD_MODEL}_${PX4_BOARD_LABEL}.hex)
add_custom_target(upload_teensy
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/teensy_uploader.py --port ${serial_ports} ${PX4_FW_NAME} --vendor-id 0x1FC9 --product-id 0x0024
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/teensy_uploader.py --port ${serial_ports} ${PX4_FW_NAME} --vendor-id 0x1FC9 --product-id 0x0024
DEPENDS ${PX4_FW_NAME}
COMMENT "uploading px4"
VERBATIM
+12 -12
View File
@@ -1,20 +1,20 @@
set(BOARD_DEFCONFIG ${PX4_CONFIG_FILE} CACHE FILEPATH "path to defconfig" FORCE)
set(BOARD_CONFIG ${PX4_BINARY_DIR}/boardconfig CACHE FILEPATH "path to config" FORCE)
execute_process(COMMAND ${PYTHON_EXECUTABLE} -c "import menuconfig" RESULT_VARIABLE ret)
execute_process(COMMAND ${Python_EXECUTABLE} -c "import menuconfig" RESULT_VARIABLE ret)
if(ret EQUAL "1")
message(FATAL_ERROR "kconfiglib is not installed or not in PATH\n"
"please install using \"pip3 install kconfiglib\"\n")
endif()
set(MENUCONFIG_PATH ${PYTHON_EXECUTABLE} -m menuconfig CACHE INTERNAL "menuconfig program" FORCE)
set(GUICONFIG_PATH ${PYTHON_EXECUTABLE} -m guiconfig CACHE INTERNAL "guiconfig program" FORCE)
set(DEFCONFIG_PATH ${PYTHON_EXECUTABLE} -m defconfig CACHE INTERNAL "defconfig program" FORCE)
set(SAVEDEFCONFIG_PATH ${PYTHON_EXECUTABLE} -m savedefconfig CACHE INTERNAL "savedefconfig program" FORCE)
set(GENCONFIG_PATH ${PYTHON_EXECUTABLE} -m genconfig CACHE INTERNAL "genconfig program" FORCE)
set(MENUCONFIG_PATH ${Python_EXECUTABLE} -m menuconfig CACHE INTERNAL "menuconfig program" FORCE)
set(GUICONFIG_PATH ${Python_EXECUTABLE} -m guiconfig CACHE INTERNAL "guiconfig program" FORCE)
set(DEFCONFIG_PATH ${Python_EXECUTABLE} -m defconfig CACHE INTERNAL "defconfig program" FORCE)
set(SAVEDEFCONFIG_PATH ${Python_EXECUTABLE} -m savedefconfig CACHE INTERNAL "savedefconfig program" FORCE)
set(GENCONFIG_PATH ${Python_EXECUTABLE} -m genconfig CACHE INTERNAL "genconfig program" FORCE)
set(COMMON_KCONFIG_ENV_SETTINGS
PYTHON_EXECUTABLE=${PYTHON_EXECUTABLE}
Python_EXECUTABLE=${Python_EXECUTABLE}
KCONFIG_CONFIG=${BOARD_CONFIG}
# Set environment variables so that Kconfig can prune Kconfig source
# files for other architectures
@@ -47,7 +47,7 @@ if(EXISTS ${BOARD_DEFCONFIG})
# Generate boardconfig from default.px4board and {label}.px4board
execute_process(
COMMAND ${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS}
${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/kconfig/merge_config.py Kconfig ${BOARD_CONFIG} ${PX4_BOARD_DIR}/default.px4board ${BOARD_DEFCONFIG}
${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/kconfig/merge_config.py Kconfig ${BOARD_CONFIG} ${PX4_BOARD_DIR}/default.px4board ${BOARD_DEFCONFIG}
WORKING_DIRECTORY ${PX4_SOURCE_DIR}
OUTPUT_VARIABLE DUMMY_RESULTS
)
@@ -57,7 +57,7 @@ if(EXISTS ${BOARD_DEFCONFIG})
message(AUTHOR_WARNING "allyes build: allyes is for CI coverage and not for use in production")
execute_process(
COMMAND ${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS}
${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/kconfig/allyesconfig.py
${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/kconfig/allyesconfig.py
WORKING_DIRECTORY ${PX4_SOURCE_DIR}
)
endif()
@@ -452,7 +452,7 @@ elseif(NOT ${LABEL} MATCHES "allyes") # All other configs except allyes which is
add_custom_target(boardconfig
${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS} ${MENUCONFIG_PATH} Kconfig
COMMAND ${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS} ${SAVEDEFCONFIG_PATH}
COMMAND ${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS} ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/kconfig/diffconfig.py -m ${PX4_BOARD_DIR}/default.px4board defconfig > ${BOARD_DEFCONFIG}
COMMAND ${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS} ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/kconfig/diffconfig.py -m ${PX4_BOARD_DIR}/default.px4board defconfig > ${BOARD_DEFCONFIG}
COMMAND ${CMAKE_COMMAND} -E remove defconfig
COMMAND ${CMAKE_COMMAND} -E remove ${PX4_BINARY_DIR}/NuttX/apps_copy.stamp
WORKING_DIRECTORY ${PX4_SOURCE_DIR}
@@ -463,7 +463,7 @@ elseif(NOT ${LABEL} MATCHES "allyes") # All other configs except allyes which is
add_custom_target(boardguiconfig
${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS} ${GUICONFIG_PATH} Kconfig
COMMAND ${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS} ${SAVEDEFCONFIG_PATH}
COMMAND ${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS} ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/kconfig/diffconfig.py -m ${PX4_BOARD_DIR}/default.px4board defconfig > ${BOARD_DEFCONFIG}
COMMAND ${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS} ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/kconfig/diffconfig.py -m ${PX4_BOARD_DIR}/default.px4board defconfig > ${BOARD_DEFCONFIG}
COMMAND ${CMAKE_COMMAND} -E remove defconfig
COMMAND ${CMAKE_COMMAND} -E remove ${PX4_BINARY_DIR}/NuttX/apps_copy.stamp
WORKING_DIRECTORY ${PX4_SOURCE_DIR}
@@ -473,7 +473,7 @@ elseif(NOT ${LABEL} MATCHES "allyes") # All other configs except allyes which is
add_custom_target(px4_savedefconfig
${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS} ${SAVEDEFCONFIG_PATH}
COMMAND ${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS} ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/kconfig/diffconfig.py -m ${PX4_BOARD_DIR}/default.px4board defconfig > ${BOARD_DEFCONFIG}
COMMAND ${CMAKE_COMMAND} -E env ${COMMON_KCONFIG_ENV_SETTINGS} ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/kconfig/diffconfig.py -m ${PX4_BOARD_DIR}/default.px4board defconfig > ${BOARD_DEFCONFIG}
COMMAND ${CMAKE_COMMAND} -E remove defconfig
COMMAND ${CMAKE_COMMAND} -E remove ${PX4_BINARY_DIR}/NuttX/apps_copy.stamp
WORKING_DIRECTORY ${PX4_SOURCE_DIR}
+12 -12
View File
@@ -35,10 +35,10 @@
add_custom_target(metadata_airframes
COMMAND ${CMAKE_COMMAND} -E make_directory ${PX4_BINARY_DIR}/docs
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_airframes.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_airframes.py
-v -a ${PX4_SOURCE_DIR}/ROMFS/px4fmu_common/init.d
--markdown ${PX4_BINARY_DIR}/docs/airframes.md
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_airframes.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_airframes.py
-v -a ${PX4_SOURCE_DIR}/ROMFS/px4fmu_common/init.d
--xml ${PX4_BINARY_DIR}/docs/airframes.xml
COMMENT "Generating full airframe metadata (markdown and xml)"
@@ -58,28 +58,28 @@ add_custom_target(metadata_parameters
COMMAND ${CMAKE_COMMAND} -E make_directory ${PX4_BINARY_DIR}/docs
COMMAND ${CMAKE_COMMAND} -E make_directory ${generated_params_dir}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/serial/generate_config.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/serial/generate_config.py
--all-ports --ethernet --params-file ${generated_params_dir}/serial_params.c --config-files ${yaml_config_files}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/module_config/generate_params.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/module_config/generate_params.py
--params-file ${generated_params_dir}/module_params.c
--timer-config ${PX4_SOURCE_DIR}/boards/px4/fmu-v5/src/timer_config.cpp # select a typical board
--board-with-io
--ethernet
--config-files ${yaml_config_files} #--verbose
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/src/lib/parameters/px_process_params.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/src/lib/parameters/px_process_params.py
--src-path `find ${PX4_SOURCE_DIR}/src -maxdepth 4 -type d` ${generated_params_dir}
--inject-xml ${PX4_SOURCE_DIR}/src/lib/parameters/parameters_injected.xml
--markdown ${PX4_BINARY_DIR}/docs/parameters.md
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/src/lib/parameters/px_process_params.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/src/lib/parameters/px_process_params.py
--src-path `find ${PX4_SOURCE_DIR}/src -maxdepth 4 -type d` ${generated_params_dir}
--inject-xml ${PX4_SOURCE_DIR}/src/lib/parameters/parameters_injected.xml
--json ${PX4_BINARY_DIR}/docs/parameters.json
--compress
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/src/lib/parameters/px_process_params.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/src/lib/parameters/px_process_params.py
--src-path `find ${PX4_SOURCE_DIR}/src -maxdepth 4 -type d` ${generated_params_dir}
--inject-xml ${PX4_SOURCE_DIR}/src/lib/parameters/parameters_injected.xml
--xml ${PX4_BINARY_DIR}/docs/parameters.xml
@@ -90,7 +90,7 @@ add_custom_target(metadata_parameters
add_custom_target(metadata_module_documentation
COMMAND ${CMAKE_COMMAND} -E make_directory ${PX4_BINARY_DIR}/docs
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_module_doc.py -v --src-path ${PX4_SOURCE_DIR}/src
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_module_doc.py -v --src-path ${PX4_SOURCE_DIR}/src
--markdown ${PX4_BINARY_DIR}/docs/modules
COMMENT "Generating module documentation"
USES_TERMINAL
@@ -99,17 +99,17 @@ add_custom_target(metadata_module_documentation
set(events_src_path "${PX4_SOURCE_DIR}/src/lib/events")
add_custom_target(metadata_extract_events
COMMAND ${CMAKE_COMMAND} -E make_directory ${PX4_BINARY_DIR}/events
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_events.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_events.py
--src-path ${PX4_SOURCE_DIR}/src
--json ${PX4_BINARY_DIR}/events/px4_full.json #--verbose
COMMAND ${PYTHON_EXECUTABLE} ${events_src_path}/libevents/scripts/combine.py
COMMAND ${Python_EXECUTABLE} ${events_src_path}/libevents/scripts/combine.py
${PX4_BINARY_DIR}/events/px4_full.json
${events_src_path}/libevents/events/common.json
${events_src_path}/enums.json
--output ${PX4_BINARY_DIR}/events/all_events_full.json
COMMAND ${PYTHON_EXECUTABLE} ${events_src_path}/libevents/scripts/validate.py
COMMAND ${Python_EXECUTABLE} ${events_src_path}/libevents/scripts/validate.py
${PX4_BINARY_DIR}/events/all_events_full.json
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/compress.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/compress.py
${PX4_BINARY_DIR}/events/all_events_full.json
COMMENT "Extracting events from full source"
USES_TERMINAL
+1 -1
View File
@@ -67,7 +67,7 @@ function(px4_generate_airframes_xml)
ARGN ${ARGN})
add_custom_command(OUTPUT ${PX4_BINARY_DIR}/airframes.xml
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_airframes.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_airframes.py
--airframes-path ${PX4_SOURCE_DIR}/ROMFS/${config_romfs_root}/init.d
--board CONFIG_ARCH_BOARD_${PX4_BOARD}
--xml ${PX4_BINARY_DIR}/airframes.xml
+9 -9
View File
@@ -312,7 +312,7 @@ add_custom_command(
OUTPUT
${uorb_headers}
${msg_out_path}/uORBTopics.hpp
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_topic_files.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_topic_files.py
--headers
-f ${msg_files}
-i ${CMAKE_CURRENT_SOURCE_DIR}
@@ -333,7 +333,7 @@ add_custom_target(uorb_headers DEPENDS ${uorb_headers})
add_custom_command(
OUTPUT
${uorb_json_files}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_topic_files.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_topic_files.py
--json
-f ${msg_files}
-i ${CMAKE_CURRENT_SOURCE_DIR}
@@ -356,7 +356,7 @@ add_custom_command(
OUTPUT
${uorb_message_fields_cpp_file}
${uorb_message_fields_header_file}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_compressed_fields.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_compressed_fields.py
-f ${uorb_json_files}
--source-output-file ${uorb_message_fields_cpp_file}
--header-output-file ${uorb_message_fields_header_file}
@@ -371,7 +371,7 @@ add_custom_command(
# Generate microcdr headers
add_custom_command(
OUTPUT ${uorb_ucdr_headers}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_topic_files.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_topic_files.py
--headers
-f ${msg_files}
-i ${CMAKE_CURRENT_SOURCE_DIR}
@@ -393,7 +393,7 @@ add_custom_command(
OUTPUT
${uorb_sources}
${msg_source_out_path}/uORBTopics.cpp
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_topic_files.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_topic_files.py
--sources
-f ${msg_files}
-i ${CMAKE_CURRENT_SOURCE_DIR}
@@ -459,7 +459,7 @@ if(CONFIG_LIB_CDRSTREAM)
OUTPUT ${uorb_cdr_idl}
COMMAND ${CMAKE_COMMAND}
-E env "PYTHONPATH=${PX4_SOURCE_DIR}/src/lib/cdrstream/rosidl/rosidl_adapter:${PX4_SOURCE_DIR}/src/lib/cdrstream/rosidl/rosidl_cli"
${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/src/lib/cdrstream/msg2idl.py
${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/src/lib/cdrstream/msg2idl.py
${uorb_cdr_msg}
DEPENDS
${uorb_cdr_msg}
@@ -489,7 +489,7 @@ if(CONFIG_LIB_CDRSTREAM)
add_custom_target(
uorb_idl_header
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_topic_files.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/msg/px_generate_uorb_topic_files.py
--uorb-idl-header
-f ${msg_files}
-i ${CMAKE_CURRENT_SOURCE_DIR}
@@ -513,7 +513,7 @@ endif()
if(CONFIG_MODULES_ZENOH)
# Update kconfig file for topics
execute_process(COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/zenoh/px_generate_zenoh_topic_files.py
execute_process(COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/zenoh/px_generate_zenoh_topic_files.py
--zenoh-config
-f ${msg_files}
-o ${PX4_SOURCE_DIR}/src/modules/zenoh/
@@ -522,7 +522,7 @@ if(CONFIG_MODULES_ZENOH)
add_custom_command(
OUTPUT
${PX4_BINARY_DIR}/src/modules/zenoh/uorb_pubsub_factory.hpp
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/zenoh/px_generate_zenoh_topic_files.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/zenoh/px_generate_zenoh_topic_files.py
--zenoh-pub-sub
-f ${msg_files}
-o ${PX4_BINARY_DIR}/src/modules/zenoh/
+1 -1
View File
@@ -7,7 +7,7 @@ uint32 device_id
uint64 time_last_fuse
float32[2] observation
float64[2] observation
float32[2] observation_variance
float32[2] innovation
+5
View File
@@ -87,7 +87,12 @@ const px4_spi_bus_t *px4_spi_buses{nullptr};
int px4_find_spi_bus(uint32_t devid)
{
// px4_spi_buses is only NULL on certain targets depending on defines
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Waddress"
for (int i = 0; ((px4_spi_bus_t *) px4_spi_buses) != nullptr && i < SPI_BUS_MAX_BUS_ITEMS; ++i) {
#pragma GCC diagnostic pop
const px4_spi_bus_t &bus_data = px4_spi_buses[i];
if (bus_data.bus == -1) {
+1 -1
View File
@@ -328,7 +328,7 @@ if (TARGET parameters_xml AND TARGET airframes_xml)
add_custom_command(
OUTPUT ${fw_package}
COMMAND
${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_mkfw.py
${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_mkfw.py
--prototype ${PX4_SOURCE_DIR}/boards/${PX4_BOARD_VENDOR}/${PX4_BOARD_MODEL}/firmware.prototype
--git_identity ${PX4_SOURCE_DIR}
--parameter_xml ${PX4_BINARY_DIR}/parameters.xml
+3 -3
View File
@@ -6,13 +6,13 @@ DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
export APPSDIR="`pwd`/../apps"
if [ "command -v python3" ]; then
PYTHON_EXECUTABLE=python3
Python_EXECUTABLE=python3
else
PYTHON_EXECUTABLE=python
Python_EXECUTABLE=python
fi
if [ "${1}" = "--olddefconfig" ]; then
PYTHONPATH=${DIR} ${PYTHON_EXECUTABLE} ${DIR}/olddefconfig.py > /dev/null
PYTHONPATH=${DIR} ${Python_EXECUTABLE} ${DIR}/olddefconfig.py > /dev/null
else
echo "ERROR: ${@} unsupported"
exit 1
+2 -2
View File
@@ -81,7 +81,7 @@ endif()
string(REPLACE ";" "," serial_ports "${serial_ports}")
add_custom_target(upload
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_uploader.py --port ${serial_ports} ${fw_package}
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_uploader.py --port ${serial_ports} ${fw_package}
DEPENDS ${fw_package}
COMMENT "uploading px4"
VERBATIM
@@ -90,7 +90,7 @@ add_custom_target(upload
)
add_custom_target(force-upload
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_uploader.py --force --port ${serial_ports} ${fw_package}
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_uploader.py --force --port ${serial_ports} ${fw_package}
DEPENDS ${fw_package}
COMMENT "uploading px4 with --force"
VERBATIM
+1 -1
View File
@@ -71,7 +71,7 @@ if(NOT "${PX4_BOARD_LABEL}" MATCHES "canbootloader")
${PX4_BINARY_DIR}/${uavcan_bl_image_name}
${PX4_BINARY_DIR}/deploy/${HWBOARD_ID}.bin
COMMAND
${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/make_can_boot_descriptor.py -v --padding ${uavcanbl_padding} --use-git-hash ${PX4_CONFIG}.bin ${uavcan_bl_image_name}
${Python_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/make_can_boot_descriptor.py -v --padding ${uavcanbl_padding} --use-git-hash ${PX4_CONFIG}.bin ${uavcan_bl_image_name}
COMMAND
COMMAND ${CMAKE_COMMAND} -E make_directory deploy
COMMAND
+1 -1
View File
@@ -120,7 +120,7 @@ foreach(DSDLC_INPUT ${DSDLC_INPUTS})
endforeach(DSDLC_INPUT)
add_custom_command(OUTPUT px4_uavcan_dsdlc_run.stamp
COMMAND
${PYTHON_EXECUTABLE} ${LIBDRONECAN_DIR}/libuavcan/dsdl_compiler/libuavcan_dsdlc
${Python_EXECUTABLE} ${LIBDRONECAN_DIR}/libuavcan/dsdl_compiler/libuavcan_dsdlc
--outdir ${DSDLC_OUTPUT} ${DSDLC_INPUTS}
#--verbose
COMMAND ${CMAKE_COMMAND} -E touch px4_uavcan_dsdlc_run.stamp
@@ -42,7 +42,7 @@ foreach(DSDLC_INPUT ${DSDLC_INPUTS})
set(DSDLC_INPUT_FILES ${DSDLC_INPUT_FILES} ${DSDLC_NEW_INPUT_FILES})
endforeach(DSDLC_INPUT)
add_custom_command(OUTPUT ${CMAKE_BINARY_DIR}/libuavcan_dsdlc_run.stamp
COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/dsdl_compiler/libuavcan_dsdlc ${DSDLC_INPUTS} -O${DSDLC_OUTPUT}
COMMAND ${Python_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/dsdl_compiler/libuavcan_dsdlc ${DSDLC_INPUTS} -O${DSDLC_OUTPUT}
COMMAND ${CMAKE_COMMAND} -E touch ${CMAKE_BINARY_DIR}/libuavcan_dsdlc_run.stamp
DEPENDS ${DSDLC_INPUT_FILES}
WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}
+1 -1
View File
@@ -120,7 +120,7 @@ foreach(DSDLC_INPUT ${DSDLC_INPUTS})
endforeach(DSDLC_INPUT)
add_custom_command(OUTPUT px4_uavcan_dsdlc_run.stamp
COMMAND
${PYTHON_EXECUTABLE} ${LIBDRONECAN_DIR}/libuavcan/dsdl_compiler/libuavcan_dsdlc
${Python_EXECUTABLE} ${LIBDRONECAN_DIR}/libuavcan/dsdl_compiler/libuavcan_dsdlc
--outdir ${DSDLC_OUTPUT} ${DSDLC_INPUTS}
#--verbose
COMMAND ${CMAKE_COMMAND} -E touch px4_uavcan_dsdlc_run.stamp
@@ -41,51 +41,19 @@
#include <px4_platform_common/events.h>
using namespace matrix;
using namespace time_literals;
namespace
{
static constexpr int INTERNAL_MAP_INCREMENT_DEG = 10; //cannot be lower than 5 degrees, should divide 360 evenly
static constexpr int INTERNAL_MAP_USED_BINS = 360 / INTERNAL_MAP_INCREMENT_DEG;
static float wrap_360(float f)
{
return wrap(f, 0.f, 360.f);
}
static int wrap_bin(int i)
{
i = i % INTERNAL_MAP_USED_BINS;
while (i < 0) {
i += INTERNAL_MAP_USED_BINS;
}
return i;
}
} // namespace
CollisionPrevention::CollisionPrevention(ModuleParams *parent) :
ModuleParams(parent)
{
static_assert(INTERNAL_MAP_INCREMENT_DEG >= 5, "INTERNAL_MAP_INCREMENT_DEG needs to be at least 5");
static_assert(360 % INTERNAL_MAP_INCREMENT_DEG == 0, "INTERNAL_MAP_INCREMENT_DEG should divide 360 evenly");
static_assert(BIN_SIZE >= 5, "BIN_SIZE must be at least 5");
static_assert(360 % BIN_SIZE == 0, "BIN_SIZE must divide 360 evenly");
// initialize internal obstacle map
_obstacle_map_body_frame.timestamp = getTime();
_obstacle_map_body_frame.frame = obstacle_distance_s::MAV_FRAME_BODY_FRD;
_obstacle_map_body_frame.increment = INTERNAL_MAP_INCREMENT_DEG;
_obstacle_map_body_frame.increment = BIN_SIZE;
_obstacle_map_body_frame.min_distance = UINT16_MAX;
_obstacle_map_body_frame.max_distance = 0;
_obstacle_map_body_frame.angle_offset = 0.f;
uint32_t internal_bins = sizeof(_obstacle_map_body_frame.distances) / sizeof(_obstacle_map_body_frame.distances[0]);
uint64_t current_time = getTime();
for (uint32_t i = 0 ; i < internal_bins; i++) {
_data_timestamps[i] = current_time;
_data_maxranges[i] = 0;
_data_fov[i] = 0;
for (uint32_t i = 0 ; i < BIN_COUNT; i++) {
_obstacle_map_body_frame.distances[i] = UINT16_MAX;
}
}
@@ -112,48 +80,234 @@ bool CollisionPrevention::is_active()
return activated;
}
void
CollisionPrevention::_addObstacleSensorData(const obstacle_distance_s &obstacle, const matrix::Quatf &vehicle_attitude)
void CollisionPrevention::modifySetpoint(Vector2f &setpoint_accel, const Vector2f &setpoint_vel)
{
int msg_index = 0;
float vehicle_orientation_deg = math::degrees(Eulerf(vehicle_attitude).psi());
float increment_factor = 1.f / obstacle.increment;
if (_vehicle_attitude_sub.updated()) {
vehicle_attitude_s vehicle_attitude;
if (_vehicle_attitude_sub.copy(&vehicle_attitude)) {
_vehicle_attitude = Quatf(vehicle_attitude.q);
_vehicle_yaw = Eulerf(_vehicle_attitude).psi();
}
}
//calculate movement constraints based on range data
const Vector2f original_setpoint = setpoint_accel;
_updateObstacleMap();
_updateObstacleData();
_calculateConstrainedSetpoint(setpoint_accel, setpoint_vel);
// publish constraints
collision_constraints_s constraints{};
original_setpoint.copyTo(constraints.original_setpoint);
setpoint_accel.copyTo(constraints.adapted_setpoint);
constraints.timestamp = getTime();
_constraints_pub.publish(constraints);
}
void CollisionPrevention::_updateObstacleMap()
{
// add distance sensor data
for (auto &dist_sens_sub : _distance_sensor_subs) {
distance_sensor_s distance_sensor;
if (dist_sens_sub.update(&distance_sensor)) {
// consider only instances with valid data and orientations useful for collision prevention
if ((getElapsedTime(&distance_sensor.timestamp) < RANGE_STREAM_TIMEOUT_US) &&
(distance_sensor.orientation != distance_sensor_s::ROTATION_DOWNWARD_FACING) &&
(distance_sensor.orientation != distance_sensor_s::ROTATION_UPWARD_FACING)) {
// update message description
_obstacle_map_body_frame.timestamp = math::max(_obstacle_map_body_frame.timestamp, distance_sensor.timestamp);
_obstacle_map_body_frame.max_distance = math::max(_obstacle_map_body_frame.max_distance,
(uint16_t)(distance_sensor.max_distance * 100.0f));
_obstacle_map_body_frame.min_distance = math::min(_obstacle_map_body_frame.min_distance,
(uint16_t)(distance_sensor.min_distance * 100.0f));
_addDistanceSensorData(distance_sensor, _vehicle_attitude);
}
}
}
// add obstacle distance data
if (_sub_obstacle_distance.update()) {
const obstacle_distance_s &obstacle_distance = _sub_obstacle_distance.get();
// Update map with obstacle data if the data is not stale
if (getElapsedTime(&obstacle_distance.timestamp) < RANGE_STREAM_TIMEOUT_US && obstacle_distance.increment > 0.f) {
//update message description
_obstacle_map_body_frame.timestamp = math::max(_obstacle_map_body_frame.timestamp, obstacle_distance.timestamp);
_obstacle_map_body_frame.max_distance = math::max(_obstacle_map_body_frame.max_distance,
obstacle_distance.max_distance);
_obstacle_map_body_frame.min_distance = math::min(_obstacle_map_body_frame.min_distance,
obstacle_distance.min_distance);
_addObstacleSensorData(obstacle_distance, _vehicle_yaw);
}
}
// publish fused obtacle distance message with data from offboard obstacle_distance and distance sensor
_obstacle_distance_fused_pub.publish(_obstacle_map_body_frame);
}
void CollisionPrevention::_updateObstacleData()
{
_obstacle_data_present = false;
_closest_dist = UINT16_MAX;
_closest_dist_dir.setZero();
for (int i = 0; i < BIN_COUNT; i++) {
// if the data is stale, reset the bin
if (getTime() - _data_timestamps[i] > RANGE_STREAM_TIMEOUT_US) {
_obstacle_map_body_frame.distances[i] = UINT16_MAX;
}
float angle = wrap_2pi(_vehicle_yaw + math::radians((float)i * BIN_SIZE +
_obstacle_map_body_frame.angle_offset));
const Vector2f bin_direction = {cosf(angle), sinf(angle)};
const uint16_t bin_distance = _obstacle_map_body_frame.distances[i];
// check if there is avaliable data and the data of the map is not stale
if (bin_distance < UINT16_MAX
&& (getTime() - _obstacle_map_body_frame.timestamp) < RANGE_STREAM_TIMEOUT_US) {
_obstacle_data_present = true;
}
if (bin_distance * 0.01f < _closest_dist) {
_closest_dist = bin_distance * 0.01f;
_closest_dist_dir = bin_direction;
}
}
}
void CollisionPrevention::_calculateConstrainedSetpoint(Vector2f &setpoint_accel, const Vector2f &setpoint_vel)
{
const float setpoint_length = setpoint_accel.norm();
_min_dist_to_keep = math::max(_obstacle_map_body_frame.min_distance / 100.0f, _param_cp_dist.get());
const hrt_abstime now = getTime();
const bool is_stick_deflected = setpoint_length > 0.001f;
if (_obstacle_data_present && is_stick_deflected) {
_transformSetpoint(setpoint_accel);
float vel_comp_accel = INFINITY;
Vector2f vel_comp_accel_dir{};
_getVelocityCompensationAcceleration(_vehicle_yaw, setpoint_vel, now,
vel_comp_accel, vel_comp_accel_dir);
Vector2f constr_accel_setpoint{};
if (_checkSetpointDirectionFeasability()) {
constr_accel_setpoint = _constrainAccelerationSetpoint(setpoint_length);
}
setpoint_accel = constr_accel_setpoint + vel_comp_accel * vel_comp_accel_dir;
} else if (!_obstacle_data_present) {
// allow no movement
setpoint_accel.setZero();
// if distance data is stale, switch to Loiter
if (getElapsedTime(&_last_timeout_warning) > 1_s && getElapsedTime(&_time_activated) > 1_s) {
if ((now - _obstacle_map_body_frame.timestamp) > TIMEOUT_HOLD_US &&
getElapsedTime(&_time_activated) > TIMEOUT_HOLD_US) {
_publishVehicleCmdDoLoiter();
}
PX4_WARN("No obstacle data, not moving...");
_last_timeout_warning = now;
}
}
}
// TODO this gives false output if the offset is not a multiple of the resolution. to be fixed...
void CollisionPrevention::_addObstacleSensorData(const obstacle_distance_s &obstacle, const float vehicle_yaw)
{
float vehicle_orientation_deg = math::degrees(vehicle_yaw);
if (obstacle.frame == obstacle.MAV_FRAME_GLOBAL || obstacle.frame == obstacle.MAV_FRAME_LOCAL_NED) {
// Obstacle message arrives in local_origin frame (north aligned)
// corresponding data index (convert to world frame and shift by msg offset)
for (int i = 0; i < INTERNAL_MAP_USED_BINS; i++) {
float bin_angle_deg = (float)i * INTERNAL_MAP_INCREMENT_DEG + _obstacle_map_body_frame.angle_offset;
msg_index = ceil(wrap_360(vehicle_orientation_deg + bin_angle_deg - obstacle.angle_offset) * increment_factor);
for (int i = 0; i < BIN_COUNT; i++) {
for (int j = 0; (j < 360 / obstacle.increment) && (j < BIN_COUNT); j++) {
float bin_lower_angle = _wrap_360((float)i * _obstacle_map_body_frame.increment + _obstacle_map_body_frame.angle_offset
- (float)_obstacle_map_body_frame.increment / 2.f);
float bin_upper_angle = _wrap_360((float)i * _obstacle_map_body_frame.increment + _obstacle_map_body_frame.angle_offset
+ (float)_obstacle_map_body_frame.increment / 2.f);
float msg_lower_angle = _wrap_360((float)j * obstacle.increment + obstacle.angle_offset - vehicle_orientation_deg -
obstacle.increment / 2.f);
float msg_upper_angle = _wrap_360((float)j * obstacle.increment + obstacle.angle_offset - vehicle_orientation_deg +
obstacle.increment / 2.f);
//add all data points inside to FOV
if (obstacle.distances[msg_index] != UINT16_MAX) {
if (_enterData(i, obstacle.max_distance * 0.01f, obstacle.distances[msg_index] * 0.01f)) {
_obstacle_map_body_frame.distances[i] = obstacle.distances[msg_index];
_data_timestamps[i] = _obstacle_map_body_frame.timestamp;
_data_maxranges[i] = obstacle.max_distance;
_data_fov[i] = 1;
// if a bin stretches over the 0/360 degree line, adjust the angles
if (bin_lower_angle > bin_upper_angle) {
bin_lower_angle -= 360;
}
if (msg_lower_angle > msg_upper_angle) {
msg_lower_angle -= 360;
}
// Check for overlaps.
if ((msg_lower_angle > bin_lower_angle && msg_lower_angle < bin_upper_angle) ||
(msg_upper_angle > bin_lower_angle && msg_upper_angle < bin_upper_angle) ||
(msg_lower_angle <= bin_lower_angle && msg_upper_angle >= bin_upper_angle) ||
(msg_lower_angle >= bin_lower_angle && msg_upper_angle <= bin_upper_angle)) {
if (obstacle.distances[j] != UINT16_MAX) {
if (_enterData(i, obstacle.max_distance * 0.01f, obstacle.distances[j] * 0.01f)) {
_obstacle_map_body_frame.distances[i] = obstacle.distances[j];
_data_timestamps[i] = _obstacle_map_body_frame.timestamp;
_data_maxranges[i] = obstacle.max_distance;
_data_fov[i] = 1;
}
}
}
}
}
} else if (obstacle.frame == obstacle.MAV_FRAME_BODY_FRD) {
// Obstacle message arrives in body frame (front aligned)
// corresponding data index (shift by msg offset)
for (int i = 0; i < INTERNAL_MAP_USED_BINS; i++) {
float bin_angle_deg = (float)i * INTERNAL_MAP_INCREMENT_DEG +
_obstacle_map_body_frame.angle_offset;
msg_index = ceil(wrap_360(bin_angle_deg - obstacle.angle_offset) * increment_factor);
for (int i = 0; i < BIN_COUNT; i++) {
for (int j = 0; j < 360 / obstacle.increment; j++) {
float bin_lower_angle = _wrap_360((float)i * _obstacle_map_body_frame.increment + _obstacle_map_body_frame.angle_offset
- (float)_obstacle_map_body_frame.increment / 2.f);
float bin_upper_angle = _wrap_360((float)i * _obstacle_map_body_frame.increment + _obstacle_map_body_frame.angle_offset
+ (float)_obstacle_map_body_frame.increment / 2.f);
float msg_lower_angle = _wrap_360((float)j * obstacle.increment + obstacle.angle_offset - obstacle.increment / 2.f);
float msg_upper_angle = _wrap_360((float)j * obstacle.increment + obstacle.angle_offset + obstacle.increment / 2.f);
//add all data points inside to FOV
if (obstacle.distances[msg_index] != UINT16_MAX) {
if (_enterData(i, obstacle.max_distance * 0.01f, obstacle.distances[msg_index] * 0.01f)) {
_obstacle_map_body_frame.distances[i] = obstacle.distances[msg_index];
_data_timestamps[i] = _obstacle_map_body_frame.timestamp;
_data_maxranges[i] = obstacle.max_distance;
_data_fov[i] = 1;
// if a bin stretches over the 0/360 degree line, adjust the angles
if (bin_lower_angle > bin_upper_angle) {
bin_lower_angle -= 360;
}
if (msg_lower_angle > msg_upper_angle) {
msg_lower_angle -= 360;
}
// Check for overlaps.
if ((msg_lower_angle > bin_lower_angle && msg_lower_angle < bin_upper_angle) ||
(msg_upper_angle > bin_lower_angle && msg_upper_angle < bin_upper_angle) ||
(msg_lower_angle <= bin_lower_angle && msg_upper_angle >= bin_upper_angle) ||
(msg_lower_angle >= bin_lower_angle && msg_upper_angle <= bin_upper_angle)) {
if (obstacle.distances[j] != UINT16_MAX) {
if (_enterData(i, obstacle.max_distance * 0.01f, obstacle.distances[j] * 0.01f)) {
_obstacle_map_body_frame.distances[i] = obstacle.distances[j];
_data_timestamps[i] = _obstacle_map_body_frame.timestamp;
_data_maxranges[i] = obstacle.max_distance;
_data_fov[i] = 1;
}
}
}
}
}
@@ -197,80 +351,60 @@ CollisionPrevention::_enterData(int map_index, float sensor_range, float sensor_
return false;
}
void
CollisionPrevention::_updateObstacleMap()
bool
CollisionPrevention::_checkSetpointDirectionFeasability()
{
_sub_vehicle_attitude.update();
bool setpoint_feasible = true;
// add distance sensor data
for (auto &dist_sens_sub : _distance_sensor_subs) {
distance_sensor_s distance_sensor;
for (int i = 0; i < BIN_COUNT; i++) {
// check if our setpoint is either pointing in a direction where data exists, or if not, wether we are allowed to go where there is no data
if ((_obstacle_map_body_frame.distances[i] == UINT16_MAX && i == _setpoint_index) && (!_param_cp_go_no_data.get()
|| (_param_cp_go_no_data.get() && _data_fov[i]))) {
setpoint_feasible = false;
if (dist_sens_sub.update(&distance_sensor)) {
// consider only instances with valid data and orientations useful for collision prevention
if ((getElapsedTime(&distance_sensor.timestamp) < RANGE_STREAM_TIMEOUT_US) &&
(distance_sensor.orientation != distance_sensor_s::ROTATION_DOWNWARD_FACING) &&
(distance_sensor.orientation != distance_sensor_s::ROTATION_UPWARD_FACING)) {
// update message description
_obstacle_map_body_frame.timestamp = math::max(_obstacle_map_body_frame.timestamp, distance_sensor.timestamp);
_obstacle_map_body_frame.max_distance = math::max(_obstacle_map_body_frame.max_distance,
(uint16_t)(distance_sensor.max_distance * 100.0f));
_obstacle_map_body_frame.min_distance = math::min(_obstacle_map_body_frame.min_distance,
(uint16_t)(distance_sensor.min_distance * 100.0f));
_addDistanceSensorData(distance_sensor, Quatf(_sub_vehicle_attitude.get().q));
}
}
}
// add obstacle distance data
if (_sub_obstacle_distance.update()) {
const obstacle_distance_s &obstacle_distance = _sub_obstacle_distance.get();
// Update map with obstacle data if the data is not stale
if (getElapsedTime(&obstacle_distance.timestamp) < RANGE_STREAM_TIMEOUT_US && obstacle_distance.increment > 0.f) {
//update message description
_obstacle_map_body_frame.timestamp = math::max(_obstacle_map_body_frame.timestamp, obstacle_distance.timestamp);
_obstacle_map_body_frame.max_distance = math::max(_obstacle_map_body_frame.max_distance,
obstacle_distance.max_distance);
_obstacle_map_body_frame.min_distance = math::min(_obstacle_map_body_frame.min_distance,
obstacle_distance.min_distance);
_addObstacleSensorData(obstacle_distance, Quatf(_sub_vehicle_attitude.get().q));
}
}
// publish fused obtacle distance message with data from offboard obstacle_distance and distance sensor
_obstacle_distance_pub.publish(_obstacle_map_body_frame);
return setpoint_feasible;
}
void
CollisionPrevention::_addDistanceSensorData(distance_sensor_s &distance_sensor, const matrix::Quatf &vehicle_attitude)
CollisionPrevention::_transformSetpoint(const Vector2f &setpoint)
{
const float sp_angle_body_frame = atan2f(setpoint(1), setpoint(0)) - _vehicle_yaw;
const float sp_angle_with_offset_deg = _wrap_360(math::degrees(sp_angle_body_frame) -
_obstacle_map_body_frame.angle_offset);
_setpoint_index = floor(sp_angle_with_offset_deg / BIN_SIZE);
// change setpoint direction slightly (max by _param_cp_guide_ang degrees) to help guide through narrow gaps
_setpoint_dir = setpoint.unit_or_zero();
_adaptSetpointDirection(_setpoint_dir, _setpoint_index, _vehicle_yaw);
}
void
CollisionPrevention::_addDistanceSensorData(distance_sensor_s &distance_sensor, const Quatf &vehicle_attitude)
{
// clamp at maximum sensor range
float distance_reading = math::min(distance_sensor.current_distance, distance_sensor.max_distance);
// discard values below min range
if ((distance_reading > distance_sensor.min_distance)) {
// negative values indicate out of range but valid measurements.
if (fabsf(distance_sensor.current_distance - -1.f) < FLT_EPSILON && distance_sensor.signal_quality == 0) {
distance_reading = distance_sensor.max_distance;
}
// discard values below min range
if (distance_reading > distance_sensor.min_distance) {
float sensor_yaw_body_rad = _sensorOrientationToYawOffset(distance_sensor, _obstacle_map_body_frame.angle_offset);
float sensor_yaw_body_deg = math::degrees(wrap_2pi(sensor_yaw_body_rad));
// calculate the field of view boundary bin indices
int lower_bound = (int)floor((sensor_yaw_body_deg - math::degrees(distance_sensor.h_fov / 2.0f)) /
INTERNAL_MAP_INCREMENT_DEG);
int upper_bound = (int)floor((sensor_yaw_body_deg + math::degrees(distance_sensor.h_fov / 2.0f)) /
INTERNAL_MAP_INCREMENT_DEG);
int lower_bound = (int)round((sensor_yaw_body_deg - math::degrees(distance_sensor.h_fov / 2.0f)) / BIN_SIZE);
int upper_bound = (int)round((sensor_yaw_body_deg + math::degrees(distance_sensor.h_fov / 2.0f)) / BIN_SIZE);
// floor values above zero, ceil values below zero
if (lower_bound < 0) { lower_bound++; }
if (upper_bound < 0) { upper_bound++; }
// rotate vehicle attitude into the sensor body frame
matrix::Quatf attitude_sensor_frame = vehicle_attitude;
Quatf attitude_sensor_frame = vehicle_attitude;
attitude_sensor_frame.rotate(Vector3f(0.f, 0.f, sensor_yaw_body_rad));
float sensor_dist_scale = cosf(Eulerf(attitude_sensor_frame).theta());
float sensor_dist_scale = cosf(Eulerf(attitude_sensor_frame).theta()); // verify
if (distance_reading < distance_sensor.max_distance) {
distance_reading = distance_reading * sensor_dist_scale;
@@ -279,7 +413,7 @@ CollisionPrevention::_addDistanceSensorData(distance_sensor_s &distance_sensor,
uint16_t sensor_range = static_cast<uint16_t>(100.0f * distance_sensor.max_distance + 0.5f); // convert to cm
for (int bin = lower_bound; bin <= upper_bound; ++bin) {
int wrapped_bin = wrap_bin(bin);
int wrapped_bin = _wrap_bin(bin);
if (_enterData(wrapped_bin, distance_sensor.max_distance, distance_reading)) {
_obstacle_map_body_frame.distances[wrapped_bin] = static_cast<uint16_t>(100.0f * distance_reading + 0.5f);
@@ -294,8 +428,7 @@ CollisionPrevention::_addDistanceSensorData(distance_sensor_s &distance_sensor,
void
CollisionPrevention::_adaptSetpointDirection(Vector2f &setpoint_dir, int &setpoint_index, float vehicle_yaw_angle_rad)
{
const float col_prev_d = _param_cp_dist.get();
const int guidance_bins = floor(_param_cp_guide_ang.get() / INTERNAL_MAP_INCREMENT_DEG);
const int guidance_bins = floor(_param_cp_guide_ang.get() / BIN_SIZE);
const int sp_index_original = setpoint_index;
float best_cost = 9999.f;
int new_sp_index = setpoint_index;
@@ -307,19 +440,19 @@ CollisionPrevention::_adaptSetpointDirection(Vector2f &setpoint_dir, int &setpoi
float mean_dist = 0;
for (int j = i - filter_size; j <= i + filter_size; j++) {
int bin = wrap_bin(j);
int bin = _wrap_bin(j);
if (_obstacle_map_body_frame.distances[bin] == UINT16_MAX) {
mean_dist += col_prev_d * 100.f;
mean_dist += _param_cp_dist.get() * 100.f;
} else {
mean_dist += _obstacle_map_body_frame.distances[bin];
}
}
const int bin = wrap_bin(i);
const int bin = _wrap_bin(i);
mean_dist = mean_dist / (2.f * filter_size + 1.f);
const float deviation_cost = col_prev_d * 50.f * abs(i - sp_index_original);
const float deviation_cost = _param_cp_dist.get() * 50.f * abs(i - sp_index_original);
const float bin_cost = deviation_cost - mean_dist - _obstacle_map_body_frame.distances[bin];
if (bin_cost < best_cost && _obstacle_map_body_frame.distances[bin] != UINT16_MAX) {
@@ -330,7 +463,7 @@ CollisionPrevention::_adaptSetpointDirection(Vector2f &setpoint_dir, int &setpoi
//only change setpoint direction if it was moved to a different bin
if (new_sp_index != setpoint_index) {
float angle = math::radians((float)new_sp_index * INTERNAL_MAP_INCREMENT_DEG + _obstacle_map_body_frame.angle_offset);
float angle = math::radians((float)new_sp_index * BIN_SIZE + _obstacle_map_body_frame.angle_offset);
angle = wrap_2pi(vehicle_yaw_angle_rad + angle);
setpoint_dir = {cosf(angle), sinf(angle)};
setpoint_index = new_sp_index;
@@ -340,7 +473,7 @@ CollisionPrevention::_adaptSetpointDirection(Vector2f &setpoint_dir, int &setpoi
float
CollisionPrevention::_sensorOrientationToYawOffset(const distance_sensor_s &distance_sensor, float angle_offset) const
{
float offset = angle_offset > 0.0f ? math::radians(angle_offset) : 0.0f;
float offset = math::max(math::radians(angle_offset), 0.f);
switch (distance_sensor.orientation) {
case distance_sensor_s::ROTATION_YAW_0:
@@ -376,180 +509,147 @@ CollisionPrevention::_sensorOrientationToYawOffset(const distance_sensor_s &dist
break;
case distance_sensor_s::ROTATION_CUSTOM:
offset = matrix::Eulerf(matrix::Quatf(distance_sensor.q)).psi();
offset = Eulerf(Quatf(distance_sensor.q)).psi();
break;
}
return offset;
}
void
CollisionPrevention::_calculateConstrainedSetpoint(Vector2f &setpoint, const Vector2f &curr_pos,
const Vector2f &curr_vel)
float CollisionPrevention::_getObstacleDistance(const Vector2f &direction)
{
_updateObstacleMap();
// read parameters
const float col_prev_d = _param_cp_dist.get();
const float col_prev_dly = _param_cp_delay.get();
const bool move_no_data = _param_cp_go_nodata.get();
const float xy_p = _param_mpc_xy_p.get();
const float max_jerk = _param_mpc_jerk_max.get();
const float max_accel = _param_mpc_acc_hor.get();
const matrix::Quatf attitude = Quatf(_sub_vehicle_attitude.get().q);
const float vehicle_yaw_angle_rad = Eulerf(attitude).psi();
const float setpoint_length = setpoint.norm();
const hrt_abstime constrain_time = getTime();
int num_fov_bins = 0;
if ((constrain_time - _obstacle_map_body_frame.timestamp) < RANGE_STREAM_TIMEOUT_US) {
if (setpoint_length > 0.001f) {
Vector2f setpoint_dir = setpoint / setpoint_length;
float vel_max = setpoint_length;
const float min_dist_to_keep = math::max(_obstacle_map_body_frame.min_distance / 100.0f, col_prev_d);
const float sp_angle_body_frame = atan2f(setpoint_dir(1), setpoint_dir(0)) - vehicle_yaw_angle_rad;
const float sp_angle_with_offset_deg = wrap_360(math::degrees(sp_angle_body_frame) -
_obstacle_map_body_frame.angle_offset);
int sp_index = floor(sp_angle_with_offset_deg / INTERNAL_MAP_INCREMENT_DEG);
// change setpoint direction slightly (max by _param_cp_guide_ang degrees) to help guide through narrow gaps
_adaptSetpointDirection(setpoint_dir, sp_index, vehicle_yaw_angle_rad);
// limit speed for safe flight
for (int i = 0; i < INTERNAL_MAP_USED_BINS; i++) { // disregard unused bins at the end of the message
// delete stale values
const hrt_abstime data_age = constrain_time - _data_timestamps[i];
if (data_age > RANGE_STREAM_TIMEOUT_US) {
_obstacle_map_body_frame.distances[i] = UINT16_MAX;
}
const float distance = _obstacle_map_body_frame.distances[i] * 0.01f; // convert to meters
const float max_range = _data_maxranges[i] * 0.01f; // convert to meters
float angle = math::radians((float)i * INTERNAL_MAP_INCREMENT_DEG + _obstacle_map_body_frame.angle_offset);
// convert from body to local frame in the range [0, 2*pi]
angle = wrap_2pi(vehicle_yaw_angle_rad + angle);
// get direction of current bin
const Vector2f bin_direction = {cosf(angle), sinf(angle)};
//count number of bins in the field of valid_new
if (_obstacle_map_body_frame.distances[i] < UINT16_MAX) {
num_fov_bins ++;
}
if (_obstacle_map_body_frame.distances[i] > _obstacle_map_body_frame.min_distance
&& _obstacle_map_body_frame.distances[i] < UINT16_MAX) {
if (setpoint_dir.dot(bin_direction) > 0) {
// calculate max allowed velocity with a P-controller (same gain as in the position controller)
const float curr_vel_parallel = math::max(0.f, curr_vel.dot(bin_direction));
float delay_distance = curr_vel_parallel * col_prev_dly;
if (distance < max_range) {
delay_distance += curr_vel_parallel * (data_age * 1e-6f);
}
const float stop_distance = math::max(0.f, distance - min_dist_to_keep - delay_distance);
const float vel_max_posctrl = xy_p * stop_distance;
const float vel_max_smooth = math::trajectory::computeMaxSpeedFromDistance(max_jerk, max_accel, stop_distance, 0.f);
const float projection = bin_direction.dot(setpoint_dir);
float vel_max_bin = vel_max;
if (projection > 0.01f) {
vel_max_bin = math::min(vel_max_posctrl, vel_max_smooth) / projection;
}
// constrain the velocity
if (vel_max_bin >= 0) {
vel_max = math::min(vel_max, vel_max_bin);
}
}
} else if (_obstacle_map_body_frame.distances[i] == UINT16_MAX && i == sp_index) {
if (!move_no_data || (move_no_data && _data_fov[i])) {
vel_max = 0.f;
}
}
}
//if the sensor field of view is zero, never allow to move (even if move_no_data=1)
if (num_fov_bins == 0) {
vel_max = 0.f;
}
setpoint = setpoint_dir * vel_max;
}
} else {
//allow no movement
float vel_max = 0.f;
setpoint = setpoint * vel_max;
// if distance data is stale, switch to Loiter
if (getElapsedTime(&_last_timeout_warning) > 1_s && getElapsedTime(&_time_activated) > 1_s) {
if ((constrain_time - _obstacle_map_body_frame.timestamp) > TIMEOUT_HOLD_US
&& getElapsedTime(&_time_activated) > TIMEOUT_HOLD_US) {
_publishVehicleCmdDoLoiter();
}
_last_timeout_warning = getTime();
}
float obstacle_distance = 0.f;
const float direction_norm = direction.norm();
if (direction_norm > FLT_EPSILON) {
Vector2f dir = direction / direction_norm;
const float sp_angle_body_frame = atan2f(dir(1), dir(0)) - _vehicle_yaw;
const float sp_angle_with_offset_deg =
_wrap_360(math::degrees(sp_angle_body_frame) - _obstacle_map_body_frame.angle_offset);
int dir_index = floor(sp_angle_with_offset_deg / BIN_SIZE);
dir_index = math::constrain(dir_index, 0, BIN_COUNT - 1);
obstacle_distance = _obstacle_map_body_frame.distances[dir_index] * 0.01f;
}
return obstacle_distance;
}
void
CollisionPrevention::modifySetpoint(Vector2f &original_setpoint, const float max_speed, const Vector2f &curr_pos,
const Vector2f &curr_vel)
Vector2f
CollisionPrevention::_constrainAccelerationSetpoint(const float &setpoint_length)
{
//calculate movement constraints based on range data
Vector2f new_setpoint = original_setpoint;
_calculateConstrainedSetpoint(new_setpoint, curr_pos, curr_vel);
Vector2f new_setpoint{};
const Vector2f normal_component = _closest_dist_dir * (_setpoint_dir.dot(_closest_dist_dir));
const Vector2f tangential_component = _setpoint_dir - normal_component;
//warn user if collision prevention starts to interfere
bool currently_interfering = (new_setpoint(0) < original_setpoint(0) - 0.05f * max_speed
|| new_setpoint(0) > original_setpoint(0) + 0.05f * max_speed
|| new_setpoint(1) < original_setpoint(1) - 0.05f * max_speed
|| new_setpoint(1) > original_setpoint(1) + 0.05f * max_speed);
const float normal_scale = _getScale(_closest_dist);
_interfering = currently_interfering;
// publish constraints
collision_constraints_s constraints{};
constraints.timestamp = getTime();
original_setpoint.copyTo(constraints.original_setpoint);
new_setpoint.copyTo(constraints.adapted_setpoint);
_constraints_pub.publish(constraints);
const float closest_dist_tangential = _getObstacleDistance(tangential_component);
const float tangential_scale = _getScale(closest_dist_tangential);
original_setpoint = new_setpoint;
// only scale accelerations towards the obstacle
if (_closest_dist_dir.dot(_setpoint_dir) > 0) {
new_setpoint = (tangential_component * tangential_scale + normal_component * normal_scale) * setpoint_length;
} else {
new_setpoint = _setpoint_dir * setpoint_length;
}
return new_setpoint;
}
float
CollisionPrevention::_getScale(const float &reference_distance)
{
float scale = (reference_distance - _min_dist_to_keep);
const float scale_distance = math::max(_min_dist_to_keep, _param_mpc_vel_manual.get() / _param_mpc_xy_p.get());
// if scale is positive, square it and scale it with the scale_distance
scale = scale > 0 ? powf(scale / scale_distance, 2) : scale;
scale = math::min(scale, 1.0f);
return scale;
}
void CollisionPrevention::_getVelocityCompensationAcceleration(const float vehicle_yaw_angle_rad,
const Vector2f &setpoint_vel,
const hrt_abstime now, float &vel_comp_accel, Vector2f &vel_comp_accel_dir)
{
for (int i = 0; i < BIN_COUNT; i++) {
const float max_range = _data_maxranges[i] * 0.01f;
// get the vector pointing into the direction of current bin
float bin_angle = wrap_2pi(vehicle_yaw_angle_rad
+ math::radians((float)i * BIN_SIZE + _obstacle_map_body_frame.angle_offset));
const Vector2f bin_direction = { cosf(bin_angle), sinf(bin_angle) };
float bin_distance = _obstacle_map_body_frame.distances[i];
// only consider bins which are between min and max values
if (bin_distance > _obstacle_map_body_frame.min_distance && bin_distance < UINT16_MAX) {
const float distance = bin_distance * 0.01f;
// Assume current velocity is sufficiently close to the setpoint velocity, this breaks down if flying high
// acceleration maneuvers
const float curr_vel_parallel = math::max(0.f, setpoint_vel.dot(bin_direction));
float delay_distance = curr_vel_parallel * _param_cp_delay.get();
const hrt_abstime data_age = now - _data_timestamps[i];
if (distance < max_range) {
delay_distance += curr_vel_parallel * (data_age * 1e-6f);
}
const float stop_distance = distance - _min_dist_to_keep - delay_distance;
float curr_acc_vel_constraint;
if (stop_distance >= 0.f) {
const float max_vel = math::trajectory::computeMaxSpeedFromDistance(_param_mpc_jerk_max.get(),
_param_mpc_acc_hor.get(), stop_distance, 0.f);
curr_acc_vel_constraint = _param_mpc_xy_vel_p_acc.get() * math::min(max_vel - curr_vel_parallel, 0.f);
} else {
curr_acc_vel_constraint = -1.f * _param_mpc_xy_vel_p_acc.get() * curr_vel_parallel;
}
if (curr_acc_vel_constraint < vel_comp_accel) {
vel_comp_accel = curr_acc_vel_constraint;
vel_comp_accel_dir = bin_direction;
}
}
}
}
void CollisionPrevention::_publishVehicleCmdDoLoiter()
{
vehicle_command_s command{};
command.timestamp = getTime();
command.command = vehicle_command_s::VEHICLE_CMD_DO_SET_MODE;
command.param1 = (float)1; // base mode
command.param3 = (float)0; // sub mode
command.param1 = 1.f; // base mode VEHICLE_MODE_FLAG_CUSTOM_MODE_ENABLED
command.param2 = (float)PX4_CUSTOM_MAIN_MODE_AUTO;
command.param3 = (float)PX4_CUSTOM_SUB_MODE_AUTO_LOITER;
command.target_system = 1;
command.target_component = 1;
command.source_system = 1;
command.source_component = 1;
command.confirmation = false;
command.from_external = false;
command.param2 = (float)PX4_CUSTOM_MAIN_MODE_AUTO;
command.param3 = (float)PX4_CUSTOM_SUB_MODE_AUTO_LOITER;
// publish the vehicle command
command.timestamp = getTime();
_vehicle_command_pub.publish(command);
}
float CollisionPrevention::_wrap_360(const float f)
{
return wrap(f, 0.f, 360.f);
}
int CollisionPrevention::_wrap_bin(int i)
{
i = i % BIN_COUNT;
while (i < 0) {
i += BIN_COUNT;
}
return i;
}
@@ -34,6 +34,7 @@
/**
* @file CollisionPrevention.hpp
* @author Tanja Baumann <tanja@auterion.com>
* @author Claudio Chies <claudio@chies.com>
*
* CollisionPrevention controller.
*
@@ -74,21 +75,29 @@ public:
/**
* Computes collision free setpoints
* @param original_setpoint, setpoint before collision prevention intervention
* @param max_speed, maximum xy speed
* @param curr_pos, current vehicle position
* @param curr_vel, current vehicle velocity
* @param setpoint_accel setpoint purely based on sticks, to be modified
* @param setpoint_vel current velocity setpoint as information to be able to stop in time, does not get changed
*/
void modifySetpoint(matrix::Vector2f &original_setpoint, const float max_speed,
const matrix::Vector2f &curr_pos, const matrix::Vector2f &curr_vel);
void modifySetpoint(matrix::Vector2f &setpoint_accel, const matrix::Vector2f &setpoint_vel);
static constexpr int BIN_COUNT =
sizeof(obstacle_distance_s::distances) / sizeof(obstacle_distance_s::distances[0]); // 72
static constexpr int BIN_SIZE = 360 / BIN_COUNT; // cannot be lower than 5 degrees, should divide 360 evenly
protected:
/** Aggregates the sensor data into an internal obstacle map in body frame */
void _updateObstacleMap();
obstacle_distance_s _obstacle_map_body_frame {};
bool _data_fov[sizeof(_obstacle_map_body_frame.distances) / sizeof(_obstacle_map_body_frame.distances[0])];
uint64_t _data_timestamps[sizeof(_obstacle_map_body_frame.distances) / sizeof(_obstacle_map_body_frame.distances[0])];
uint16_t _data_maxranges[sizeof(_obstacle_map_body_frame.distances) / sizeof(
_obstacle_map_body_frame.distances[0])]; /**< in cm */
/** Updates the obstacle data based on stale data and calculates values from the map */
void _updateObstacleData();
/** Calculate the constrained setpoint considering the current obstacle distances, acceleration setpoint and velocity setpoint */
void _calculateConstrainedSetpoint(matrix::Vector2f &setpoint_accel, const matrix::Vector2f &setpoint_vel);
obstacle_distance_s _obstacle_map_body_frame{};
bool _data_fov[BIN_COUNT] {};
uint64_t _data_timestamps[BIN_COUNT] {};
uint16_t _data_maxranges[BIN_COUNT] {}; /**< in cm */
void _addDistanceSensorData(distance_sensor_s &distance_sensor, const matrix::Quatf &vehicle_attitude);
@@ -96,7 +105,7 @@ protected:
* Updates obstacle distance message with measurement from offboard
* @param obstacle, obstacle_distance message to be updated
*/
void _addObstacleSensorData(const obstacle_distance_s &obstacle, const matrix::Quatf &vehicle_attitude);
void _addObstacleSensorData(const obstacle_distance_s &obstacle, const float vehicle_yaw);
/**
* Computes an adaption to the setpoint direction to guide towards free space
@@ -106,6 +115,34 @@ protected:
*/
void _adaptSetpointDirection(matrix::Vector2f &setpoint_dir, int &setpoint_index, float vehicle_yaw_angle_rad);
/**
* Constrain the acceleration setpoint based on the distance to the obstacle
* The Scaling of the acceleration setpoint is linear below the min_dist_to_keep and quadratic until the scale_distance above
* +1 ________ _ _
* ┌─┐ │ //
* │X│ │ //
* │X│ │ //
* │X│ │ ///
* │X│ │ //
* │X│ │/////
* │X│──────┼─────────────┬─────────────
* │X│ /│ scale_distance
* │X│ / │
* │X│ / │
* │X│ / │
* │X│ / │
* └─┘/ │
* -1
*/
matrix::Vector2f _constrainAccelerationSetpoint(const float &setpoint_length);
void _getVelocityCompensationAcceleration(const float vehicle_yaw_angle_rad, const matrix::Vector2f &setpoint_vel,
const hrt_abstime now, float &vel_comp_accel, matrix::Vector2f &vel_comp_accel_dir);
float _getObstacleDistance(const matrix::Vector2f &direction);
float _getScale(const float &reference_distance);
/**
* Determines whether a new sensor measurement is used
* @param map_index, index of the bin in the internal map the measurement belongs in
@@ -114,25 +151,39 @@ protected:
*/
bool _enterData(int map_index, float sensor_range, float sensor_reading);
bool _checkSetpointDirectionFeasability();
void _transformSetpoint(const matrix::Vector2f &setpoint);
//Timing functions. Necessary to mock time in the tests
virtual hrt_abstime getTime();
virtual hrt_abstime getElapsedTime(const hrt_abstime *ptr);
private:
bool _interfering{false}; /**< states if the collision prevention interferes with the user input */
bool _data_stale{true}; /**< states if the data is stale */
bool _was_active{false}; /**< states if the collision prevention interferes with the user input */
bool _obstacle_data_present{false}; /**< states if obstacle data is present */
int _setpoint_index{}; /**< index of the setpoint*/
matrix::Vector2f _setpoint_dir{}; /**< direction of the setpoint*/
float _closest_dist{}; /**< closest distance to an obstacle */
matrix::Vector2f _closest_dist_dir{NAN, NAN}; /**< direction of the closest obstacle */
float _min_dist_to_keep{};
orb_advert_t _mavlink_log_pub{nullptr}; /**< Mavlink log uORB handle */
uORB::Subscription _vehicle_attitude_sub{ORB_ID(vehicle_attitude)};
matrix::Quatf _vehicle_attitude{};
float _vehicle_yaw{0.f};
uORB::Publication<collision_constraints_s> _constraints_pub{ORB_ID(collision_constraints)}; /**< constraints publication */
uORB::Publication<obstacle_distance_s> _obstacle_distance_pub{ORB_ID(obstacle_distance_fused)}; /**< obstacle_distance publication */
uORB::Publication<obstacle_distance_s> _obstacle_distance_fused_pub{ORB_ID(obstacle_distance_fused)}; /**< obstacle_distance publication */
uORB::Publication<vehicle_command_s> _vehicle_command_pub{ORB_ID(vehicle_command)}; /**< vehicle command do publication */
uORB::SubscriptionData<obstacle_distance_s> _sub_obstacle_distance{ORB_ID(obstacle_distance)}; /**< obstacle distances received form a range sensor */
uORB::SubscriptionData<vehicle_attitude_s> _sub_vehicle_attitude{ORB_ID(vehicle_attitude)};
uORB::SubscriptionMultiArray<distance_sensor_s> _distance_sensor_subs{ORB_ID::distance_sensor};
static constexpr uint64_t RANGE_STREAM_TIMEOUT_US{500_ms};
@@ -142,13 +193,15 @@ private:
hrt_abstime _time_activated{0};
DEFINE_PARAMETERS(
(ParamFloat<px4::params::CP_DIST>) _param_cp_dist, /**< collision prevention keep minimum distance */
(ParamFloat<px4::params::CP_DELAY>) _param_cp_delay, /**< delay of the range measurement data*/
(ParamFloat<px4::params::CP_GUIDE_ANG>) _param_cp_guide_ang, /**< collision prevention change setpoint angle */
(ParamBool<px4::params::CP_GO_NO_DATA>) _param_cp_go_nodata, /**< movement allowed where no data*/
(ParamFloat<px4::params::MPC_XY_P>) _param_mpc_xy_p, /**< p gain from position controller*/
(ParamFloat<px4::params::MPC_JERK_MAX>) _param_mpc_jerk_max, /**< vehicle maximum jerk*/
(ParamFloat<px4::params::MPC_ACC_HOR>) _param_mpc_acc_hor /**< vehicle maximum horizontal acceleration*/
(ParamFloat<px4::params::CP_DIST>) _param_cp_dist, /**< collision prevention keep minimum distance */
(ParamFloat<px4::params::CP_DELAY>) _param_cp_delay, /**< delay of the range measurement data*/
(ParamFloat<px4::params::CP_GUIDE_ANG>) _param_cp_guide_ang, /**< collision prevention change setpoint angle */
(ParamBool<px4::params::CP_GO_NO_DATA>) _param_cp_go_no_data, /**< movement allowed where no data*/
(ParamFloat<px4::params::MPC_XY_P>) _param_mpc_xy_p, /**< p gain from position controller*/
(ParamFloat<px4::params::MPC_JERK_MAX>) _param_mpc_jerk_max, /**< vehicle maximum jerk*/
(ParamFloat<px4::params::MPC_ACC_HOR>) _param_mpc_acc_hor, /**< vehicle maximum horizontal acceleration*/
(ParamFloat<px4::params::MPC_XY_VEL_P_ACC>) _param_mpc_xy_vel_p_acc, /**< p gain from velocity controller*/
(ParamFloat<px4::params::MPC_VEL_MANUAL>) _param_mpc_vel_manual /**< maximum velocity in manual flight mode*/
)
/**
@@ -180,14 +233,11 @@ private:
*/
void _publishObstacleDistance(obstacle_distance_s &obstacle);
/**
* Aggregates the sensor data into a internal obstacle map in body frame
*/
void _updateObstacleMap();
/**
* Publishes vehicle command.
*/
void _publishVehicleCmdDoLoiter();
static float _wrap_360(const float f);
static int _wrap_bin(int i);
};
File diff suppressed because it is too large Load Diff
+2 -2
View File
@@ -83,12 +83,12 @@ list(APPEND comp_metadata_types "--type" "5,${PX4_BINARY_DIR}/actuators.json.xz,
set(component_general_json ${PX4_BINARY_DIR}/component_general.json)
set(component_information_header ${CMAKE_CURRENT_BINARY_DIR}/checksums.h)
add_custom_command(OUTPUT ${component_general_json} ${component_general_json}.xz ${component_information_header}
COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/generate_component_general.py
COMMAND ${Python_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/generate_component_general.py
${component_general_json}
--compress
${comp_metadata_types}
--version-file ${PX4_BINARY_DIR}/src/lib/version/build_git_version.h
COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/generate_crc.py
COMMAND ${Python_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/generate_crc.py
${component_general_json}
${PX4_BINARY_DIR}/events/all_events.json.xz
--output ${component_information_header}
+6 -6
View File
@@ -47,7 +47,7 @@ set(generated_events_px4_file ${generated_events_dir}/px4.json)
set(generated_events_common_enums_file ${generated_events_dir}/common_with_enums.json)
add_custom_command(OUTPUT ${generated_events_px4_file}
COMMAND ${CMAKE_COMMAND} -E make_directory ${generated_events_dir}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_events.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/px_process_events.py
--base-path ${PX4_SOURCE_DIR}/src
--src-path ${all_px4_src_files_relative}
--json ${generated_events_px4_file} #--verbose
@@ -64,13 +64,13 @@ add_custom_target(events_px4_json DEPENDS ${generated_events_px4_file})
set(generated_events_file ${generated_events_dir}/all_events.json)
add_custom_command(OUTPUT ${generated_events_file} ${generated_events_file}.xz
COMMAND ${PYTHON_EXECUTABLE} libevents/scripts/combine.py
COMMAND ${Python_EXECUTABLE} libevents/scripts/combine.py
${generated_events_px4_file}
${generated_events_common_enums_file}
--output ${generated_events_file}
COMMAND ${PYTHON_EXECUTABLE} libevents/scripts/validate.py
COMMAND ${Python_EXECUTABLE} libevents/scripts/validate.py
${generated_events_file}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/compress.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/compress.py
${generated_events_file}
DEPENDS
${generated_events_px4_file}
@@ -86,7 +86,7 @@ add_custom_target(events_json DEPENDS ${generated_events_file})
# combine common.json with our enums for the code generation
add_custom_command(OUTPUT ${generated_events_common_enums_file}
COMMAND ${CMAKE_COMMAND} -E make_directory ${generated_events_dir}
COMMAND ${PYTHON_EXECUTABLE} libevents/scripts/combine.py
COMMAND ${Python_EXECUTABLE} libevents/scripts/combine.py
enums.json
libevents/events/common.json
--output ${generated_events_common_enums_file}
@@ -105,7 +105,7 @@ add_custom_command(OUTPUT ${generated_events_common_enums_file}
set(generated_events_header ${generated_events_dir}/events_generated.h)
add_custom_command(OUTPUT ${generated_events_header}
COMMAND ${CMAKE_COMMAND} -E make_directory ${generated_events_dir}
COMMAND ${PYTHON_EXECUTABLE} libevents/scripts/generate.py
COMMAND ${Python_EXECUTABLE} libevents/scripts/generate.py
--template libevents/libs/cpp/templates/events_generated.h.jinja
--output ${generated_events_dir}
${generated_events_common_enums_file}
+2 -2
View File
@@ -39,14 +39,14 @@ endif()
set(generated_actuators_metadata_file ${PX4_BINARY_DIR}/actuators.json)
add_custom_command(OUTPUT ${generated_actuators_metadata_file}
${generated_actuators_metadata_file}.xz
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/module_config/generate_actuators_metadata.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/module_config/generate_actuators_metadata.py
${board_with_io_arg}
--timer-config ${PX4_BOARD_DIR}/src/timer_config.cpp
--config-files ${module_config_files} #--verbose
--compress
--board ${PX4_BOARD}
--output-file ${generated_actuators_metadata_file}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/validate_json.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/validate_json.py
--schema-file ${PX4_SOURCE_DIR}/src/modules/mavlink/mavlink/component_information/actuators.schema.json
${generated_actuators_metadata_file}
--skip-if-no-schema # mavlink submodule might not exist for current target if built in CI
+1 -1
View File
@@ -33,7 +33,7 @@
set(functions_header ${CMAKE_CURRENT_BINARY_DIR}/output_functions.hpp)
add_custom_command(OUTPUT ${functions_header}
COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/generate_function_header.py
COMMAND ${Python_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/generate_function_header.py
${CMAKE_CURRENT_SOURCE_DIR}/output_functions.yaml
${functions_header}
DEPENDS
-2
View File
@@ -170,8 +170,6 @@ public:
void setAllMinValues(uint16_t value);
void setAllMaxValues(uint16_t value);
uint16_t &reverseOutputMask() { return _reverse_output_mask; }
uint16_t &failsafeValue(int index) { return _failsafe_value[index]; }
/** Disarmed values: disarmedValue < minValue needs to hold */
uint16_t &disarmedValue(int index) { return _disarmed_value[index]; }
uint16_t &minValue(int index) { return _min_value[index]; }
+6 -6
View File
@@ -90,12 +90,12 @@ endif()
add_custom_command(OUTPUT ${generated_serial_params_file} ${generated_module_params_file}
COMMAND ${CMAKE_COMMAND} -E make_directory ${generated_params_dir}
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/serial/generate_config.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/serial/generate_config.py
--params-file ${generated_serial_params_file}
--serial-ports ${board_serial_ports} ${added_arguments} ${constrained_flash_arg}
--config-files ${module_config_files}
#--verbose
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/module_config/generate_params.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/module_config/generate_params.py
--params-file ${generated_module_params_file}
${added_arguments} ${board_with_io_arg}
--timer-config ${PX4_BOARD_DIR}/src/timer_config.cpp
@@ -114,7 +114,7 @@ set(parameters_xml ${PX4_BINARY_DIR}/parameters.xml)
set(parameters_json ${PX4_BINARY_DIR}/parameters.json)
file(GLOB_RECURSE param_src_files ${PX4_SOURCE_DIR}/src/*params.c ${PX4_SOURCE_DIR}/src/*parameters.c)
add_custom_command(OUTPUT ${parameters_xml} ${parameters_json} ${parameters_json}.xz
COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/px_process_params.py
COMMAND ${Python_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/px_process_params.py
--src-path ${module_list} ${generated_params_dir}
--xml ${parameters_xml}
--json ${parameters_json}
@@ -123,7 +123,7 @@ add_custom_command(OUTPUT ${parameters_xml} ${parameters_json} ${parameters_json
--overrides ${PARAM_DEFAULT_OVERRIDES}
--board ${PX4_BOARD}
#--verbose
COMMAND ${PYTHON_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/validate_json.py
COMMAND ${Python_EXECUTABLE} ${PX4_SOURCE_DIR}/Tools/validate_json.py
--schema-file ${PX4_SOURCE_DIR}/src/modules/mavlink/mavlink/component_information/parameter.schema.json
${parameters_json}
--skip-if-no-schema # mavlink submodule might not exist for current target if built in CI
@@ -145,7 +145,7 @@ add_custom_target(parameters_xml DEPENDS ${parameters_xml})
# generate px4_parameters.hpp
add_custom_command(OUTPUT px4_parameters.hpp
COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/px_generate_params.py
COMMAND ${Python_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/px_generate_params.py
--xml ${parameters_xml} --dest ${CMAKE_CURRENT_BINARY_DIR}
DEPENDS
${PX4_BINARY_DIR}/parameters.xml
@@ -157,7 +157,7 @@ add_custom_target(parameters_header DEPENDS px4_parameters.hpp)
set(SRCS)
list(APPEND SRCS
parameters.cpp
parameters.cpp
atomic_transaction.cpp
autosave.cpp
)
+1 -1
View File
@@ -54,7 +54,7 @@ endif()
set(px4_git_ver_header ${CMAKE_CURRENT_BINARY_DIR}/build_git_version.h)
add_custom_command(OUTPUT ${px4_git_ver_header}
COMMAND
${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/px_update_git_header.py ${px4_git_ver_header} --validate --git_tag '${PX4_GIT_TAG}'
${Python_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/px_update_git_header.py ${px4_git_ver_header} --validate --git_tag '${PX4_GIT_TAG}'
DEPENDS
${CMAKE_CURRENT_SOURCE_DIR}/px_update_git_header.py
${git_dir_path}/HEAD
+1 -1
View File
@@ -40,7 +40,7 @@ add_dependencies(wind_estimator prebuild_targets)
add_subdirectory(test)
add_custom_target(wind_estimator_generate_airspeed_fusion
COMMAND ${PYTHON_EXECUTABLE} derivation.py
COMMAND ${Python_EXECUTABLE} derivation.py
#DEPENDS ${CMAKE_CURRENT_SOURCE_DIR}/python/derivation.py
#BYPRODUCTS ${CMAKE_CURRENT_SOURCE_DIR}/python/generated/fuse_airspeed.h
WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}/python
+2 -2
View File
@@ -32,7 +32,7 @@
############################################################################
add_custom_target(world_magnetic_model_update
COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/fetch_noaa_table.py > ${CMAKE_CURRENT_SOURCE_DIR}/geo_magnetic_tables.hpp
COMMAND ${Python_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/fetch_noaa_table.py > ${CMAKE_CURRENT_SOURCE_DIR}/geo_magnetic_tables.hpp
DEPENDS ${CMAKE_CURRENT_SOURCE_DIR}/fetch_noaa_table.py
WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}
USES_TERMINAL
@@ -40,7 +40,7 @@ add_custom_target(world_magnetic_model_update
)
add_custom_target(world_magnetic_model_tests_update
COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/generate_gtest.py > ${CMAKE_CURRENT_SOURCE_DIR}/test_geo_lookup.cpp
COMMAND ${Python_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/generate_gtest.py > ${CMAKE_CURRENT_SOURCE_DIR}/test_geo_lookup.cpp
DEPENDS ${CMAKE_CURRENT_SOURCE_DIR}/generate_gtest.py
WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}
USES_TERMINAL
+21 -5
View File
@@ -716,6 +716,8 @@ Commander::Commander() :
}
updateParameters();
_failsafe.setOnNotifyUserCallback(&Commander::onFailsafeNotifyUserTrampoline, this);
}
Commander::~Commander()
@@ -2799,8 +2801,8 @@ void Commander::dataLinkCheck()
_open_drone_id_system_lost = false;
if (_datalink_last_heartbeat_open_drone_id_system != 0) {
mavlink_log_info(&_mavlink_log_pub, "OpenDroneID system regained\t");
events::send(events::ID("commander_open_drone_id_regained"), events::Log::Info, "OpenDroneID system regained");
mavlink_log_info(&_mavlink_log_pub, "Remote ID system regained\t");
events::send(events::ID("commander_open_drone_id_regained"), events::Log::Info, "Remote ID system regained");
}
}
@@ -2861,11 +2863,11 @@ void Commander::dataLinkCheck()
_status_changed = true;
}
// OpenDroneID system
// Remote ID system
if ((hrt_elapsed_time(&_datalink_last_heartbeat_open_drone_id_system) > 3_s)
&& !_open_drone_id_system_lost) {
mavlink_log_critical(&_mavlink_log_pub, "OpenDroneID system lost");
events::send(events::ID("commander_open_drone_id_lost"), events::Log::Critical, "OpenDroneID system lost");
mavlink_log_critical(&_mavlink_log_pub, "Remote ID system lost");
events::send(events::ID("commander_remote_id_lost"), events::Log::Critical, "Remote ID system lost");
_vehicle_status.open_drone_id_system_present = false;
_vehicle_status.open_drone_id_system_healthy = false;
_open_drone_id_system_lost = true;
@@ -3000,6 +3002,20 @@ void Commander::send_parachute_command()
set_tune_override(tune_control_s::TUNE_ID_PARACHUTE_RELEASE);
}
void Commander::onFailsafeNotifyUserTrampoline(void *arg)
{
Commander *commander = static_cast<Commander *>(arg);
commander->onFailsafeNotifyUser();
}
void Commander::onFailsafeNotifyUser()
{
// If we are about to inform about a failsafe, we need to ensure any pending health report is sent out first,
// as the failsafe message might reference that. This is only needed in case the report is currently rate-limited,
// i.e. it had a recent previous change already.
_health_and_arming_checks.reportIfUnreportedDifferences();
}
int Commander::print_usage(const char *reason)
{
if (reason) {
+3
View File
@@ -200,6 +200,9 @@ private:
void modeManagementUpdate();
static void onFailsafeNotifyUserTrampoline(void *arg);
void onFailsafeNotifyUser();
enum class PrearmedMode {
DISABLED = 0,
SAFETY_BUTTON = 1,
@@ -219,7 +219,7 @@ bool Report::finalize()
return _results_changed;
}
bool Report::report(bool is_armed, bool force)
bool Report::report(bool force)
{
const hrt_abstime now = hrt_absolute_time();
const bool has_difference = _had_unreported_difference || _results_changed;
@@ -317,3 +317,12 @@ bool Report::report(bool is_armed, bool force)
current_results.health.error, current_results.health.warning);
return true;
}
bool Report::reportIfUnreportedDifferences()
{
if (_had_unreported_difference) {
return report(true);
}
return false;
}
@@ -337,7 +337,12 @@ private:
*/
bool finalize();
bool report(bool is_armed, bool force);
bool report(bool force);
/**
* Send out any unreported changes if there are any
*/
bool reportIfUnreportedDifferences();
const hrt_abstime _min_reporting_interval;
@@ -67,7 +67,7 @@ bool HealthAndArmingChecks::update(bool force_reporting, bool is_arming_request)
}
const bool results_changed = _reporter.finalize();
const bool reported = _reporter.report(_context.isArmed(), force_reporting);
const bool reported = _reporter.report(force_reporting);
if (reported) {
@@ -89,7 +89,7 @@ bool HealthAndArmingChecks::update(bool force_reporting, bool is_arming_request)
}
_reporter.finalize();
_reporter.report(_context.isArmed(), false);
_reporter.report(false);
_reporter._mavlink_log_pub = nullptr;
// LEGACY end
@@ -120,3 +120,8 @@ void HealthAndArmingChecks::updateParams()
_checks[i]->updateParams();
}
}
bool HealthAndArmingChecks::reportIfUnreportedDifferences()
{
return _reporter.reportIfUnreportedDifferences();
}
@@ -88,6 +88,8 @@ public:
*/
bool update(bool force_reporting = false, bool is_arming_request = false);
bool reportIfUnreportedDifferences();
/**
* Whether arming is possible for a given navigation mode
*/
@@ -69,7 +69,7 @@ TEST_F(ReporterTest, basic_no_checks)
reporter.reset();
reporter.finalize();
reporter.report(false, false);
reporter.report(false);
ASSERT_TRUE(reporter.canArm(vehicle_status_s::NAVIGATION_STATE_AUTO_MISSION));
ASSERT_EQ((uint8_t)reporter.armingCheckResults().can_arm, 0xff);
@@ -92,7 +92,7 @@ TEST_F(ReporterTest, basic_fail_all_modes)
reporter.armingCheckFailure(NavModes::All, health_component_t::remote_control,
events::ID("arming_test_basic_fail_all_modes_fail1"), events::Log::Info, "");
reporter.finalize();
reporter.report(false, false);
reporter.report(false);
ASSERT_FALSE(reporter.canArm(nav_state));
ASSERT_TRUE(reporter.canRun(nav_state));
@@ -113,7 +113,7 @@ TEST_F(ReporterTest, arming_checks_mode_category)
events::ID("arming_test_arming_checks_mode_category_fail2"), events::Log::Info, "");
reporter.setIsPresent(health_component_t::battery);
reporter.finalize();
reporter.report(false, false);
reporter.report(false);
ASSERT_TRUE(reporter.canArm(vehicle_status_s::NAVIGATION_STATE_AUTO_MISSION));
ASSERT_TRUE(reporter.canRun(vehicle_status_s::NAVIGATION_STATE_AUTO_MISSION));
@@ -138,7 +138,7 @@ TEST_F(ReporterTest, arming_checks_mode_category2)
reporter.healthFailure(NavModes::Mission, health_component_t::remote_control,
events::ID("arming_test_arming_checks_mode_category2_fail1"), events::Log::Warning, "");
reporter.finalize();
reporter.report(false, false);
reporter.report(false);
ASSERT_FALSE(reporter.canArm(vehicle_status_s::NAVIGATION_STATE_AUTO_MISSION));
@@ -178,7 +178,7 @@ TEST_F(ReporterTest, reporting)
}
reporter.finalize();
reporter.report(false, false);
reporter.report(false);
ASSERT_FALSE(reporter.canArm(vehicle_status_s::NAVIGATION_STATE_POSCTL));
if (i == 0) {
@@ -219,7 +219,7 @@ TEST_F(ReporterTest, reporting)
}
reporter.finalize();
reporter.report(false, false);
reporter.report(false);
ASSERT_FALSE(reporter.canArm(vehicle_status_s::NAVIGATION_STATE_POSCTL));
if (i == 0) {
@@ -265,7 +265,7 @@ TEST_F(ReporterTest, reporting_multiple)
reporter.armingCheckFailure<uint8_t>(NavModes::All, health_component_t::remote_control,
events::ID("arming_test_reporting_multiple_fail3"), events::Log::Warning, "", 55);
reporter.finalize();
reporter.report(false, false);
reporter.report(false);
ASSERT_FALSE(reporter.canArm(vehicle_status_s::NAVIGATION_STATE_POSCTL));
if (i == 0) {
@@ -37,7 +37,7 @@ set(generated_uorb_struct_field_mapping_header ${PX4_BINARY_DIR}/generated_uorb_
set(html_template_file ${CMAKE_CURRENT_SOURCE_DIR}/emscripten_template.html)
set(html_output_file ${PX4_BINARY_DIR}/failsafe_html_template.html)
add_custom_command(OUTPUT ${generated_uorb_struct_field_mapping_header} ${html_output_file}
COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/parse_flags_from_msg.py
COMMAND ${Python_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/parse_flags_from_msg.py
${failsafe_flags_msg_file} ${generated_uorb_struct_field_mapping_header}
${html_template_file} ${html_output_file}
DEPENDS
@@ -170,6 +170,10 @@ void FailsafeBase::removeActions(ClearCondition condition)
void FailsafeBase::notifyUser(uint8_t user_intended_mode, Action action, Action delayed_action, Cause cause)
{
if (_on_notify_user_cb) {
_on_notify_user_cb(_on_notify_user_arg);
}
int delay_s = (_current_delay + 500_ms) / 1_s;
PX4_DEBUG("User notification: failsafe triggered (action=%i, delayed_action=%i, cause=%i, delay=%is)", (int)action,
(int)delayed_action, (int)cause, delay_s);
@@ -165,6 +165,17 @@ public:
bool getDeferFailsafes() const { return _defer_failsafes; }
bool failsafeDeferred() const { return _failsafe_defer_started != 0; }
using UserCallback = void(*)(void *);
/**
* Register a callback that is called before notifying the user.
*/
void setOnNotifyUserCallback(UserCallback callback, void *arg)
{
_on_notify_user_cb = callback;
_on_notify_user_arg = arg;
}
protected:
enum class UserTakeoverAllowed {
Always, ///< allow takeover (immediately)
@@ -278,6 +289,9 @@ private:
orb_advert_t _mavlink_log_pub{nullptr};
UserCallback _on_notify_user_cb{nullptr};
void *_on_notify_user_arg{nullptr};
DEFINE_PARAMETERS_CUSTOM_PARENT(ModuleParams,
(ParamFloat<px4::params::COM_FAIL_ACT_T>) _param_com_fail_act_t
);
+4 -3
View File
@@ -35,7 +35,7 @@ option(EKF2_SYMFORCE_GEN "ekf2 generate symforce output" OFF)
# Symforce code generation TODO:fixme
execute_process(
COMMAND ${PYTHON_EXECUTABLE} -m symforce.symbolic
COMMAND ${Python_EXECUTABLE} -m symforce.symbolic
RESULT_VARIABLE PYTHON_SYMFORCE_EXIT_CODE
OUTPUT_QUIET
)
@@ -58,7 +58,7 @@ if(EKF2_SYMFORCE_GEN AND (${PYTHON_SYMFORCE_EXIT_CODE} EQUAL 0))
${EKF_DERIVATION_SRC_DIR}/generated/predict_covariance.h
${EKF_DERIVATION_SRC_DIR}/generated/state.h
COMMAND
${PYTHON_EXECUTABLE} ${EKF_DERIVATION_SRC_DIR}/derivation.py
${Python_EXECUTABLE} ${EKF_DERIVATION_SRC_DIR}/derivation.py
DEPENDS
${EKF_DERIVATION_SRC_DIR}/derivation.py
${EKF_DERIVATION_SRC_DIR}/utils/derivation_utils.py
@@ -92,7 +92,7 @@ if(EKF2_SYMFORCE_GEN AND (${PYTHON_SYMFORCE_EXIT_CODE} EQUAL 0))
${EKF_DERIVATION_DST_DIR}/generated/predict_covariance.h
${EKF_DERIVATION_DST_DIR}/generated/state.h
COMMAND
${PYTHON_EXECUTABLE} ${EKF_DERIVATION_SRC_DIR}/derivation.py ${SYMFORCE_ARGS}
${Python_EXECUTABLE} ${EKF_DERIVATION_SRC_DIR}/derivation.py ${SYMFORCE_ARGS}
DEPENDS
${EKF_DERIVATION_SRC_DIR}/derivation.py
${EKF_DERIVATION_SRC_DIR}/utils/derivation_utils.py
@@ -277,6 +277,7 @@ px4_add_module(
world_magnetic_model
${EKF_LIBS}
lat_lon_alt
bias_estimator
output_predictor
UNITY_BUILD
+2
View File
@@ -33,6 +33,7 @@
add_subdirectory(bias_estimator)
add_subdirectory(output_predictor)
add_subdirectory(lat_lon_alt)
set(EKF_LIBS)
set(EKF_SRCS)
@@ -154,6 +155,7 @@ target_link_libraries(ecl_EKF
PRIVATE
bias_estimator
geo
lat_lon_alt
output_predictor
world_magnetic_model
${EKF_LIBS}
@@ -74,24 +74,21 @@ void AuxGlobalPosition::update(Ekf &ekf, const estimator::imuSample &imu_delayed
}
estimator_aid_source2d_s aid_src{};
Vector2f position;
const LatLonAlt position(sample.latitude, sample.longitude, sample.altitude_amsl);
const Vector2f innovation = (ekf.getLatLonAlt() - position).xy(); // altitude measurements are not used
if (ekf.global_origin_valid()) {
position = ekf.global_origin().project(sample.latitude, sample.longitude);
//const float hgt = ekf.getEkfGlobalOriginAltitude() - (float)sample.altitude;
// relax the upper observation noise limit which prevents bad measurements perturbing the position estimate
float pos_noise = math::max(sample.eph, _param_ekf2_agp_noise.get(), 0.01f);
const float pos_var = sq(pos_noise);
const Vector2f pos_obs_var(pos_var, pos_var);
// relax the upper observation noise limit which prevents bad measurements perturbing the position estimate
float pos_noise = math::max(sample.eph, _param_ekf2_agp_noise.get(), 0.01f);
const float pos_var = sq(pos_noise);
const Vector2f pos_obs_var(pos_var, pos_var);
ekf.updateAidSourceStatus(aid_src,
sample.time_us, // sample timestamp
position, // observation
pos_obs_var, // observation variance
Vector2f(ekf.state().pos) - position, // innovation
Vector2f(ekf.getPositionVariance()) + pos_obs_var, // innovation variance
math::max(_param_ekf2_agp_gate.get(), 1.f)); // innovation gate
}
ekf.updateAidSourceStatus(aid_src,
sample.time_us, // sample timestamp
matrix::Vector2d(sample.latitude, sample.longitude), // observation
pos_obs_var, // observation variance
innovation, // innovation
Vector2f(ekf.getPositionVariance()) + pos_obs_var, // innovation variance
math::max(_param_ekf2_agp_gate.get(), 1.f)); // innovation gate
const bool starting_conditions = PX4_ISFINITE(sample.latitude) && PX4_ISFINITE(sample.longitude)
&& ekf.control_status_flags().yaw_align;
@@ -113,8 +110,8 @@ void AuxGlobalPosition::update(Ekf &ekf, const estimator::imuSample &imu_delayed
} else {
// Try to initialize using measurement
if (ekf.setEkfGlobalOriginFromCurrentPos(sample.latitude, sample.longitude, sample.altitude_amsl, sample.eph,
sample.epv)) {
if (ekf.resetGlobalPositionTo(sample.latitude, sample.longitude, sample.altitude_amsl, sample.eph,
sample.epv)) {
ekf.enableControlStatusAuxGpos();
_reset_counters.lat_lon = sample.lat_lon_reset_counter;
_state = State::active;
@@ -131,7 +128,7 @@ void AuxGlobalPosition::update(Ekf &ekf, const estimator::imuSample &imu_delayed
if (isTimedOut(aid_src.time_last_fuse, imu_delayed.time_us, ekf._params.no_aid_timeout_max)
|| (_reset_counters.lat_lon != sample.lat_lon_reset_counter)) {
ekf.resetHorizontalPositionTo(Vector2f(aid_src.observation), Vector2f(aid_src.observation_variance));
ekf.resetHorizontalPositionTo(sample.latitude, sample.longitude, Vector2f(aid_src.observation_variance));
ekf.resetAidSourceStatusZeroInnovation(aid_src);
@@ -73,7 +73,7 @@ void Ekf::controlBaroHeightFusion(const imuSample &imu_sample)
if (_baro_counter <= _obs_buffer_length) {
// Initialize the pressure offset (included in the baro bias)
bias_est.setBias(_state.pos(2) + _baro_lpf.getState());
bias_est.setBias(-_gpos.altitude() + _baro_lpf.getState());
}
}
@@ -106,7 +106,7 @@ void Ekf::controlBaroHeightFusion(const imuSample &imu_sample)
if (measurement_valid) {
bias_est.setMaxStateNoise(sqrtf(measurement_var));
bias_est.setProcessNoiseSpectralDensity(_params.baro_bias_nsd);
bias_est.fuseBias(measurement - (-_state.pos(2)), measurement_var + P(State::pos.idx + 2, State::pos.idx + 2));
bias_est.fuseBias(measurement - _gpos.altitude(), measurement_var + P(State::pos.idx + 2, State::pos.idx + 2));
}
// determine if we should use height aiding
@@ -131,8 +131,8 @@ void Ekf::controlBaroHeightFusion(const imuSample &imu_sample)
ECL_WARN("%s height fusion reset required, all height sources failing", HGT_SRC_NAME);
_information_events.flags.reset_hgt_to_baro = true;
resetVerticalPositionTo(-(_baro_lpf.getState() - bias_est.getBias()), measurement_var);
bias_est.setBias(_state.pos(2) + _baro_lpf.getState());
resetAltitudeTo(_baro_lpf.getState() - bias_est.getBias(), measurement_var);
bias_est.setBias(-_gpos.altitude() + _baro_lpf.getState());
// reset vertical velocity if no valid sources available
if (!isVerticalVelocityAidingActive()) {
@@ -163,12 +163,12 @@ void Ekf::controlBaroHeightFusion(const imuSample &imu_sample)
_height_sensor_ref = HeightSensor::BARO;
_information_events.flags.reset_hgt_to_baro = true;
resetVerticalPositionTo(-(_baro_lpf.getState() - bias_est.getBias()), measurement_var);
bias_est.setBias(_state.pos(2) + _baro_lpf.getState());
initialiseAltitudeTo(measurement, measurement_var);
bias_est.reset();
} else {
ECL_INFO("starting %s height fusion", HGT_SRC_NAME);
bias_est.setBias(_state.pos(2) + _baro_lpf.getState());
bias_est.setBias(-_gpos.altitude() + _baro_lpf.getState());
}
aid_src.time_last_fuse = imu_sample.time_us;
@@ -99,7 +99,7 @@ void Ekf::controlEvHeightFusion(const imuSample &imu_sample, const extVisionSamp
if (measurement_valid && quality_sufficient) {
bias_est.setMaxStateNoise(sqrtf(measurement_var));
bias_est.setProcessNoiseSpectralDensity(_params.ev_hgt_bias_nsd);
bias_est.fuseBias(measurement - _state.pos(2), measurement_var + P(State::pos.idx + 2, State::pos.idx + 2));
bias_est.fuseBias(measurement + _gpos.altitude(), measurement_var + P(State::pos.idx + 2, State::pos.idx + 2));
}
const bool continuing_conditions_passing = (_params.ev_ctrl & static_cast<int32_t>(EvCtrl::VPOS))
@@ -117,11 +117,11 @@ void Ekf::controlEvHeightFusion(const imuSample &imu_sample, const extVisionSamp
if (_height_sensor_ref == HeightSensor::EV) {
_information_events.flags.reset_hgt_to_ev = true;
resetVerticalPositionTo(measurement, measurement_var);
resetAltitudeTo(-measurement, measurement_var);
bias_est.reset();
} else {
bias_est.setBias(-_state.pos(2) + measurement);
bias_est.setBias(_gpos.altitude() + measurement);
}
aid_src.time_last_fuse = _time_delayed_us;
@@ -146,8 +146,8 @@ void Ekf::controlEvHeightFusion(const imuSample &imu_sample, const extVisionSamp
// All height sources are failing
ECL_WARN("%s fusion reset required, all height sources failing", AID_SRC_NAME);
_information_events.flags.reset_hgt_to_ev = true;
resetVerticalPositionTo(measurement - bias_est.getBias(), measurement_var);
bias_est.setBias(-_state.pos(2) + measurement);
resetAltitudeTo(-measurement - bias_est.getBias(), measurement_var);
bias_est.setBias(_gpos.altitude() + measurement);
aid_src.time_last_fuse = _time_delayed_us;
@@ -170,14 +170,14 @@ void Ekf::controlEvHeightFusion(const imuSample &imu_sample, const extVisionSamp
if (_params.height_sensor_ref == static_cast<int32_t>(HeightSensor::EV)) {
ECL_INFO("starting %s fusion, resetting state", AID_SRC_NAME);
_information_events.flags.reset_hgt_to_ev = true;
resetVerticalPositionTo(measurement, measurement_var);
resetAltitudeTo(-measurement, measurement_var);
_height_sensor_ref = HeightSensor::EV;
bias_est.reset();
} else {
ECL_INFO("starting %s fusion", AID_SRC_NAME);
bias_est.setBias(-_state.pos(2) + measurement);
bias_est.setBias(_gpos.altitude() + measurement);
}
aid_src.time_last_fuse = _time_delayed_us;
@@ -137,6 +137,8 @@ void Ekf::controlEvPosFusion(const imuSample &imu_sample, const extVisionSample
#endif // CONFIG_EKF2_GNSS
const Vector2f position_estimate = getLocalHorizontalPosition();
const Vector2f measurement{pos(0), pos(1)};
const Vector2f measurement_var{
@@ -150,7 +152,7 @@ void Ekf::controlEvPosFusion(const imuSample &imu_sample, const extVisionSample
if (!bias_fusion_was_active && _ev_pos_b_est.fusionActive()) {
if (quality_sufficient) {
// reset the bias estimator
_ev_pos_b_est.setBias(-Vector2f(_state.pos.xy()) + measurement);
_ev_pos_b_est.setBias(-position_estimate + measurement);
} else if (isOtherSourceOfHorizontalAidingThan(_control_status.flags.ev_pos)) {
// otherwise stop EV position, when quality is good again it will restart with reset bias
@@ -165,7 +167,7 @@ void Ekf::controlEvPosFusion(const imuSample &imu_sample, const extVisionSample
ev_sample.time_us, // sample timestamp
position, // observation
pos_obs_var, // observation variance
Vector2f(_state.pos) - position, // innovation
position_estimate - position, // innovation
Vector2f(getStateVariance<State::pos>()) + pos_obs_var, // innovation variance
math::max(_params.ev_pos_innov_gate, 1.f)); // innovation gate
@@ -174,7 +176,7 @@ void Ekf::controlEvPosFusion(const imuSample &imu_sample, const extVisionSample
if (measurement_valid && quality_sufficient) {
_ev_pos_b_est.setMaxStateNoise(Vector2f(sqrtf(measurement_var(0)), sqrtf(measurement_var(1))));
_ev_pos_b_est.setProcessNoiseSpectralDensity(_params.ev_hgt_bias_nsd); // TODO
_ev_pos_b_est.fuseBias(measurement - Vector2f(_state.pos.xy()),
_ev_pos_b_est.fuseBias(measurement - position_estimate,
measurement_var + Vector2f(getStateVariance<State::pos>()));
}
@@ -213,7 +215,7 @@ void Ekf::startEvPosFusion(const Vector2f &measurement, const Vector2f &measurem
// TODO: (_params.position_sensor_ref == PositionSensor::EV)
if (_control_status.flags.gps) {
ECL_INFO("starting %s fusion", EV_AID_SRC_NAME);
_ev_pos_b_est.setBias(-Vector2f(_state.pos.xy()) + measurement);
_ev_pos_b_est.setBias(-getLocalHorizontalPosition() + measurement);
_ev_pos_b_est.setFusionActive();
} else {
@@ -245,7 +247,7 @@ void Ekf::updateEvPosFusion(const Vector2f &measurement, const Vector2f &measure
_ev_pos_b_est.reset();
} else {
_ev_pos_b_est.setBias(-Vector2f(_state.pos.xy()) + measurement);
_ev_pos_b_est.setBias(-getLocalHorizontalPosition() + measurement);
}
aid_src.time_last_fuse = _time_delayed_us;
@@ -275,14 +277,14 @@ void Ekf::updateEvPosFusion(const Vector2f &measurement, const Vector2f &measure
if (_control_status.flags.gps && !pos_xy_fusion_failing) {
// reset EV position bias
_ev_pos_b_est.setBias(-Vector2f(_state.pos.xy()) + measurement);
_ev_pos_b_est.setBias(-Vector2f(getLocalHorizontalPosition()) + measurement);
} else {
_information_events.flags.reset_pos_to_vision = true;
if (_control_status.flags.gps) {
resetHorizontalPositionTo(measurement - _ev_pos_b_est.getBias(), measurement_var + _ev_pos_b_est.getBiasVar());
_ev_pos_b_est.setBias(-Vector2f(_state.pos.xy()) + measurement);
_ev_pos_b_est.setBias(-getLocalHorizontalPosition() + measurement);
} else {
resetHorizontalPositionTo(measurement, measurement_var);
@@ -51,7 +51,7 @@ void Ekf::controlFakeHgtFusion()
const float obs_var = sq(_params.pos_noaid_noise);
const float innov_gate = 3.f;
updateVerticalPositionAidStatus(aid_src, _time_delayed_us, _last_known_pos(2), obs_var, innov_gate);
updateVerticalPositionAidStatus(aid_src, _time_delayed_us, -_last_known_gpos.altitude(), obs_var, innov_gate);
const bool continuing_conditions_passing = !isVerticalAidingActive();
const bool starting_conditions_passing = continuing_conditions_passing
@@ -98,7 +98,7 @@ void Ekf::controlFakeHgtFusion()
void Ekf::resetFakeHgtFusion()
{
ECL_INFO("reset fake height fusion");
_last_known_pos(2) = _state.pos(2);
_last_known_gpos.setAltitude(_gpos.altitude());
resetVerticalVelocityToZero();
resetHeightToLastKnown();
@@ -109,8 +109,8 @@ void Ekf::resetFakeHgtFusion()
void Ekf::resetHeightToLastKnown()
{
_information_events.flags.reset_pos_to_last_known = true;
ECL_INFO("reset height to last known (%.3f)", (double)_last_known_pos(2));
resetVerticalPositionTo(_last_known_pos(2), sq(_params.pos_noaid_noise));
ECL_INFO("reset height to last known (%.3f)", (double)_last_known_gpos.altitude());
resetAltitudeTo(_last_known_gpos.altitude(), sq(_params.pos_noaid_noise));
}
void Ekf::stopFakeHgtFusion()
@@ -63,17 +63,17 @@ void Ekf::controlFakePosFusion()
obs_var(0) = obs_var(1) = sq(0.5f);
}
const Vector2f position(_last_known_pos);
const Vector2f innovation = (_gpos - _last_known_gpos).xy();
const float innov_gate = 3.f;
updateAidSourceStatus(aid_src,
_time_delayed_us,
position, // observation
obs_var, // observation variance
Vector2f(_state.pos) - position, // innovation
Vector2f(getStateVariance<State::pos>()) + obs_var, // innovation variance
innov_gate); // innovation gate
Vector2f(_gpos.latitude_deg(), _gpos.longitude_deg()), // observation
obs_var, // observation variance
innovation, // innovation
Vector2f(getStateVariance<State::pos>()) + obs_var, // innovation variance
innov_gate); // innovation gate
const bool enable_valid_fake_pos = _control_status.flags.constant_pos || _control_status.flags.vehicle_at_rest;
const bool enable_fake_pos = !enable_valid_fake_pos
@@ -95,7 +95,7 @@ void Ekf::controlFakePosFusion()
void Ekf::resetFakePosFusion()
{
ECL_INFO("reset fake position fusion");
_last_known_pos.xy() = _state.pos.xy();
_last_known_gpos.setLatLon(_gpos);
resetHorizontalPositionToLastKnown();
resetHorizontalVelocityToZero();
@@ -62,9 +62,9 @@ void Ekf::controlGnssHeightFusion(const gnssSample &gps_sample)
const Vector3f pos_offset_body = _params.gps_pos_body - _params.imu_pos_body;
const Vector3f pos_offset_earth = _R_to_earth * pos_offset_body;
const float gnss_alt = _gps_sample_delayed.alt + pos_offset_earth(2);
const float gnss_alt = gps_sample.alt + pos_offset_earth(2);
const float measurement = gnss_alt - getEkfGlobalOriginAltitude();
const float measurement = gnss_alt;
const float measurement_var = sq(noise);
const bool measurement_valid = PX4_ISFINITE(measurement) && PX4_ISFINITE(measurement_var);
@@ -81,13 +81,13 @@ void Ekf::controlGnssHeightFusion(const gnssSample &gps_sample)
if (measurement_valid) {
bias_est.setMaxStateNoise(sqrtf(measurement_var));
bias_est.setProcessNoiseSpectralDensity(_params.gps_hgt_bias_nsd);
bias_est.fuseBias(measurement - (-_state.pos(2)), measurement_var + P(State::pos.idx + 2, State::pos.idx + 2));
bias_est.fuseBias(measurement - _gpos.altitude(), measurement_var + P(State::pos.idx + 2, State::pos.idx + 2));
}
// determine if we should use height aiding
const bool continuing_conditions_passing = (_params.gnss_ctrl & static_cast<int32_t>(GnssCtrl::VPOS))
&& measurement_valid
&& _pos_ref.isInitialized()
&& _local_origin_lat_lon.isInitialized()
&& _gps_checks_passed;
const bool starting_conditions_passing = continuing_conditions_passing
@@ -105,8 +105,8 @@ void Ekf::controlGnssHeightFusion(const gnssSample &gps_sample)
ECL_WARN("%s height fusion reset required, all height sources failing", HGT_SRC_NAME);
_information_events.flags.reset_hgt_to_gps = true;
resetVerticalPositionTo(aid_src.observation, measurement_var);
bias_est.setBias(_state.pos(2) + measurement);
resetAltitudeTo(measurement, measurement_var);
bias_est.setBias(-_gpos.altitude() + measurement);
aid_src.time_last_fuse = _time_delayed_us;
@@ -128,13 +128,13 @@ void Ekf::controlGnssHeightFusion(const gnssSample &gps_sample)
_height_sensor_ref = HeightSensor::GNSS;
_information_events.flags.reset_hgt_to_gps = true;
resetVerticalPositionTo(-measurement, measurement_var);
_gpos_origin_epv = 0.f; // The uncertainty of the global origin is now contained in the local position uncertainty
initialiseAltitudeTo(measurement, measurement_var);
bias_est.reset();
} else {
ECL_INFO("starting %s height fusion", HGT_SRC_NAME);
bias_est.setBias(_state.pos(2) + measurement);
bias_est.setBias(-_gpos.altitude() + measurement);
}
aid_src.time_last_fuse = _time_delayed_us;
@@ -55,32 +55,6 @@
#define MASK_GPS_VSPD (1<<8)
#define MASK_GPS_SPOOFED (1<<9)
void Ekf::collect_gps(const gnssSample &gps)
{
if (_filter_initialised && !_pos_ref.isInitialized() && _gps_checks_passed) {
// If we have good GPS data set the origin's WGS-84 position to the last gps fix
setLatLonOriginFromCurrentPos(gps.lat, gps.lon, gps.hacc);
// Take the current GPS height and subtract the filter height above origin to estimate the GPS height of the origin
if (!PX4_ISFINITE(_gps_alt_ref)) {
setAltOriginFromCurrentPos(gps.alt, gps.vacc);
}
_information_events.flags.gps_checks_passed = true;
ECL_INFO("GPS origin set to lat=%.6f, lon=%.6f",
_pos_ref.getProjectionReferenceLat(), _pos_ref.getProjectionReferenceLon());
} else {
// a rough 2D fix is sufficient to lookup earth spin rate
const bool gps_rough_2d_fix = (gps.fix_type >= 2) && (gps.hacc < 1000);
if (gps_rough_2d_fix && (_gps_checks_passed || !_pos_ref.isInitialized())) {
_earth_rate_NED = calcEarthRateNED((float)math::radians(gps.lat));
}
}
}
bool Ekf::runGnssChecks(const gnssSample &gps)
{
_gps_check_fail_status.flags.spoofed = gps.spoofed;
@@ -67,11 +67,13 @@ void Ekf::controlGpsFusion(const imuSample &imu_delayed)
&& isTimedOut(_last_gps_fail_us, max((uint64_t)1e6, (uint64_t)_min_gps_health_time_us / 10))) {
if (isTimedOut(_last_gps_fail_us, (uint64_t)_min_gps_health_time_us)) {
// First time checks are passing, latching.
if (!_gps_checks_passed) {
_information_events.flags.gps_checks_passed = true;
}
_gps_checks_passed = true;
}
collect_gps(gnss_sample);
} else {
// Skip this sample
_gps_data_ready = false;
@@ -82,10 +84,7 @@ void Ekf::controlGpsFusion(const imuSample &imu_delayed)
}
}
if (_pos_ref.isInitialized()) {
updateGnssPos(gnss_sample, _aid_src_gnss_pos);
}
updateGnssPos(gnss_sample, _aid_src_gnss_pos);
updateGnssVel(imu_delayed, gnss_sample, _aid_src_gnss_vel);
} else if (_control_status.flags.gps) {
@@ -108,9 +107,9 @@ void Ekf::controlGpsFusion(const imuSample &imu_delayed)
const bool continuing_conditions_passing = (gnss_vel_enabled || gnss_pos_enabled)
&& _control_status.flags.tilt_align
&& _control_status.flags.yaw_align
&& _pos_ref.isInitialized();
&& _control_status.flags.yaw_align;
const bool starting_conditions_passing = continuing_conditions_passing && _gps_checks_passed;
const bool gpos_init_conditions_passing = gnss_pos_enabled && _gps_checks_passed;
if (_control_status.flags.gps) {
if (continuing_conditions_passing) {
@@ -174,6 +173,9 @@ void Ekf::controlGpsFusion(const imuSample &imu_delayed)
}
_control_status.flags.gps = true;
} else if (gpos_init_conditions_passing && !_local_origin_lat_lon.isInitialized()) {
resetHorizontalPositionToGnss(_aid_src_gnss_pos);
}
}
}
@@ -221,8 +223,10 @@ void Ekf::updateGnssPos(const gnssSample &gnss_sample, estimator_aid_source2d_s
{
// correct position and height for offset relative to IMU
const Vector3f pos_offset_body = _params.gps_pos_body - _params.imu_pos_body;
const Vector3f pos_offset_earth = _R_to_earth * pos_offset_body;
const Vector2f position = _pos_ref.project(gnss_sample.lat, gnss_sample.lon) - pos_offset_earth.xy();
const Vector3f pos_offset_earth = Vector3f(_R_to_earth * pos_offset_body);
const LatLonAlt measurement(gnss_sample.lat, gnss_sample.lon, gnss_sample.alt);
const LatLonAlt measurement_corrected = measurement + (-pos_offset_earth);
const Vector2f innovation = (_gpos - measurement_corrected).xy();
// relax the upper observation noise limit which prevents bad GPS perturbing the position estimate
float pos_noise = math::max(gnss_sample.hacc, _params.gps_pos_noise);
@@ -237,12 +241,13 @@ void Ekf::updateGnssPos(const gnssSample &gnss_sample, estimator_aid_source2d_s
const float pos_var = math::max(sq(pos_noise), sq(0.01f));
const Vector2f pos_obs_var(pos_var, pos_var);
const matrix::Vector2d observation(measurement_corrected.latitude_deg(), measurement_corrected.longitude_deg());
updateAidSourceStatus(aid_src,
gnss_sample.time_us, // sample timestamp
position, // observation
observation, // observation
pos_obs_var, // observation variance
Vector2f(_state.pos) - position, // innovation
innovation, // innovation
Vector2f(getStateVariance<State::pos>()) + pos_obs_var, // innovation variance
math::max(_params.gps_pos_innov_gate, 1.f)); // innovation gate
}
@@ -322,8 +327,9 @@ void Ekf::resetVelocityToGnss(estimator_aid_source3d_s &aid_src)
void Ekf::resetHorizontalPositionToGnss(estimator_aid_source2d_s &aid_src)
{
_information_events.flags.reset_pos_to_gps = true;
resetHorizontalPositionTo(Vector2f(aid_src.observation), Vector2f(aid_src.observation_variance));
_gpos_origin_eph = 0.f; // The uncertainty of the global origin is now contained in the local position uncertainty
resetLatLonTo(aid_src.observation[0], aid_src.observation[1],
aid_src.observation_variance[0] +
aid_src.observation_variance[1]);
resetAidSourceStatusZeroInnovation(aid_src);
}
@@ -90,12 +90,7 @@ void Ekf::controlMagFusion(const imuSample &imu_sample)
if (global_origin_valid()
&& (origin_newer_than_last_mag || (isLocalHorizontalPositionValid() && isTimedOut(_wmm_mag_time_last_checked, 10e6)))
) {
// position of local NED origin in GPS / WGS84 frame
double latitude_deg;
double longitude_deg;
global_origin().reproject(_state.pos(0), _state.pos(1), latitude_deg, longitude_deg);
if (updateWorldMagneticModel(latitude_deg, longitude_deg)) {
if (updateWorldMagneticModel(_gpos.latitude_deg(), _gpos.longitude_deg())) {
wmm_updated = true;
}
@@ -368,7 +363,7 @@ bool Ekf::checkHaglYawResetReq() const
// Check if height has increased sufficiently to be away from ground magnetic anomalies
// and request a yaw reset if not already requested.
static constexpr float mag_anomalies_max_hagl = 1.5f;
const bool above_mag_anomalies = (getTerrainVPos() - _state.pos(2)) > mag_anomalies_max_hagl;
const bool above_mag_anomalies = (getTerrainVPos() + _gpos.altitude()) > mag_anomalies_max_hagl;
return above_mag_anomalies;
}
@@ -230,12 +230,6 @@ void Ekf::resetFlowFusion(const flowSample &flow_sample)
const float flow_vel_var = sq(predictFlowRange()) * calcOptFlowMeasVar(flow_sample);
resetHorizontalVelocityTo(getFilteredFlowVelNE(), flow_vel_var);
// reset position, estimate is relative to initial position in this mode, so we start with zero error
if (!_control_status.flags.in_air) {
ECL_INFO("reset position to zero");
resetHorizontalPositionTo(Vector2f(0.f, 0.f), 0.f);
}
resetAidSourceStatusZeroInnovation(_aid_src_optical_flow);
_innov_check_fail_status.flags.reject_optflow_X = false;
@@ -247,7 +241,7 @@ void Ekf::resetTerrainToFlow()
ECL_INFO("reset hagl to flow");
// TODO: use the flow data
const float new_terrain = fmaxf(0.0f, _state.pos(2));
const float new_terrain = -_gpos.altitude() + _params.rng_gnd_clearance;
const float delta_terrain = new_terrain - _state.terrain;
_state.terrain = new_terrain;
P.uncorrelateCovarianceSetVariance<State::terrain.dof>(State::terrain.idx, 100.f);
@@ -67,7 +67,8 @@ bool Ekf::fuseOptFlow(VectorState &H, const bool update_terrain)
// recalculate the innovation using the updated state
const Vector3f flow_gyro_corrected = _flow_sample_delayed.gyro_rate - _flow_gyro_bias;
_aid_src_optical_flow.innovation[1] = predictFlow(flow_gyro_corrected)(1) - _aid_src_optical_flow.observation[1];
_aid_src_optical_flow.innovation[1] = predictFlow(flow_gyro_corrected)(1) - static_cast<float>
(_aid_src_optical_flow.observation[1]);
}
if (_aid_src_optical_flow.innovation_variance[index] < _aid_src_optical_flow.observation_variance[index]) {
@@ -148,7 +148,7 @@ void Ekf::controlRangeHaglFusion(const imuSample &imu_sample)
_height_sensor_ref = HeightSensor::RANGE;
_information_events.flags.reset_hgt_to_rng = true;
resetVerticalPositionTo(-aid_src.observation, aid_src.observation_variance);
resetAltitudeTo(aid_src.observation, aid_src.observation_variance);
_state.terrain = 0.f;
_control_status.flags.rng_hgt = true;
stopRngTerrFusion();
@@ -180,7 +180,7 @@ void Ekf::controlRangeHaglFusion(const imuSample &imu_sample)
ECL_WARN("%s height fusion reset required, all height sources failing", HGT_SRC_NAME);
_information_events.flags.reset_hgt_to_rng = true;
resetVerticalPositionTo(-(aid_src.observation - _state.terrain));
resetAltitudeTo(aid_src.observation - _state.terrain);
// reset vertical velocity if no valid sources available
if (!isVerticalVelocityAidingActive()) {
+41 -34
View File
@@ -74,7 +74,7 @@ void Ekf::reset()
//
#if defined(CONFIG_EKF2_TERRAIN)
// assume a ground clearance
_state.terrain = _state.pos(2) + _params.rng_gnd_clearance;
_state.terrain = -_gpos.altitude() + _params.rng_gnd_clearance;
#endif // CONFIG_EKF2_TERRAIN
#if defined(CONFIG_EKF2_RANGE_FINDER)
@@ -97,7 +97,7 @@ void Ekf::reset()
resetGpsDriftCheckFilters();
_gps_checks_passed = false;
#endif // CONFIG_EKF2_GNSS
_gps_alt_ref = NAN;
_local_origin_alt = NAN;
_output_predictor.reset();
@@ -113,7 +113,7 @@ void Ekf::reset()
_time_last_heading_fuse = 0;
_time_last_terrain_fuse = 0;
_last_known_pos.setZero();
_last_known_gpos.setZero();
#if defined(CONFIG_EKF2_BAROMETER)
_baro_counter = 0;
@@ -168,7 +168,7 @@ bool Ekf::update()
// control fusion of observation data
controlFusionModes(imu_sample_delayed);
_output_predictor.correctOutputStates(imu_sample_delayed.time_us, _state.quat_nominal, _state.vel, _state.pos,
_output_predictor.correctOutputStates(imu_sample_delayed.time_us, _state.quat_nominal, _state.vel, _gpos,
_state.gyro_bias, _state.accel_bias);
return true;
@@ -205,7 +205,7 @@ bool Ekf::initialiseFilter()
initialiseCovariance();
// reset the output predictor state history to match the EKF initial values
_output_predictor.alignOutputFilter(_state.quat_nominal, _state.vel, _state.pos);
_output_predictor.alignOutputFilter(_state.quat_nominal, _state.vel, _gpos);
return true;
}
@@ -230,6 +230,11 @@ bool Ekf::initialiseTilt()
void Ekf::predictState(const imuSample &imu_delayed)
{
if (std::fabs(_gpos.latitude_rad() - _earth_rate_lat_ref_rad) > math::radians(1.0)) {
_earth_rate_lat_ref_rad = _gpos.latitude_rad();
_earth_rate_NED = calcEarthRateNED((float)_earth_rate_lat_ref_rad);
}
// apply imu bias corrections
const Vector3f delta_ang_bias_scaled = getGyroBias() * imu_delayed.delta_ang_dt;
Vector3f corrected_delta_ang = imu_delayed.delta_ang - delta_ang_bias_scaled;
@@ -254,15 +259,18 @@ void Ekf::predictState(const imuSample &imu_delayed)
// calculate the increment in velocity using the current orientation
_state.vel += corrected_delta_vel_ef;
// compensate for acceleration due to gravity
_state.vel(2) += CONSTANTS_ONE_G * imu_delayed.delta_vel_dt;
// compensate for acceleration due to gravity, Coriolis and transport rate
const Vector3f gravity_acceleration(0.f, 0.f, CONSTANTS_ONE_G); // simplistic model
const Vector3f coriolis_acceleration = -2.f * _earth_rate_NED.cross(vel_last);
const Vector3f transport_rate = -_gpos.computeAngularRateNavFrame(vel_last).cross(vel_last);
_state.vel += (gravity_acceleration + coriolis_acceleration + transport_rate) * imu_delayed.delta_vel_dt;
// predict position states via trapezoidal integration of velocity
_state.pos += (vel_last + _state.vel) * imu_delayed.delta_vel_dt * 0.5f;
_gpos += (vel_last + _state.vel) * imu_delayed.delta_vel_dt * 0.5f;
_state.pos(2) = -_gpos.altitude();
// constrain states
_state.vel = matrix::constrain(_state.vel, -_params.velocity_limit, _params.velocity_limit);
_state.pos = matrix::constrain(_state.pos, -1.e6f, 1.e6f);
// calculate a filtered horizontal acceleration with a 1 sec time constant
@@ -283,14 +291,12 @@ bool Ekf::resetGlobalPosToExternalObservation(const double latitude, const doubl
return false;
}
if (!_pos_ref.isInitialized()) {
if (!setLatLonOriginFromCurrentPos(latitude, longitude, eph)) {
if (!_local_origin_lat_lon.isInitialized()) {
if (!resetLatLonTo(latitude, longitude, sq(eph))) {
return false;
}
if (!PX4_ISFINITE(_gps_alt_ref)) {
setAltOriginFromCurrentPos(altitude, epv);
}
initialiseAltitudeTo(altitude, sq(epv));
return true;
}
@@ -315,12 +321,20 @@ bool Ekf::resetGlobalPosToExternalObservation(const double latitude, const doubl
pos_correction = _state.vel * dt_s;
}
{
const Vector2f hpos = _pos_ref.project(latitude, longitude) + pos_correction.xy();
LatLonAlt gpos(latitude, longitude, altitude);
bool alt_valid = true;
if (!checkAltitudeValidity(gpos.altitude())) {
gpos.setAltitude(_gpos.altitude());
alt_valid = false;
}
const LatLonAlt gpos_corrected = gpos + pos_correction;
{
const float obs_var = math::max(sq(eph), sq(0.01f));
const Vector2f innov = Vector2f(_state.pos.xy()) - hpos;
const Vector2f innov = (_gpos - gpos_corrected).xy();
const Vector2f innov_var = Vector2f(getStateVariance<State::pos>()) + obs_var;
const float sq_gate = sq(5.f); // magic hardcoded gate
@@ -334,8 +348,8 @@ bool Ekf::resetGlobalPosToExternalObservation(const double latitude, const doubl
ECL_INFO("reset position to external observation");
_information_events.flags.reset_pos_to_ext_obs = true;
resetHorizontalPositionTo(hpos, obs_var);
_last_known_pos.xy() = _state.pos.xy();
resetHorizontalPositionTo(gpos_corrected.latitude_deg(), gpos_corrected.longitude_deg(), obs_var);
_last_known_gpos.setLatLon(gpos_corrected);
} else {
ECL_INFO("fuse external observation as position measurement");
@@ -348,24 +362,16 @@ bool Ekf::resetGlobalPosToExternalObservation(const double latitude, const doubl
_state_reset_status.posNE_change.zero();
_time_last_hor_pos_fuse = _time_delayed_us;
_last_known_pos.xy() = _state.pos.xy();
_last_known_gpos.setLatLon(gpos_corrected);
}
}
if (checkAltitudeValidity(altitude)) {
const float altitude_corrected = altitude - pos_correction(2);
if (alt_valid) {
const float obs_var = math::max(sq(epv), sq(0.01f));
if (!PX4_ISFINITE(_gps_alt_ref)) {
setAltOriginFromCurrentPos(altitude_corrected, epv);
} else {
const float vpos = -(altitude_corrected - _gps_alt_ref);
const float obs_var = math::max(sq(epv), sq(0.01f));
ECL_INFO("reset height to external observation");
resetVerticalPositionTo(vpos, obs_var);
_last_known_pos(2) = _state.pos(2);
}
ECL_INFO("reset height to external observation");
initialiseAltitudeTo(gpos_corrected.altitude(), obs_var);
_last_known_gpos.setAltitude(gpos_corrected.altitude());
}
return true;
@@ -425,9 +431,10 @@ void Ekf::print_status()
(double)getStateVariance<State::vel>()(2)
);
const Vector3f position = getPosition();
printf("Position (%d-%d): [%.3f, %.3f, %.3f] var: [%.1e, %.1e, %.1e]\n",
State::pos.idx, State::pos.idx + State::pos.dof - 1,
(double)_state.pos(0), (double)_state.pos(1), (double)_state.pos(2),
(double)position(0), (double)position(1), (double) position(2),
(double)getStateVariance<State::pos>()(0), (double)getStateVariance<State::pos>()(1),
(double)getStateVariance<State::pos>()(2)
);
+33 -23
View File
@@ -66,6 +66,8 @@
# include "aid_sources/aux_global_position/aux_global_position.hpp"
#endif // CONFIG_EKF2_AUX_GLOBAL_POSITION
#include "lat_lon_alt/lat_lon_alt.hpp"
enum class Likelihood { LOW, MEDIUM, HIGH };
class ExternalVisionVel;
@@ -102,8 +104,8 @@ public:
bool isTerrainEstimateValid() const { return _terrain_valid; }
// get the estimated terrain vertical position relative to the NED origin
float getTerrainVertPos() const { return _state.terrain; };
float getHagl() const { return _state.terrain - _state.pos(2); }
float getTerrainVertPos() const { return _state.terrain + getEkfGlobalOriginAltitude(); };
float getHagl() const { return _state.terrain + _gpos.altitude(); }
// get the terrain variance
float getTerrainVariance() const { return P(State::terrain.idx, State::terrain.idx); }
@@ -192,8 +194,8 @@ public:
bool checkLatLonValidity(double latitude, double longitude);
bool checkAltitudeValidity(float altitude);
bool setEkfGlobalOrigin(double latitude, double longitude, float altitude, float eph = NAN, float epv = NAN);
bool setEkfGlobalOriginFromCurrentPos(double latitude, double longitude, float altitude, float eph = NAN,
float epv = NAN);
bool resetGlobalPositionTo(double latitude, double longitude, float altitude, float eph = NAN,
float epv = NAN);
// get the 1-sigma horizontal and vertical position uncertainty of the ekf WGS-84 position
void get_ekf_gpos_accuracy(float *ekf_eph, float *ekf_epv) const;
@@ -217,17 +219,14 @@ public:
void resetAccelBias();
void resetAccelBiasCov();
// return true if the global position estimate is valid
// return true if the origin is set we are not doing unconstrained free inertial navigation
// and have not started using synthetic position observations to constrain drift
bool isGlobalHorizontalPositionValid() const
{
return _pos_ref.isInitialized() && isLocalHorizontalPositionValid();
return _local_origin_lat_lon.isInitialized() && isLocalHorizontalPositionValid();
}
bool isGlobalVerticalPositionValid() const
{
return _pos_ref.isInitialized() && isLocalVerticalPositionValid();
return PX4_ISFINITE(_local_origin_alt) && isLocalVerticalPositionValid();
}
bool isLocalHorizontalPositionValid() const
@@ -375,8 +374,6 @@ public:
#endif // CONFIG_EKF2_EXTERNAL_VISION
#if defined(CONFIG_EKF2_GNSS)
void collect_gps(const gnssSample &gps);
// set minimum continuous period without GPS fail required to mark a healthy GPS status
void set_min_required_gps_health_time(uint32_t time_us) { _min_gps_health_time_us = time_us; }
@@ -473,6 +470,8 @@ private:
StateSample _state{}; ///< state struct of the ekf running at the delayed time horizon
LatLonAlt _gpos{0.0, 0.0, 0.f};
bool _filter_initialised{false}; ///< true when the EKF sttes and covariances been initialised
uint64_t _time_last_horizontal_aiding{0}; ///< amount of time we have been doing inertial only deadreckoning (uSec)
@@ -486,9 +485,10 @@ private:
uint64_t _time_last_heading_fuse{0};
uint64_t _time_last_terrain_fuse{0};
Vector3f _last_known_pos{}; ///< last known local position vector (m)
LatLonAlt _last_known_gpos{};
Vector3f _earth_rate_NED{}; ///< earth rotation vector (NED) in rad/s
Vector3f _earth_rate_NED{}; ///< earth rotation vector (NED) in rad/s
double _earth_rate_lat_ref_rad{0.0}; ///< latitude at which the earth rate was evaluated (radians)
Dcmf _R_to_earth{}; ///< transformation matrix from body frame to earth frame from last EKF prediction
@@ -645,11 +645,11 @@ private:
P.slice<S.dof, S.dof>(S.idx, S.idx) = cov;
}
bool setLatLonOrigin(double latitude, double longitude, float eph = NAN);
bool setAltOrigin(float altitude, float epv = NAN);
bool setLatLonOrigin(double latitude, double longitude, float hpos_var = NAN);
bool setAltOrigin(float altitude, float vpos_var = NAN);
bool setLatLonOriginFromCurrentPos(double latitude, double longitude, float eph = NAN);
bool setAltOriginFromCurrentPos(float altitude, float epv = NAN);
bool resetLatLonTo(double latitude, double longitude, float hpos_var = NAN);
bool initialiseAltitudeTo(float altitude, float vpos_var = NAN);
// update quaternion states and covariances using an innovation, observation variance and Jacobian vector
bool fuseYaw(estimator_aid_source1d_s &aid_src_status, const VectorState &H_YAW);
@@ -711,14 +711,22 @@ private:
void resetHorizontalPositionToLastKnown();
void resetHorizontalPositionTo(const Vector2f &new_horz_pos, const Vector2f &new_horz_pos_var);
void resetHorizontalPositionTo(const Vector2f &new_horz_pos, const float pos_var = NAN) { resetHorizontalPositionTo(new_horz_pos, Vector2f(pos_var, pos_var)); }
void resetHorizontalPositionTo(const double &new_latitude, const double &new_longitude,
const Vector2f &new_horz_pos_var);
void resetHorizontalPositionTo(const double &new_latitude, const double &new_longitude, const float pos_var = NAN) { resetHorizontalPositionTo(new_latitude, new_longitude, Vector2f(pos_var, pos_var)); }
void resetHorizontalPositionTo(const Vector2f &new_pos, const Vector2f &new_horz_pos_var);
Vector2f getLocalHorizontalPosition() const;
Vector2f computeDeltaHorizontalPosition(const double &new_latitude, const double &new_longitude) const;
void updateHorizontalPositionResetStatus(const Vector2f &delta);
void resetWindTo(const Vector2f &wind, const Vector2f &wind_var);
bool isHeightResetRequired() const;
void resetVerticalPositionTo(float new_vert_pos, float new_vert_pos_var = NAN);
void resetAltitudeTo(float new_altitude, float new_vert_pos_var = NAN);
void updateVerticalPositionResetStatus(const float delta_z);
void resetVerticalVelocityToZero();
@@ -740,6 +748,7 @@ private:
void controlTerrainFakeFusion();
void updateTerrainValidity();
void updateTerrainResetStatus(const float delta_z);
# if defined(CONFIG_EKF2_RANGE_FINDER)
// update the terrain vertical position estimate using a height above ground measurement from the range finder
@@ -832,6 +841,7 @@ private:
void startEvPosFusion(const Vector2f &measurement, const Vector2f &measurement_var, estimator_aid_source2d_s &aid_src);
void updateEvPosFusion(const Vector2f &measurement, const Vector2f &measurement_var, bool quality_sufficient,
bool reset, estimator_aid_source2d_s &aid_src);
void stopEvPosFusion();
void stopEvHgtFusion();
void stopEvVelFusion();
@@ -1049,9 +1059,9 @@ private:
}
// helper used for populating and filtering estimator aid source struct for logging
template <typename T, typename S>
template <typename T, typename S, typename D>
void updateAidSourceStatus(T &status, const uint64_t &timestamp_sample,
const S &observation, const S &observation_variance,
const D &observation, const S &observation_variance,
const S &innovation, const S &innovation_variance,
float innovation_gate = 1.f) const
{
@@ -1106,7 +1116,7 @@ private:
status.test_ratio[i] = test_ratio;
status.observation[i] = observation(i);
status.observation[i] = static_cast<double>(observation(i));
status.observation_variance[i] = observation_variance(i);
status.innovation[i] = innovation(i);
+104 -84
View File
@@ -65,9 +65,9 @@ Vector3f Ekf::calcEarthRateNED(float lat_rad) const
void Ekf::getEkfGlobalOrigin(uint64_t &origin_time, double &latitude, double &longitude, float &origin_alt) const
{
origin_time = _pos_ref.getProjectionReferenceTimestamp();
latitude = _pos_ref.getProjectionReferenceLat();
longitude = _pos_ref.getProjectionReferenceLon();
origin_time = _local_origin_lat_lon.getProjectionReferenceTimestamp();
latitude = _local_origin_lat_lon.getProjectionReferenceLat();
longitude = _local_origin_lat_lon.getProjectionReferenceLon();
origin_alt = getEkfGlobalOriginAltitude();
}
@@ -85,156 +85,170 @@ bool Ekf::checkAltitudeValidity(const float altitude)
return (PX4_ISFINITE(altitude) && ((altitude > -12'000.f) && (altitude < 100'000.f)));
}
bool Ekf::setEkfGlobalOrigin(const double latitude, const double longitude, const float altitude, const float eph,
const float epv)
bool Ekf::setEkfGlobalOrigin(const double latitude, const double longitude, const float altitude, const float hpos_var,
const float vpos_var)
{
if (!setLatLonOrigin(latitude, longitude, eph)) {
if (!setLatLonOrigin(latitude, longitude, hpos_var)) {
return false;
}
// altitude is optional
setAltOrigin(altitude, epv);
setAltOrigin(altitude, vpos_var);
return true;
}
bool Ekf::setLatLonOrigin(const double latitude, const double longitude, const float eph)
bool Ekf::setLatLonOrigin(const double latitude, const double longitude, const float hpos_var)
{
if (!checkLatLonValidity(latitude, longitude)) {
return false;
}
bool current_pos_available = false;
double current_lat = static_cast<double>(NAN);
double current_lon = static_cast<double>(NAN);
if (!_local_origin_lat_lon.isInitialized() && isLocalHorizontalPositionValid()) {
// Already navigating in a local frame, use the origin to initialize global position
const Vector2f pos_prev = getLocalHorizontalPosition();
_local_origin_lat_lon.initReference(latitude, longitude, _time_delayed_us);
double new_latitude;
double new_longitude;
_local_origin_lat_lon.reproject(pos_prev(0), pos_prev(1), new_latitude, new_longitude);
resetHorizontalPositionTo(new_latitude, new_longitude, hpos_var);
// if we are already doing aiding, correct for the change in position since the EKF started navigating
if (_pos_ref.isInitialized() && isLocalHorizontalPositionValid()) {
_pos_ref.reproject(_state.pos(0), _state.pos(1), current_lat, current_lon);
current_pos_available = true;
}
// reinitialize map projection to latitude, longitude, altitude, and reset position
_pos_ref.initReference(latitude, longitude, _time_delayed_us);
if (PX4_ISFINITE(eph) && (eph >= 0.f)) {
_gpos_origin_eph = eph;
}
if (current_pos_available) {
// reset horizontal position if we already have a global origin
Vector2f position = _pos_ref.project(current_lat, current_lon);
resetHorizontalPositionTo(position);
} else {
// Simply move the origin and compute the change in local position
const Vector2f pos_prev = getLocalHorizontalPosition();
_local_origin_lat_lon.initReference(latitude, longitude, _time_delayed_us);
const Vector2f pos_new = getLocalHorizontalPosition();
const Vector2f delta_pos = pos_new - pos_prev;
updateHorizontalPositionResetStatus(delta_pos);
}
return true;
}
bool Ekf::setAltOrigin(const float altitude, const float epv)
bool Ekf::setAltOrigin(const float altitude, const float vpos_var)
{
if (!checkAltitudeValidity(altitude)) {
return false;
}
const float gps_alt_ref_prev = _gps_alt_ref;
_gps_alt_ref = altitude;
ECL_INFO("EKF origin altitude %.1fm -> %.1fm", (double)_local_origin_alt,
(double)altitude);
if (PX4_ISFINITE(epv) && (epv >= 0.f)) {
_gpos_origin_epv = epv;
}
if (!PX4_ISFINITE(_local_origin_alt) && isLocalVerticalPositionValid()) {
const float local_alt_prev = _gpos.altitude();
_local_origin_alt = altitude;
resetAltitudeTo(local_alt_prev + _local_origin_alt);
if (PX4_ISFINITE(gps_alt_ref_prev) && isLocalVerticalPositionValid()) {
// determine current z
const float z_prev = _state.pos(2);
const float current_alt = -z_prev + gps_alt_ref_prev;
#if defined(CONFIG_EKF2_GNSS)
const float gps_hgt_bias = _gps_hgt_b_est.getBias();
#endif // CONFIG_EKF2_GNSS
resetVerticalPositionTo(_gps_alt_ref - current_alt);
ECL_DEBUG("EKF global origin updated, resetting vertical position %.1fm -> %.1fm", (double)z_prev,
(double)_state.pos(2));
#if defined(CONFIG_EKF2_GNSS)
// adjust existing GPS height bias
_gps_hgt_b_est.setBias(gps_hgt_bias);
#endif // CONFIG_EKF2_GNSS
} else {
const float delta_origin_alt = altitude - _local_origin_alt;
_local_origin_alt = altitude;
updateVerticalPositionResetStatus(-delta_origin_alt);
#if defined(CONFIG_EKF2_TERRAIN)
updateTerrainResetStatus(-delta_origin_alt);
#endif // CONFIG_EKF2_TERRAIN
}
return true;
}
bool Ekf::setEkfGlobalOriginFromCurrentPos(const double latitude, const double longitude, const float altitude,
const float eph, const float epv)
bool Ekf::resetGlobalPositionTo(const double latitude, const double longitude, const float altitude,
const float hpos_var, const float vpos_var)
{
if (!setLatLonOriginFromCurrentPos(latitude, longitude, eph)) {
if (!resetLatLonTo(latitude, longitude, hpos_var)) {
return false;
}
// altitude is optional
setAltOriginFromCurrentPos(altitude, epv);
initialiseAltitudeTo(altitude, vpos_var);
return true;
}
bool Ekf::setLatLonOriginFromCurrentPos(const double latitude, const double longitude, const float eph)
bool Ekf::resetLatLonTo(const double latitude, const double longitude, const float hpos_var)
{
if (!checkLatLonValidity(latitude, longitude)) {
return false;
}
_pos_ref.initReference(latitude, longitude, _time_delayed_us);
Vector2f pos_prev;
// if we are already doing aiding, correct for the change in position since the EKF started navigating
if (isLocalHorizontalPositionValid()) {
double est_lat;
double est_lon;
_pos_ref.reproject(-_state.pos(0), -_state.pos(1), est_lat, est_lon);
_pos_ref.initReference(est_lat, est_lon, _time_delayed_us);
if (!_local_origin_lat_lon.isInitialized()) {
MapProjection zero_ref;
zero_ref.initReference(0.0, 0.0);
pos_prev = zero_ref.project(_gpos.latitude_deg(), _gpos.longitude_deg());
_local_origin_lat_lon.initReference(latitude, longitude, _time_delayed_us);
// if we are already doing aiding, correct for the change in position since the EKF started navigating
if (isLocalHorizontalPositionValid()) {
double est_lat;
double est_lon;
_local_origin_lat_lon.reproject(-pos_prev(0), -pos_prev(1), est_lat, est_lon);
_local_origin_lat_lon.initReference(est_lat, est_lon, _time_delayed_us);
}
ECL_INFO("Origin set to lat=%.6f, lon=%.6f",
_local_origin_lat_lon.getProjectionReferenceLat(), _local_origin_lat_lon.getProjectionReferenceLon());
} else {
pos_prev = _local_origin_lat_lon.project(_gpos.latitude_deg(), _gpos.longitude_deg());
}
if (PX4_ISFINITE(eph) && (eph >= 0.f)) {
_gpos_origin_eph = eph;
_gpos.setLatLonDeg(latitude, longitude);
_output_predictor.resetLatLonTo(latitude, longitude);
const Vector2f delta_horz_pos = getLocalHorizontalPosition() - pos_prev;
#if defined(CONFIG_EKF2_EXTERNAL_VISION)
_ev_pos_b_est.setBias(_ev_pos_b_est.getBias() - delta_horz_pos);
#endif // CONFIG_EKF2_EXTERNAL_VISION
updateHorizontalPositionResetStatus(delta_horz_pos);
if (PX4_ISFINITE(hpos_var)) {
P.uncorrelateCovarianceSetVariance<2>(State::pos.idx, math::max(sq(0.01f), hpos_var));
}
// Reset the timout timer
_time_last_hor_pos_fuse = _time_delayed_us;
return true;
}
bool Ekf::setAltOriginFromCurrentPos(const float altitude, const float epv)
bool Ekf::initialiseAltitudeTo(const float altitude, const float vpos_var)
{
if (!checkAltitudeValidity(altitude)) {
return false;
}
_gps_alt_ref = altitude + _state.pos(2);
if (!PX4_ISFINITE(_local_origin_alt)) {
const float local_alt_prev = _gpos.altitude();
if (PX4_ISFINITE(epv) && (epv >= 0.f)) {
_gpos_origin_epv = epv;
if (isLocalVerticalPositionValid()) {
_local_origin_alt = altitude - local_alt_prev;
} else {
_local_origin_alt = altitude;
}
ECL_INFO("Origin alt=%.3f", (double)_local_origin_alt);
}
resetAltitudeTo(altitude, vpos_var);
return true;
}
void Ekf::get_ekf_gpos_accuracy(float *ekf_eph, float *ekf_epv) const
{
float eph = INFINITY;
float epv = INFINITY;
if (global_origin_valid()) {
// report absolute accuracy taking into account the uncertainty in location of the origin
eph = sqrtf(P.trace<2>(State::pos.idx + 0) + sq(_gpos_origin_eph));
epv = sqrtf(P.trace<1>(State::pos.idx + 2) + sq(_gpos_origin_epv));
get_ekf_lpos_accuracy(ekf_eph, ekf_epv);
if (_horizontal_deadreckon_time_exceeded) {
float lpos_eph = 0.f;
float lpos_epv = 0.f;
get_ekf_lpos_accuracy(&lpos_eph, &lpos_epv);
eph = math::max(eph, lpos_eph);
epv = math::max(epv, lpos_epv);
}
} else {
*ekf_eph = INFINITY;
*ekf_epv = INFINITY;
}
*ekf_eph = eph;
*ekf_epv = epv;
}
void Ekf::get_ekf_lpos_accuracy(float *ekf_eph, float *ekf_epv) const
@@ -726,7 +740,13 @@ void Ekf::fuse(const VectorState &K, float innovation)
_state.vel = matrix::constrain(_state.vel - K.slice<State::vel.dof, 1>(State::vel.idx, 0) * innovation, -1.e3f, 1.e3f);
// pos
_state.pos = matrix::constrain(_state.pos - K.slice<State::pos.dof, 1>(State::pos.idx, 0) * innovation, -1.e6f, 1.e6f);
const Vector3f pos_correction = K.slice<State::pos.dof, 1>(State::pos.idx, 0) * (-innovation);
// Accumulate position in global coordinates
_gpos += pos_correction;
_state.pos.zero();
// Also store altitude in the state vector as this is used for optical flow fusion
_state.pos(2) = -_gpos.altitude();
// gyro_bias
_state.gyro_bias = matrix::constrain(_state.gyro_bias - K.slice<State::gyro_bias.dof, 1>(State::gyro_bias.idx,
@@ -568,6 +568,26 @@ bool EstimatorInterface::initialise_interface(uint64_t timestamp)
return true;
}
Vector3f EstimatorInterface::getPosition() const
{
LatLonAlt lla = _output_predictor.getLatLonAlt();
float x;
float y;
if (_local_origin_lat_lon.isInitialized()) {
_local_origin_lat_lon.project(lla.latitude_deg(), lla.longitude_deg(), x, y);
} else {
MapProjection zero_ref;
zero_ref.initReference(0.0, 0.0);
zero_ref.project(lla.latitude_deg(), lla.longitude_deg(), x, y);
}
const float z = -(lla.altitude() - getEkfGlobalOriginAltitude());
return Vector3f(x, y, z);
}
bool EstimatorInterface::isOnlyActiveSourceOfHorizontalAiding(const bool aiding_flag) const
{
return aiding_flag && !isOtherSourceOfHorizontalAidingThan(aiding_flag);
+8 -8
View File
@@ -42,6 +42,7 @@
#ifndef EKF_ESTIMATOR_INTERFACE_H
#define EKF_ESTIMATOR_INTERFACE_H
#include "lat_lon_alt/lat_lon_alt.hpp"
#if defined(MODULE_NAME)
#include <px4_platform_common/log.h>
# define ECL_INFO PX4_DEBUG
@@ -241,7 +242,8 @@ public:
Vector3f getVelocity() const { return _output_predictor.getVelocity(); }
const Vector3f &getVelocityDerivative() const { return _output_predictor.getVelocityDerivative(); }
float getVerticalPositionDerivative() const { return _output_predictor.getVerticalPositionDerivative(); }
Vector3f getPosition() const { return _output_predictor.getPosition(); }
Vector3f getPosition() const;
LatLonAlt getLatLonAlt() const { return _output_predictor.getLatLonAlt(); }
const Vector3f &getOutputTrackingError() const { return _output_predictor.getOutputTrackingError(); }
#if defined(CONFIG_EKF2_MAGNETOMETER)
@@ -307,9 +309,9 @@ public:
const imuSample &get_imu_sample_delayed() const { return _imu_buffer.get_oldest(); }
const uint64_t &time_delayed_us() const { return _time_delayed_us; }
bool global_origin_valid() const { return _pos_ref.isInitialized(); }
const MapProjection &global_origin() const { return _pos_ref; }
float getEkfGlobalOriginAltitude() const { return PX4_ISFINITE(_gps_alt_ref) ? _gps_alt_ref : 0.f; }
bool global_origin_valid() const { return _local_origin_lat_lon.isInitialized(); }
const MapProjection &global_origin() const { return _local_origin_lat_lon; }
float getEkfGlobalOriginAltitude() const { return PX4_ISFINITE(_local_origin_alt) ? _local_origin_alt : 0.f; }
OutputPredictor &output_predictor() { return _output_predictor; };
@@ -379,10 +381,8 @@ protected:
bool _initialised{false}; // true if the ekf interface instance (data buffering) is initialized
// Variables used to publish the WGS-84 location of the EKF local NED origin
MapProjection _pos_ref{}; // Contains WGS-84 position latitude and longitude of the EKF origin
float _gps_alt_ref{NAN}; ///< WGS-84 height (m)
float _gpos_origin_eph{0.0f}; // horizontal position uncertainty of the global origin
float _gpos_origin_epv{0.0f}; // vertical position uncertainty of the global origin
MapProjection _local_origin_lat_lon{};
float _local_origin_alt{NAN};
#if defined(CONFIG_EKF2_GNSS)
RingBuffer<gnssSample> *_gps_buffer {nullptr};
@@ -1,6 +1,6 @@
############################################################################
#
# Copyright (c) 2018 PX4 Development Team. All rights reserved.
# Copyright (c) 2024 PX4 Development Team. All rights reserved.
#
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions
@@ -31,9 +31,13 @@
#
############################################################################
px4_add_library(FlightTaskManualPositionSmoothVel
FlightTaskManualPositionSmoothVel.cpp
add_library(lat_lon_alt
lat_lon_alt.cpp
lat_lon_alt.hpp
)
target_link_libraries(FlightTaskManualPositionSmoothVel PUBLIC FlightTaskManualPosition FlightTaskUtility)
target_include_directories(FlightTaskManualPositionSmoothVel PUBLIC ${CMAKE_CURRENT_SOURCE_DIR})
add_dependencies(lat_lon_alt prebuild_targets)
target_include_directories(lat_lon_alt PUBLIC ${CMAKE_CURRENT_SOURCE_DIR})
target_compile_options(lat_lon_alt PRIVATE ${MAX_CUSTOM_OPT_LEVEL})
px4_add_unit_gtest(SRC test_lat_lon_alt.cpp LINKLIBS lat_lon_alt geo)
@@ -0,0 +1,108 @@
/****************************************************************************
*
* Copyright (c) 2024 PX4 Development Team. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions
* are met:
*
* 1. Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
* 2. Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in
* the documentation and/or other materials provided with the
* distribution.
* 3. Neither the name PX4 nor the names of its contributors may be
* used to endorse or promote products derived from this software
* without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
* POSSIBILITY OF SUCH DAMAGE.
*
****************************************************************************/
#include "lat_lon_alt.hpp"
using matrix::Vector3f;
using matrix::Vector2d;
Vector3f LatLonAlt::computeAngularRateNavFrame(const Vector3f &v_ned) const
{
double r_n;
double r_e;
computeRadiiOfCurvature(_latitude_rad, r_n, r_e);
return Vector3f(
v_ned(1) / (static_cast<float>(r_e) + _altitude),
-v_ned(0) / (static_cast<float>(r_n) + _altitude),
-v_ned(1) * tanf(_latitude_rad) / (static_cast<float>(r_e) + _altitude));
}
Vector2d LatLonAlt::deltaLatLonToDeltaXY(const double latitude, const float altitude)
{
double r_n;
double r_e;
computeRadiiOfCurvature(latitude, r_n, r_e);
const double dn_dlat = r_n + static_cast<double>(altitude);
const double de_dlon = (r_e + static_cast<double>(altitude)) * cos(latitude);
return Vector2d(dn_dlat, de_dlon);
}
void LatLonAlt::computeRadiiOfCurvature(const double latitude, double &meridian_radius_of_curvature,
double &transverse_radius_of_curvature)
{
const double tmp = 1.0 - pow(Wgs84::eccentricity * sin(latitude), 2);
const double sqrt_tmp = std::sqrt(tmp);
meridian_radius_of_curvature = Wgs84::meridian_radius_of_curvature_numerator / (tmp * tmp * sqrt_tmp);
transverse_radius_of_curvature = Wgs84::equatorial_radius / sqrt_tmp;
}
LatLonAlt LatLonAlt::operator+(const matrix::Vector3f &delta_pos) const
{
const matrix::Vector2d d_lat_lon_to_d_xy = deltaLatLonToDeltaXY(latitude_rad(), altitude());
const double latitude_rad = matrix::wrap_pi(_latitude_rad + static_cast<double>(delta_pos(0)) / d_lat_lon_to_d_xy(0));
const double longitude_rad = matrix::wrap_pi(_longitude_rad + static_cast<double>(delta_pos(1)) / d_lat_lon_to_d_xy(1));
const float altitude = _altitude - delta_pos(2);
LatLonAlt lla_new;
lla_new.setLatLonRad(latitude_rad, longitude_rad);
lla_new.setAltitude(altitude);
return lla_new;
}
void LatLonAlt::operator+=(const matrix::Vector3f &delta_pos)
{
matrix::Vector2d d_lat_lon_to_d_xy = deltaLatLonToDeltaXY(_latitude_rad, _altitude);
_latitude_rad = matrix::wrap_pi(_latitude_rad + static_cast<double>(delta_pos(0)) / d_lat_lon_to_d_xy(0));
_longitude_rad = matrix::wrap_pi(_longitude_rad + static_cast<double>(delta_pos(1)) / d_lat_lon_to_d_xy(1));
_altitude -= delta_pos(2);
}
void LatLonAlt::operator+=(const matrix::Vector2f &delta_pos)
{
matrix::Vector2d d_lat_lon_to_d_xy = deltaLatLonToDeltaXY(_latitude_rad, _altitude);
_latitude_rad = matrix::wrap_pi(_latitude_rad + static_cast<double>(delta_pos(0)) / d_lat_lon_to_d_xy(0));
_longitude_rad = matrix::wrap_pi(_longitude_rad + static_cast<double>(delta_pos(1)) / d_lat_lon_to_d_xy(1));
}
matrix::Vector3f LatLonAlt::operator-(const LatLonAlt &lla) const
{
const double delta_lat = matrix::wrap_pi(_latitude_rad - lla.latitude_rad());
const double delta_lon = matrix::wrap_pi(_longitude_rad - lla.longitude_rad());
const float delta_alt = _altitude - lla.altitude();
const matrix::Vector2d d_lat_lon_to_d_xy = deltaLatLonToDeltaXY(_latitude_rad, _altitude);
return matrix::Vector3f(static_cast<float>(delta_lat * d_lat_lon_to_d_xy(0)),
static_cast<float>(delta_lon * d_lat_lon_to_d_xy(1)),
-delta_alt);
}
@@ -0,0 +1,113 @@
/****************************************************************************
*
* Copyright (c) 2024 PX4 Development Team. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions
* are met:
*
* 1. Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
* 2. Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in
* the documentation and/or other materials provided with the
* distribution.
* 3. Neither the name PX4 nor the names of its contributors may be
* used to endorse or promote products derived from this software
* without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
* POSSIBILITY OF SUCH DAMAGE.
*
****************************************************************************/
#pragma once
#include "mathlib/math/Limits.hpp"
#include <matrix/math.hpp>
class LatLonAlt
{
public:
LatLonAlt() = default;
LatLonAlt(const LatLonAlt &lla)
{
_latitude_rad = lla.latitude_rad();
_longitude_rad = lla.longitude_rad();
_altitude = lla.altitude();
}
LatLonAlt(const double latitude_deg, const double longitude_deg, const float altitude_m)
{
_latitude_rad = math::radians(latitude_deg);
_longitude_rad = math::radians(longitude_deg);
_altitude = altitude_m;
}
void setZero() { _latitude_rad = 0.0; _longitude_rad = 0.0; _altitude = 0.f; }
double latitude_deg() const { return math::degrees(latitude_rad()); }
double longitude_deg() const { return math::degrees(longitude_rad()); }
const double &latitude_rad() const { return _latitude_rad; }
const double &longitude_rad() const { return _longitude_rad; }
float altitude() const { return _altitude; }
void setLatitudeDeg(const double &latitude_deg) { _latitude_rad = math::radians(latitude_deg); }
void setLongitudeDeg(const double &longitude_deg) { _longitude_rad = math::radians(longitude_deg); }
void setAltitude(const float altitude) { _altitude = altitude; }
void setLatLon(const LatLonAlt &lla) { _latitude_rad = lla.latitude_rad(); _longitude_rad = lla.longitude_rad(); }
void setLatLonDeg(const double latitude, const double longitude) { _latitude_rad = math::radians(latitude); _longitude_rad = math::radians(longitude); }
void setLatLonRad(const double latitude, const double longitude) { _latitude_rad = latitude; _longitude_rad = longitude; }
void print() const { printf("latitude = %f (deg), longitude = %f (deg), altitude = %f (m)\n", _latitude_rad, _longitude_rad, (double)_altitude); }
/*
* The plus and minus operators below use approximations and should only be used when the Cartesian component is small
*/
LatLonAlt operator+(const matrix::Vector3f &delta_pos) const;
void operator+=(const matrix::Vector3f &delta_pos);
void operator+=(const matrix::Vector2f &delta_pos);
matrix::Vector3f operator-(const LatLonAlt &lla) const;
void operator=(const LatLonAlt &lla)
{
_latitude_rad = lla.latitude_rad();
_longitude_rad = lla.longitude_rad();
_altitude = lla.altitude();
}
/*
* Compute the angular rate of the local navigation frame at the current latitude and height
* with respect to an inertial frame and resolved in the navigation frame
*/
matrix::Vector3f computeAngularRateNavFrame(const matrix::Vector3f &v_ned) const;
private:
// Convert between curvilinear and cartesian errors
static matrix::Vector2d deltaLatLonToDeltaXY(const double latitude, const float altitude);
static void computeRadiiOfCurvature(const double latitude, double &meridian_radius_of_curvature,
double &transverse_radius_of_curvature);
struct Wgs84 {
static constexpr double equatorial_radius = 6378137.0;
static constexpr double eccentricity = 0.0818191908425;
static constexpr double meridian_radius_of_curvature_numerator = equatorial_radius * (1.0 - eccentricity *eccentricity);
};
double _latitude_rad{0.0};
double _longitude_rad{0.0};
float _altitude{0.0};
};
@@ -0,0 +1,107 @@
/****************************************************************************
*
* Copyright (C) 2024 PX4 Development Team. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions
* are met:
*
* 1. Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
* 2. Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in
* the documentation and/or other materials provided with the
* distribution.
* 3. Neither the name PX4 nor the names of its contributors may be
* used to endorse or promote products derived from this software
* without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
* POSSIBILITY OF SUCH DAMAGE.
*
****************************************************************************/
#include <gtest/gtest.h>
#include <matrix/math.hpp>
#include <lib/geo/geo.h>
#include "lat_lon_alt.hpp"
using namespace matrix;
using math::radians;
using math::degrees;
TEST(TestLatLonAlt, init)
{
LatLonAlt lla(5.7, -2.3, 420);
ASSERT_FLOAT_EQ(lla.latitude_deg(), 5.7);
ASSERT_FLOAT_EQ(lla.longitude_deg(), -2.3);
ASSERT_EQ(lla.altitude(), 420);
}
TEST(TestLatLonAlt, set)
{
LatLonAlt lla(0.0, 0.0, 0);
ASSERT_EQ(lla.latitude_rad(), 0.0);
ASSERT_EQ(lla.longitude_rad(), 0.0);
ASSERT_EQ(lla.altitude(), 0);
lla.setLatLonRad(0.1, -0.5);
lla.setAltitude(420);
ASSERT_EQ(lla.latitude_rad(), 0.1);
ASSERT_EQ(lla.longitude_rad(), -0.5);
ASSERT_EQ(lla.altitude(), 420);
}
TEST(TestLatLonAlt, copy)
{
LatLonAlt lla(-0.8, -0.1, 500);
LatLonAlt lla_copy = lla;
ASSERT_EQ(lla_copy.latitude_deg(), -0.8);
ASSERT_EQ(lla_copy.longitude_deg(), -0.1);
ASSERT_EQ(lla_copy.altitude(), 500);
}
TEST(TestLatLonAlt, addDeltaPos)
{
MapProjection pos_ref(60.0, 5.0);
LatLonAlt lla(pos_ref.getProjectionReferenceLat(), pos_ref.getProjectionReferenceLon(), 400.f);
Vector3f delta_pos(5.f, -2.f, 3.f);
lla += delta_pos;
double lat_new, lon_new;
pos_ref.reproject(delta_pos(0), delta_pos(1), lat_new, lon_new);
EXPECT_NEAR(lla.latitude_deg(), lat_new, 1e-6);
EXPECT_NEAR(lla.longitude_deg(), lon_new, 1e-6);
EXPECT_EQ(lla.altitude(), 397.f);
}
TEST(TestLatLonAlt, subLatLonAlt)
{
MapProjection pos_ref(60.0, 5.0);
LatLonAlt lla(pos_ref.getProjectionReferenceLat(), pos_ref.getProjectionReferenceLon(), 0.f);
const Vector3f delta_pos_true(1.f, -2.f, 3.f);
double lat_new, lon_new;
pos_ref.reproject(delta_pos_true(0), delta_pos_true(1), lat_new, lon_new);
LatLonAlt lla_new(lat_new, lon_new, -3.f);
Vector3f delta_pos = lla_new - lla;
EXPECT_NEAR(delta_pos(0), delta_pos_true(0), 1e-2);
EXPECT_NEAR(delta_pos(1), delta_pos_true(1), 1e-2);
EXPECT_EQ(delta_pos(2), delta_pos_true(2));
}
@@ -36,4 +36,4 @@ add_library(output_predictor
output_predictor.h
)
add_dependencies(output_predictor prebuild_targets)
add_dependencies(output_predictor prebuild_targets lat_lon_alt)
@@ -69,7 +69,7 @@ void OutputPredictor::print_status()
_output_vert_buffer.entries(), _output_vert_buffer.get_length(), _output_vert_buffer.get_total_size());
}
void OutputPredictor::alignOutputFilter(const Quatf &quat_state, const Vector3f &vel_state, const Vector3f &pos_state)
void OutputPredictor::alignOutputFilter(const Quatf &quat_state, const Vector3f &vel_state, const LatLonAlt &gpos_state)
{
const outputSample &output_delayed = _output_buffer.get_oldest();
@@ -77,9 +77,12 @@ void OutputPredictor::alignOutputFilter(const Quatf &quat_state, const Vector3f
Quatf q_delta{quat_state * output_delayed.quat_nominal.inversed()};
q_delta.normalize();
// calculate the velocity and position deltas between the output and EKF at the EKF fusion time horizon
// calculate the velocity delta between the output and EKF at the EKF fusion time horizon
const Vector3f vel_delta = vel_state - output_delayed.vel;
const Vector3f pos_delta = pos_state - output_delayed.pos;
// zero the position error at delayed time and reset the global reference
const Vector3f pos_delta = -output_delayed.pos;
_global_ref = gpos_state;
// loop through the output filter state history and add the deltas
for (uint8_t i = 0; i < _output_buffer.get_length(); i++) {
@@ -156,29 +159,15 @@ void OutputPredictor::resetVerticalVelocityTo(float delta_vert_vel)
_output_vert_new.vert_vel += delta_vert_vel;
}
void OutputPredictor::resetHorizontalPositionTo(const Vector2f &delta_horz_pos)
void OutputPredictor::resetLatLonTo(const double &new_latitude, const double &new_longitude)
{
for (uint8_t index = 0; index < _output_buffer.get_length(); index++) {
_output_buffer[index].pos.xy() += delta_horz_pos;
}
_output_new.pos.xy() += delta_horz_pos;
_global_ref.setLatitudeDeg(new_latitude);
_global_ref.setLongitudeDeg(new_longitude);
}
void OutputPredictor::resetVerticalPositionTo(const float new_vert_pos, const float vert_pos_change)
void OutputPredictor::resetAltitudeTo(const float new_altitude, const float vert_pos_change)
{
// apply the change in height / height rate to our newest height / height rate estimate
// which have already been taken out from the output buffer
_output_new.pos(2) += vert_pos_change;
// add the reset amount to the output observer buffered data
for (uint8_t i = 0; i < _output_buffer.get_length(); i++) {
_output_buffer[i].pos(2) += vert_pos_change;
_output_vert_buffer[i].vert_vel_integ += vert_pos_change;
}
// add the reset amount to the output observer vertical position state
_output_vert_new.vert_vel_integ = new_vert_pos;
_global_ref.setAltitude(new_altitude);
}
void OutputPredictor::calculateOutputStates(const uint64_t time_us, const Vector3f &delta_angle,
@@ -261,7 +250,7 @@ void OutputPredictor::calculateOutputStates(const uint64_t time_us, const Vector
}
void OutputPredictor::correctOutputStates(const uint64_t time_delayed_us,
const Quatf &quat_state, const Vector3f &vel_state, const Vector3f &pos_state, const matrix::Vector3f &gyro_bias,
const Quatf &quat_state, const Vector3f &vel_state, const LatLonAlt &gpos_state, const matrix::Vector3f &gyro_bias,
const matrix::Vector3f &accel_bias)
{
// calculate an average filter update time
@@ -317,6 +306,8 @@ void OutputPredictor::correctOutputStates(const uint64_t time_delayed_us,
const float vel_gain = _dt_correct_states_avg / math::constrain(_vel_tau, _dt_correct_states_avg, 10.f);
const float pos_gain = _dt_correct_states_avg / math::constrain(_pos_tau, _dt_correct_states_avg, 10.f);
const Vector3f pos_state = gpos_state - _global_ref;
// calculate down velocity and position tracking errors
const float vert_vel_err = (vel_state(2) - output_vert_delayed.vert_vel);
const float vert_vel_integ_err = (pos_state(2) - output_vert_delayed.vert_vel_integ);
@@ -325,7 +316,7 @@ void OutputPredictor::correctOutputStates(const uint64_t time_delayed_us,
// using a PD feedback tuned to a 5% overshoot
const float vert_vel_correction = vert_vel_integ_err * pos_gain + vert_vel_err * vel_gain * 1.1f;
applyCorrectionToVerticalOutputBuffer(vert_vel_correction);
applyCorrectionToVerticalOutputBuffer(vert_vel_correction, pos_state(2));
// calculate velocity and position tracking errors
const Vector3f vel_err(vel_state - output_delayed.vel);
@@ -342,10 +333,14 @@ void OutputPredictor::correctOutputStates(const uint64_t time_delayed_us,
_pos_err_integ += pos_err;
const Vector3f pos_correction = pos_err * pos_gain + _pos_err_integ * sq(pos_gain) * 0.1f;
applyCorrectionToOutputBuffer(vel_correction, pos_correction);
// as the reference changes, adjust the position correction to keep a constant global position
const Vector3f pos_correction_with_ref_change = pos_correction - pos_state;
applyCorrectionToOutputBuffer(vel_correction, pos_correction_with_ref_change);
_global_ref = gpos_state;
}
void OutputPredictor::applyCorrectionToVerticalOutputBuffer(float vert_vel_correction)
void OutputPredictor::applyCorrectionToVerticalOutputBuffer(const float vert_vel_correction, const float pos_ref_change)
{
// loop through the vertical output filter state history starting at the oldest and apply the corrections to the
// vert_vel states and propagate vert_vel_integ forward using the corrected vert_vel
@@ -367,7 +362,7 @@ void OutputPredictor::applyCorrectionToVerticalOutputBuffer(float vert_vel_corre
// position is propagated forward using the corrected velocity and a trapezoidal integrator
next_state.vert_vel_integ = current_state.vert_vel_integ + (current_state.vert_vel + next_state.vert_vel) * 0.5f *
next_state.dt;
next_state.dt - pos_ref_change;
// advance the index
index = (index + 1) % size;
@@ -37,6 +37,7 @@
#include <matrix/math.hpp>
#include "../RingBuffer.h"
#include "../lat_lon_alt/lat_lon_alt.hpp"
#include <lib/geo/geo.h>
@@ -52,7 +53,7 @@ public:
// modify output filter to match the the EKF state at the fusion time horizon
void alignOutputFilter(const matrix::Quatf &quat_state, const matrix::Vector3f &vel_state,
const matrix::Vector3f &pos_state);
const LatLonAlt &gpos_state);
/*
* Implement a strapdown INS algorithm using the latest IMU data at the current time horizon.
* Buffer the INS states and calculate the difference with the EKF states at the delayed fusion time horizon.
@@ -67,7 +68,7 @@ public:
const matrix::Vector3f &delta_velocity, const float delta_velocity_dt);
void correctOutputStates(const uint64_t time_delayed_us,
const matrix::Quatf &quat_state, const matrix::Vector3f &vel_state, const matrix::Vector3f &pos_state,
const matrix::Quatf &quat_state, const matrix::Vector3f &vel_state, const LatLonAlt &gpos_state,
const matrix::Vector3f &gyro_bias, const matrix::Vector3f &accel_bias);
void resetQuaternion(const matrix::Quatf &quat_change);
@@ -75,8 +76,8 @@ public:
void resetHorizontalVelocityTo(const matrix::Vector2f &delta_horz_vel);
void resetVerticalVelocityTo(float delta_vert_vel);
void resetHorizontalPositionTo(const matrix::Vector2f &delta_horz_pos);
void resetVerticalPositionTo(const float new_vert_pos, const float vert_pos_change);
void resetLatLonTo(const double &new_latitude, const double &new_longitude);
void resetAltitudeTo(float new_altitude, float vert_pos_change);
void print_status();
@@ -106,13 +107,12 @@ public:
// get the derivative of the vertical position of the body frame origin in local NED earth frame
float getVerticalPositionDerivative() const { return _output_vert_new.vert_vel - _vel_imu_rel_body_ned(2); }
// get the position of the body frame origin in local earth frame
matrix::Vector3f getPosition() const
LatLonAlt getLatLonAlt() const
{
// rotate the position of the IMU relative to the boy origin into earth frame
const matrix::Vector3f pos_offset_earth{_R_to_earth_now * _imu_pos_body};
// subtract from the EKF position (which is at the IMU) to get position at the body origin
return _output_new.pos - pos_offset_earth;
return _global_ref + (_output_new.pos - pos_offset_earth);
}
// return an array containing the output predictor angular, velocity and position tracking
@@ -133,7 +133,7 @@ private:
* This provides an alternative vertical velocity output that is closer to the first derivative
* of the position but does degrade tracking relative to the EKF state.
*/
void applyCorrectionToVerticalOutputBuffer(float vert_vel_correction);
void applyCorrectionToVerticalOutputBuffer(float vert_vel_correction, const float pos_ref_change);
/*
* Calculate corrections to be applied to vel and pos output state history.
@@ -159,6 +159,8 @@ private:
float dt{0.f}; ///< delta time (sec)
};
LatLonAlt _global_ref{0.0, 0.0, 0.f};
RingBuffer<outputSample> _output_buffer{12};
RingBuffer<outputVert> _output_vert_buffer{12};
+107 -44
View File
@@ -36,7 +36,7 @@
void Ekf::updateVerticalPositionAidStatus(estimator_aid_source1d_s &aid_src, const uint64_t &time_us,
const float observation, const float observation_variance, const float innovation_gate) const
{
float innovation = _state.pos(2) - observation;
float innovation = -_gpos.altitude() - observation;
float innovation_variance = getStateVariance<State::pos>()(2) + observation_variance;
updateAidSourceStatus(aid_src, time_us,
@@ -93,10 +93,20 @@ bool Ekf::fuseVerticalPosition(estimator_aid_source1d_s &aid_src)
return aid_src.fused;
}
void Ekf::resetHorizontalPositionTo(const Vector2f &new_horz_pos, const Vector2f &new_horz_pos_var)
void Ekf::resetHorizontalPositionTo(const double &new_latitude, const double &new_longitude,
const Vector2f &new_horz_pos_var)
{
const Vector2f delta_horz_pos{new_horz_pos - Vector2f{_state.pos}};
_state.pos.xy() = new_horz_pos;
const Vector2f delta_horz_pos = computeDeltaHorizontalPosition(new_latitude, new_longitude);
updateHorizontalPositionResetStatus(delta_horz_pos);
#if defined(CONFIG_EKF2_EXTERNAL_VISION)
_ev_pos_b_est.setBias(_ev_pos_b_est.getBias() - delta_horz_pos);
#endif // CONFIG_EKF2_EXTERNAL_VISION
//_gps_pos_b_est.setBias(_gps_pos_b_est.getBias() + _state_reset_status.posNE_change);
_gpos.setLatLonDeg(new_latitude, new_longitude);
_output_predictor.resetLatLonTo(new_latitude, new_longitude);
if (PX4_ISFINITE(new_horz_pos_var(0))) {
P.uncorrelateCovarianceSetVariance<1>(State::pos.idx, math::max(sq(0.01f), new_horz_pos_var(0)));
@@ -106,54 +116,89 @@ void Ekf::resetHorizontalPositionTo(const Vector2f &new_horz_pos, const Vector2f
P.uncorrelateCovarianceSetVariance<1>(State::pos.idx + 1, math::max(sq(0.01f), new_horz_pos_var(1)));
}
_output_predictor.resetHorizontalPositionTo(delta_horz_pos);
// record the state change
if (_state_reset_status.reset_count.posNE == _state_reset_count_prev.posNE) {
_state_reset_status.posNE_change = delta_horz_pos;
} else {
// there's already a reset this update, accumulate total delta
_state_reset_status.posNE_change += delta_horz_pos;
}
_state_reset_status.reset_count.posNE++;
#if defined(CONFIG_EKF2_EXTERNAL_VISION)
_ev_pos_b_est.setBias(_ev_pos_b_est.getBias() - _state_reset_status.posNE_change);
#endif // CONFIG_EKF2_EXTERNAL_VISION
//_gps_pos_b_est.setBias(_gps_pos_b_est.getBias() + _state_reset_status.posNE_change);
// Reset the timout timer
_time_last_hor_pos_fuse = _time_delayed_us;
}
void Ekf::resetVerticalPositionTo(const float new_vert_pos, float new_vert_pos_var)
Vector2f Ekf::computeDeltaHorizontalPosition(const double &new_latitude, const double &new_longitude) const
{
const float old_vert_pos = _state.pos(2);
_state.pos(2) = new_vert_pos;
Vector2f pos;
Vector2f pos_new;
if (_local_origin_lat_lon.isInitialized()) {
_local_origin_lat_lon.project(_gpos.latitude_deg(), _gpos.longitude_deg(), pos(0), pos(1));
_local_origin_lat_lon.project(new_latitude, new_longitude, pos_new(0), pos_new(1));
} else {
MapProjection zero_ref;
zero_ref.initReference(0.0, 0.0);
zero_ref.project(_gpos.latitude_deg(), _gpos.longitude_deg(), pos(0), pos(1));
zero_ref.project(new_latitude, new_longitude, pos_new(0), pos_new(1));
}
return pos_new - pos;
}
Vector2f Ekf::getLocalHorizontalPosition() const
{
if (_local_origin_lat_lon.isInitialized()) {
return _local_origin_lat_lon.project(_gpos.latitude_deg(), _gpos.longitude_deg());
} else {
MapProjection zero_ref;
zero_ref.initReference(0.0, 0.0);
return zero_ref.project(_gpos.latitude_deg(), _gpos.longitude_deg());
}
}
void Ekf::updateHorizontalPositionResetStatus(const Vector2f &delta)
{
if (_state_reset_status.reset_count.posNE == _state_reset_count_prev.posNE) {
_state_reset_status.posNE_change = delta;
} else {
// there's already a reset this update, accumulate total delta
_state_reset_status.posNE_change += delta;
}
_state_reset_status.reset_count.posNE++;
}
void Ekf::resetHorizontalPositionTo(const Vector2f &new_pos,
const Vector2f &new_horz_pos_var)
{
double new_latitude;
double new_longitude;
if (_local_origin_lat_lon.isInitialized()) {
_local_origin_lat_lon.reproject(new_pos(0), new_pos(1), new_latitude, new_longitude);
} else {
MapProjection zero_ref;
zero_ref.initReference(0.0, 0.0);
zero_ref.reproject(new_pos(0), new_pos(1), new_latitude, new_longitude);
}
resetHorizontalPositionTo(new_latitude, new_longitude, new_horz_pos_var);
}
void Ekf::resetAltitudeTo(const float new_altitude, float new_vert_pos_var)
{
const float old_altitude = _gpos.altitude();
_gpos.setAltitude(new_altitude);
if (PX4_ISFINITE(new_vert_pos_var)) {
// the state variance is the same as the observation
P.uncorrelateCovarianceSetVariance<1>(State::pos.idx + 2, math::max(sq(0.01f), new_vert_pos_var));
}
const float delta_z = new_vert_pos - old_vert_pos;
const float delta_z = -(new_altitude - old_altitude);
// apply the change in height / height rate to our newest height / height rate estimate
// which have already been taken out from the output buffer
_output_predictor.resetVerticalPositionTo(new_vert_pos, delta_z);
_output_predictor.resetAltitudeTo(new_altitude, delta_z);
// record the state change
if (_state_reset_status.reset_count.posD == _state_reset_count_prev.posD) {
_state_reset_status.posD_change = delta_z;
} else {
// there's already a reset this update, accumulate total delta
_state_reset_status.posD_change += delta_z;
}
_state_reset_status.reset_count.posD++;
updateVerticalPositionResetStatus(delta_z);
#if defined(CONFIG_EKF2_BAROMETER)
_baro_b_est.setBias(_baro_b_est.getBias() + delta_z);
@@ -166,9 +211,29 @@ void Ekf::resetVerticalPositionTo(const float new_vert_pos, float new_vert_pos_v
#endif // CONFIG_EKF2_GNSS
#if defined(CONFIG_EKF2_TERRAIN)
updateTerrainResetStatus(delta_z);
_state.terrain += delta_z;
#endif // CONFIG_EKF2_TERRAIN
// record the state change
// Reset the timout timer
_time_last_hgt_fuse = _time_delayed_us;
}
void Ekf::updateVerticalPositionResetStatus(const float delta_z)
{
if (_state_reset_status.reset_count.posD == _state_reset_count_prev.posD) {
_state_reset_status.posD_change = delta_z;
} else {
// there's already a reset this update, accumulate total delta
_state_reset_status.posD_change += delta_z;
}
_state_reset_status.reset_count.posD++;
}
void Ekf::updateTerrainResetStatus(const float delta_z)
{
if (_state_reset_status.reset_count.hagl == _state_reset_count_prev.hagl) {
_state_reset_status.hagl_change = delta_z;
@@ -178,17 +243,15 @@ void Ekf::resetVerticalPositionTo(const float new_vert_pos, float new_vert_pos_v
}
_state_reset_status.reset_count.hagl++;
#endif // CONFIG_EKF2_TERRAIN
// Reset the timout timer
_time_last_hgt_fuse = _time_delayed_us;
}
void Ekf::resetHorizontalPositionToLastKnown()
{
ECL_INFO("reset position to last known (%.3f, %.3f)", (double)_last_known_pos(0), (double)_last_known_pos(1));
ECL_INFO("reset position to last known (%.3f, %.3f)", (double)_last_known_gpos.latitude_deg(),
(double)_last_known_gpos.longitude_deg());
_information_events.flags.reset_pos_to_last_known = true;
// Used when falling back to non-aiding mode of operation
resetHorizontalPositionTo(_last_known_pos.xy(), sq(_params.pos_noaid_noise));
resetHorizontalPositionTo(_last_known_gpos.latitude_deg(), _last_known_gpos.longitude_deg(),
sq(_params.pos_noaid_noise));
}
@@ -91,20 +91,21 @@ def generate_python_function(function_name, output_names):
def build_state_struct(state, T="float"):
out = "struct StateSample {\n"
def TypeFromLength(len):
if len == 1:
def get_px4_type(obj):
if isinstance(obj, sf.M11):
return f"{T}"
elif len == 2:
elif isinstance(obj, sf.M21):
return f"matrix::Vector2<{T}>"
elif len == 3:
elif isinstance(obj, sf.M31):
return f"matrix::Vector3<{T}>"
elif len == 4:
elif isinstance(obj, sf.Rot3):
return f"matrix::Quaternion<{T}>"
else:
print(f"unknown type {type(obj)}")
raise NotImplementedError
for key, val in state.items():
out += f"\t{TypeFromLength(val.storage_dim())} {key}{{}};\n"
out += f"\t{get_px4_type(val)} {key}{{}};\n"
state_size = state.storage_dim()
out += f"\n\tmatrix::Vector<{T}, {state_size}> Data() const {{\n" \
+2 -2
View File
@@ -43,7 +43,7 @@
void Ekf::initTerrain()
{
// assume a ground clearance
_state.terrain = _state.pos(2) + _params.rng_gnd_clearance;
_state.terrain = -_gpos.altitude() + _params.rng_gnd_clearance;
// use the ground clearance value as our uncertainty
P.uncorrelateCovarianceSetVariance<State::terrain.dof>(State::terrain.idx, sq(_params.rng_gnd_clearance));
@@ -53,7 +53,7 @@ void Ekf::controlTerrainFakeFusion()
{
// If we are on ground, store the local position and time to use as a reference
if (!_control_status.flags.in_air) {
_last_on_ground_posD = _state.pos(2);
_last_on_ground_posD = -_gpos.altitude();
_control_status.flags.rng_fault = false;
} else if (!_control_status_prev.flags.in_air) {
+5 -5
View File
@@ -1166,17 +1166,17 @@ void EKF2::PublishEventFlags(const hrt_abstime &timestamp)
void EKF2::PublishGlobalPosition(const hrt_abstime &timestamp)
{
if (_ekf.global_origin_valid() && _ekf.control_status().flags.yaw_align) {
const Vector3f position{_ekf.getPosition()};
// generate and publish global position data
vehicle_global_position_s global_pos{};
global_pos.timestamp_sample = timestamp;
// Position of local NED origin in GPS / WGS84 frame
_ekf.global_origin().reproject(position(0), position(1), global_pos.lat, global_pos.lon);
// Position GPS / WGS84 frame
const LatLonAlt lla = _ekf.getLatLonAlt();
global_pos.lat = lla.latitude_deg();
global_pos.lon = lla.longitude_deg();
global_pos.lat_lon_valid = _ekf.isGlobalHorizontalPositionValid();
global_pos.alt = -position(2) + _ekf.getEkfGlobalOriginAltitude(); // Altitude AMSL in meters
global_pos.alt = lla.altitude();
global_pos.alt_valid = _ekf.isGlobalVerticalPositionValid();
#if defined(CONFIG_EKF2_GNSS)
@@ -1,391 +1,391 @@
Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7],state[8],state[9],state[10],state[11],state[12],state[13],state[14],state[15],state[16],state[17],state[18],state[19],state[20],state[21],state[22],state[23],variance[0],variance[1],variance[2],variance[3],variance[4],variance[5],variance[6],variance[7],variance[8],variance[9],variance[10],variance[11],variance[12],variance[13],variance[14],variance[15],variance[16],variance[17],variance[18],variance[19],variance[20],variance[21],variance[22],variance[23]
10000,1,-0.0094,-0.01,-3.2e-06,0.00023,7.3e-05,-0.011,7.2e-06,2.2e-06,-0.00045,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.1,0.01,0.01,8.1e-05,25,25,10,1e+02,1e+02,1e+02,0.01,0.01,0.01,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.032
90000,1,-0.0094,-0.011,6.9e-05,-0.00047,0.0026,-0.026,-1.6e-05,0.00011,-0.0023,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.1,0.01,0.01,0.00036,25,25,10,1e+02,1e+02,1e+02,0.01,0.01,0.01,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.058
190000,1,-0.0094,-0.011,2.8e-05,6.9e-05,0.004,-0.041,-5.9e-06,0.00043,-0.0044,-3e-11,-2.7e-12,5.6e-13,0,0,-5e-08,0,0,0,0,0,0,0,0,0.1,0.011,0.011,0.00084,25,25,10,1e+02,1e+02,1,0.01,0.01,0.01,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.082
290000,1,-0.0094,-0.011,6.3e-05,0.001,0.0064,-0.053,3.8e-05,0.00036,-0.007,9.1e-10,1e-10,-1.7e-11,0,0,-2.5e-06,0,0,0,0,0,0,0,0,0.1,0.012,0.012,0.00075,25,25,9.6,0.37,0.37,0.41,0.01,0.01,0.0049,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.11
390000,1,-0.0094,-0.011,7e-05,0.0024,0.0083,-0.059,0.00021,0.0011,-0.0094,-1.1e-08,2.8e-09,2.9e-10,0,0,-1.5e-05,0,0,0,0,0,0,0,0,0.1,0.012,0.012,0.0012,25,25,8.1,0.97,0.97,0.32,0.01,0.01,0.0049,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.13
490000,1,-0.0095,-0.012,2e-05,0.0039,0.0048,-0.06,0.00024,0.00049,-0.011,1.6e-06,-3.7e-07,-4.2e-08,0,0,-4.1e-05,0,0,0,0,0,0,0,0,0.1,0.013,0.013,0.00072,7.8,7.8,5.9,0.34,0.34,0.31,0.01,0.01,0.0021,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.16
590000,1,-0.0095,-0.012,2.6e-05,0.006,0.0073,-0.059,0.00074,0.0011,-0.012,1.6e-06,-3.4e-07,-4e-08,0,0,-7.3e-05,0,0,0,0,0,0,0,0,0.1,0.015,0.015,0.00099,7.9,7.9,4.2,0.67,0.67,0.32,0.01,0.01,0.0021,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.18
690000,1,-0.0096,-0.012,8.6e-05,0.0063,0.0052,-0.059,0.0005,0.00055,-0.013,5.5e-06,-3.2e-06,-1.8e-07,0,0,-0.00012,0,0,0,0,0,0,0,0,0.1,0.016,0.016,0.00061,2.7,2.7,2.8,0.26,0.26,0.29,0.01,0.01,0.00098,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.21
790000,1,-0.0097,-0.013,9.9e-05,0.0086,0.0073,-0.063,0.0012,0.0012,-0.014,5.4e-06,-3.1e-06,-1.8e-07,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.018,0.018,0.00077,2.8,2.8,2,0.42,0.42,0.28,0.01,0.01,0.00098,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.23
890000,1,-0.0098,-0.013,0.00012,0.01,0.006,-0.077,0.00096,0.00072,-0.021,1.6e-05,-1.5e-05,-6.5e-07,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.019,0.019,0.00051,1.3,1.3,2,0.2,0.2,0.43,0.0099,0.01,0.00053,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.26
990000,1,-0.0099,-0.013,0.00013,0.015,0.0064,-0.092,0.0022,0.0014,-0.029,1.6e-05,-1.5e-05,-6.5e-07,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.021,0.021,0.00062,1.5,1.5,2,0.3,0.3,0.61,0.0099,0.01,0.00053,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.28
1090000,1,-0.01,-0.014,0.00013,0.016,0.0051,-0.11,0.0018,0.00086,-0.039,4.1e-05,-6.2e-05,-2.1e-06,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.023,0.023,0.00043,0.93,0.93,2,0.17,0.17,0.84,0.0098,0.0098,0.00032,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.31
1190000,1,-0.01,-0.014,0.0001,0.02,0.0053,-0.12,0.0035,0.0014,-0.051,4.1e-05,-6.2e-05,-2.1e-06,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.025,0.025,0.00051,1.1,1.1,2,0.24,0.24,1.1,0.0098,0.0098,0.00032,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.33
1290000,1,-0.01,-0.014,0.00016,0.02,0.0044,-0.14,0.0027,0.00089,-0.064,8.5e-05,-0.00019,-5.5e-06,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.026,0.026,0.00038,0.89,0.89,2,0.15,0.15,1.4,0.0095,0.0095,0.0002,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.36
1390000,1,-0.01,-0.014,0.00017,0.026,0.0042,-0.15,0.0051,0.0013,-0.078,8.5e-05,-0.00019,-5.5e-06,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.028,0.028,0.00043,1.2,1.2,2,0.21,0.21,1.7,0.0095,0.0095,0.0002,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.38
1490000,1,-0.01,-0.014,0.00016,0.024,0.0029,-0.16,0.0038,0.00083,-0.093,0.00015,-0.00045,-1.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.027,0.027,0.00033,0.96,0.96,2,0.14,0.14,2.1,0.0088,0.0088,0.00014,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.41
1590000,1,-0.01,-0.014,0.00015,0.03,0.0035,-0.18,0.0065,0.0012,-0.11,0.00015,-0.00045,-1.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.03,0.03,0.00037,1.3,1.3,2,0.2,0.2,2.6,0.0088,0.0088,0.00014,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.43
1690000,1,-0.011,-0.014,0.00013,0.028,-0.00014,-0.19,0.0045,0.00062,-0.13,0.0002,-0.00088,-2.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.026,0.026,0.0003,1,1,2,0.14,0.14,3,0.0078,0.0078,0.0001,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.46
1790000,1,-0.011,-0.014,9.8e-05,0.035,-0.002,-0.2,0.0076,0.00053,-0.15,0.0002,-0.00088,-2.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.028,0.028,0.00033,1.3,1.3,2,0.2,0.2,3.5,0.0078,0.0078,0.0001,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.48
1890000,1,-0.011,-0.015,7.8e-05,0.043,-0.0033,-0.22,0.011,0.00027,-0.17,0.0002,-0.00088,-2.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.031,0.031,0.00037,1.7,1.7,2,0.31,0.31,4.1,0.0078,0.0078,0.0001,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.51
1990000,1,-0.011,-0.014,8.9e-05,0.036,-0.0048,-0.23,0.0082,-0.00029,-0.19,0.00021,-0.0014,-3.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.025,0.025,0.00029,1.3,1.3,2.1,0.2,0.2,4.7,0.0067,0.0067,7.5e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.53
2090000,1,-0.011,-0.014,5.1e-05,0.041,-0.0073,-0.24,0.012,-0.00089,-0.22,0.00021,-0.0014,-3.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.027,0.027,0.00032,1.7,1.7,2.1,0.31,0.31,5.3,0.0067,0.0067,7.5e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.56
2190000,1,-0.011,-0.014,6.4e-05,0.033,-0.007,-0.26,0.0079,-0.00099,-0.24,0.00017,-0.002,-4.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.02,0.02,0.00027,1.2,1.2,2.1,0.2,0.2,6,0.0055,0.0055,5.7e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.58
2290000,1,-0.011,-0.014,5.1e-05,0.039,-0.0095,-0.27,0.011,-0.0018,-0.27,0.00017,-0.002,-4.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.022,0.022,0.00029,1.5,1.5,2.1,0.3,0.3,6.7,0.0055,0.0055,5.7e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.61
2390000,1,-0.011,-0.013,6.9e-05,0.03,-0.0089,-0.29,0.0074,-0.0015,-0.3,8.5e-05,-0.0025,-5e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,0.1,0.017,0.017,0.00024,1,1,2.1,0.19,0.19,7.4,0.0046,0.0046,4.5e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.63
2490000,1,-0.011,-0.013,5.1e-05,0.035,-0.011,-0.3,0.011,-0.0025,-0.32,8.5e-05,-0.0025,-5e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,0.1,0.018,0.018,0.00026,1.3,1.3,2.1,0.28,0.28,8.2,0.0046,0.0046,4.5e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.66
2590000,1,-0.011,-0.013,6.6e-05,0.026,-0.0093,-0.31,0.0068,-0.0018,-0.36,-2.2e-05,-0.0029,-5.6e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,0.1,0.014,0.014,0.00022,0.89,0.89,2.1,0.18,0.18,9.1,0.0038,0.0038,3.6e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.68
2690000,1,-0.011,-0.013,6.3e-05,0.03,-0.011,-0.33,0.0097,-0.0028,-0.39,-2.2e-05,-0.0029,-5.6e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,0.1,0.015,0.015,0.00024,1.1,1.1,2.2,0.25,0.25,10,0.0038,0.0038,3.6e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.71
2790000,1,-0.011,-0.013,5.8e-05,0.023,-0.0096,-0.34,0.0062,-0.002,-0.42,-0.00013,-0.0033,-6.1e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,0.1,0.011,0.011,0.00021,0.77,0.77,2.2,0.16,0.16,11,0.0032,0.0032,2.9e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.73
2890000,1,-0.011,-0.013,8.3e-06,0.027,-0.012,-0.35,0.0087,-0.003,-0.46,-0.00013,-0.0033,-6.1e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,0.1,0.013,0.013,0.00022,0.95,0.95,2.2,0.23,0.23,12,0.0032,0.0032,2.9e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.76
2990000,1,-0.011,-0.013,5.6e-05,0.022,-0.0098,-0.36,0.0057,-0.0021,-0.49,-0.00025,-0.0036,-6.4e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,0.1,0.0099,0.0099,0.00019,0.67,0.67,2.2,0.15,0.15,13,0.0027,0.0027,2.4e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.78
3090000,1,-0.011,-0.013,6e-05,0.025,-0.011,-0.38,0.008,-0.0032,-0.53,-0.00025,-0.0036,-6.4e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,0.1,0.011,0.011,0.00021,0.83,0.83,2.2,0.22,0.22,14,0.0027,0.0027,2.4e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.81
3190000,1,-0.011,-0.013,2.9e-06,0.02,-0.009,-0.39,0.0053,-0.0022,-0.57,-0.00036,-0.0039,-6.7e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.0087,0.0087,0.00018,0.59,0.59,2.3,0.14,0.14,15,0.0023,0.0023,2e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.83
3290000,1,-0.011,-0.013,4.4e-05,0.023,-0.011,-0.4,0.0074,-0.0032,-0.61,-0.00036,-0.0039,-6.7e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.0096,0.0096,0.00019,0.73,0.73,2.3,0.2,0.2,16,0.0023,0.0023,2e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.86
3390000,1,-0.011,-0.012,1.5e-05,0.018,-0.0095,-0.42,0.0049,-0.0022,-0.65,-0.00047,-0.0041,-6.9e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.0078,0.0078,0.00017,0.53,0.53,2.3,0.14,0.14,18,0.002,0.002,1.7e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.88
3490000,1,-0.011,-0.013,8.2e-06,0.022,-0.012,-0.43,0.0069,-0.0033,-0.69,-0.00047,-0.0041,-6.9e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.0086,0.0086,0.00018,0.66,0.66,2.3,0.19,0.19,19,0.002,0.002,1.7e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.91
3590000,1,-0.011,-0.012,3.2e-05,0.017,-0.011,-0.44,0.0047,-0.0023,-0.73,-0.00058,-0.0044,-7.1e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.007,0.007,0.00016,0.49,0.49,2.4,0.13,0.13,20,0.0017,0.0017,1.4e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.93
3690000,1,-0.011,-0.012,0.00015,0.019,-0.014,-0.46,0.0065,-0.0036,-0.78,-0.00058,-0.0044,-7.1e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,0.1,0.0077,0.0077,0.00017,0.6,0.6,2.4,0.18,0.18,22,0.0017,0.0017,1.4e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.96
3790000,1,-0.011,-0.012,0.0002,0.016,-0.014,-0.47,0.0044,-0.0027,-0.82,-0.0007,-0.0046,-7.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.0064,0.0064,0.00015,0.45,0.45,2.4,0.12,0.12,23,0.0014,0.0014,1.2e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.98
3890000,1,-0.011,-0.012,0.00017,0.017,-0.015,-0.48,0.006,-0.0041,-0.87,-0.0007,-0.0046,-7.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.0069,0.0069,0.00016,0.55,0.55,2.4,0.17,0.17,24,0.0014,0.0014,1.2e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1
3990000,1,-0.011,-0.012,0.00017,0.02,-0.017,-0.5,0.0079,-0.0057,-0.92,-0.0007,-0.0046,-7.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.0075,0.0075,0.00017,0.67,0.67,2.5,0.23,0.23,26,0.0014,0.0014,1.2e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1
4090000,1,-0.011,-0.012,0.00017,0.017,-0.015,-0.51,0.0056,-0.0042,-0.97,-0.00083,-0.0047,-7.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.0062,0.0062,0.00015,0.51,0.51,2.5,0.16,0.16,28,0.0012,0.0012,1e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.1
4190000,1,-0.011,-0.012,0.00014,0.02,-0.017,-0.53,0.0075,-0.0058,-1,-0.00083,-0.0047,-7.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.0067,0.0067,0.00016,0.61,0.61,2.5,0.21,0.21,29,0.0012,0.0012,1e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.1
4290000,1,-0.01,-0.012,9.8e-05,0.017,-0.012,-0.54,0.0054,-0.0042,-1.1,-0.00095,-0.0049,-7.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.0056,0.0056,0.00014,0.47,0.47,2.6,0.15,0.15,31,0.00097,0.00097,9e-06,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.1
4390000,1,-0.01,-0.012,0.00012,0.018,-0.013,-0.55,0.0071,-0.0055,-1.1,-0.00095,-0.0049,-7.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,0.1,0.006,0.006,0.00015,0.56,0.56,2.6,0.2,0.2,33,0.00097,0.00097,9e-06,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.1
4490000,1,-0.01,-0.012,0.00018,0.014,-0.01,-0.57,0.0051,-0.0038,-1.2,-0.0011,-0.005,-7.2e-05,0,0,-0.00015,0,0,0,0,0,0,0,0,0.1,0.0049,0.0049,0.00014,0.43,0.43,2.6,0.14,0.14,34,0.0008,0.0008,7.8e-06,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.2
4590000,1,-0.01,-0.012,0.00021,0.017,-0.012,-0.58,0.0067,-0.0049,-1.2,-0.0011,-0.005,-7.2e-05,0,0,-0.00015,0,0,0,0,0,0,0,0,0.1,0.0053,0.0053,0.00014,0.52,0.52,2.7,0.19,0.19,36,0.0008,0.0008,7.8e-06,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.2
4690000,1,-0.01,-0.012,0.00021,0.014,-0.01,-0.6,0.0048,-0.0035,-1.3,-0.0012,-0.0052,-7.2e-05,0,0,-0.00015,0,0,0,0,0,0,0,0,0.1,0.0044,0.0044,0.00013,0.4,0.4,2.7,0.14,0.14,38,0.00065,0.00065,6.9e-06,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.2
4790000,1,-0.01,-0.012,0.0002,0.015,-0.012,-0.61,0.0062,-0.0045,-1.4,-0.0012,-0.0052,-7.2e-05,0,0,-0.00015,0,0,0,0,0,0,0,0,0.1,0.0047,0.0047,0.00014,0.48,0.48,2.7,0.18,0.18,40,0.00065,0.00065,6.9e-06,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.2
4890000,1,-0.01,-0.011,0.00019,0.012,-0.01,-0.63,0.0044,-0.0033,-1.4,-0.0012,-0.0053,-7.3e-05,0,0,-0.00014,0,0,0,0,0,0,0,0,0.1,0.0039,0.0039,0.00012,0.37,0.37,2.8,0.13,0.13,42,0.00053,0.00053,6e-06,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.3
4990000,1,-0.01,-0.012,0.00017,0.015,-0.011,-0.64,0.0058,-0.0043,-1.5,-0.0012,-0.0053,-7.3e-05,0,0,-0.00014,0,0,0,0,0,0,0,0,0.1,0.0041,0.0041,0.00013,0.44,0.44,2.8,0.17,0.17,44,0.00053,0.00053,6e-06,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.3
5090000,1,-0.01,-0.011,0.00022,0.011,-0.0085,-0.66,0.0041,-0.0031,-1.6,-0.0013,-0.0054,-7.3e-05,0,0,-0.00014,0,0,0,0,0,0,0,0,0.1,0.0034,0.0034,0.00012,0.34,0.34,2.8,0.12,0.12,47,0.00043,0.00043,5.3e-06,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.3
5190000,1,-0.01,-0.011,0.00024,0.013,-0.0098,-0.67,0.0053,-0.004,-1.6,-0.0013,-0.0054,-7.3e-05,0,0,-0.00014,0,0,0,0,0,0,0,0,0.1,0.0036,0.0036,0.00012,0.4,0.4,2.9,0.16,0.16,49,0.00043,0.00043,5.3e-06,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.3
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12790000,0.71,0.0012,-0.013,0.71,-0.02,0.0027,-0.041,-0.0081,0.00025,-3.7e+02,-0.0012,-0.006,-0.0001,-0.0049,0.008,-0.1,0.21,-3.3e-06,0.43,-0.0002,0.00048,-0.00027,0,0,-3.6e+02,0.00033,0.00034,0.037,0.054,0.056,0.037,0.047,0.047,0.056,6.2e-06,1.1e-05,2.3e-06,0.018,0.021,0.011,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.2
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12990000,0.71,0.001,-0.013,0.71,-0.009,0.0019,-0.039,-0.0018,0.0005,-3.7e+02,-0.0011,-0.0059,-9.9e-05,-0.0038,0.0081,-0.1,0.21,-2.7e-06,0.43,-0.00018,0.00058,-0.0002,0,0,-3.6e+02,0.0003,0.00031,0.037,0.051,0.053,0.037,0.047,0.047,0.055,5.7e-06,9.9e-06,2.3e-06,0.016,0.02,0.01,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.3
13090000,0.71,0.00095,-0.013,0.71,-0.0097,-0.00015,-0.039,-0.0029,-7.2e-05,-3.7e+02,-0.0011,-0.006,-0.0001,-0.005,0.0097,-0.1,0.21,-3.1e-06,0.43,-0.0002,0.00052,-0.00023,0,0,-3.6e+02,0.0003,0.00031,0.037,0.057,0.059,0.038,0.054,0.054,0.056,5.5e-06,9.6e-06,2.3e-06,0.016,0.02,0.01,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.3
13190000,0.71,0.00094,-0.013,0.71,-0.0023,0.00081,-0.034,0.0028,0.00014,-3.7e+02,-0.0011,-0.006,-0.00011,-0.0032,0.011,-0.11,0.21,-3.4e-06,0.43,-0.00023,0.00056,-0.00021,0,0,-3.6e+02,0.00027,0.00028,0.037,0.048,0.05,0.037,0.047,0.047,0.054,5.2e-06,9.1e-06,2.3e-06,0.015,0.019,0.0098,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.3
13290000,0.71,0.00079,-0.013,0.71,-0.00079,0.0015,-0.029,0.0034,0.0003,-3.7e+02,-0.001,-0.0059,-0.0001,-0.0047,0.0096,-0.11,0.21,-2.5e-06,0.43,-0.00018,0.00058,-0.0002,0,0,-3.6e+02,0.00027,0.00028,0.037,0.054,0.055,0.038,0.054,0.054,0.055,5.1e-06,8.9e-06,2.3e-06,0.015,0.018,0.0097,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.4
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13590000,0.71,0.00072,-0.013,0.71,-2.7e-05,0.0028,-0.024,0.0015,0.00038,-3.7e+02,-0.001,-0.0059,-0.0001,-0.004,0.0094,-0.11,0.21,-2.4e-06,0.43,-0.00017,0.00062,-0.00019,0,0,-3.6e+02,0.00023,0.00025,0.037,0.042,0.044,0.037,0.046,0.047,0.054,4.5e-06,7.9e-06,2.3e-06,0.013,0.017,0.0085,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.4
13690000,0.71,0.00071,-0.013,0.71,0.00091,0.0053,-0.029,0.0017,0.0011,-3.7e+02,-0.001,-0.0059,-9.9e-05,-0.0034,0.0082,-0.11,0.21,-2.1e-06,0.43,-0.00016,0.00064,-0.00016,0,0,-3.6e+02,0.00023,0.00024,0.037,0.047,0.049,0.038,0.053,0.054,0.055,4.3e-06,7.7e-06,2.3e-06,0.013,0.017,0.0083,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.5
13790000,0.71,0.00075,-0.013,0.71,0.0006,0.0021,-0.03,0.0024,-0.00073,-3.7e+02,-0.0011,-0.0059,-9.9e-05,-0.002,0.0089,-0.11,0.21,-2.5e-06,0.43,-0.00019,0.00065,-0.00015,0,0,-3.6e+02,0.00022,0.00023,0.037,0.04,0.041,0.036,0.046,0.046,0.053,4.2e-06,7.3e-06,2.3e-06,0.012,0.016,0.0078,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.5
13890000,0.71,0.00059,-0.013,0.71,0.0024,0.0022,-0.035,0.003,-0.00056,-3.7e+02,-0.001,-0.0059,-9.8e-05,-0.0034,0.0078,-0.11,0.21,-1.8e-06,0.43,-0.00015,0.00065,-0.00015,0,0,-3.6e+02,0.00022,0.00023,0.037,0.044,0.045,0.037,0.053,0.053,0.055,4e-06,7.1e-06,2.3e-06,0.012,0.016,0.0076,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.5
13990000,0.71,0.00066,-0.013,0.71,0.0019,0.00054,-0.034,0.0036,-0.0019,-3.7e+02,-0.001,-0.0059,-9.8e-05,-0.0021,0.0083,-0.11,0.21,-2e-06,0.43,-0.00018,0.00065,-0.00013,0,0,-3.6e+02,0.0002,0.00022,0.037,0.037,0.039,0.036,0.046,0.046,0.054,3.9e-06,6.8e-06,2.3e-06,0.012,0.015,0.0071,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.5
14090000,0.71,0.00072,-0.013,0.71,0.0014,0.0019,-0.035,0.0036,-0.0013,-3.7e+02,-0.0011,-0.0059,-9.4e-05,-0.00063,0.0073,-0.11,0.21,-1.8e-06,0.43,-0.00018,0.00069,-9.7e-05,0,0,-3.6e+02,0.00021,0.00022,0.037,0.041,0.043,0.036,0.053,0.053,0.054,3.8e-06,6.7e-06,2.3e-06,0.012,0.015,0.007,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.6
14190000,0.71,0.00068,-0.013,0.71,0.0044,0.0019,-0.037,0.0057,-0.001,-3.7e+02,-0.0011,-0.0059,-9.3e-05,-0.00017,0.007,-0.11,0.21,-1.6e-06,0.43,-0.00018,0.00071,-8e-05,0,0,-3.6e+02,0.0002,0.00021,0.037,0.035,0.037,0.035,0.046,0.046,0.054,3.6e-06,6.4e-06,2.3e-06,0.011,0.015,0.0065,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.6
14290000,0.71,0.00075,-0.013,0.71,0.0046,0.0032,-0.035,0.0059,-0.00065,-3.7e+02,-0.0011,-0.0058,-9.2e-05,0.00068,0.007,-0.11,0.21,-1.8e-06,0.43,-0.00019,0.00071,-6.2e-05,0,0,-3.6e+02,0.0002,0.0002,0.037,0.038,0.04,0.036,0.052,0.052,0.055,3.5e-06,6.2e-06,2.3e-06,0.011,0.014,0.0063,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.6
14390000,0.71,0.00064,-0.014,0.71,0.0071,0.005,-0.037,0.0077,-0.00036,-3.7e+02,-0.0011,-0.0058,-8.9e-05,0.00035,0.0055,-0.11,0.21,-9.2e-07,0.43,-0.00015,0.00074,-4.6e-05,0,0,-3.6e+02,0.00019,0.0002,0.037,0.033,0.035,0.034,0.046,0.046,0.053,3.4e-06,6e-06,2.3e-06,0.011,0.014,0.0059,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.6
14490000,0.71,0.00053,-0.013,0.71,0.008,0.0065,-0.041,0.0088,0.00011,-3.7e+02,-0.001,-0.0058,-8.9e-05,-0.00096,0.005,-0.11,0.21,-4.4e-07,0.43,-0.00013,0.0007,-4.6e-05,0,0,-3.6e+02,0.00019,0.00019,0.037,0.036,0.038,0.035,0.052,0.052,0.054,3.3e-06,5.8e-06,2.3e-06,0.011,0.014,0.0057,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.7
14590000,0.71,0.00042,-0.013,0.71,0.0061,0.005,-0.041,0.006,-0.0015,-3.7e+02,-0.001,-0.0058,-8.9e-05,-0.0018,0.0047,-0.11,0.21,-3.4e-07,0.43,-0.00012,0.00067,-5.9e-05,0,0,-3.6e+02,0.00018,0.00019,0.037,0.031,0.033,0.033,0.045,0.045,0.054,3.2e-06,5.6e-06,2.3e-06,0.01,0.014,0.0053,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.7
14690000,0.71,0.00037,-0.013,0.71,0.0079,0.0031,-0.038,0.0068,-0.00088,-3.7e+02,-0.001,-0.0058,-8.7e-05,-0.0018,0.0038,-0.11,0.21,3.8e-08,0.43,-0.0001,0.00068,-4.5e-05,0,0,-3.6e+02,0.00018,0.00019,0.037,0.034,0.036,0.034,0.051,0.052,0.054,3.1e-06,5.5e-06,2.3e-06,0.01,0.013,0.0051,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.7
14790000,0.71,0.00035,-0.013,0.71,0.0055,0.0016,-0.033,0.0042,-0.0021,-3.7e+02,-0.001,-0.0058,-8.7e-05,-0.002,0.0037,-0.12,0.21,-2e-08,0.43,-0.00011,0.00066,-4.6e-05,0,0,-3.6e+02,0.00017,0.00018,0.037,0.03,0.031,0.032,0.045,0.045,0.053,3e-06,5.2e-06,2.3e-06,0.0097,0.013,0.0048,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.7
14890000,0.71,0.00032,-0.013,0.71,0.0077,0.0034,-0.037,0.005,-0.0018,-3.7e+02,-0.001,-0.0058,-8.6e-05,-0.0022,0.0032,-0.12,0.21,2.4e-07,0.43,-9.1e-05,0.00067,-4.3e-05,0,0,-3.6e+02,0.00017,0.00018,0.037,0.032,0.034,0.032,0.051,0.051,0.055,2.9e-06,5.1e-06,2.3e-06,0.0096,0.013,0.0046,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.8
14990000,0.71,0.00027,-0.013,0.71,0.0068,0.0024,-0.032,0.004,-0.0017,-3.7e+02,-0.001,-0.0058,-8.7e-05,-0.0028,0.0037,-0.12,0.21,4.6e-08,0.43,-0.0001,0.00064,-5.6e-05,0,0,-3.6e+02,0.00017,0.00017,0.037,0.028,0.03,0.031,0.045,0.045,0.053,2.8e-06,4.9e-06,2.3e-06,0.0094,0.012,0.0043,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.8
15090000,0.71,0.0002,-0.013,0.71,0.0075,0.0025,-0.035,0.0047,-0.0016,-3.7e+02,-0.001,-0.0058,-8.8e-05,-0.0028,0.0041,-0.12,0.21,-5.6e-08,0.43,-0.00011,0.00063,-5.7e-05,0,0,-3.6e+02,0.00017,0.00017,0.037,0.03,0.032,0.031,0.05,0.051,0.054,2.7e-06,4.8e-06,2.3e-06,0.0092,0.012,0.0041,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.8
15190000,0.71,0.00017,-0.013,0.7,0.0073,0.003,-0.033,0.0039,-0.0015,-3.7e+02,-0.001,-0.0058,-9e-05,-0.0035,0.0044,-0.12,0.21,-5.2e-08,0.43,-0.00012,0.00059,-6.4e-05,0,0,-3.6e+02,0.00016,0.00017,0.037,0.027,0.028,0.03,0.044,0.045,0.053,2.6e-06,4.6e-06,2.3e-06,0.009,0.012,0.0038,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.8
15290000,0.71,0.00019,-0.013,0.7,0.0077,0.0041,-0.03,0.0044,-0.00097,-3.7e+02,-0.001,-0.0058,-8.8e-05,-0.0026,0.0042,-0.12,0.21,-8.2e-09,0.43,-0.00014,0.00059,-3.9e-05,0,0,-3.6e+02,0.00016,0.00017,0.037,0.029,0.031,0.03,0.05,0.05,0.054,2.6e-06,4.5e-06,2.3e-06,0.0089,0.012,0.0037,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.9
15390000,0.71,0.0002,-0.013,0.7,0.007,0.0054,-0.028,0.0017,-0.00041,-3.7e+02,-0.001,-0.0058,-8.3e-05,-0.0018,0.0027,-0.12,0.21,3.4e-07,0.43,-0.00012,0.00062,-1.6e-05,0,0,-3.6e+02,0.00016,0.00016,0.037,0.025,0.027,0.028,0.044,0.044,0.053,2.5e-06,4.4e-06,2.3e-06,0.0087,0.012,0.0034,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.9
15490000,0.71,0.00022,-0.013,0.7,0.0086,0.0045,-0.028,0.0024,-0.00036,-3.7e+02,-0.001,-0.0058,-8.7e-05,-0.0022,0.004,-0.12,0.21,-1.1e-07,0.43,-0.00014,0.00059,-3.5e-05,0,0,-3.6e+02,0.00016,0.00016,0.037,0.027,0.029,0.029,0.049,0.05,0.054,2.4e-06,4.3e-06,2.3e-06,0.0086,0.011,0.0033,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.9
15590000,0.71,0.00018,-0.013,0.71,0.0072,0.0036,-0.027,8.4e-05,-0.00068,-3.7e+02,-0.001,-0.0059,-8.9e-05,-0.0028,0.0047,-0.12,0.21,-4.6e-07,0.43,-0.00014,0.00058,-6.1e-05,0,0,-3.6e+02,0.00016,0.00016,0.037,0.024,0.026,0.027,0.044,0.044,0.053,2.3e-06,4.1e-06,2.3e-06,0.0084,0.011,0.0031,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.9
15690000,0.71,0.00022,-0.013,0.71,0.0074,0.0037,-0.028,0.00059,-0.00037,-3.7e+02,-0.001,-0.0059,-8.9e-05,-0.0023,0.0052,-0.12,0.21,-7.6e-07,0.43,-0.00015,0.00059,-6.4e-05,0,0,-3.6e+02,0.00016,0.00016,0.037,0.026,0.028,0.027,0.049,0.049,0.053,2.3e-06,4e-06,2.3e-06,0.0083,0.011,0.003,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4
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17290000,0.71,0.00063,-0.013,0.71,0.0077,0.0088,-0.011,-0.0026,0.0025,-3.7e+02,-0.0012,-0.0059,-7.9e-05,0.0043,0.0068,-0.13,0.21,-3.5e-06,0.43,-0.00022,0.00061,-5.3e-06,0,0,-3.6e+02,0.00013,0.00013,0.037,0.019,0.022,0.018,0.045,0.046,0.049,1.5e-06,2.5e-06,2.3e-06,0.0067,0.0086,0.0013,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.4
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17490000,0.71,0.00063,-0.013,0.71,0.0091,0.0093,-0.0078,-0.0012,0.0025,-3.7e+02,-0.0012,-0.0059,-7.3e-05,0.0045,0.0064,-0.13,0.21,-3.4e-06,0.43,-0.00023,0.00061,7.6e-06,0,0,-3.6e+02,0.00013,0.00012,0.037,0.019,0.021,0.017,0.045,0.046,0.049,1.4e-06,2.4e-06,2.2e-06,0.0065,0.0084,0.0012,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.4
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17790000,0.71,0.00056,-0.013,0.71,0.012,0.011,-0.0042,1.3e-05,0.0029,-3.7e+02,-0.0012,-0.0058,-6e-05,0.0059,0.0053,-0.13,0.21,-3.6e-06,0.43,-0.00024,0.00064,2.2e-05,0,0,-3.6e+02,0.00013,0.00012,0.037,0.016,0.019,0.016,0.04,0.041,0.047,1.3e-06,2.2e-06,2.2e-06,0.0063,0.008,0.001,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.5
17890000,0.71,0.00055,-0.013,0.71,0.015,0.012,-0.0041,0.0016,0.0045,-3.7e+02,-0.0012,-0.0058,-5.7e-05,0.0057,0.0046,-0.13,0.21,-3.3e-06,0.43,-0.00024,0.00064,2.7e-05,0,0,-3.6e+02,0.00013,0.00012,0.037,0.018,0.02,0.016,0.044,0.045,0.047,1.3e-06,2.2e-06,2.2e-06,0.0062,0.008,0.00097,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.5
17990000,0.71,0.00049,-0.013,0.71,0.016,0.0091,-0.0027,0.0018,0.0036,-3.7e+02,-0.0012,-0.0058,-5.6e-05,0.0054,0.0049,-0.13,0.21,-3.4e-06,0.43,-0.00024,0.00064,2.4e-05,0,0,-3.6e+02,0.00012,0.00012,0.037,0.016,0.019,0.015,0.04,0.041,0.046,1.2e-06,2.1e-06,2.2e-06,0.0062,0.0078,0.00092,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.5
18090000,0.71,0.00048,-0.013,0.71,0.017,0.0083,-0.00045,0.0035,0.0037,-3.7e+02,-0.0012,-0.0059,-6.2e-05,0.0049,0.0059,-0.13,0.21,-3.5e-06,0.43,-0.00026,0.00061,1.9e-05,0,0,-3.6e+02,0.00012,0.00012,0.037,0.017,0.02,0.015,0.044,0.045,0.047,1.2e-06,2.1e-06,2.2e-06,0.0061,0.0078,0.00089,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.6
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18290000,0.71,0.00035,-0.013,0.71,0.018,0.0088,0.0022,0.0061,0.0041,-3.7e+02,-0.0012,-0.0059,-6e-05,0.0047,0.0059,-0.13,0.21,-3.6e-06,0.43,-0.00025,0.00061,1.4e-05,0,0,-3.6e+02,0.00012,0.00011,0.037,0.017,0.02,0.014,0.044,0.045,0.046,1.2e-06,2e-06,2.2e-06,0.006,0.0076,0.00082,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.6
18390000,0.71,0.00032,-0.013,0.71,0.02,0.011,0.0035,0.0068,0.0042,-3.7e+02,-0.0012,-0.0059,-5.4e-05,0.0045,0.0051,-0.13,0.21,-3.4e-06,0.43,-0.00024,0.00062,1.6e-05,0,0,-3.6e+02,0.00012,0.00011,0.037,0.015,0.018,0.014,0.039,0.04,0.045,1.1e-06,1.9e-06,2.2e-06,0.0059,0.0074,0.00078,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.6
18490000,0.71,0.00038,-0.013,0.71,0.021,0.012,0.0031,0.0085,0.0055,-3.7e+02,-0.0012,-0.0059,-5.3e-05,0.005,0.0052,-0.13,0.21,-3.5e-06,0.43,-0.00025,0.00063,1.9e-05,0,0,-3.6e+02,0.00012,0.00011,0.037,0.016,0.02,0.014,0.043,0.045,0.045,1.1e-06,1.9e-06,2.2e-06,0.0059,0.0074,0.00076,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7
18590000,0.71,0.00039,-0.013,0.71,0.02,0.013,0.0014,0.0074,0.0054,-3.7e+02,-0.0012,-0.0058,-4.5e-05,0.0058,0.0047,-0.13,0.21,-3.7e-06,0.43,-0.00025,0.00065,2.5e-05,0,0,-3.6e+02,0.00012,0.00011,0.037,0.015,0.018,0.013,0.039,0.04,0.045,1.1e-06,1.8e-06,2.2e-06,0.0058,0.0073,0.00072,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7
18690000,0.71,0.00031,-0.013,0.71,0.022,0.013,-0.00039,0.01,0.0065,-3.7e+02,-0.0012,-0.0059,-4.7e-05,0.0051,0.0047,-0.13,0.21,-3.5e-06,0.43,-0.00025,0.00064,1.8e-05,0,0,-3.6e+02,0.00012,0.00011,0.037,0.016,0.019,0.013,0.043,0.044,0.045,1e-06,1.8e-06,2.2e-06,0.0058,0.0072,0.0007,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7
18790000,0.71,0.00032,-0.013,0.71,0.021,0.012,-0.00061,0.0087,0.0054,-3.7e+02,-0.0012,-0.0059,-4.6e-05,0.0053,0.0053,-0.13,0.21,-3.8e-06,0.43,-0.00025,0.00063,1.5e-05,0,0,-3.6e+02,0.00012,0.00011,0.037,0.015,0.018,0.013,0.039,0.04,0.044,1e-06,1.7e-06,2.2e-06,0.0057,0.0071,0.00067,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7
18890000,0.71,0.00041,-0.013,0.71,0.021,0.014,1.9e-05,0.01,0.0075,-3.7e+02,-0.0012,-0.0058,-4e-05,0.0062,0.0047,-0.13,0.21,-3.9e-06,0.43,-0.00026,0.00065,2.9e-05,0,0,-3.6e+02,0.00012,0.00011,0.037,0.016,0.019,0.013,0.043,0.044,0.044,1e-06,1.7e-06,2.2e-06,0.0057,0.007,0.00065,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
18990000,0.71,0.00046,-0.013,0.71,0.021,0.015,-0.0012,0.01,0.0068,-3.7e+02,-0.0013,-0.0058,-3.4e-05,0.0069,0.0049,-0.13,0.21,-4.2e-06,0.43,-0.00027,0.00066,3e-05,0,0,-3.6e+02,0.00011,0.0001,0.036,0.015,0.017,0.012,0.039,0.04,0.044,9.7e-07,1.6e-06,2.2e-06,0.0056,0.0069,0.00062,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
19090000,0.71,0.00051,-0.013,0.71,0.021,0.016,0.0018,0.012,0.0084,-3.7e+02,-0.0013,-0.0058,-3.4e-05,0.0075,0.0052,-0.13,0.21,-4.4e-06,0.43,-0.00028,0.00066,3.4e-05,0,0,-3.6e+02,0.00011,0.0001,0.037,0.016,0.019,0.012,0.042,0.044,0.044,9.6e-07,1.6e-06,2.2e-06,0.0056,0.0069,0.0006,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
19190000,0.71,0.00056,-0.013,0.71,0.02,0.016,0.0019,0.012,0.0076,-3.7e+02,-0.0013,-0.0059,-2.7e-05,0.008,0.0054,-0.13,0.21,-4.6e-06,0.43,-0.0003,0.00067,3.7e-05,0,0,-3.6e+02,0.00011,0.0001,0.036,0.014,0.017,0.012,0.038,0.04,0.043,9.3e-07,1.5e-06,2.1e-06,0.0055,0.0068,0.00058,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
19290000,0.71,0.00058,-0.013,0.71,0.02,0.015,0.0046,0.013,0.0088,-3.7e+02,-0.0013,-0.0059,-3e-05,0.0078,0.0058,-0.13,0.21,-4.7e-06,0.43,-0.00031,0.00066,4e-05,0,0,-3.6e+02,0.00011,0.0001,0.036,0.015,0.019,0.012,0.042,0.044,0.043,9.2e-07,1.5e-06,2.1e-06,0.0055,0.0067,0.00056,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
19390000,0.71,0.00054,-0.013,0.71,0.019,0.014,0.0084,0.012,0.0079,-3.7e+02,-0.0013,-0.0059,-2.4e-05,0.0078,0.0056,-0.13,0.21,-4.7e-06,0.43,-0.0003,0.00065,3.5e-05,0,0,-3.6e+02,0.00011,0.0001,0.036,0.014,0.017,0.011,0.038,0.04,0.043,8.9e-07,1.5e-06,2.1e-06,0.0054,0.0066,0.00054,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
19490000,0.71,0.00056,-0.013,0.71,0.019,0.015,0.0049,0.014,0.01,-3.7e+02,-0.0013,-0.0058,-1.8e-05,0.0078,0.0049,-0.13,0.21,-4.6e-06,0.43,-0.00029,0.00066,3.8e-05,0,0,-3.6e+02,0.00011,0.0001,0.036,0.015,0.018,0.011,0.042,0.044,0.043,8.8e-07,1.4e-06,2.1e-06,0.0054,0.0066,0.00052,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
19590000,0.71,0.00063,-0.013,0.71,0.017,0.015,0.0043,0.012,0.0095,-3.7e+02,-0.0013,-0.0058,-6.7e-06,0.0086,0.0047,-0.13,0.21,-4.7e-06,0.43,-0.0003,0.00068,4.7e-05,0,0,-3.6e+02,0.00011,9.8e-05,0.036,0.014,0.017,0.011,0.038,0.039,0.042,8.5e-07,1.4e-06,2.1e-06,0.0053,0.0065,0.0005,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
19690000,0.71,0.00067,-0.013,0.71,0.017,0.013,0.0059,0.013,0.01,-3.7e+02,-0.0013,-0.0059,-1e-05,0.0089,0.0053,-0.13,0.21,-5e-06,0.43,-0.00031,0.00068,3.9e-05,0,0,-3.6e+02,0.00011,9.8e-05,0.036,0.015,0.018,0.011,0.042,0.043,0.042,8.4e-07,1.4e-06,2.1e-06,0.0053,0.0064,0.00049,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
19790000,0.71,0.00075,-0.013,0.71,0.014,0.011,0.0064,0.011,0.009,-3.7e+02,-0.0013,-0.0059,-5.6e-06,0.0094,0.0057,-0.13,0.21,-5.3e-06,0.43,-0.00031,0.00068,3.7e-05,0,0,-3.6e+02,0.00011,9.6e-05,0.036,0.014,0.017,0.01,0.038,0.039,0.042,8.2e-07,1.3e-06,2.1e-06,0.0053,0.0063,0.00047,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
19890000,0.71,0.00066,-0.013,0.71,0.015,0.013,0.0076,0.014,0.011,-3.7e+02,-0.0013,-0.0058,2.5e-06,0.0092,0.0046,-0.13,0.21,-4.9e-06,0.43,-0.00031,0.00069,4.5e-05,0,0,-3.6e+02,0.00011,9.6e-05,0.036,0.015,0.018,0.01,0.041,0.043,0.042,8.1e-07,1.3e-06,2.1e-06,0.0052,0.0063,0.00046,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
19990000,0.71,0.00063,-0.013,0.7,0.013,0.013,0.01,0.012,0.011,-3.7e+02,-0.0013,-0.0058,1.8e-05,0.0095,0.0038,-0.13,0.21,-4.8e-06,0.43,-0.00031,0.0007,5e-05,0,0,-3.6e+02,0.0001,9.4e-05,0.036,0.014,0.017,0.01,0.038,0.039,0.041,7.8e-07,1.2e-06,2.1e-06,0.0052,0.0062,0.00044,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
20090000,0.71,0.00066,-0.013,0.7,0.013,0.013,0.011,0.013,0.013,-3.7e+02,-0.0013,-0.0058,2.8e-05,0.01,0.0031,-0.13,0.21,-4.8e-06,0.43,-0.00032,0.00072,6.1e-05,0,0,-3.6e+02,0.00011,9.4e-05,0.036,0.014,0.018,0.01,0.041,0.043,0.041,7.8e-07,1.2e-06,2.1e-06,0.0052,0.0062,0.00043,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1
20190000,0.71,0.0007,-0.013,0.7,0.012,0.012,0.013,0.011,0.012,-3.7e+02,-0.0013,-0.0058,3.7e-05,0.0099,0.0028,-0.13,0.21,-4.7e-06,0.43,-0.00031,0.00072,6.1e-05,0,0,-3.6e+02,0.0001,9.2e-05,0.036,0.013,0.016,0.0098,0.037,0.039,0.041,7.5e-07,1.2e-06,2.1e-06,0.0051,0.0061,0.00042,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1
20290000,0.71,0.0007,-0.013,0.7,0.01,0.012,0.011,0.012,0.013,-3.7e+02,-0.0013,-0.0058,4.1e-05,0.01,0.0027,-0.13,0.21,-4.8e-06,0.43,-0.00032,0.00074,6.2e-05,0,0,-3.6e+02,0.0001,9.2e-05,0.036,0.014,0.018,0.0097,0.041,0.043,0.041,7.5e-07,1.2e-06,2.1e-06,0.0051,0.006,0.0004,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1
20390000,0.71,0.00066,-0.013,0.7,0.0086,0.0097,0.013,0.01,0.012,-3.7e+02,-0.0013,-0.0058,4.5e-05,0.01,0.0028,-0.13,0.21,-4.8e-06,0.43,-0.00031,0.00073,5.2e-05,0,0,-3.6e+02,0.0001,9.1e-05,0.036,0.013,0.016,0.0095,0.037,0.039,0.04,7.3e-07,1.1e-06,2e-06,0.005,0.0059,0.00039,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1
20490000,0.71,0.00071,-0.013,0.7,0.0087,0.0097,0.013,0.011,0.012,-3.7e+02,-0.0013,-0.0058,4.2e-05,0.01,0.003,-0.13,0.21,-4.8e-06,0.43,-0.00031,0.00072,5.1e-05,0,0,-3.6e+02,0.0001,9.1e-05,0.036,0.014,0.017,0.0094,0.041,0.043,0.04,7.2e-07,1.1e-06,2e-06,0.005,0.0059,0.00038,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.2
20590000,0.71,0.00074,-0.013,0.7,0.0078,0.0076,0.0099,0.0091,0.01,-3.7e+02,-0.0013,-0.0058,4.3e-05,0.01,0.0036,-0.13,0.21,-5e-06,0.43,-0.00031,0.00072,5e-05,0,0,-3.6e+02,9.9e-05,8.9e-05,0.036,0.013,0.016,0.0092,0.037,0.039,0.04,7e-07,1.1e-06,2e-06,0.005,0.0058,0.00037,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.2
20690000,0.71,0.00077,-0.013,0.7,0.0084,0.0077,0.011,0.01,0.011,-3.7e+02,-0.0013,-0.0058,4.6e-05,0.01,0.0034,-0.13,0.21,-5e-06,0.43,-0.00031,0.00072,5.2e-05,0,0,-3.6e+02,0.0001,8.9e-05,0.036,0.014,0.017,0.0092,0.041,0.043,0.04,6.9e-07,1.1e-06,2e-06,0.0049,0.0058,0.00036,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.2
20790000,0.71,0.00081,-0.013,0.7,0.0063,0.0072,0.012,0.0084,0.01,-3.7e+02,-0.0013,-0.0058,5.1e-05,0.011,0.0035,-0.13,0.21,-5e-06,0.43,-0.00032,0.00073,4.6e-05,0,0,-3.6e+02,9.8e-05,8.7e-05,0.036,0.013,0.016,0.009,0.037,0.039,0.039,6.7e-07,1e-06,2e-06,0.0049,0.0057,0.00035,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.2
20890000,0.71,0.00082,-0.013,0.7,0.0062,0.0068,0.011,0.009,0.011,-3.7e+02,-0.0013,-0.0058,5.9e-05,0.011,0.0031,-0.13,0.21,-5e-06,0.43,-0.00033,0.00074,5.2e-05,0,0,-3.6e+02,9.8e-05,8.8e-05,0.036,0.014,0.017,0.0089,0.04,0.043,0.039,6.6e-07,1e-06,2e-06,0.0049,0.0057,0.00034,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.3
20990000,0.71,0.00084,-0.013,0.7,0.0044,0.0045,0.011,0.009,0.01,-3.7e+02,-0.0013,-0.0058,6.3e-05,0.011,0.0033,-0.13,0.21,-5e-06,0.43,-0.00034,0.00075,4.9e-05,0,0,-3.6e+02,9.6e-05,8.6e-05,0.036,0.013,0.016,0.0087,0.037,0.039,0.039,6.5e-07,9.9e-07,2e-06,0.0048,0.0056,0.00033,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.3
21090000,0.71,0.00081,-0.013,0.7,0.0054,0.0037,0.012,0.01,0.011,-3.7e+02,-0.0013,-0.0058,6.8e-05,0.011,0.0029,-0.13,0.21,-4.9e-06,0.43,-0.00033,0.00075,4.6e-05,0,0,-3.6e+02,9.7e-05,8.6e-05,0.036,0.014,0.017,0.0087,0.04,0.043,0.039,6.4e-07,9.8e-07,2e-06,0.0048,0.0056,0.00033,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.3
21190000,0.71,0.00082,-0.013,0.7,0.0057,0.0028,0.011,0.011,0.0091,-3.7e+02,-0.0013,-0.0058,6.8e-05,0.011,0.0031,-0.13,0.21,-4.9e-06,0.43,-0.00033,0.00075,4.3e-05,0,0,-3.6e+02,9.4e-05,8.4e-05,0.036,0.013,0.016,0.0085,0.037,0.039,0.039,6.2e-07,9.4e-07,1.9e-06,0.0048,0.0055,0.00032,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.3
21290000,0.71,0.0009,-0.013,0.7,0.005,0.0029,0.013,0.011,0.01,-3.7e+02,-0.0013,-0.0058,7.9e-05,0.011,0.0026,-0.13,0.21,-4.9e-06,0.43,-0.00034,0.00077,4.7e-05,0,0,-3.6e+02,9.5e-05,8.5e-05,0.036,0.014,0.017,0.0084,0.04,0.043,0.038,6.2e-07,9.4e-07,1.9e-06,0.0048,0.0055,0.00031,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.4
21390000,0.71,0.00088,-0.013,0.7,0.004,0.00086,0.013,0.0095,0.0093,-3.7e+02,-0.0013,-0.0058,7.4e-05,0.011,0.0028,-0.13,0.21,-5e-06,0.43,-0.00033,0.00076,4.7e-05,0,0,-3.6e+02,9.3e-05,8.3e-05,0.036,0.013,0.016,0.0083,0.037,0.039,0.038,6e-07,9e-07,1.9e-06,0.0047,0.0054,0.0003,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.4
21490000,0.71,0.00088,-0.013,0.7,0.0045,0.0013,0.013,0.01,0.0098,-3.7e+02,-0.0013,-0.0058,7.9e-05,0.011,0.0024,-0.13,0.21,-5e-06,0.43,-0.00032,0.00077,5.3e-05,0,0,-3.6e+02,9.4e-05,8.3e-05,0.036,0.014,0.017,0.0082,0.04,0.043,0.038,6e-07,9e-07,1.9e-06,0.0047,0.0054,0.0003,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.4
21590000,0.71,0.00087,-0.013,0.7,0.0033,0.0017,0.012,0.009,0.0091,-3.7e+02,-0.0013,-0.0058,7.7e-05,0.011,0.0025,-0.13,0.21,-5.1e-06,0.43,-0.00032,0.00076,5e-05,0,0,-3.6e+02,9.1e-05,8.2e-05,0.036,0.013,0.015,0.0081,0.037,0.039,0.038,5.8e-07,8.7e-07,1.9e-06,0.0047,0.0053,0.00029,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.4
21690000,0.71,0.00084,-0.013,0.7,0.0049,0.0021,0.014,0.01,0.0097,-3.7e+02,-0.0013,-0.0058,8.1e-05,0.011,0.0021,-0.13,0.21,-5e-06,0.43,-0.00031,0.00077,5.1e-05,0,0,-3.6e+02,9.2e-05,8.2e-05,0.036,0.013,0.017,0.0081,0.04,0.042,0.038,5.8e-07,8.6e-07,1.9e-06,0.0047,0.0053,0.00028,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.5
21790000,0.71,0.00084,-0.013,0.7,0.003,0.0042,0.013,0.0074,0.01,-3.7e+02,-0.0013,-0.0058,7.2e-05,0.011,0.0023,-0.13,0.21,-5.6e-06,0.43,-0.00033,0.00076,5.3e-05,0,0,-3.6e+02,9e-05,8e-05,0.036,0.012,0.015,0.0079,0.036,0.039,0.038,5.6e-07,8.3e-07,1.9e-06,0.0046,0.0052,0.00027,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.5
21890000,0.71,0.00083,-0.013,0.7,0.0038,0.0047,0.013,0.0079,0.011,-3.7e+02,-0.0013,-0.0058,7.3e-05,0.011,0.0022,-0.13,0.21,-5.5e-06,0.43,-0.00033,0.00076,5e-05,0,0,-3.6e+02,9.1e-05,8.1e-05,0.036,0.013,0.016,0.0079,0.04,0.042,0.037,5.6e-07,8.3e-07,1.9e-06,0.0046,0.0052,0.00027,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.5
21990000,0.71,0.00085,-0.013,0.7,0.0026,0.0054,0.014,0.006,0.012,-3.7e+02,-0.0013,-0.0058,7e-05,0.012,0.002,-0.13,0.21,-5.9e-06,0.43,-0.00034,0.00076,5.2e-05,0,0,-3.7e+02,8.8e-05,7.9e-05,0.036,0.012,0.015,0.0077,0.036,0.038,0.037,5.4e-07,8e-07,1.9e-06,0.0046,0.0052,0.00026,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,0.01
22090000,0.71,0.00088,-0.013,0.7,0.0025,0.007,0.012,0.006,0.013,-3.7e+02,-0.0013,-0.0058,7e-05,0.012,0.0021,-0.13,0.21,-5.9e-06,0.43,-0.00034,0.00076,5.2e-05,0,0,-3.7e+02,8.9e-05,7.9e-05,0.036,0.013,0.016,0.0077,0.04,0.042,0.037,5.4e-07,7.9e-07,1.8e-06,0.0046,0.0052,0.00026,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,0.01
22190000,0.71,0.00085,-0.013,0.7,0.0019,0.007,0.013,0.0053,0.011,-3.7e+02,-0.0013,-0.0058,7.6e-05,0.012,0.0021,-0.13,0.21,-5.7e-06,0.43,-0.00035,0.00077,4.1e-05,0,0,-3.7e+02,8.7e-05,7.8e-05,0.036,0.012,0.015,0.0076,0.036,0.038,0.037,5.3e-07,7.6e-07,1.8e-06,0.0045,0.0051,0.00025,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,0.01
22290000,0.71,0.00088,-0.013,0.7,0.0013,0.0067,0.013,0.0057,0.012,-3.7e+02,-0.0013,-0.0058,7.4e-05,0.012,0.0022,-0.13,0.21,-5.8e-06,0.43,-0.00035,0.00076,4.2e-05,0,0,-3.7e+02,8.8e-05,7.8e-05,0.036,0.013,0.016,0.0075,0.04,0.042,0.037,5.2e-07,7.6e-07,1.8e-06,0.0045,0.0051,0.00025,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,0.01
22390000,0.71,0.00089,-0.013,0.7,-0.001,0.0064,0.015,0.0041,0.01,-3.7e+02,-0.0013,-0.0058,8.1e-05,0.012,0.0024,-0.13,0.21,-5.7e-06,0.43,-0.00035,0.00077,4.3e-05,0,0,-3.7e+02,8.6e-05,7.7e-05,0.036,0.012,0.015,0.0074,0.036,0.038,0.037,5.1e-07,7.3e-07,1.8e-06,0.0045,0.005,0.00024,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,0.01
22490000,0.71,0.00093,-0.013,0.7,-0.0021,0.0072,0.016,0.0033,0.011,-3.7e+02,-0.0013,-0.0058,8.2e-05,0.012,0.0026,-0.13,0.21,-5.7e-06,0.43,-0.00037,0.00078,4.1e-05,0,0,-3.7e+02,8.6e-05,7.7e-05,0.036,0.013,0.016,0.0074,0.039,0.042,0.037,5.1e-07,7.3e-07,1.8e-06,0.0045,0.005,0.00024,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,0.01
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90000,1,-0.0094,-0.011,6.9e-05,-0.00047,0.0026,-0.026,0,0,-0.0023,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.1,0.01,0.01,0.00036,25,25,10,1e+02,1e+02,1e+02,0.01,0.01,0.01,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.058
190000,1,-0.0094,-0.011,2.8e-05,6.9e-05,0.004,-0.041,0,0,-1.2e+02,-3e-11,-2.6e-12,5.6e-13,0,0,-5e-08,0,0,0,0,0,0,0,0,-1.2e+02,0.011,0.011,0.00084,25,25,10,1e+02,1e+02,1,0.01,0.01,0.01,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.082
290000,1,-0.0094,-0.011,6.3e-05,0.001,0.0064,-0.053,0,0,-1.2e+02,9.1e-10,1e-10,-1.7e-11,0,0,-2.5e-06,0,0,0,0,0,0,0,0,-1.2e+02,0.012,0.012,0.00075,25,25,9.6,0.37,0.37,0.41,0.01,0.01,0.0049,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.11
390000,1,-0.0094,-0.011,7e-05,0.0024,0.0083,-0.059,0,0,-1.2e+02,-1.1e-08,2.8e-09,2.9e-10,0,0,-1.5e-05,0,0,0,0,0,0,0,0,-1.2e+02,0.012,0.012,0.0012,25,25,8.1,0.97,0.97,0.32,0.01,0.01,0.0049,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.13
490000,1,-0.0095,-0.012,2e-05,0.0039,0.0048,-0.06,0,0,-1.2e+02,1.6e-06,-3.7e-07,-4.2e-08,0,0,-4.1e-05,0,0,0,0,0,0,0,0,-1.2e+02,0.013,0.013,0.00072,7.8,7.8,5.9,0.34,0.34,0.31,0.01,0.01,0.0021,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.16
590000,1,-0.0095,-0.012,2.6e-05,0.006,0.0073,-0.059,0,0,-1.2e+02,1.6e-06,-3.4e-07,-4e-08,0,0,-7.3e-05,0,0,0,0,0,0,0,0,-1.2e+02,0.015,0.015,0.00099,7.9,7.9,4.2,0.67,0.67,0.32,0.01,0.01,0.0021,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.18
690000,1,-0.0096,-0.012,8.6e-05,0.0063,0.0052,-0.059,0,0,-1.2e+02,5.5e-06,-3.2e-06,-1.8e-07,0,0,-0.00012,0,0,0,0,0,0,0,0,-1.2e+02,0.016,0.016,0.00061,2.7,2.7,2.8,0.26,0.26,0.29,0.01,0.01,0.00098,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.21
790000,1,-0.0097,-0.013,9.9e-05,0.0086,0.0073,-0.063,0,0,-1.2e+02,5.4e-06,-3.1e-06,-1.8e-07,0,0,-0.00016,0,0,0,0,0,0,0,0,-1.2e+02,0.018,0.018,0.00077,2.8,2.8,2,0.42,0.42,0.28,0.01,0.01,0.00098,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.23
890000,1,-0.0098,-0.013,0.00012,0.01,0.006,-0.077,0,0,-1.2e+02,1.6e-05,-1.5e-05,-6.5e-07,0,0,-0.00016,0,0,0,0,0,0,0,0,-1.2e+02,0.019,0.019,0.00051,1.3,1.3,2,0.2,0.2,0.43,0.0099,0.01,0.00053,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.26
990000,1,-0.0099,-0.013,0.00013,0.015,0.0064,-0.092,0,0,-1.2e+02,1.6e-05,-1.5e-05,-6.5e-07,0,0,-0.00016,0,0,0,0,0,0,0,0,-1.2e+02,0.021,0.021,0.00062,1.5,1.5,2,0.3,0.3,0.61,0.0099,0.01,0.00053,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.28
1090000,1,-0.01,-0.014,0.00013,0.016,0.0051,-0.11,0,0,-1.2e+02,4.1e-05,-6.2e-05,-2.1e-06,0,0,-0.00016,0,0,0,0,0,0,0,0,-1.2e+02,0.023,0.023,0.00043,0.93,0.93,2,0.17,0.17,0.84,0.0098,0.0098,0.00032,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.31
1190000,1,-0.01,-0.014,0.0001,0.02,0.0053,-0.12,0,0,-1.2e+02,4.1e-05,-6.2e-05,-2.1e-06,0,0,-0.00016,0,0,0,0,0,0,0,0,-1.2e+02,0.025,0.025,0.00051,1.1,1.1,2,0.24,0.24,1.1,0.0098,0.0098,0.00032,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.33
1290000,1,-0.01,-0.014,0.00016,0.02,0.0044,-0.14,0,0,-1.2e+02,8.5e-05,-0.00019,-5.5e-06,0,0,-0.00016,0,0,0,0,0,0,0,0,-1.2e+02,0.026,0.026,0.00038,0.89,0.89,2,0.15,0.15,1.4,0.0095,0.0095,0.0002,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.36
1390000,1,-0.01,-0.014,0.00017,0.026,0.0042,-0.15,0,0,-1.2e+02,8.5e-05,-0.00019,-5.5e-06,0,0,-0.00016,0,0,0,0,0,0,0,0,-1.2e+02,0.028,0.028,0.00043,1.2,1.2,2,0.21,0.21,1.7,0.0095,0.0095,0.0002,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.38
1490000,1,-0.01,-0.014,0.00015,0.024,0.0029,-0.16,0,0,-1.2e+02,0.00015,-0.00045,-1.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,-1.2e+02,0.027,0.027,0.00033,0.96,0.96,2,0.14,0.14,2.1,0.0088,0.0088,0.00014,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.41
1590000,1,-0.01,-0.014,0.00015,0.03,0.0035,-0.18,0,0,-1.2e+02,0.00015,-0.00045,-1.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,-1.2e+02,0.03,0.03,0.00037,1.3,1.3,2,0.2,0.2,2.6,0.0088,0.0088,0.00014,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.43
1690000,1,-0.011,-0.014,0.00012,0.028,-9.5e-05,-0.19,0,0,-1.2e+02,0.0002,-0.00088,-2.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.026,0.026,0.0003,1,1,2,0.14,0.14,3,0.0078,0.0078,0.0001,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.46
1790000,1,-0.011,-0.014,9.5e-05,0.035,-0.0019,-0.2,0,0,-1.2e+02,0.0002,-0.00088,-2.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.028,0.028,0.00033,1.3,1.3,2,0.2,0.2,3.5,0.0078,0.0078,0.0001,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.48
1890000,1,-0.011,-0.015,7.5e-05,0.043,-0.0032,-0.22,0,0,-1.2e+02,0.0002,-0.00088,-2.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.031,0.031,0.00037,1.7,1.7,2,0.31,0.31,4.1,0.0078,0.0078,0.0001,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.51
1990000,1,-0.011,-0.014,8.5e-05,0.036,-0.0046,-0.23,0,0,-1.2e+02,0.00022,-0.0014,-3.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.025,0.025,0.00029,1.3,1.3,2.1,0.2,0.2,4.7,0.0067,0.0067,7.5e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.53
2090000,1,-0.011,-0.014,4.7e-05,0.041,-0.0071,-0.24,0,0,-1.2e+02,0.00022,-0.0014,-3.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.027,0.027,0.00032,1.7,1.7,2.1,0.31,0.31,5.3,0.0067,0.0067,7.5e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.56
2190000,1,-0.011,-0.014,5.9e-05,0.033,-0.0068,-0.26,0,0,-1.2e+02,0.00017,-0.002,-4.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.02,0.02,0.00027,1.2,1.2,2.1,0.2,0.2,6,0.0055,0.0055,5.7e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.58
2290000,1,-0.011,-0.014,4.5e-05,0.039,-0.0093,-0.27,0,0,-1.2e+02,0.00017,-0.002,-4.2e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.022,0.022,0.00029,1.5,1.5,2.1,0.3,0.3,6.7,0.0055,0.0055,5.7e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.61
2390000,1,-0.011,-0.013,6.2e-05,0.03,-0.0087,-0.29,0,0,-1.2e+02,9e-05,-0.0025,-5e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,-1.2e+02,0.017,0.017,0.00024,1,1,2.1,0.19,0.19,7.4,0.0046,0.0046,4.5e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.63
2490000,1,-0.011,-0.013,4.4e-05,0.035,-0.011,-0.3,0,0,-1.2e+02,9e-05,-0.0025,-5e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,-1.2e+02,0.018,0.018,0.00026,1.3,1.3,2.1,0.28,0.28,8.2,0.0046,0.0046,4.5e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.66
2590000,1,-0.011,-0.013,5.9e-05,0.026,-0.009,-0.31,0,0,-1.2e+02,-1.4e-05,-0.0029,-5.7e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,-1.2e+02,0.014,0.014,0.00022,0.89,0.89,2.1,0.18,0.18,9.1,0.0038,0.0038,3.6e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.68
2690000,1,-0.011,-0.013,5.5e-05,0.03,-0.01,-0.33,0,0,-1.2e+02,-1.4e-05,-0.0029,-5.7e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,-1.2e+02,0.015,0.015,0.00024,1.1,1.1,2.2,0.25,0.25,10,0.0038,0.0038,3.6e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.71
2790000,1,-0.011,-0.013,4.9e-05,0.023,-0.0093,-0.34,0,0,-1.2e+02,-0.00012,-0.0033,-6.1e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,-1.2e+02,0.011,0.011,0.00021,0.77,0.77,2.2,0.16,0.16,11,0.0032,0.0032,2.9e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.73
2890000,1,-0.011,-0.013,-1.1e-06,0.027,-0.011,-0.35,0,0,-1.2e+02,-0.00012,-0.0033,-6.1e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,-1.2e+02,0.013,0.013,0.00022,0.95,0.95,2.2,0.23,0.23,12,0.0032,0.0032,2.9e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.76
2990000,1,-0.011,-0.013,4.6e-05,0.022,-0.0095,-0.36,0,0,-1.2e+02,-0.00023,-0.0036,-6.5e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,-1.2e+02,0.0099,0.0099,0.00019,0.67,0.67,2.2,0.15,0.15,13,0.0027,0.0027,2.4e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.78
3090000,1,-0.011,-0.013,4.9e-05,0.025,-0.011,-0.38,0,0,-1.2e+02,-0.00023,-0.0036,-6.5e-05,0,0,-0.00018,0,0,0,0,0,0,0,0,-1.2e+02,0.011,0.011,0.00021,0.83,0.83,2.2,0.22,0.22,14,0.0027,0.0027,2.4e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.81
3190000,1,-0.011,-0.013,-8e-06,0.02,-0.0086,-0.39,0,0,-1.2e+02,-0.00034,-0.0039,-6.7e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.0087,0.0087,0.00018,0.59,0.59,2.3,0.14,0.14,15,0.0023,0.0023,2e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.83
3290000,1,-0.011,-0.013,3.2e-05,0.023,-0.01,-0.4,0,0,-1.2e+02,-0.00034,-0.0039,-6.7e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.0096,0.0096,0.00019,0.73,0.73,2.3,0.2,0.2,16,0.0023,0.0023,2e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.86
3390000,1,-0.011,-0.012,3.2e-06,0.018,-0.0091,-0.42,0,0,-1.2e+02,-0.00044,-0.0041,-7e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.0078,0.0078,0.00017,0.53,0.53,2.3,0.14,0.14,18,0.002,0.002,1.7e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.88
3490000,1,-0.011,-0.013,-4.5e-06,0.022,-0.012,-0.43,0,0,-1.2e+02,-0.00044,-0.0041,-7e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.0086,0.0086,0.00018,0.66,0.66,2.3,0.19,0.19,19,0.002,0.002,1.7e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.91
3590000,1,-0.011,-0.012,1.9e-05,0.017,-0.011,-0.44,0,0,-1.2e+02,-0.00055,-0.0044,-7.1e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.007,0.007,0.00016,0.49,0.49,2.4,0.13,0.13,20,0.0017,0.0017,1.4e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.93
3690000,1,-0.011,-0.012,0.00014,0.019,-0.014,-0.46,0,0,-1.2e+02,-0.00055,-0.0044,-7.1e-05,0,0,-0.00017,0,0,0,0,0,0,0,0,-1.2e+02,0.0077,0.0077,0.00017,0.6,0.6,2.4,0.18,0.18,22,0.0017,0.0017,1.4e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.96
3790000,1,-0.011,-0.012,0.00019,0.016,-0.013,-0.47,0,0,-1.2e+02,-0.00067,-0.0046,-7.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,-1.2e+02,0.0064,0.0064,0.00015,0.45,0.45,2.4,0.12,0.12,23,0.0014,0.0014,1.2e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.98
3890000,1,-0.011,-0.012,0.00015,0.017,-0.014,-0.48,0,0,-1.2e+02,-0.00067,-0.0046,-7.2e-05,0,0,-0.00016,0,0,0,0,0,0,0,0,-1.2e+02,0.0069,0.0069,0.00016,0.55,0.55,2.4,0.17,0.17,24,0.0014,0.0014,1.2e-05,0.04,0.04,0.04,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1
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12190000,0.71,0.0012,-0.013,0.71,-0.0072,0.0049,-0.026,0,0,-4.9e+02,-0.0011,-0.0059,-9.8e-05,-0.0054,0.0057,-0.099,0.21,-2.7e-06,0.43,-0.00013,0.00059,-0.00027,0,0,-4.9e+02,0.00048,0.00048,0.037,0.064,0.066,0.041,0.048,0.048,0.059,8.2e-06,1.4e-05,2.3e-06,0.023,0.026,0.012,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.1
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12790000,0.71,0.0013,-0.013,0.71,-0.02,0.0033,-0.041,0,0,-4.9e+02,-0.0012,-0.006,-0.0001,-0.0039,0.0076,-0.1,0.21,-3.6e-06,0.43,-0.00023,0.00048,-0.00027,0,0,-4.9e+02,0.00033,0.00034,0.037,0.054,0.056,0.037,0.047,0.047,0.056,6.2e-06,1.1e-05,2.3e-06,0.018,0.021,0.011,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.2
12890000,0.71,0.0011,-0.013,0.71,-0.02,0.002,-0.039,0,0,-4.9e+02,-0.0011,-0.006,-0.0001,-0.0052,0.0072,-0.1,0.21,-3.2e-06,0.43,-0.00019,0.00047,-0.00026,0,0,-4.9e+02,0.00033,0.00034,0.037,0.061,0.063,0.038,0.054,0.055,0.057,6e-06,1.1e-05,2.3e-06,0.018,0.021,0.011,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.3
12990000,0.71,0.001,-0.013,0.71,-0.0092,0.0023,-0.039,0,0,-4.9e+02,-0.0011,-0.006,-0.0001,-0.0027,0.0076,-0.1,0.21,-3e-06,0.43,-0.0002,0.00058,-0.0002,0,0,-4.9e+02,0.0003,0.00031,0.037,0.051,0.053,0.037,0.047,0.047,0.055,5.7e-06,9.9e-06,2.3e-06,0.016,0.02,0.01,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.3
13090000,0.71,0.00097,-0.013,0.71,-0.0099,0.00034,-0.039,0,0,-4.9e+02,-0.0011,-0.006,-0.00011,-0.0038,0.0092,-0.1,0.21,-3.4e-06,0.43,-0.00022,0.00052,-0.00023,0,0,-4.9e+02,0.0003,0.00031,0.037,0.057,0.059,0.038,0.054,0.054,0.056,5.5e-06,9.6e-06,2.3e-06,0.016,0.02,0.01,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.3
13190000,0.71,0.00097,-0.013,0.71,-0.0025,0.0012,-0.034,0,0,-4.9e+02,-0.0011,-0.006,-0.00011,-0.002,0.011,-0.11,0.21,-3.8e-06,0.43,-0.00025,0.00057,-0.00021,0,0,-4.9e+02,0.00027,0.00029,0.037,0.048,0.05,0.037,0.047,0.047,0.054,5.2e-06,9.1e-06,2.3e-06,0.015,0.019,0.0098,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.3
13290000,0.71,0.00081,-0.013,0.71,-0.00098,0.0019,-0.029,0,0,-4.9e+02,-0.001,-0.006,-0.0001,-0.0035,0.009,-0.11,0.21,-2.8e-06,0.43,-0.00019,0.00058,-0.00019,0,0,-4.9e+02,0.00027,0.00028,0.037,0.054,0.055,0.038,0.054,0.054,0.055,5.1e-06,8.9e-06,2.3e-06,0.015,0.019,0.0097,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.4
13390000,0.71,0.00072,-0.013,0.71,8e-05,0.0026,-0.024,0,0,-4.9e+02,-0.001,-0.006,-0.0001,-0.0029,0.0083,-0.11,0.21,-2.6e-06,0.43,-0.00017,0.00063,-0.00019,0,0,-4.9e+02,0.00025,0.00026,0.037,0.045,0.047,0.037,0.047,0.047,0.054,4.8e-06,8.5e-06,2.3e-06,0.014,0.018,0.0091,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.4
13490000,0.71,0.00072,-0.013,0.71,5e-05,0.0027,-0.022,0,0,-4.9e+02,-0.001,-0.0059,-0.0001,-0.0029,0.0075,-0.11,0.21,-2.2e-06,0.43,-0.00016,0.00064,-0.00017,0,0,-4.9e+02,0.00025,0.00026,0.037,0.05,0.052,0.038,0.054,0.054,0.055,4.7e-06,8.2e-06,2.3e-06,0.014,0.018,0.009,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.4
13590000,0.71,0.00074,-0.013,0.71,-0.00015,0.003,-0.024,0,0,-4.9e+02,-0.001,-0.006,-0.0001,-0.0027,0.0087,-0.11,0.21,-2.7e-06,0.43,-0.00019,0.00063,-0.00019,0,0,-4.9e+02,0.00023,0.00025,0.037,0.042,0.044,0.037,0.046,0.047,0.054,4.5e-06,7.9e-06,2.3e-06,0.013,0.017,0.0085,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.4
13690000,0.71,0.00072,-0.013,0.71,0.00078,0.0055,-0.029,0,0,-4.9e+02,-0.001,-0.0059,-9.9e-05,-0.0021,0.0075,-0.11,0.21,-2.3e-06,0.43,-0.00017,0.00065,-0.00016,0,0,-4.9e+02,0.00023,0.00024,0.037,0.047,0.049,0.038,0.053,0.054,0.055,4.3e-06,7.7e-06,2.3e-06,0.013,0.017,0.0083,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.5
13790000,0.71,0.00076,-0.013,0.71,0.0005,0.0022,-0.03,0,0,-4.9e+02,-0.0011,-0.006,-9.9e-05,-0.00065,0.0082,-0.11,0.21,-2.7e-06,0.43,-0.00021,0.00066,-0.00014,0,0,-4.9e+02,0.00022,0.00023,0.037,0.04,0.041,0.036,0.046,0.046,0.053,4.2e-06,7.3e-06,2.3e-06,0.013,0.016,0.0078,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.5
13890000,0.71,0.0006,-0.013,0.71,0.0023,0.0023,-0.035,0,0,-4.9e+02,-0.001,-0.0059,-9.9e-05,-0.002,0.0071,-0.11,0.21,-2e-06,0.43,-0.00016,0.00066,-0.00015,0,0,-4.9e+02,0.00022,0.00023,0.037,0.044,0.046,0.037,0.053,0.053,0.055,4e-06,7.1e-06,2.3e-06,0.012,0.016,0.0076,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.5
13990000,0.71,0.00067,-0.013,0.71,0.0018,0.00057,-0.034,0,0,-4.9e+02,-0.001,-0.0059,-9.8e-05,-0.00073,0.0076,-0.11,0.21,-2.3e-06,0.43,-0.0002,0.00066,-0.00013,0,0,-4.9e+02,0.00021,0.00022,0.037,0.037,0.039,0.036,0.046,0.046,0.054,3.9e-06,6.8e-06,2.3e-06,0.012,0.015,0.0071,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.5
14090000,0.71,0.00073,-0.013,0.71,0.0013,0.0019,-0.035,0,0,-4.9e+02,-0.0011,-0.0059,-9.4e-05,0.00078,0.0065,-0.11,0.21,-2e-06,0.43,-0.0002,0.0007,-8.9e-05,0,0,-4.9e+02,0.00021,0.00022,0.037,0.041,0.043,0.036,0.053,0.053,0.054,3.8e-06,6.7e-06,2.3e-06,0.012,0.015,0.007,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.6
14190000,0.71,0.00069,-0.014,0.71,0.0044,0.0018,-0.037,0,0,-4.9e+02,-0.0011,-0.0059,-9.3e-05,0.0013,0.0062,-0.11,0.21,-1.8e-06,0.43,-0.00019,0.00072,-7.1e-05,0,0,-4.9e+02,0.0002,0.00021,0.037,0.035,0.037,0.035,0.046,0.046,0.054,3.6e-06,6.4e-06,2.3e-06,0.011,0.015,0.0065,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.6
14290000,0.71,0.00076,-0.014,0.71,0.0046,0.0031,-0.035,0,0,-4.9e+02,-0.0011,-0.0059,-9.2e-05,0.0021,0.0062,-0.11,0.21,-1.9e-06,0.43,-0.0002,0.00072,-5.3e-05,0,0,-4.9e+02,0.0002,0.00021,0.037,0.039,0.04,0.036,0.052,0.052,0.055,3.5e-06,6.2e-06,2.3e-06,0.011,0.014,0.0063,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.6
14390000,0.71,0.00064,-0.014,0.71,0.007,0.0049,-0.037,0,0,-4.9e+02,-0.0011,-0.0058,-8.9e-05,0.0018,0.0047,-0.11,0.21,-1.1e-06,0.43,-0.00016,0.00075,-3.7e-05,0,0,-4.9e+02,0.00019,0.0002,0.037,0.033,0.035,0.034,0.046,0.046,0.053,3.4e-06,6e-06,2.3e-06,0.011,0.014,0.0059,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.6
14490000,0.71,0.00053,-0.014,0.71,0.008,0.0064,-0.041,0,0,-4.9e+02,-0.001,-0.0058,-8.9e-05,0.00054,0.0041,-0.11,0.21,-5.6e-07,0.43,-0.00014,0.00072,-3.7e-05,0,0,-4.9e+02,0.00019,0.0002,0.037,0.036,0.038,0.035,0.052,0.052,0.054,3.3e-06,5.8e-06,2.3e-06,0.011,0.014,0.0057,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.7
14590000,0.71,0.00043,-0.013,0.71,0.0061,0.0048,-0.041,0,0,-4.9e+02,-0.001,-0.0059,-8.9e-05,-0.00033,0.0039,-0.11,0.21,-4.7e-07,0.43,-0.00013,0.00069,-5.1e-05,0,0,-4.9e+02,0.00018,0.00019,0.037,0.031,0.033,0.033,0.045,0.045,0.054,3.2e-06,5.6e-06,2.3e-06,0.01,0.014,0.0053,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.7
14690000,0.71,0.00038,-0.013,0.71,0.0078,0.0029,-0.038,0,0,-4.9e+02,-0.001,-0.0058,-8.7e-05,-0.00028,0.003,-0.11,0.21,-7.5e-08,0.43,-0.00012,0.0007,-3.6e-05,0,0,-4.9e+02,0.00018,0.00019,0.037,0.034,0.036,0.034,0.051,0.052,0.054,3.1e-06,5.5e-06,2.3e-06,0.01,0.013,0.0051,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.7
14790000,0.71,0.00036,-0.013,0.71,0.0055,0.0014,-0.033,0,0,-4.9e+02,-0.001,-0.0058,-8.6e-05,-0.00044,0.0028,-0.12,0.21,-1.3e-07,0.43,-0.00012,0.00068,-3.7e-05,0,0,-4.9e+02,0.00017,0.00018,0.037,0.03,0.031,0.032,0.045,0.045,0.053,3e-06,5.2e-06,2.3e-06,0.0098,0.013,0.0048,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,3.7
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16490000,0.71,0.00042,-0.014,0.71,0.0088,0.0044,-0.022,0,0,-4.9e+02,-0.0011,-0.0058,-7.4e-05,0.0044,0.0027,-0.12,0.21,-1.6e-06,0.43,-0.0002,0.00066,2.7e-05,0,0,-4.9e+02,0.00014,0.00014,0.037,0.022,0.024,0.022,0.047,0.048,0.052,1.8e-06,3.2e-06,2.3e-06,0.0074,0.0097,0.0019,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.2
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18090000,0.71,0.00047,-0.013,0.71,0.017,0.0076,-0.00044,0,0,-4.9e+02,-0.0012,-0.0059,-6.1e-05,0.0068,0.0045,-0.13,0.21,-3.5e-06,0.43,-0.00027,0.00064,3.6e-05,0,0,-4.9e+02,0.00012,0.00012,0.037,0.017,0.02,0.015,0.044,0.045,0.047,1.2e-06,2.1e-06,2.2e-06,0.0061,0.0078,0.00089,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.6
18190000,0.71,0.00043,-0.013,0.71,0.018,0.0086,0.001,0,0,-4.9e+02,-0.0012,-0.0059,-5.7e-05,0.007,0.0041,-0.13,0.21,-3.5e-06,0.43,-0.00026,0.00065,3.7e-05,0,0,-4.9e+02,0.00012,0.00011,0.037,0.016,0.018,0.014,0.04,0.041,0.046,1.2e-06,2e-06,2.2e-06,0.0061,0.0077,0.00085,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.6
18290000,0.71,0.00035,-0.013,0.71,0.018,0.0081,0.0022,0,0,-4.9e+02,-0.0012,-0.0059,-5.9e-05,0.0066,0.0044,-0.13,0.21,-3.5e-06,0.43,-0.00027,0.00064,3.2e-05,0,0,-4.9e+02,0.00012,0.00011,0.037,0.017,0.02,0.014,0.044,0.045,0.046,1.2e-06,2e-06,2.2e-06,0.006,0.0076,0.00082,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.6
18390000,0.71,0.00031,-0.013,0.71,0.02,0.01,0.0035,0,0,-4.9e+02,-0.0012,-0.0059,-5.3e-05,0.0063,0.0036,-0.13,0.21,-3.3e-06,0.43,-0.00026,0.00065,3.3e-05,0,0,-4.9e+02,0.00012,0.00011,0.037,0.015,0.018,0.014,0.039,0.04,0.045,1.1e-06,1.9e-06,2.2e-06,0.006,0.0075,0.00078,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.6
18490000,0.71,0.00037,-0.013,0.71,0.021,0.011,0.0031,0,0,-4.9e+02,-0.0012,-0.0059,-5.2e-05,0.0069,0.0037,-0.13,0.21,-3.5e-06,0.43,-0.00026,0.00066,3.7e-05,0,0,-4.9e+02,0.00012,0.00011,0.037,0.016,0.02,0.014,0.043,0.045,0.045,1.1e-06,1.9e-06,2.2e-06,0.0059,0.0074,0.00076,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7
18590000,0.71,0.00039,-0.013,0.71,0.02,0.012,0.0014,0,0,-4.9e+02,-0.0012,-0.0059,-4.4e-05,0.0077,0.0031,-0.13,0.21,-3.6e-06,0.43,-0.00026,0.00067,4.2e-05,0,0,-4.9e+02,0.00012,0.00011,0.037,0.015,0.018,0.013,0.039,0.04,0.045,1.1e-06,1.8e-06,2.2e-06,0.0058,0.0073,0.00072,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7
18690000,0.71,0.0003,-0.013,0.71,0.022,0.012,-0.00039,0,0,-4.9e+02,-0.0012,-0.0059,-4.6e-05,0.007,0.0031,-0.13,0.21,-3.5e-06,0.43,-0.00026,0.00066,3.6e-05,0,0,-4.9e+02,0.00012,0.00011,0.037,0.016,0.019,0.013,0.043,0.044,0.045,1.1e-06,1.8e-06,2.2e-06,0.0058,0.0072,0.0007,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7
18790000,0.71,0.00032,-0.013,0.71,0.021,0.011,-0.00061,0,0,-4.9e+02,-0.0012,-0.0059,-4.5e-05,0.0072,0.0037,-0.13,0.21,-3.7e-06,0.43,-0.00026,0.00065,3.3e-05,0,0,-4.9e+02,0.00012,0.00011,0.037,0.015,0.018,0.013,0.039,0.04,0.044,1e-06,1.7e-06,2.2e-06,0.0057,0.0071,0.00067,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7
18890000,0.71,0.00041,-0.013,0.71,0.021,0.013,1.6e-05,0,0,-4.9e+02,-0.0012,-0.0059,-3.9e-05,0.0082,0.0032,-0.13,0.21,-3.8e-06,0.43,-0.00027,0.00067,4.7e-05,0,0,-4.9e+02,0.00012,0.00011,0.037,0.016,0.019,0.013,0.043,0.044,0.044,1e-06,1.7e-06,2.2e-06,0.0057,0.0071,0.00065,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
18990000,0.71,0.00046,-0.013,0.71,0.021,0.014,-0.0012,0,0,-4.9e+02,-0.0013,-0.0059,-3.3e-05,0.0088,0.0033,-0.13,0.21,-4.1e-06,0.43,-0.00028,0.00068,4.8e-05,0,0,-4.9e+02,0.00011,0.0001,0.037,0.015,0.017,0.012,0.039,0.04,0.044,9.7e-07,1.6e-06,2.2e-06,0.0056,0.0069,0.00062,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
19090000,0.71,0.0005,-0.013,0.71,0.021,0.015,0.0018,0,0,-4.9e+02,-0.0013,-0.0059,-3.3e-05,0.0094,0.0036,-0.13,0.21,-4.3e-06,0.43,-0.00029,0.00069,5.2e-05,0,0,-4.9e+02,0.00011,0.0001,0.037,0.016,0.019,0.012,0.042,0.044,0.044,9.6e-07,1.6e-06,2.2e-06,0.0056,0.0069,0.0006,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
19190000,0.71,0.00055,-0.013,0.71,0.02,0.015,0.0019,0,0,-4.9e+02,-0.0013,-0.0059,-2.7e-05,0.0099,0.0037,-0.13,0.21,-4.5e-06,0.43,-0.00031,0.00069,5.6e-05,0,0,-4.9e+02,0.00011,0.0001,0.036,0.014,0.017,0.012,0.038,0.04,0.043,9.3e-07,1.5e-06,2.1e-06,0.0055,0.0068,0.00058,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
19290000,0.71,0.00058,-0.013,0.71,0.02,0.015,0.0046,0,0,-4.9e+02,-0.0013,-0.0059,-3e-05,0.0098,0.0041,-0.13,0.21,-4.6e-06,0.43,-0.00031,0.00068,5.8e-05,0,0,-4.9e+02,0.00011,0.0001,0.036,0.015,0.019,0.012,0.042,0.044,0.043,9.2e-07,1.5e-06,2.1e-06,0.0055,0.0067,0.00056,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
19390000,0.71,0.00054,-0.013,0.71,0.019,0.014,0.0084,0,0,-4.9e+02,-0.0013,-0.0059,-2.3e-05,0.0097,0.004,-0.13,0.21,-4.6e-06,0.43,-0.0003,0.00068,5.3e-05,0,0,-4.9e+02,0.00011,0.0001,0.036,0.014,0.017,0.011,0.038,0.04,0.043,8.9e-07,1.5e-06,2.1e-06,0.0055,0.0066,0.00054,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
19490000,0.71,0.00055,-0.013,0.71,0.019,0.015,0.0049,0,0,-4.9e+02,-0.0013,-0.0059,-1.8e-05,0.0098,0.0033,-0.13,0.21,-4.4e-06,0.43,-0.0003,0.00069,5.6e-05,0,0,-4.9e+02,0.00011,0.0001,0.036,0.015,0.018,0.011,0.042,0.044,0.043,8.8e-07,1.4e-06,2.1e-06,0.0054,0.0066,0.00052,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
19590000,0.71,0.00063,-0.013,0.71,0.017,0.014,0.0043,0,0,-4.9e+02,-0.0013,-0.0059,-6.7e-06,0.011,0.003,-0.13,0.21,-4.6e-06,0.43,-0.00031,0.0007,6.4e-05,0,0,-4.9e+02,0.00011,9.8e-05,0.036,0.014,0.017,0.011,0.038,0.039,0.042,8.6e-07,1.4e-06,2.1e-06,0.0054,0.0065,0.0005,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
19690000,0.71,0.00067,-0.013,0.71,0.017,0.012,0.0058,0,0,-4.9e+02,-0.0013,-0.0059,-1e-05,0.011,0.0036,-0.13,0.21,-4.9e-06,0.43,-0.00031,0.0007,5.7e-05,0,0,-4.9e+02,0.00011,9.8e-05,0.036,0.015,0.018,0.011,0.042,0.043,0.042,8.4e-07,1.4e-06,2.1e-06,0.0053,0.0065,0.00049,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
19790000,0.71,0.00074,-0.013,0.71,0.015,0.01,0.0064,0,0,-4.9e+02,-0.0013,-0.0059,-5.7e-06,0.011,0.004,-0.13,0.21,-5.1e-06,0.43,-0.00032,0.0007,5.5e-05,0,0,-4.9e+02,0.00011,9.6e-05,0.036,0.014,0.017,0.01,0.038,0.039,0.042,8.2e-07,1.3e-06,2.1e-06,0.0053,0.0064,0.00047,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
19890000,0.71,0.00066,-0.013,0.71,0.015,0.012,0.0075,0,0,-4.9e+02,-0.0013,-0.0058,2.4e-06,0.011,0.0029,-0.13,0.21,-4.8e-06,0.43,-0.00031,0.00071,6.2e-05,0,0,-4.9e+02,0.00011,9.6e-05,0.036,0.015,0.018,0.01,0.041,0.043,0.042,8.1e-07,1.3e-06,2.1e-06,0.0053,0.0063,0.00046,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
19990000,0.71,0.00063,-0.013,0.71,0.013,0.012,0.01,0,0,-4.9e+02,-0.0013,-0.0058,1.8e-05,0.012,0.0021,-0.13,0.21,-4.7e-06,0.43,-0.00031,0.00073,6.7e-05,0,0,-4.9e+02,0.0001,9.4e-05,0.036,0.014,0.017,0.01,0.038,0.039,0.041,7.9e-07,1.3e-06,2.1e-06,0.0052,0.0062,0.00044,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
20090000,0.71,0.00066,-0.013,0.71,0.013,0.013,0.011,0,0,-4.9e+02,-0.0013,-0.0058,2.8e-05,0.012,0.0013,-0.13,0.21,-4.5e-06,0.43,-0.00032,0.00075,7.7e-05,0,0,-4.9e+02,0.00011,9.5e-05,0.036,0.014,0.018,0.01,0.041,0.043,0.041,7.8e-07,1.2e-06,2.1e-06,0.0052,0.0062,0.00043,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1
20190000,0.71,0.00069,-0.013,0.71,0.012,0.011,0.013,0,0,-4.9e+02,-0.0013,-0.0058,3.7e-05,0.012,0.001,-0.13,0.21,-4.5e-06,0.43,-0.00031,0.00075,7.6e-05,0,0,-4.9e+02,0.0001,9.3e-05,0.036,0.013,0.016,0.0098,0.038,0.039,0.041,7.6e-07,1.2e-06,2.1e-06,0.0051,0.0061,0.00042,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1
20290000,0.71,0.0007,-0.013,0.71,0.01,0.011,0.011,0,0,-4.9e+02,-0.0013,-0.0058,4e-05,0.012,0.00092,-0.13,0.21,-4.5e-06,0.43,-0.00032,0.00076,7.8e-05,0,0,-4.9e+02,0.0001,9.3e-05,0.036,0.014,0.018,0.0097,0.041,0.043,0.041,7.5e-07,1.2e-06,2.1e-06,0.0051,0.0061,0.00041,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1
20390000,0.71,0.00066,-0.013,0.7,0.0086,0.0091,0.013,0,0,-4.9e+02,-0.0013,-0.0058,4.4e-05,0.012,0.001,-0.13,0.21,-4.6e-06,0.43,-0.00031,0.00076,6.8e-05,0,0,-4.9e+02,0.0001,9.1e-05,0.036,0.013,0.016,0.0095,0.037,0.039,0.04,7.3e-07,1.1e-06,2e-06,0.0051,0.006,0.00039,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1
20490000,0.71,0.00071,-0.013,0.7,0.0087,0.009,0.013,0,0,-4.9e+02,-0.0013,-0.0058,4.1e-05,0.012,0.0013,-0.13,0.21,-4.6e-06,0.43,-0.00031,0.00075,6.6e-05,0,0,-4.9e+02,0.0001,9.1e-05,0.036,0.014,0.017,0.0094,0.041,0.043,0.04,7.2e-07,1.1e-06,2e-06,0.005,0.006,0.00038,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.2
20590000,0.71,0.00074,-0.013,0.7,0.0078,0.007,0.0099,0,0,-4.9e+02,-0.0013,-0.0058,4.2e-05,0.012,0.0018,-0.13,0.21,-4.8e-06,0.43,-0.00031,0.00074,6.6e-05,0,0,-4.9e+02,9.9e-05,8.9e-05,0.036,0.013,0.016,0.0092,0.037,0.039,0.04,7e-07,1.1e-06,2e-06,0.005,0.0059,0.00037,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.2
20690000,0.71,0.00077,-0.013,0.7,0.0085,0.007,0.011,0,0,-4.9e+02,-0.0013,-0.0058,4.5e-05,0.012,0.0016,-0.13,0.21,-4.7e-06,0.43,-0.00032,0.00075,6.7e-05,0,0,-4.9e+02,0.0001,8.9e-05,0.036,0.014,0.017,0.0092,0.041,0.043,0.04,6.9e-07,1.1e-06,2e-06,0.005,0.0058,0.00036,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.2
20790000,0.71,0.00081,-0.013,0.7,0.0063,0.0066,0.012,0,0,-4.9e+02,-0.0013,-0.0058,5e-05,0.013,0.0017,-0.13,0.21,-4.8e-06,0.43,-0.00032,0.00075,6.2e-05,0,0,-4.9e+02,9.8e-05,8.8e-05,0.036,0.013,0.016,0.009,0.037,0.039,0.039,6.7e-07,1e-06,2e-06,0.0049,0.0058,0.00035,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.2
20890000,0.71,0.00081,-0.013,0.7,0.0062,0.0062,0.011,0,0,-4.9e+02,-0.0013,-0.0058,5.8e-05,0.013,0.0013,-0.13,0.21,-4.8e-06,0.43,-0.00033,0.00077,6.7e-05,0,0,-4.9e+02,9.9e-05,8.8e-05,0.036,0.014,0.017,0.0089,0.04,0.043,0.039,6.7e-07,1e-06,2e-06,0.0049,0.0057,0.00034,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.3
20990000,0.71,0.00083,-0.013,0.7,0.0045,0.0039,0.011,0,0,-4.9e+02,-0.0013,-0.0058,6.2e-05,0.013,0.0015,-0.13,0.21,-4.8e-06,0.43,-0.00034,0.00077,6.4e-05,0,0,-4.9e+02,9.6e-05,8.6e-05,0.036,0.013,0.016,0.0087,0.037,0.039,0.039,6.5e-07,9.9e-07,2e-06,0.0049,0.0056,0.00033,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.3
21090000,0.71,0.00081,-0.013,0.7,0.0054,0.0032,0.012,0,0,-4.9e+02,-0.0013,-0.0058,6.7e-05,0.013,0.0011,-0.13,0.21,-4.6e-06,0.43,-0.00033,0.00078,6.1e-05,0,0,-4.9e+02,9.7e-05,8.6e-05,0.036,0.014,0.017,0.0087,0.04,0.043,0.039,6.4e-07,9.9e-07,2e-06,0.0048,0.0056,0.00033,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.3
21190000,0.71,0.00082,-0.013,0.7,0.0057,0.0023,0.011,0,0,-4.9e+02,-0.0013,-0.0058,6.7e-05,0.013,0.0012,-0.13,0.21,-4.6e-06,0.43,-0.00033,0.00077,5.8e-05,0,0,-4.9e+02,9.5e-05,8.5e-05,0.036,0.013,0.016,0.0085,0.037,0.039,0.039,6.3e-07,9.5e-07,2e-06,0.0048,0.0055,0.00032,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.3
21290000,0.71,0.0009,-0.013,0.7,0.005,0.0023,0.013,0,0,-4.9e+02,-0.0013,-0.0058,7.8e-05,0.013,0.00077,-0.13,0.21,-4.6e-06,0.43,-0.00034,0.0008,6.2e-05,0,0,-4.9e+02,9.5e-05,8.5e-05,0.036,0.014,0.017,0.0084,0.04,0.043,0.038,6.2e-07,9.5e-07,1.9e-06,0.0048,0.0055,0.00031,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.4
21390000,0.71,0.00088,-0.013,0.7,0.004,0.00034,0.013,0,0,-4.9e+02,-0.0013,-0.0058,7.3e-05,0.013,0.00093,-0.13,0.21,-4.8e-06,0.43,-0.00033,0.00079,6.2e-05,0,0,-4.9e+02,9.3e-05,8.3e-05,0.036,0.013,0.016,0.0083,0.037,0.039,0.038,6e-07,9.1e-07,1.9e-06,0.0047,0.0055,0.0003,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.4
21490000,0.71,0.00088,-0.013,0.7,0.0045,0.00077,0.013,0,0,-4.9e+02,-0.0013,-0.0058,7.7e-05,0.013,0.00058,-0.13,0.21,-4.7e-06,0.43,-0.00032,0.00079,6.7e-05,0,0,-4.9e+02,9.4e-05,8.3e-05,0.036,0.014,0.017,0.0082,0.04,0.043,0.038,6e-07,9.1e-07,1.9e-06,0.0047,0.0054,0.0003,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.4
21590000,0.71,0.00087,-0.013,0.7,0.0034,0.0013,0.012,0,0,-4.9e+02,-0.0013,-0.0058,7.6e-05,0.013,0.00061,-0.13,0.21,-4.9e-06,0.43,-0.00032,0.00079,6.4e-05,0,0,-4.9e+02,9.1e-05,8.2e-05,0.036,0.013,0.015,0.0081,0.037,0.039,0.038,5.8e-07,8.7e-07,1.9e-06,0.0047,0.0054,0.00029,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.4
21690000,0.71,0.00084,-0.013,0.7,0.005,0.0016,0.014,0,0,-4.9e+02,-0.0013,-0.0058,8e-05,0.013,0.0002,-0.13,0.21,-4.8e-06,0.43,-0.00031,0.00079,6.4e-05,0,0,-4.9e+02,9.2e-05,8.2e-05,0.036,0.013,0.017,0.0081,0.04,0.042,0.038,5.8e-07,8.7e-07,1.9e-06,0.0047,0.0053,0.00028,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.5
21790000,0.71,0.00084,-0.013,0.7,0.0031,0.0037,0.013,0,0,-4.9e+02,-0.0013,-0.0058,7e-05,0.013,0.00038,-0.13,0.21,-5.4e-06,0.43,-0.00033,0.00079,6.6e-05,0,0,-4.9e+02,9e-05,8.1e-05,0.036,0.012,0.015,0.0079,0.037,0.039,0.038,5.6e-07,8.3e-07,1.9e-06,0.0046,0.0053,0.00027,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.5
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28690000,0.73,0.00019,0.0015,0.69,-2.6,-1.2,0.98,0,0,-4.9e+02,-0.00095,-0.0059,0.00023,-0.0014,4.3e-05,-0.12,0.21,-5.6e-05,0.44,-0.0077,0.0014,-0.0068,0,0,-4.9e+02,8.5e-05,6.2e-05,0.0079,0.022,0.033,0.0057,0.12,0.15,0.032,3.1e-07,4e-07,1.3e-06,0.0039,0.0041,0.00011,0.0004,3.9e-05,0.0004,0.00033,0.00039,0.0004,1,1,0.01
28790000,0.73,-1.2e-05,0.0014,0.69,-2.6,-1.2,0.98,0,0,-4.9e+02,-0.00098,-0.0059,0.00024,-0.00092,0.00026,-0.12,0.21,-9.6e-05,0.44,-0.0092,0.0006,-0.006,0,0,-4.9e+02,8.6e-05,6.2e-05,0.0075,0.021,0.028,0.0057,0.12,0.15,0.032,3.1e-07,4e-07,1.3e-06,0.0039,0.0041,0.00011,0.00039,3.9e-05,0.0004,0.00031,0.00039,0.00039,1,1,0.01
28890000,0.73,-2.3e-06,0.0016,0.69,-2.5,-1.2,0.97,0,0,-4.9e+02,-0.00099,-0.0059,0.00024,-0.00064,0.00058,-0.12,0.21,-8e-05,0.44,-0.0093,0.00056,-0.0059,0,0,-4.9e+02,8.6e-05,6.2e-05,0.0075,0.021,0.028,0.0057,0.13,0.16,0.032,3.1e-07,4e-07,1.3e-06,0.0039,0.0041,0.00011,0.00039,3.9e-05,0.0004,0.00031,0.00039,0.00039,1,1,0.01
28990000,0.73,0.00035,0.0022,0.68,-2.5,-1.1,0.97,0,0,-4.9e+02,-0.001,-0.0059,0.00025,0.00066,0.001,-0.12,0.21,-0.00011,0.44,-0.011,-0.00036,-0.0047,0,0,-4.9e+02,8.7e-05,6.2e-05,0.0073,0.02,0.025,0.0056,0.13,0.16,0.032,3e-07,4e-07,1.3e-06,0.0038,0.004,0.00011,0.00039,3.9e-05,0.0004,0.0003,0.00039,0.00039,1,1,0.01
29090000,0.73,0.00052,0.0026,0.68,-2.4,-1.1,0.96,0,0,-4.9e+02,-0.001,-0.0059,0.00025,0.00085,0.0014,-0.12,0.21,-9.7e-05,0.44,-0.011,-0.00042,-0.0046,0,0,-4.9e+02,8.7e-05,6.2e-05,0.0073,0.021,0.025,0.0057,0.14,0.17,0.032,3e-07,4e-07,1.2e-06,0.0038,0.004,0.00011,0.00039,3.9e-05,0.00039,0.0003,0.00038,0.00039,1,1,0.01
29190000,0.73,0.00076,0.003,0.68,-2.4,-1.1,0.96,0,0,-4.9e+02,-0.0011,-0.0059,0.00026,0.0012,0.0014,-0.12,0.21,-0.00013,0.44,-0.011,-0.00065,-0.0041,0,0,-4.9e+02,8.8e-05,6.1e-05,0.0072,0.02,0.023,0.0056,0.14,0.17,0.032,3e-07,3.9e-07,1.2e-06,0.0038,0.004,0.00011,0.00038,3.9e-05,0.00039,0.0003,0.00038,0.00039,1,1,0.01
29290000,0.73,0.0011,0.0038,0.68,-2.3,-1.1,0.98,0,0,-4.9e+02,-0.0011,-0.0059,0.00026,0.0013,0.0019,-0.12,0.21,-0.00012,0.44,-0.011,-0.00072,-0.0041,0,0,-4.9e+02,8.8e-05,6.2e-05,0.0072,0.021,0.024,0.0056,0.14,0.18,0.032,3e-07,3.9e-07,1.2e-06,0.0038,0.004,0.00011,0.00038,3.9e-05,0.00039,0.0003,0.00038,0.00039,1,1,0.01
29390000,0.73,0.0017,0.0054,0.68,-2.3,-1.1,0.99,0,0,-4.9e+02,-0.0011,-0.0059,0.00026,0.002,0.0024,-0.12,0.21,-0.00016,0.44,-0.012,-0.0014,-0.0033,0,0,-4.9e+02,8.8e-05,6.1e-05,0.0071,0.02,0.023,0.0056,0.15,0.18,0.031,3e-07,3.9e-07,1.2e-06,0.0038,0.004,0.00011,0.00038,3.9e-05,0.00039,0.00029,0.00038,0.00039,1,1,0.01
29490000,0.73,0.0022,0.0064,0.68,-2.3,-1.1,0.99,0,0,-4.9e+02,-0.0011,-0.0059,0.00026,0.002,0.0026,-0.12,0.21,-0.00015,0.44,-0.012,-0.0014,-0.0033,0,0,-4.9e+02,8.9e-05,6.1e-05,0.0071,0.021,0.024,0.0056,0.15,0.19,0.032,3e-07,3.9e-07,1.2e-06,0.0038,0.004,0.00011,0.00038,3.9e-05,0.00039,0.00029,0.00038,0.00039,1,1,0.01
29590000,0.73,0.0027,0.0075,0.68,-2.2,-1.1,0.98,0,0,-4.9e+02,-0.0011,-0.0059,0.00026,0.0026,0.0026,-0.12,0.21,-0.00016,0.44,-0.012,-0.0016,-0.0029,0,0,-4.9e+02,8.9e-05,6.1e-05,0.0071,0.02,0.023,0.0056,0.15,0.19,0.031,2.9e-07,3.8e-07,1.2e-06,0.0038,0.004,0.0001,0.00038,3.9e-05,0.00039,0.00029,0.00038,0.00038,1,1,0.01
29690000,0.73,0.003,0.0081,0.68,-2.2,-1.1,0.98,0,0,-4.9e+02,-0.0011,-0.0059,0.00025,0.0026,0.003,-0.12,0.21,-0.00016,0.44,-0.012,-0.0017,-0.0029,0,0,-4.9e+02,8.9e-05,6.1e-05,0.0071,0.021,0.024,0.0056,0.16,0.2,0.031,2.9e-07,3.8e-07,1.2e-06,0.0038,0.004,0.0001,0.00038,3.9e-05,0.00039,0.00029,0.00037,0.00038,1,1,0.01
29790000,0.73,0.0034,0.0085,0.68,-2.2,-1.1,0.96,0,0,-4.9e+02,-0.0012,-0.0059,0.00025,0.0036,0.0028,-0.12,0.21,-0.00018,0.44,-0.013,-0.0019,-0.0022,0,0,-4.9e+02,8.9e-05,6.1e-05,0.0071,0.02,0.023,0.0056,0.16,0.2,0.031,2.9e-07,3.8e-07,1.2e-06,0.0038,0.004,0.0001,0.00037,3.9e-05,0.00039,0.00029,0.00037,0.00038,1,1,0.01
29890000,0.73,0.0034,0.0087,0.68,-2.1,-1.1,0.95,0,0,-4.9e+02,-0.0012,-0.0059,0.00024,0.0033,0.0033,-0.12,0.21,-0.00018,0.44,-0.013,-0.002,-0.0023,0,0,-4.9e+02,9e-05,6.1e-05,0.0071,0.021,0.025,0.0056,0.17,0.21,0.031,2.9e-07,3.8e-07,1.2e-06,0.0038,0.004,0.0001,0.00037,3.9e-05,0.00039,0.00029,0.00037,0.00038,1,1,0.01
29990000,0.73,0.0036,0.0087,0.68,-2.1,-1.1,0.94,0,0,-4.9e+02,-0.0012,-0.0059,0.00022,0.0038,0.0029,-0.12,0.21,-0.0002,0.44,-0.013,-0.0022,-0.002,0,0,-4.9e+02,8.9e-05,6e-05,0.0071,0.02,0.024,0.0056,0.17,0.21,0.031,2.9e-07,3.7e-07,1.2e-06,0.0038,0.0039,0.0001,0.00037,3.9e-05,0.00039,0.00029,0.00037,0.00038,1,1,0.01
30090000,0.73,0.0035,0.0086,0.68,-2.1,-1.1,0.93,0,0,-4.9e+02,-0.0012,-0.0059,0.00022,0.0035,0.0033,-0.12,0.21,-0.0002,0.44,-0.013,-0.0022,-0.002,0,0,-4.9e+02,8.9e-05,6.1e-05,0.0071,0.021,0.025,0.0056,0.18,0.22,0.031,2.9e-07,3.7e-07,1.2e-06,0.0038,0.0039,0.0001,0.00037,3.9e-05,0.00039,0.00028,0.00037,0.00038,1,1,0.01
30190000,0.73,0.0036,0.0084,0.68,-2.1,-1.1,0.91,0,0,-4.9e+02,-0.0012,-0.0059,0.00021,0.0043,0.0027,-0.12,0.21,-0.00022,0.44,-0.013,-0.0024,-0.0016,0,0,-4.9e+02,8.8e-05,6e-05,0.007,0.02,0.025,0.0055,0.18,0.22,0.031,2.8e-07,3.6e-07,1.2e-06,0.0038,0.0039,0.0001,0.00037,3.9e-05,0.00038,0.00028,0.00037,0.00038,1,1,0.01
30290000,0.73,0.0035,0.0081,0.68,-2,-1.1,0.9,0,0,-4.9e+02,-0.0012,-0.0059,0.00021,0.0041,0.0029,-0.12,0.21,-0.00023,0.44,-0.013,-0.0024,-0.0016,0,0,-4.9e+02,8.9e-05,6.1e-05,0.007,0.021,0.026,0.0056,0.19,0.23,0.031,2.8e-07,3.6e-07,1.2e-06,0.0038,0.0039,9.9e-05,0.00037,3.9e-05,0.00038,0.00028,0.00036,0.00038,1,1,0.01
30390000,0.73,0.0035,0.0079,0.68,-2,-1.1,0.89,0,0,-4.9e+02,-0.0012,-0.0059,0.00019,0.0049,0.0028,-0.12,0.21,-0.00022,0.43,-0.013,-0.0025,-0.0014,0,0,-4.9e+02,8.7e-05,6e-05,0.007,0.021,0.025,0.0055,0.19,0.23,0.031,2.8e-07,3.6e-07,1.2e-06,0.0038,0.0039,9.9e-05,0.00037,3.9e-05,0.00038,0.00028,0.00036,0.00038,1,1,0.01
30490000,0.73,0.0034,0.0076,0.68,-2,-1.1,0.87,0,0,-4.9e+02,-0.0012,-0.0059,0.00019,0.0049,0.003,-0.12,0.21,-0.00022,0.43,-0.013,-0.0025,-0.0014,0,0,-4.9e+02,8.8e-05,6e-05,0.007,0.022,0.027,0.0056,0.2,0.24,0.031,2.8e-07,3.6e-07,1.2e-06,0.0038,0.0039,9.8e-05,0.00036,3.9e-05,0.00038,0.00028,0.00036,0.00038,1,1,0.01
30590000,0.73,0.0034,0.0071,0.68,-1.9,-1,0.83,0,0,-4.9e+02,-0.0012,-0.0059,0.00018,0.0057,0.0026,-0.12,0.21,-0.00024,0.43,-0.012,-0.0025,-0.001,0,0,-4.9e+02,8.6e-05,6e-05,0.0069,0.021,0.026,0.0055,0.2,0.24,0.031,2.8e-07,3.5e-07,1.1e-06,0.0038,0.0039,9.7e-05,0.00036,3.9e-05,0.00038,0.00028,0.00036,0.00038,1,1,0.01
30690000,0.73,0.0031,0.0068,0.68,-1.9,-1,0.83,0,0,-4.9e+02,-0.0012,-0.0059,0.00018,0.0054,0.0029,-0.12,0.21,-0.00025,0.43,-0.012,-0.0025,-0.001,0,0,-4.9e+02,8.6e-05,6e-05,0.0069,0.022,0.028,0.0055,0.21,0.25,0.031,2.8e-07,3.5e-07,1.1e-06,0.0038,0.0039,9.7e-05,0.00036,3.9e-05,0.00038,0.00028,0.00036,0.00038,1,1,0.01
30790000,0.73,0.0031,0.0063,0.68,-1.9,-1,0.82,0,0,-4.9e+02,-0.0012,-0.0059,0.00014,0.0062,0.0023,-0.12,0.21,-0.00025,0.43,-0.012,-0.0026,-0.00077,0,0,-4.9e+02,8.4e-05,6e-05,0.0068,0.021,0.027,0.0055,0.21,0.25,0.031,2.8e-07,3.4e-07,1.1e-06,0.0037,0.0038,9.6e-05,0.00036,3.8e-05,0.00038,0.00028,0.00036,0.00038,1,1,0.01
30890000,0.73,0.0029,0.0059,0.68,-1.9,-1,0.81,0,0,-4.9e+02,-0.0013,-0.0059,0.00015,0.0062,0.0026,-0.12,0.21,-0.00024,0.43,-0.012,-0.0026,-0.00075,0,0,-4.9e+02,8.5e-05,6e-05,0.0068,0.022,0.029,0.0055,0.22,0.26,0.031,2.8e-07,3.4e-07,1.1e-06,0.0037,0.0038,9.6e-05,0.00036,3.8e-05,0.00038,0.00027,0.00036,0.00038,1,1,0.01
30990000,0.73,0.003,0.0052,0.68,-1.8,-1,0.8,0,0,-4.9e+02,-0.0013,-0.0058,0.00012,0.0071,0.0021,-0.12,0.21,-0.00026,0.43,-0.012,-0.0027,-0.00041,0,0,-4.9e+02,8.3e-05,6e-05,0.0067,0.021,0.028,0.0055,0.22,0.26,0.031,2.7e-07,3.3e-07,1.1e-06,0.0037,0.0038,9.5e-05,0.00036,3.8e-05,0.00038,0.00027,0.00036,0.00038,1,1,0.01
31090000,0.73,0.0027,0.0047,0.68,-1.8,-1,0.79,0,0,-4.9e+02,-0.0013,-0.0058,0.00012,0.0069,0.0025,-0.12,0.21,-0.00026,0.43,-0.012,-0.0027,-0.00041,0,0,-4.9e+02,8.3e-05,6e-05,0.0067,0.022,0.03,0.0055,0.23,0.27,0.031,2.7e-07,3.3e-07,1.1e-06,0.0037,0.0038,9.4e-05,0.00036,3.8e-05,0.00038,0.00027,0.00036,0.00037,1,1,0.01
31190000,0.73,0.0026,0.0043,0.68,-1.8,-1,0.78,0,0,-4.9e+02,-0.0013,-0.0058,9.5e-05,0.0072,0.0024,-0.12,0.21,-0.00027,0.43,-0.011,-0.0028,-0.00024,0,0,-4.9e+02,8.1e-05,5.9e-05,0.0066,0.021,0.028,0.0055,0.23,0.27,0.031,2.7e-07,3.2e-07,1.1e-06,0.0037,0.0038,9.4e-05,0.00036,3.8e-05,0.00038,0.00027,0.00036,0.00037,1,1,0.01
31290000,0.73,0.0023,0.0037,0.68,-1.8,-1,0.78,0,0,-4.9e+02,-0.0013,-0.0058,9.8e-05,0.0069,0.0028,-0.11,0.21,-0.00028,0.43,-0.011,-0.0027,-0.00027,0,0,-4.9e+02,8.2e-05,6e-05,0.0066,0.022,0.03,0.0055,0.24,0.28,0.031,2.7e-07,3.2e-07,1.1e-06,0.0037,0.0038,9.3e-05,0.00036,3.8e-05,0.00038,0.00027,0.00035,0.00037,1,1,0.01
31390000,0.73,0.0022,0.003,0.68,-1.7,-0.99,0.78,0,0,-4.9e+02,-0.0013,-0.0058,7.6e-05,0.0074,0.0026,-0.11,0.21,-0.00031,0.43,-0.011,-0.0028,-2e-05,0,0,-4.9e+02,7.9e-05,5.9e-05,0.0065,0.021,0.029,0.0054,0.24,0.28,0.031,2.7e-07,3.1e-07,1e-06,0.0037,0.0037,9.2e-05,0.00036,3.8e-05,0.00038,0.00026,0.00035,0.00037,1,1,0.01
31490000,0.73,0.0019,0.0024,0.68,-1.7,-0.99,0.78,0,0,-4.9e+02,-0.0013,-0.0058,7.2e-05,0.0073,0.0032,-0.11,0.2,-0.0003,0.43,-0.011,-0.0029,1.8e-05,0,0,-4.9e+02,8e-05,5.9e-05,0.0065,0.022,0.031,0.0055,0.25,0.29,0.031,2.7e-07,3.1e-07,1e-06,0.0037,0.0037,9.2e-05,0.00036,3.8e-05,0.00038,0.00026,0.00035,0.00037,1,1,0.01
31590000,0.73,0.002,0.0019,0.68,-1.7,-0.97,0.77,0,0,-4.9e+02,-0.0013,-0.0058,4.5e-05,0.0082,0.0028,-0.11,0.2,-0.00029,0.43,-0.01,-0.0029,0.00026,0,0,-4.9e+02,7.8e-05,5.9e-05,0.0063,0.021,0.029,0.0054,0.25,0.29,0.031,2.6e-07,3.1e-07,1e-06,0.0037,0.0037,9.1e-05,0.00036,3.8e-05,0.00038,0.00026,0.00035,0.00037,1,1,0.01
31690000,0.73,0.0017,0.0012,0.68,-1.6,-0.97,0.78,0,0,-4.9e+02,-0.0013,-0.0058,4.7e-05,0.0079,0.0031,-0.11,0.2,-0.0003,0.43,-0.01,-0.0029,0.00022,0,0,-4.9e+02,7.8e-05,5.9e-05,0.0063,0.022,0.031,0.0054,0.26,0.3,0.031,2.6e-07,3.1e-07,1e-06,0.0037,0.0037,9.1e-05,0.00036,3.8e-05,0.00038,0.00026,0.00035,0.00037,1,1,0.01
31790000,0.73,0.0015,0.0004,0.69,-1.6,-0.95,0.78,0,0,-4.9e+02,-0.0013,-0.0058,2.2e-05,0.0089,0.003,-0.11,0.2,-0.0003,0.43,-0.0098,-0.0029,0.00056,0,0,-4.9e+02,7.6e-05,5.9e-05,0.0062,0.021,0.029,0.0054,0.26,0.3,0.031,2.6e-07,3e-07,1e-06,0.0037,0.0037,9e-05,0.00036,3.8e-05,0.00037,0.00025,0.00035,0.00037,1,1,0.01
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189 18690000,0.71,0.00031,-0.013,0.71,0.022,0.013,-0.00039,0.01,0.0065,-3.7e+02,-0.0012,-0.0059,-4.7e-05,0.0051,0.0047,-0.13,0.21,-3.5e-06,0.43,-0.00025,0.00064,1.8e-05,0,0,-3.6e+02,0.00012,0.00011,0.037,0.016,0.019,0.013,0.043,0.044,0.045,1e-06,1.8e-06,2.2e-06,0.0058,0.0072,0.0007,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7 18690000,0.71,0.0003,-0.013,0.71,0.022,0.012,-0.00039,0,0,-4.9e+02,-0.0012,-0.0059,-4.6e-05,0.007,0.0031,-0.13,0.21,-3.5e-06,0.43,-0.00026,0.00066,3.6e-05,0,0,-4.9e+02,0.00012,0.00011,0.037,0.016,0.019,0.013,0.043,0.044,0.045,1.1e-06,1.8e-06,2.2e-06,0.0058,0.0072,0.0007,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7
190 18790000,0.71,0.00032,-0.013,0.71,0.021,0.012,-0.00061,0.0087,0.0054,-3.7e+02,-0.0012,-0.0059,-4.6e-05,0.0053,0.0053,-0.13,0.21,-3.8e-06,0.43,-0.00025,0.00063,1.5e-05,0,0,-3.6e+02,0.00012,0.00011,0.037,0.015,0.018,0.013,0.039,0.04,0.044,1e-06,1.7e-06,2.2e-06,0.0057,0.0071,0.00067,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7 18790000,0.71,0.00032,-0.013,0.71,0.021,0.011,-0.00061,0,0,-4.9e+02,-0.0012,-0.0059,-4.5e-05,0.0072,0.0037,-0.13,0.21,-3.7e-06,0.43,-0.00026,0.00065,3.3e-05,0,0,-4.9e+02,0.00012,0.00011,0.037,0.015,0.018,0.013,0.039,0.04,0.044,1e-06,1.7e-06,2.2e-06,0.0057,0.0071,0.00067,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.7
191 18890000,0.71,0.00041,-0.013,0.71,0.021,0.014,1.9e-05,0.01,0.0075,-3.7e+02,-0.0012,-0.0058,-4e-05,0.0062,0.0047,-0.13,0.21,-3.9e-06,0.43,-0.00026,0.00065,2.9e-05,0,0,-3.6e+02,0.00012,0.00011,0.037,0.016,0.019,0.013,0.043,0.044,0.044,1e-06,1.7e-06,2.2e-06,0.0057,0.007,0.00065,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8 18890000,0.71,0.00041,-0.013,0.71,0.021,0.013,1.6e-05,0,0,-4.9e+02,-0.0012,-0.0059,-3.9e-05,0.0082,0.0032,-0.13,0.21,-3.8e-06,0.43,-0.00027,0.00067,4.7e-05,0,0,-4.9e+02,0.00012,0.00011,0.037,0.016,0.019,0.013,0.043,0.044,0.044,1e-06,1.7e-06,2.2e-06,0.0057,0.0071,0.00065,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
192 18990000,0.71,0.00046,-0.013,0.71,0.021,0.015,-0.0012,0.01,0.0068,-3.7e+02,-0.0013,-0.0058,-3.4e-05,0.0069,0.0049,-0.13,0.21,-4.2e-06,0.43,-0.00027,0.00066,3e-05,0,0,-3.6e+02,0.00011,0.0001,0.036,0.015,0.017,0.012,0.039,0.04,0.044,9.7e-07,1.6e-06,2.2e-06,0.0056,0.0069,0.00062,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8 18990000,0.71,0.00046,-0.013,0.71,0.021,0.014,-0.0012,0,0,-4.9e+02,-0.0013,-0.0059,-3.3e-05,0.0088,0.0033,-0.13,0.21,-4.1e-06,0.43,-0.00028,0.00068,4.8e-05,0,0,-4.9e+02,0.00011,0.0001,0.037,0.015,0.017,0.012,0.039,0.04,0.044,9.7e-07,1.6e-06,2.2e-06,0.0056,0.0069,0.00062,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
193 19090000,0.71,0.00051,-0.013,0.71,0.021,0.016,0.0018,0.012,0.0084,-3.7e+02,-0.0013,-0.0058,-3.4e-05,0.0075,0.0052,-0.13,0.21,-4.4e-06,0.43,-0.00028,0.00066,3.4e-05,0,0,-3.6e+02,0.00011,0.0001,0.037,0.016,0.019,0.012,0.042,0.044,0.044,9.6e-07,1.6e-06,2.2e-06,0.0056,0.0069,0.0006,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8 19090000,0.71,0.0005,-0.013,0.71,0.021,0.015,0.0018,0,0,-4.9e+02,-0.0013,-0.0059,-3.3e-05,0.0094,0.0036,-0.13,0.21,-4.3e-06,0.43,-0.00029,0.00069,5.2e-05,0,0,-4.9e+02,0.00011,0.0001,0.037,0.016,0.019,0.012,0.042,0.044,0.044,9.6e-07,1.6e-06,2.2e-06,0.0056,0.0069,0.0006,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
194 19190000,0.71,0.00056,-0.013,0.71,0.02,0.016,0.0019,0.012,0.0076,-3.7e+02,-0.0013,-0.0059,-2.7e-05,0.008,0.0054,-0.13,0.21,-4.6e-06,0.43,-0.0003,0.00067,3.7e-05,0,0,-3.6e+02,0.00011,0.0001,0.036,0.014,0.017,0.012,0.038,0.04,0.043,9.3e-07,1.5e-06,2.1e-06,0.0055,0.0068,0.00058,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8 19190000,0.71,0.00055,-0.013,0.71,0.02,0.015,0.0019,0,0,-4.9e+02,-0.0013,-0.0059,-2.7e-05,0.0099,0.0037,-0.13,0.21,-4.5e-06,0.43,-0.00031,0.00069,5.6e-05,0,0,-4.9e+02,0.00011,0.0001,0.036,0.014,0.017,0.012,0.038,0.04,0.043,9.3e-07,1.5e-06,2.1e-06,0.0055,0.0068,0.00058,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.8
195 19290000,0.71,0.00058,-0.013,0.71,0.02,0.015,0.0046,0.013,0.0088,-3.7e+02,-0.0013,-0.0059,-3e-05,0.0078,0.0058,-0.13,0.21,-4.7e-06,0.43,-0.00031,0.00066,4e-05,0,0,-3.6e+02,0.00011,0.0001,0.036,0.015,0.019,0.012,0.042,0.044,0.043,9.2e-07,1.5e-06,2.1e-06,0.0055,0.0067,0.00056,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9 19290000,0.71,0.00058,-0.013,0.71,0.02,0.015,0.0046,0,0,-4.9e+02,-0.0013,-0.0059,-3e-05,0.0098,0.0041,-0.13,0.21,-4.6e-06,0.43,-0.00031,0.00068,5.8e-05,0,0,-4.9e+02,0.00011,0.0001,0.036,0.015,0.019,0.012,0.042,0.044,0.043,9.2e-07,1.5e-06,2.1e-06,0.0055,0.0067,0.00056,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
196 19390000,0.71,0.00054,-0.013,0.71,0.019,0.014,0.0084,0.012,0.0079,-3.7e+02,-0.0013,-0.0059,-2.4e-05,0.0078,0.0056,-0.13,0.21,-4.7e-06,0.43,-0.0003,0.00065,3.5e-05,0,0,-3.6e+02,0.00011,0.0001,0.036,0.014,0.017,0.011,0.038,0.04,0.043,8.9e-07,1.5e-06,2.1e-06,0.0054,0.0066,0.00054,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9 19390000,0.71,0.00054,-0.013,0.71,0.019,0.014,0.0084,0,0,-4.9e+02,-0.0013,-0.0059,-2.3e-05,0.0097,0.004,-0.13,0.21,-4.6e-06,0.43,-0.0003,0.00068,5.3e-05,0,0,-4.9e+02,0.00011,0.0001,0.036,0.014,0.017,0.011,0.038,0.04,0.043,8.9e-07,1.5e-06,2.1e-06,0.0055,0.0066,0.00054,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
197 19490000,0.71,0.00056,-0.013,0.71,0.019,0.015,0.0049,0.014,0.01,-3.7e+02,-0.0013,-0.0058,-1.8e-05,0.0078,0.0049,-0.13,0.21,-4.6e-06,0.43,-0.00029,0.00066,3.8e-05,0,0,-3.6e+02,0.00011,0.0001,0.036,0.015,0.018,0.011,0.042,0.044,0.043,8.8e-07,1.4e-06,2.1e-06,0.0054,0.0066,0.00052,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9 19490000,0.71,0.00055,-0.013,0.71,0.019,0.015,0.0049,0,0,-4.9e+02,-0.0013,-0.0059,-1.8e-05,0.0098,0.0033,-0.13,0.21,-4.4e-06,0.43,-0.0003,0.00069,5.6e-05,0,0,-4.9e+02,0.00011,0.0001,0.036,0.015,0.018,0.011,0.042,0.044,0.043,8.8e-07,1.4e-06,2.1e-06,0.0054,0.0066,0.00052,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
198 19590000,0.71,0.00063,-0.013,0.71,0.017,0.015,0.0043,0.012,0.0095,-3.7e+02,-0.0013,-0.0058,-6.7e-06,0.0086,0.0047,-0.13,0.21,-4.7e-06,0.43,-0.0003,0.00068,4.7e-05,0,0,-3.6e+02,0.00011,9.8e-05,0.036,0.014,0.017,0.011,0.038,0.039,0.042,8.5e-07,1.4e-06,2.1e-06,0.0053,0.0065,0.0005,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9 19590000,0.71,0.00063,-0.013,0.71,0.017,0.014,0.0043,0,0,-4.9e+02,-0.0013,-0.0059,-6.7e-06,0.011,0.003,-0.13,0.21,-4.6e-06,0.43,-0.00031,0.0007,6.4e-05,0,0,-4.9e+02,0.00011,9.8e-05,0.036,0.014,0.017,0.011,0.038,0.039,0.042,8.6e-07,1.4e-06,2.1e-06,0.0054,0.0065,0.0005,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,4.9
199 19690000,0.71,0.00067,-0.013,0.71,0.017,0.013,0.0059,0.013,0.01,-3.7e+02,-0.0013,-0.0059,-1e-05,0.0089,0.0053,-0.13,0.21,-5e-06,0.43,-0.00031,0.00068,3.9e-05,0,0,-3.6e+02,0.00011,9.8e-05,0.036,0.015,0.018,0.011,0.042,0.043,0.042,8.4e-07,1.4e-06,2.1e-06,0.0053,0.0064,0.00049,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5 19690000,0.71,0.00067,-0.013,0.71,0.017,0.012,0.0058,0,0,-4.9e+02,-0.0013,-0.0059,-1e-05,0.011,0.0036,-0.13,0.21,-4.9e-06,0.43,-0.00031,0.0007,5.7e-05,0,0,-4.9e+02,0.00011,9.8e-05,0.036,0.015,0.018,0.011,0.042,0.043,0.042,8.4e-07,1.4e-06,2.1e-06,0.0053,0.0065,0.00049,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
200 19790000,0.71,0.00075,-0.013,0.71,0.014,0.011,0.0064,0.011,0.009,-3.7e+02,-0.0013,-0.0059,-5.6e-06,0.0094,0.0057,-0.13,0.21,-5.3e-06,0.43,-0.00031,0.00068,3.7e-05,0,0,-3.6e+02,0.00011,9.6e-05,0.036,0.014,0.017,0.01,0.038,0.039,0.042,8.2e-07,1.3e-06,2.1e-06,0.0053,0.0063,0.00047,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5 19790000,0.71,0.00074,-0.013,0.71,0.015,0.01,0.0064,0,0,-4.9e+02,-0.0013,-0.0059,-5.7e-06,0.011,0.004,-0.13,0.21,-5.1e-06,0.43,-0.00032,0.0007,5.5e-05,0,0,-4.9e+02,0.00011,9.6e-05,0.036,0.014,0.017,0.01,0.038,0.039,0.042,8.2e-07,1.3e-06,2.1e-06,0.0053,0.0064,0.00047,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
201 19890000,0.71,0.00066,-0.013,0.71,0.015,0.013,0.0076,0.014,0.011,-3.7e+02,-0.0013,-0.0058,2.5e-06,0.0092,0.0046,-0.13,0.21,-4.9e-06,0.43,-0.00031,0.00069,4.5e-05,0,0,-3.6e+02,0.00011,9.6e-05,0.036,0.015,0.018,0.01,0.041,0.043,0.042,8.1e-07,1.3e-06,2.1e-06,0.0052,0.0063,0.00046,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5 19890000,0.71,0.00066,-0.013,0.71,0.015,0.012,0.0075,0,0,-4.9e+02,-0.0013,-0.0058,2.4e-06,0.011,0.0029,-0.13,0.21,-4.8e-06,0.43,-0.00031,0.00071,6.2e-05,0,0,-4.9e+02,0.00011,9.6e-05,0.036,0.015,0.018,0.01,0.041,0.043,0.042,8.1e-07,1.3e-06,2.1e-06,0.0053,0.0063,0.00046,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
202 19990000,0.71,0.00063,-0.013,0.7,0.013,0.013,0.01,0.012,0.011,-3.7e+02,-0.0013,-0.0058,1.8e-05,0.0095,0.0038,-0.13,0.21,-4.8e-06,0.43,-0.00031,0.0007,5e-05,0,0,-3.6e+02,0.0001,9.4e-05,0.036,0.014,0.017,0.01,0.038,0.039,0.041,7.8e-07,1.2e-06,2.1e-06,0.0052,0.0062,0.00044,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5 19990000,0.71,0.00063,-0.013,0.71,0.013,0.012,0.01,0,0,-4.9e+02,-0.0013,-0.0058,1.8e-05,0.012,0.0021,-0.13,0.21,-4.7e-06,0.43,-0.00031,0.00073,6.7e-05,0,0,-4.9e+02,0.0001,9.4e-05,0.036,0.014,0.017,0.01,0.038,0.039,0.041,7.9e-07,1.3e-06,2.1e-06,0.0052,0.0062,0.00044,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5
203 20090000,0.71,0.00066,-0.013,0.7,0.013,0.013,0.011,0.013,0.013,-3.7e+02,-0.0013,-0.0058,2.8e-05,0.01,0.0031,-0.13,0.21,-4.8e-06,0.43,-0.00032,0.00072,6.1e-05,0,0,-3.6e+02,0.00011,9.4e-05,0.036,0.014,0.018,0.01,0.041,0.043,0.041,7.8e-07,1.2e-06,2.1e-06,0.0052,0.0062,0.00043,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1 20090000,0.71,0.00066,-0.013,0.71,0.013,0.013,0.011,0,0,-4.9e+02,-0.0013,-0.0058,2.8e-05,0.012,0.0013,-0.13,0.21,-4.5e-06,0.43,-0.00032,0.00075,7.7e-05,0,0,-4.9e+02,0.00011,9.5e-05,0.036,0.014,0.018,0.01,0.041,0.043,0.041,7.8e-07,1.2e-06,2.1e-06,0.0052,0.0062,0.00043,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1
204 20190000,0.71,0.0007,-0.013,0.7,0.012,0.012,0.013,0.011,0.012,-3.7e+02,-0.0013,-0.0058,3.7e-05,0.0099,0.0028,-0.13,0.21,-4.7e-06,0.43,-0.00031,0.00072,6.1e-05,0,0,-3.6e+02,0.0001,9.2e-05,0.036,0.013,0.016,0.0098,0.037,0.039,0.041,7.5e-07,1.2e-06,2.1e-06,0.0051,0.0061,0.00042,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1 20190000,0.71,0.00069,-0.013,0.71,0.012,0.011,0.013,0,0,-4.9e+02,-0.0013,-0.0058,3.7e-05,0.012,0.001,-0.13,0.21,-4.5e-06,0.43,-0.00031,0.00075,7.6e-05,0,0,-4.9e+02,0.0001,9.3e-05,0.036,0.013,0.016,0.0098,0.038,0.039,0.041,7.6e-07,1.2e-06,2.1e-06,0.0051,0.0061,0.00042,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1
205 20290000,0.71,0.0007,-0.013,0.7,0.01,0.012,0.011,0.012,0.013,-3.7e+02,-0.0013,-0.0058,4.1e-05,0.01,0.0027,-0.13,0.21,-4.8e-06,0.43,-0.00032,0.00074,6.2e-05,0,0,-3.6e+02,0.0001,9.2e-05,0.036,0.014,0.018,0.0097,0.041,0.043,0.041,7.5e-07,1.2e-06,2.1e-06,0.0051,0.006,0.0004,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1 20290000,0.71,0.0007,-0.013,0.71,0.01,0.011,0.011,0,0,-4.9e+02,-0.0013,-0.0058,4e-05,0.012,0.00092,-0.13,0.21,-4.5e-06,0.43,-0.00032,0.00076,7.8e-05,0,0,-4.9e+02,0.0001,9.3e-05,0.036,0.014,0.018,0.0097,0.041,0.043,0.041,7.5e-07,1.2e-06,2.1e-06,0.0051,0.0061,0.00041,0.0013,3.9e-05,0.0013,0.0016,0.0013,0.0013,1,1,5.1
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@@ -1,351 +1,351 @@
Timestamp,state[0],state[1],state[2],state[3],state[4],state[5],state[6],state[7],state[8],state[9],state[10],state[11],state[12],state[13],state[14],state[15],state[16],state[17],state[18],state[19],state[20],state[21],state[22],state[23],variance[0],variance[1],variance[2],variance[3],variance[4],variance[5],variance[6],variance[7],variance[8],variance[9],variance[10],variance[11],variance[12],variance[13],variance[14],variance[15],variance[16],variance[17],variance[18],variance[19],variance[20],variance[21],variance[22],variance[23]
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18290000,0.98,-0.0092,-0.011,0.18,0.028,-0.02,0.023,0.02,-0.01,0.02,-0.0012,-0.0058,-0.00011,0.0019,-0.022,-0.13,0.2,-3.4e-06,0.43,0.00045,0.0003,-0.00024,0,0,0.095,0.00036,0.00038,0.038,0.016,0.018,0.0082,0.044,0.044,0.036,8.2e-07,7.3e-07,1.9e-06,0.034,0.031,0.00035,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.6
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18790000,0.98,-0.0087,-0.011,0.18,0.026,-0.017,0.02,0.019,-0.0093,0.02,-0.0012,-0.0058,-0.00011,0.0044,-0.02,-0.13,0.2,-4.7e-06,0.43,0.00041,0.00026,-0.00023,0,0,0.095,0.00035,0.00037,0.038,0.014,0.015,0.008,0.039,0.04,0.036,7.5e-07,6.7e-07,1.9e-06,0.033,0.03,0.00032,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.7
18890000,0.98,-0.0087,-0.011,0.18,0.027,-0.018,0.018,0.022,-0.011,0.016,-0.0012,-0.0058,-0.00011,0.0042,-0.02,-0.13,0.2,-4.7e-06,0.43,0.00042,0.00028,-0.00024,0,0,0.095,0.00035,0.00037,0.038,0.015,0.017,0.008,0.043,0.043,0.036,7.5e-07,6.7e-07,1.9e-06,0.033,0.03,0.00031,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8
18990000,0.98,-0.0087,-0.011,0.18,0.024,-0.018,0.019,0.019,-0.0097,0.02,-0.0012,-0.0058,-0.00011,0.005,-0.019,-0.13,0.2,-5.3e-06,0.43,0.00042,0.00027,-0.00024,0,0,0.095,0.00035,0.00037,0.038,0.014,0.015,0.0079,0.039,0.039,0.035,7.3e-07,6.5e-07,1.9e-06,0.033,0.03,0.00031,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8
19090000,0.98,-0.0087,-0.011,0.18,0.023,-0.018,0.02,0.022,-0.011,0.016,-0.0012,-0.0058,-0.0001,0.0055,-0.019,-0.13,0.2,-5.2e-06,0.43,0.00041,0.00027,-0.00023,0,0,0.095,0.00035,0.00037,0.038,0.015,0.016,0.008,0.042,0.043,0.036,7.3e-07,6.5e-07,1.9e-06,0.033,0.03,0.0003,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8
19190000,0.98,-0.0086,-0.011,0.18,0.02,-0.018,0.02,0.019,-0.01,0.016,-0.0012,-0.0058,-0.00011,0.0053,-0.019,-0.13,0.2,-6e-06,0.43,0.00043,0.00028,-0.00026,0,0,0.095,0.00035,0.00037,0.038,0.014,0.015,0.0078,0.038,0.039,0.035,7.1e-07,6.3e-07,1.9e-06,0.033,0.03,0.0003,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8
19290000,0.98,-0.0086,-0.011,0.18,0.021,-0.019,0.02,0.021,-0.012,0.015,-0.0012,-0.0058,-0.00011,0.0053,-0.019,-0.13,0.2,-6e-06,0.43,0.00043,0.00029,-0.00026,0,0,0.095,0.00035,0.00037,0.038,0.015,0.016,0.0078,0.042,0.043,0.035,7.1e-07,6.3e-07,1.9e-06,0.033,0.03,0.00029,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9
19390000,0.98,-0.0087,-0.011,0.18,0.019,-0.016,0.022,0.018,-0.0097,0.014,-0.0012,-0.0058,-0.00011,0.0059,-0.019,-0.13,0.2,-6.4e-06,0.43,0.00043,0.00028,-0.00026,0,0,0.095,0.00035,0.00037,0.038,0.014,0.015,0.0078,0.038,0.039,0.035,6.9e-07,6.2e-07,1.9e-06,0.032,0.03,0.00029,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9
19490000,0.98,-0.0088,-0.011,0.18,0.021,-0.017,0.021,0.021,-0.012,0.014,-0.0012,-0.0058,-0.00012,0.0053,-0.02,-0.13,0.2,-6e-06,0.43,0.00043,0.00026,-0.00025,0,0,0.095,0.00035,0.00037,0.038,0.015,0.016,0.0078,0.042,0.043,0.035,6.9e-07,6.1e-07,1.9e-06,0.032,0.03,0.00029,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9
19590000,0.98,-0.0087,-0.011,0.18,0.018,-0.019,0.023,0.019,-0.011,0.014,-0.0012,-0.0058,-0.00012,0.0055,-0.02,-0.13,0.2,-6.3e-06,0.43,0.00043,0.00026,-0.00025,0,0,0.095,0.00034,0.00036,0.038,0.013,0.015,0.0076,0.038,0.039,0.035,6.7e-07,6e-07,1.8e-06,0.032,0.029,0.00028,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9
19690000,0.98,-0.0088,-0.011,0.18,0.018,-0.017,0.022,0.022,-0.013,0.014,-0.0012,-0.0058,-0.00011,0.006,-0.021,-0.13,0.2,-6e-06,0.43,0.00042,0.00026,-0.00024,0,0,0.095,0.00034,0.00036,0.038,0.014,0.016,0.0076,0.042,0.042,0.035,6.7e-07,6e-07,1.8e-06,0.032,0.029,0.00028,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
19790000,0.98,-0.0089,-0.011,0.18,0.016,-0.016,0.02,0.021,-0.011,0.01,-0.0012,-0.0058,-0.00012,0.0061,-0.021,-0.13,0.2,-6.4e-06,0.43,0.00043,0.00027,-0.00025,0,0,0.095,0.00034,0.00036,0.038,0.013,0.014,0.0076,0.038,0.039,0.035,6.6e-07,5.8e-07,1.8e-06,0.032,0.029,0.00027,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
19890000,0.98,-0.0089,-0.011,0.18,0.017,-0.016,0.021,0.023,-0.013,0.0089,-0.0012,-0.0058,-0.00012,0.006,-0.021,-0.13,0.2,-6.4e-06,0.43,0.00043,0.00027,-0.00026,0,0,0.095,0.00034,0.00036,0.038,0.014,0.015,0.0075,0.041,0.042,0.035,6.5e-07,5.8e-07,1.8e-06,0.032,0.029,0.00027,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
19990000,0.98,-0.0089,-0.012,0.18,0.015,-0.016,0.018,0.02,-0.01,0.006,-0.0012,-0.0058,-0.00012,0.007,-0.021,-0.13,0.2,-7e-06,0.43,0.00042,0.00027,-0.00025,0,0,0.095,0.00034,0.00036,0.038,0.013,0.014,0.0074,0.038,0.038,0.035,6.4e-07,5.7e-07,1.8e-06,0.032,0.029,0.00026,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
20090000,0.98,-0.0089,-0.012,0.18,0.017,-0.019,0.019,0.022,-0.012,0.0095,-0.0012,-0.0058,-0.00012,0.0071,-0.021,-0.13,0.2,-6.9e-06,0.43,0.00042,0.00028,-0.00025,0,0,0.095,0.00034,0.00036,0.038,0.014,0.015,0.0075,0.041,0.042,0.035,6.4e-07,5.6e-07,1.8e-06,0.032,0.029,0.00026,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5.1
20190000,0.98,-0.0089,-0.012,0.18,0.017,-0.016,0.02,0.022,-0.011,0.0094,-0.0012,-0.0058,-0.00013,0.0071,-0.022,-0.13,0.2,-7.4e-06,0.43,0.00042,0.00029,-0.00027,0,0,0.11,0.00034,0.00036,0.038,0.013,0.014,0.0074,0.037,0.038,0.035,6.2e-07,5.5e-07,1.8e-06,0.032,0.029,0.00025,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20290000,0.98,-0.009,-0.012,0.18,0.015,-0.018,0.02,0.023,-0.012,0.01,-0.0012,-0.0058,-0.00012,0.0071,-0.022,-0.13,0.2,-7.5e-06,0.43,0.00042,0.0003,-0.00027,0,0,0.11,0.00034,0.00036,0.038,0.014,0.015,0.0073,0.041,0.042,0.035,6.2e-07,5.5e-07,1.8e-06,0.032,0.029,0.00025,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20390000,0.98,-0.0089,-0.012,0.18,0.013,-0.016,0.02,0.022,-0.011,0.012,-0.0012,-0.0058,-0.00012,0.0081,-0.022,-0.13,0.2,-7.6e-06,0.43,0.00041,0.00028,-0.00026,0,0,0.11,0.00033,0.00035,0.038,0.013,0.014,0.0073,0.037,0.038,0.035,6.1e-07,5.4e-07,1.8e-06,0.031,0.029,0.00025,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20490000,0.98,-0.0089,-0.012,0.18,0.0096,-0.017,0.02,0.023,-0.012,0.0099,-0.0012,-0.0058,-0.00012,0.0082,-0.022,-0.13,0.2,-7.4e-06,0.43,0.00041,0.00027,-0.00026,0,0,0.11,0.00034,0.00035,0.038,0.014,0.015,0.0073,0.041,0.042,0.035,6e-07,5.3e-07,1.8e-06,0.031,0.029,0.00024,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20590000,0.98,-0.0088,-0.012,0.18,0.0088,-0.017,0.02,0.022,-0.01,0.0085,-0.0013,-0.0058,-0.00011,0.0094,-0.022,-0.13,0.2,-7.3e-06,0.43,0.00039,0.00025,-0.00025,0,0,0.11,0.00033,0.00035,0.038,0.013,0.014,0.0072,0.037,0.038,0.035,5.9e-07,5.2e-07,1.8e-06,0.031,0.029,0.00024,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20690000,0.98,-0.0087,-0.012,0.18,0.0077,-0.017,0.021,0.022,-0.012,0.0092,-0.0013,-0.0058,-0.00012,0.0092,-0.022,-0.13,0.2,-7.5e-06,0.43,0.00039,0.00025,-0.00025,0,0,0.11,0.00033,0.00035,0.038,0.013,0.015,0.0072,0.04,0.042,0.035,5.9e-07,5.2e-07,1.8e-06,0.031,0.029,0.00024,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20790000,0.98,-0.0081,-0.012,0.18,0.0038,-0.013,0.0061,0.019,-0.01,0.008,-0.0013,-0.0058,-0.00011,0.01,-0.022,-0.13,0.2,-7.9e-06,0.43,0.00038,0.00025,-0.00025,0,0,0.11,0.00033,0.00035,0.038,0.013,0.014,0.0071,0.037,0.038,0.035,5.7e-07,5.1e-07,1.8e-06,0.031,0.028,0.00023,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20890000,0.98,0.00098,-0.0077,0.18,-4.9e-05,-0.002,-0.11,0.02,-0.011,0.002,-0.0013,-0.0058,-0.00011,0.01,-0.023,-0.13,0.2,-8.7e-06,0.43,0.00037,0.00037,-0.00019,0,0,0.1,0.00033,0.00035,0.038,0.013,0.015,0.0071,0.04,0.041,0.035,5.7e-07,5.1e-07,1.8e-06,0.031,0.028,0.00023,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20990000,0.98,0.0044,-0.0043,0.18,-0.012,0.017,-0.25,0.017,-0.0086,-0.013,-0.0013,-0.0058,-0.00011,0.01,-0.023,-0.13,0.2,-8.7e-06,0.43,0.00037,0.00036,-0.00015,0,0,0.087,0.00033,0.00035,0.038,0.013,0.014,0.007,0.037,0.038,0.034,5.6e-07,5e-07,1.7e-06,0.031,0.028,0.00023,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21090000,0.98,0.0027,-0.0047,0.18,-0.024,0.032,-0.37,0.016,-0.006,-0.043,-0.0013,-0.0058,-0.00011,0.01,-0.023,-0.13,0.2,-7e-06,0.43,0.00042,0.00016,-0.00019,0,0,0.057,0.00033,0.00035,0.038,0.014,0.015,0.007,0.04,0.041,0.035,5.6e-07,4.9e-07,1.7e-06,0.031,0.028,0.00022,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21190000,0.98,-6.1e-05,-0.0063,0.18,-0.029,0.039,-0.5,0.013,-0.0039,-0.08,-0.0013,-0.0058,-0.0001,0.01,-0.024,-0.13,0.2,-6.3e-06,0.43,0.00043,0.00019,-0.00018,0,0,0.02,0.00033,0.00034,0.038,0.013,0.014,0.0069,0.037,0.038,0.034,5.5e-07,4.8e-07,1.7e-06,0.031,0.028,0.00022,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21290000,0.98,-0.0023,-0.0076,0.18,-0.029,0.041,-0.63,0.0099,-0.0003,-0.14,-0.0013,-0.0058,-0.00011,0.0096,-0.024,-0.13,0.2,-6.9e-06,0.43,0.00042,0.00023,-0.00011,0,0,-0.038,0.00033,0.00034,0.037,0.014,0.015,0.0069,0.04,0.041,0.034,5.4e-07,4.8e-07,1.7e-06,0.031,0.028,0.00022,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
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2590000,1,-0.01,-0.013,0.00039,0.023,-0.0059,-0.15,0,0,-4.9e+02,-0.0018,-0.0027,-2.1e-05,0,0,-0.015,0,0,0,0,0,0,0,0,-4.9e+02,0.014,0.014,0.00022,0.89,0.89,0.099,0.18,0.18,0.094,0.0038,0.0038,3.6e-05,0.04,0.04,0.036,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.68
2690000,1,-0.01,-0.013,0.00043,0.027,-0.0051,-0.15,0,0,-4.9e+02,-0.0018,-0.0027,-2e-05,0,0,-0.018,0,0,0,0,0,0,0,0,-4.9e+02,0.015,0.015,0.00024,1.1,1.1,0.097,0.25,0.25,0.091,0.0038,0.0038,3.6e-05,0.04,0.04,0.036,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.71
2790000,1,-0.01,-0.013,0.00038,0.022,-0.0029,-0.14,0,0,-4.9e+02,-0.0019,-0.003,-2.6e-05,0,0,-0.022,0,0,0,0,0,0,0,0,-4.9e+02,0.011,0.011,0.00021,0.77,0.77,0.095,0.16,0.16,0.089,0.0032,0.0032,2.9e-05,0.04,0.04,0.035,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.73
2890000,1,-0.01,-0.013,0.0003,0.026,-0.0046,-0.14,0,0,-4.9e+02,-0.0019,-0.003,-2.6e-05,0,0,-0.025,0,0,0,0,0,0,0,0,-4.9e+02,0.013,0.013,0.00022,0.95,0.95,0.096,0.23,0.23,0.089,0.0032,0.0032,2.9e-05,0.04,0.04,0.034,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.76
2990000,1,-0.01,-0.013,0.00032,0.02,-0.0035,-0.15,0,0,-4.9e+02,-0.002,-0.0033,-3.1e-05,0,0,-0.028,0,0,0,0,0,0,0,0,-4.9e+02,0.0099,0.0099,0.00019,0.67,0.67,0.095,0.15,0.15,0.088,0.0027,0.0027,2.4e-05,0.04,0.04,0.033,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.78
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3190000,1,-0.01,-0.013,0.00057,0.02,-0.0061,-0.15,0,0,-4.9e+02,-0.002,-0.0036,-3.5e-05,0,0,-0.032,0,0,0,0,0,0,0,0,-4.9e+02,0.0088,0.0088,0.00018,0.59,0.59,0.096,0.14,0.14,0.087,0.0023,0.0023,2e-05,0.04,0.04,0.031,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.83
3290000,1,-0.01,-0.013,0.00059,0.023,-0.0062,-0.15,0,0,-4.9e+02,-0.002,-0.0036,-3.5e-05,0,0,-0.034,0,0,0,0,0,0,0,0,-4.9e+02,0.0096,0.0096,0.00019,0.73,0.73,0.095,0.2,0.2,0.086,0.0023,0.0023,2e-05,0.04,0.04,0.03,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,0.86
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4190000,1,-0.0094,-0.012,0.00073,0.024,0.0039,-0.12,0,0,-4.9e+02,-0.0022,-0.0044,-5.2e-05,0,0,-0.074,0,0,0,0,0,0,0,0,-4.9e+02,0.0068,0.0068,0.00016,0.61,0.61,0.086,0.21,0.21,0.086,0.0012,0.0012,1e-05,0.04,0.04,0.019,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.1
4290000,1,-0.0095,-0.012,0.00075,0.021,0.0037,-0.13,0,0,-4.9e+02,-0.0021,-0.0046,-5.7e-05,0,0,-0.076,0,0,0,0,0,0,0,0,-4.9e+02,0.0056,0.0056,0.00014,0.47,0.47,0.084,0.15,0.15,0.085,0.00097,0.00097,9.1e-06,0.04,0.04,0.017,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.1
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4490000,1,-0.0094,-0.012,0.00077,0.021,0.004,-0.11,0,0,-4.9e+02,-0.0021,-0.0048,-6.2e-05,0,0,-0.086,0,0,0,0,0,0,0,0,-4.9e+02,0.005,0.005,0.00014,0.43,0.43,0.08,0.14,0.14,0.085,0.0008,0.0008,7.9e-06,0.04,0.04,0.015,0.0025,0.0025,0.0025,0.0025,0.0025,0.0025,1,1,1.2
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19390000,0.98,-0.0087,-0.011,0.18,0.019,-0.017,0.021,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0079,-0.019,-0.13,0.2,-6.9e-06,0.43,0.00036,0.00026,-0.00023,0,0,-4.9e+02,0.00035,0.00037,0.038,0.014,0.015,0.0078,0.038,0.039,0.035,6.9e-07,6.2e-07,1.9e-06,0.032,0.03,0.00029,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9
19490000,0.98,-0.0089,-0.011,0.18,0.021,-0.019,0.021,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0073,-0.02,-0.13,0.2,-6.5e-06,0.43,0.00037,0.00024,-0.00023,0,0,-4.9e+02,0.00035,0.00037,0.038,0.015,0.016,0.0078,0.042,0.043,0.035,6.9e-07,6.1e-07,1.9e-06,0.032,0.03,0.00029,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9
19590000,0.98,-0.0088,-0.011,0.18,0.018,-0.02,0.023,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0076,-0.02,-0.13,0.2,-6.8e-06,0.43,0.00037,0.00024,-0.00023,0,0,-4.9e+02,0.00034,0.00036,0.038,0.013,0.015,0.0076,0.038,0.039,0.035,6.7e-07,6e-07,1.8e-06,0.032,0.029,0.00028,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9
19690000,0.98,-0.0088,-0.011,0.18,0.018,-0.019,0.022,0,0,-4.9e+02,-0.0012,-0.0058,-0.0001,0.0081,-0.021,-0.13,0.2,-6.5e-06,0.43,0.00036,0.00024,-0.00022,0,0,-4.9e+02,0.00034,0.00036,0.038,0.014,0.016,0.0076,0.042,0.043,0.035,6.7e-07,6e-07,1.8e-06,0.032,0.029,0.00028,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
19790000,0.98,-0.0089,-0.011,0.18,0.016,-0.017,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0082,-0.021,-0.13,0.2,-7e-06,0.43,0.00036,0.00025,-0.00023,0,0,-4.9e+02,0.00034,0.00036,0.038,0.013,0.014,0.0076,0.038,0.039,0.035,6.6e-07,5.8e-07,1.8e-06,0.032,0.029,0.00027,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
19890000,0.98,-0.0089,-0.011,0.18,0.017,-0.018,0.021,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0082,-0.021,-0.13,0.2,-7e-06,0.43,0.00036,0.00025,-0.00023,0,0,-4.9e+02,0.00034,0.00036,0.038,0.014,0.015,0.0075,0.041,0.042,0.035,6.5e-07,5.8e-07,1.8e-06,0.032,0.029,0.00027,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
19990000,0.98,-0.0089,-0.012,0.18,0.015,-0.018,0.018,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0092,-0.021,-0.13,0.2,-7.5e-06,0.43,0.00035,0.00025,-0.00023,0,0,-4.9e+02,0.00034,0.00036,0.038,0.013,0.014,0.0074,0.038,0.038,0.035,6.4e-07,5.7e-07,1.8e-06,0.032,0.029,0.00026,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
20090000,0.98,-0.0089,-0.012,0.18,0.017,-0.021,0.019,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0093,-0.021,-0.13,0.2,-7.5e-06,0.43,0.00035,0.00026,-0.00023,0,0,-4.9e+02,0.00034,0.00036,0.038,0.014,0.015,0.0075,0.041,0.042,0.035,6.4e-07,5.6e-07,1.8e-06,0.032,0.029,0.00026,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5.1
20190000,0.98,-0.009,-0.012,0.18,0.017,-0.018,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-0.00012,0.0094,-0.022,-0.13,0.2,-8e-06,0.43,0.00035,0.00027,-0.00025,0,0,-4.9e+02,0.00034,0.00036,0.038,0.013,0.014,0.0074,0.037,0.038,0.035,6.2e-07,5.5e-07,1.8e-06,0.032,0.029,0.00025,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20290000,0.98,-0.009,-0.012,0.18,0.015,-0.02,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-0.00012,0.0094,-0.022,-0.13,0.2,-8e-06,0.43,0.00036,0.00028,-0.00025,0,0,-4.9e+02,0.00034,0.00036,0.038,0.014,0.015,0.0073,0.041,0.042,0.035,6.2e-07,5.5e-07,1.8e-06,0.032,0.029,0.00025,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20390000,0.98,-0.0089,-0.012,0.18,0.013,-0.017,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.01,-0.022,-0.13,0.2,-8.2e-06,0.43,0.00034,0.00026,-0.00024,0,0,-4.9e+02,0.00034,0.00035,0.038,0.013,0.014,0.0073,0.037,0.038,0.035,6.1e-07,5.4e-07,1.8e-06,0.031,0.029,0.00025,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20490000,0.98,-0.0089,-0.012,0.18,0.0096,-0.019,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.011,-0.022,-0.13,0.2,-8e-06,0.43,0.00034,0.00025,-0.00023,0,0,-4.9e+02,0.00034,0.00035,0.038,0.014,0.015,0.0073,0.041,0.042,0.035,6e-07,5.3e-07,1.8e-06,0.031,0.029,0.00024,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20590000,0.98,-0.0089,-0.012,0.18,0.0088,-0.018,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-0.0001,0.012,-0.022,-0.13,0.2,-7.9e-06,0.43,0.00032,0.00023,-0.00022,0,0,-4.9e+02,0.00033,0.00035,0.038,0.013,0.014,0.0072,0.037,0.038,0.035,5.9e-07,5.2e-07,1.8e-06,0.031,0.029,0.00024,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20690000,0.98,-0.0088,-0.012,0.18,0.0078,-0.018,0.021,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.012,-0.022,-0.13,0.2,-8.1e-06,0.43,0.00032,0.00023,-0.00022,0,0,-4.9e+02,0.00033,0.00035,0.038,0.013,0.015,0.0072,0.041,0.042,0.035,5.9e-07,5.2e-07,1.8e-06,0.031,0.029,0.00024,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20790000,0.98,-0.0082,-0.012,0.18,0.0039,-0.015,0.006,0,0,-4.9e+02,-0.0012,-0.0058,-0.0001,0.012,-0.022,-0.13,0.2,-8.5e-06,0.43,0.0003,0.00023,-0.00022,0,0,-4.9e+02,0.00033,0.00035,0.038,0.013,0.014,0.0071,0.037,0.038,0.035,5.8e-07,5.1e-07,1.8e-06,0.031,0.028,0.00023,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20890000,0.98,0.00095,-0.0079,0.18,1.9e-05,-0.0038,-0.11,0,0,-4.9e+02,-0.0012,-0.0058,-0.0001,0.013,-0.023,-0.13,0.2,-9.4e-06,0.43,0.0003,0.00035,-0.00017,0,0,-4.9e+02,0.00033,0.00035,0.038,0.013,0.015,0.0071,0.04,0.041,0.035,5.7e-07,5.1e-07,1.8e-06,0.031,0.028,0.00023,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,0.01
20990000,0.98,0.0043,-0.0044,0.18,-0.012,0.015,-0.25,0,0,-4.9e+02,-0.0012,-0.0058,-0.0001,0.013,-0.023,-0.13,0.2,-9.4e-06,0.43,0.0003,0.00034,-0.00013,0,0,-4.9e+02,0.00033,0.00035,0.038,0.013,0.014,0.007,0.037,0.038,0.034,5.6e-07,5e-07,1.7e-06,0.031,0.028,0.00023,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21090000,0.98,0.0027,-0.0048,0.18,-0.023,0.031,-0.37,0,0,-4.9e+02,-0.0012,-0.0058,-9.9e-05,0.013,-0.023,-0.13,0.2,-7.6e-06,0.43,0.00035,0.00014,-0.00018,0,0,-4.9e+02,0.00033,0.00035,0.038,0.014,0.015,0.007,0.04,0.041,0.035,5.6e-07,5e-07,1.7e-06,0.031,0.028,0.00022,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21190000,0.98,-9.1e-05,-0.0064,0.18,-0.029,0.037,-0.5,0,0,-4.9e+02,-0.0012,-0.0058,-9.1e-05,0.013,-0.024,-0.13,0.2,-7e-06,0.43,0.00036,0.00016,-0.00016,0,0,-4.9e+02,0.00033,0.00034,0.038,0.013,0.014,0.0069,0.037,0.038,0.034,5.5e-07,4.8e-07,1.7e-06,0.031,0.028,0.00022,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21290000,0.98,-0.0023,-0.0077,0.18,-0.028,0.039,-0.63,0,0,-4.9e+02,-0.0012,-0.0058,-9.9e-05,0.012,-0.024,-0.13,0.2,-7.7e-06,0.43,0.00034,0.0002,-9.5e-05,0,0,-4.9e+02,0.00033,0.00034,0.037,0.014,0.015,0.0069,0.04,0.041,0.034,5.5e-07,4.8e-07,1.7e-06,0.031,0.028,0.00022,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21390000,0.98,-0.0037,-0.0083,0.18,-0.026,0.036,-0.75,0,0,-4.9e+02,-0.0012,-0.0058,-9.7e-05,0.012,-0.024,-0.13,0.2,-7.2e-06,0.43,0.00036,0.00013,-0.00011,0,0,-4.9e+02,0.00032,0.00034,0.037,0.013,0.014,0.0068,0.037,0.038,0.034,5.3e-07,4.7e-07,1.7e-06,0.03,0.028,0.00021,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21490000,0.98,-0.0045,-0.0088,0.18,-0.021,0.033,-0.89,0,0,-4.9e+02,-0.0012,-0.0058,-9.1e-05,0.013,-0.024,-0.13,0.2,-7.2e-06,0.43,0.00035,0.00015,-0.00016,0,0,-4.9e+02,0.00032,0.00034,0.037,0.014,0.016,0.0068,0.04,0.041,0.034,5.3e-07,4.7e-07,1.7e-06,0.03,0.028,0.00021,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21590000,0.98,-0.0049,-0.0088,0.18,-0.014,0.03,-1,0,0,-4.9e+02,-0.0012,-0.0058,-8.5e-05,0.013,-0.024,-0.13,0.2,-7.3e-06,0.43,0.00034,0.00021,-0.00017,0,0,-4.9e+02,0.00032,0.00034,0.037,0.013,0.015,0.0067,0.037,0.038,0.034,5.2e-07,4.6e-07,1.7e-06,0.03,0.028,0.00021,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21690000,0.98,-0.0052,-0.0086,0.18,-0.011,0.025,-1.1,0,0,-4.9e+02,-0.0012,-0.0058,-7.8e-05,0.014,-0.024,-0.13,0.2,-7.2e-06,0.43,0.00031,0.00025,-0.00016,0,0,-4.9e+02,0.00032,0.00034,0.037,0.014,0.016,0.0067,0.04,0.041,0.034,5.2e-07,4.6e-07,1.7e-06,0.03,0.028,0.0002,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21790000,0.98,-0.0055,-0.0088,0.18,-0.0062,0.021,-1.3,0,0,-4.9e+02,-0.0013,-0.0058,-6.9e-05,0.015,-0.023,-0.13,0.2,-7.2e-06,0.43,0.00031,0.00024,-0.00021,0,0,-4.9e+02,0.00032,0.00033,0.037,0.013,0.015,0.0066,0.037,0.038,0.034,5e-07,4.5e-07,1.7e-06,0.03,0.028,0.0002,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21890000,0.98,-0.0058,-0.0089,0.18,-0.0025,0.016,-1.4,0,0,-4.9e+02,-0.0013,-0.0058,-7.1e-05,0.015,-0.023,-0.13,0.2,-7.6e-06,0.43,0.00028,0.00026,-0.0002,0,0,-4.9e+02,0.00032,0.00033,0.037,0.014,0.016,0.0066,0.04,0.041,0.034,5e-07,4.5e-07,1.7e-06,0.03,0.028,0.0002,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
21990000,0.98,-0.0064,-0.0092,0.18,-0.00048,0.011,-1.4,0,0,-4.9e+02,-0.0013,-0.0058,-6.6e-05,0.015,-0.022,-0.13,0.2,-7.3e-06,0.43,0.00031,0.00027,-0.00022,0,0,-4.9e+02,0.00031,0.00033,0.037,0.013,0.015,0.0066,0.037,0.038,0.034,4.9e-07,4.4e-07,1.6e-06,0.03,0.027,0.0002,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
22090000,0.98,-0.0071,-0.01,0.18,0.0015,0.0077,-1.4,0,0,-4.9e+02,-0.0013,-0.0058,-5.7e-05,0.015,-0.022,-0.13,0.2,-7.2e-06,0.43,0.00031,0.00029,-0.00023,0,0,-4.9e+02,0.00031,0.00033,0.037,0.014,0.016,0.0066,0.04,0.041,0.034,4.9e-07,4.4e-07,1.6e-06,0.03,0.027,0.00019,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
22190000,0.98,-0.0075,-0.01,0.18,0.0073,0.0034,-1.4,0,0,-4.9e+02,-0.0013,-0.0058,-4.9e-05,0.016,-0.02,-0.13,0.2,-7.4e-06,0.43,0.00031,0.00031,-0.00023,0,0,-4.9e+02,0.00031,0.00032,0.037,0.013,0.014,0.0065,0.037,0.038,0.034,4.8e-07,4.3e-07,1.6e-06,0.029,0.027,0.00019,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
22290000,0.98,-0.0082,-0.01,0.18,0.013,-0.0024,-1.4,0,0,-4.9e+02,-0.0013,-0.0058,-5.1e-05,0.016,-0.021,-0.13,0.2,-7.3e-06,0.43,0.00031,0.0003,-0.00022,0,0,-4.9e+02,0.00031,0.00032,0.037,0.014,0.015,0.0065,0.04,0.041,0.034,4.8e-07,4.3e-07,1.6e-06,0.029,0.027,0.00019,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
22390000,0.98,-0.0085,-0.011,0.18,0.017,-0.011,-1.4,0,0,-4.9e+02,-0.0013,-0.0058,-5.3e-05,0.015,-0.02,-0.13,0.2,-7.4e-06,0.43,0.00032,0.00031,-0.00024,0,0,-4.9e+02,0.00031,0.00032,0.037,0.013,0.014,0.0064,0.037,0.038,0.034,4.7e-07,4.2e-07,1.6e-06,0.029,0.027,0.00019,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
22490000,0.98,-0.0087,-0.011,0.18,0.022,-0.018,-1.4,0,0,-4.9e+02,-0.0013,-0.0058,-5.7e-05,0.014,-0.02,-0.13,0.2,-7.8e-06,0.43,0.00033,0.00033,-0.00026,0,0,-4.9e+02,0.00031,0.00032,0.037,0.013,0.015,0.0064,0.04,0.041,0.034,4.7e-07,4.2e-07,1.6e-06,0.029,0.027,0.00018,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
22590000,0.98,-0.0086,-0.012,0.18,0.029,-0.025,-1.4,0,0,-4.9e+02,-0.0013,-0.0058,-4.9e-05,0.015,-0.02,-0.13,0.2,-7.3e-06,0.43,0.00033,0.00034,-0.00025,0,0,-4.9e+02,0.0003,0.00032,0.037,0.012,0.014,0.0063,0.036,0.038,0.033,4.5e-07,4.1e-07,1.6e-06,0.029,0.027,0.00018,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
22690000,0.98,-0.0085,-0.012,0.18,0.032,-0.03,-1.4,0,0,-4.9e+02,-0.0013,-0.0058,-5.1e-05,0.015,-0.021,-0.13,0.2,-7.3e-06,0.43,0.00033,0.00035,-0.00027,0,0,-4.9e+02,0.0003,0.00032,0.037,0.013,0.015,0.0064,0.04,0.041,0.034,4.5e-07,4.1e-07,1.6e-06,0.029,0.027,0.00018,0.0013,4e-05,0.0012,0.0013,0.0015,0.0012,1,1,0.01
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188 18590000,0.98,-0.0089,-0.011,0.18,0.028,-0.019,0.022,0.019,-0.0093,0.024,-0.0012,-0.0058,-0.00011,0.003,-0.021,-0.13,0.2,-4.2e-06,0.43,0.00044,0.00028,-0.00024,0,0,0.095,0.00036,0.00038,0.038,0.015,0.016,0.0081,0.039,0.04,0.035,7.8e-07,6.9e-07,1.9e-06,0.033,0.03,0.00033,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.7 18590000,0.98,-0.0089,-0.011,0.18,0.028,-0.02,0.022,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0047,-0.021,-0.13,0.2,-4.6e-06,0.43,0.00039,0.00026,-0.00022,0,0,-4.9e+02,0.00036,0.00038,0.038,0.015,0.016,0.0081,0.039,0.04,0.035,7.8e-07,6.9e-07,1.9e-06,0.033,0.03,0.00033,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.7
189 18690000,0.98,-0.0088,-0.011,0.18,0.028,-0.018,0.021,0.021,-0.011,0.022,-0.0012,-0.0058,-0.00011,0.0039,-0.02,-0.13,0.2,-4.2e-06,0.43,0.0004,0.00025,-0.00022,0,0,0.095,0.00036,0.00038,0.038,0.016,0.017,0.0081,0.043,0.044,0.035,7.7e-07,6.9e-07,1.9e-06,0.033,0.03,0.00033,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.7 18690000,0.98,-0.0088,-0.011,0.18,0.028,-0.019,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-9.7e-05,0.0057,-0.02,-0.13,0.2,-4.7e-06,0.43,0.00035,0.00023,-0.0002,0,0,-4.9e+02,0.00036,0.00038,0.038,0.016,0.017,0.0081,0.043,0.044,0.035,7.7e-07,6.9e-07,1.9e-06,0.033,0.03,0.00033,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.7
190 18790000,0.98,-0.0087,-0.011,0.18,0.026,-0.017,0.02,0.019,-0.0093,0.02,-0.0012,-0.0058,-0.00011,0.0044,-0.02,-0.13,0.2,-4.7e-06,0.43,0.00041,0.00026,-0.00023,0,0,0.095,0.00035,0.00037,0.038,0.014,0.015,0.008,0.039,0.04,0.036,7.5e-07,6.7e-07,1.9e-06,0.033,0.03,0.00032,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.7 18790000,0.98,-0.0088,-0.011,0.18,0.026,-0.019,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-9.8e-05,0.0062,-0.02,-0.13,0.2,-5.1e-06,0.43,0.00035,0.00024,-0.00021,0,0,-4.9e+02,0.00035,0.00037,0.038,0.014,0.015,0.008,0.039,0.04,0.036,7.5e-07,6.7e-07,1.9e-06,0.033,0.03,0.00032,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.7
191 18890000,0.98,-0.0087,-0.011,0.18,0.027,-0.018,0.018,0.022,-0.011,0.016,-0.0012,-0.0058,-0.00011,0.0042,-0.02,-0.13,0.2,-4.7e-06,0.43,0.00042,0.00028,-0.00024,0,0,0.095,0.00035,0.00037,0.038,0.015,0.017,0.008,0.043,0.043,0.036,7.5e-07,6.7e-07,1.9e-06,0.033,0.03,0.00031,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8 18890000,0.98,-0.0088,-0.011,0.18,0.027,-0.019,0.018,0,0,-4.9e+02,-0.0012,-0.0058,-9.9e-05,0.006,-0.02,-0.13,0.2,-5.2e-06,0.43,0.00037,0.00026,-0.00021,0,0,-4.9e+02,0.00035,0.00037,0.038,0.015,0.017,0.008,0.043,0.044,0.036,7.5e-07,6.7e-07,1.9e-06,0.033,0.03,0.00031,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8
192 18990000,0.98,-0.0087,-0.011,0.18,0.024,-0.018,0.019,0.019,-0.0097,0.02,-0.0012,-0.0058,-0.00011,0.005,-0.019,-0.13,0.2,-5.3e-06,0.43,0.00042,0.00027,-0.00024,0,0,0.095,0.00035,0.00037,0.038,0.014,0.015,0.0079,0.039,0.039,0.035,7.3e-07,6.5e-07,1.9e-06,0.033,0.03,0.00031,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8 18990000,0.98,-0.0087,-0.011,0.18,0.024,-0.019,0.019,0,0,-4.9e+02,-0.0012,-0.0058,-0.0001,0.0068,-0.019,-0.13,0.2,-5.8e-06,0.43,0.00036,0.00025,-0.00022,0,0,-4.9e+02,0.00035,0.00037,0.038,0.014,0.015,0.0079,0.039,0.039,0.035,7.3e-07,6.5e-07,1.9e-06,0.033,0.03,0.00031,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8
193 19090000,0.98,-0.0087,-0.011,0.18,0.023,-0.018,0.02,0.022,-0.011,0.016,-0.0012,-0.0058,-0.0001,0.0055,-0.019,-0.13,0.2,-5.2e-06,0.43,0.00041,0.00027,-0.00023,0,0,0.095,0.00035,0.00037,0.038,0.015,0.016,0.008,0.042,0.043,0.036,7.3e-07,6.5e-07,1.9e-06,0.033,0.03,0.0003,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8 19090000,0.98,-0.0088,-0.011,0.18,0.023,-0.02,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-9.3e-05,0.0074,-0.019,-0.13,0.2,-5.7e-06,0.43,0.00035,0.00025,-0.00021,0,0,-4.9e+02,0.00035,0.00037,0.038,0.015,0.016,0.008,0.042,0.043,0.036,7.3e-07,6.5e-07,1.9e-06,0.033,0.03,0.0003,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8
194 19190000,0.98,-0.0086,-0.011,0.18,0.02,-0.018,0.02,0.019,-0.01,0.016,-0.0012,-0.0058,-0.00011,0.0053,-0.019,-0.13,0.2,-6e-06,0.43,0.00043,0.00028,-0.00026,0,0,0.095,0.00035,0.00037,0.038,0.014,0.015,0.0078,0.038,0.039,0.035,7.1e-07,6.3e-07,1.9e-06,0.033,0.03,0.0003,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8 19190000,0.98,-0.0087,-0.011,0.18,0.02,-0.02,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-0.0001,0.0073,-0.019,-0.13,0.2,-6.5e-06,0.43,0.00037,0.00026,-0.00023,0,0,-4.9e+02,0.00035,0.00037,0.038,0.014,0.015,0.0078,0.038,0.039,0.035,7.1e-07,6.3e-07,1.9e-06,0.033,0.03,0.0003,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.8
195 19290000,0.98,-0.0086,-0.011,0.18,0.021,-0.019,0.02,0.021,-0.012,0.015,-0.0012,-0.0058,-0.00011,0.0053,-0.019,-0.13,0.2,-6e-06,0.43,0.00043,0.00029,-0.00026,0,0,0.095,0.00035,0.00037,0.038,0.015,0.016,0.0078,0.042,0.043,0.035,7.1e-07,6.3e-07,1.9e-06,0.033,0.03,0.00029,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9 19290000,0.98,-0.0087,-0.011,0.18,0.021,-0.02,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-0.0001,0.0073,-0.019,-0.13,0.2,-6.5e-06,0.43,0.00037,0.00027,-0.00024,0,0,-4.9e+02,0.00035,0.00037,0.038,0.015,0.016,0.0078,0.042,0.043,0.035,7.1e-07,6.3e-07,1.9e-06,0.033,0.03,0.00029,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9
196 19390000,0.98,-0.0087,-0.011,0.18,0.019,-0.016,0.022,0.018,-0.0097,0.014,-0.0012,-0.0058,-0.00011,0.0059,-0.019,-0.13,0.2,-6.4e-06,0.43,0.00043,0.00028,-0.00026,0,0,0.095,0.00035,0.00037,0.038,0.014,0.015,0.0078,0.038,0.039,0.035,6.9e-07,6.2e-07,1.9e-06,0.032,0.03,0.00029,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9 19390000,0.98,-0.0087,-0.011,0.18,0.019,-0.017,0.021,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0079,-0.019,-0.13,0.2,-6.9e-06,0.43,0.00036,0.00026,-0.00023,0,0,-4.9e+02,0.00035,0.00037,0.038,0.014,0.015,0.0078,0.038,0.039,0.035,6.9e-07,6.2e-07,1.9e-06,0.032,0.03,0.00029,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9
197 19490000,0.98,-0.0088,-0.011,0.18,0.021,-0.017,0.021,0.021,-0.012,0.014,-0.0012,-0.0058,-0.00012,0.0053,-0.02,-0.13,0.2,-6e-06,0.43,0.00043,0.00026,-0.00025,0,0,0.095,0.00035,0.00037,0.038,0.015,0.016,0.0078,0.042,0.043,0.035,6.9e-07,6.1e-07,1.9e-06,0.032,0.03,0.00029,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9 19490000,0.98,-0.0089,-0.011,0.18,0.021,-0.019,0.021,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0073,-0.02,-0.13,0.2,-6.5e-06,0.43,0.00037,0.00024,-0.00023,0,0,-4.9e+02,0.00035,0.00037,0.038,0.015,0.016,0.0078,0.042,0.043,0.035,6.9e-07,6.1e-07,1.9e-06,0.032,0.03,0.00029,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9
198 19590000,0.98,-0.0087,-0.011,0.18,0.018,-0.019,0.023,0.019,-0.011,0.014,-0.0012,-0.0058,-0.00012,0.0055,-0.02,-0.13,0.2,-6.3e-06,0.43,0.00043,0.00026,-0.00025,0,0,0.095,0.00034,0.00036,0.038,0.013,0.015,0.0076,0.038,0.039,0.035,6.7e-07,6e-07,1.8e-06,0.032,0.029,0.00028,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9 19590000,0.98,-0.0088,-0.011,0.18,0.018,-0.02,0.023,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0076,-0.02,-0.13,0.2,-6.8e-06,0.43,0.00037,0.00024,-0.00023,0,0,-4.9e+02,0.00034,0.00036,0.038,0.013,0.015,0.0076,0.038,0.039,0.035,6.7e-07,6e-07,1.8e-06,0.032,0.029,0.00028,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,4.9
199 19690000,0.98,-0.0088,-0.011,0.18,0.018,-0.017,0.022,0.022,-0.013,0.014,-0.0012,-0.0058,-0.00011,0.006,-0.021,-0.13,0.2,-6e-06,0.43,0.00042,0.00026,-0.00024,0,0,0.095,0.00034,0.00036,0.038,0.014,0.016,0.0076,0.042,0.042,0.035,6.7e-07,6e-07,1.8e-06,0.032,0.029,0.00028,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5 19690000,0.98,-0.0088,-0.011,0.18,0.018,-0.019,0.022,0,0,-4.9e+02,-0.0012,-0.0058,-0.0001,0.0081,-0.021,-0.13,0.2,-6.5e-06,0.43,0.00036,0.00024,-0.00022,0,0,-4.9e+02,0.00034,0.00036,0.038,0.014,0.016,0.0076,0.042,0.043,0.035,6.7e-07,6e-07,1.8e-06,0.032,0.029,0.00028,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
200 19790000,0.98,-0.0089,-0.011,0.18,0.016,-0.016,0.02,0.021,-0.011,0.01,-0.0012,-0.0058,-0.00012,0.0061,-0.021,-0.13,0.2,-6.4e-06,0.43,0.00043,0.00027,-0.00025,0,0,0.095,0.00034,0.00036,0.038,0.013,0.014,0.0076,0.038,0.039,0.035,6.6e-07,5.8e-07,1.8e-06,0.032,0.029,0.00027,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5 19790000,0.98,-0.0089,-0.011,0.18,0.016,-0.017,0.02,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0082,-0.021,-0.13,0.2,-7e-06,0.43,0.00036,0.00025,-0.00023,0,0,-4.9e+02,0.00034,0.00036,0.038,0.013,0.014,0.0076,0.038,0.039,0.035,6.6e-07,5.8e-07,1.8e-06,0.032,0.029,0.00027,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
201 19890000,0.98,-0.0089,-0.011,0.18,0.017,-0.016,0.021,0.023,-0.013,0.0089,-0.0012,-0.0058,-0.00012,0.006,-0.021,-0.13,0.2,-6.4e-06,0.43,0.00043,0.00027,-0.00026,0,0,0.095,0.00034,0.00036,0.038,0.014,0.015,0.0075,0.041,0.042,0.035,6.5e-07,5.8e-07,1.8e-06,0.032,0.029,0.00027,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5 19890000,0.98,-0.0089,-0.011,0.18,0.017,-0.018,0.021,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0082,-0.021,-0.13,0.2,-7e-06,0.43,0.00036,0.00025,-0.00023,0,0,-4.9e+02,0.00034,0.00036,0.038,0.014,0.015,0.0075,0.041,0.042,0.035,6.5e-07,5.8e-07,1.8e-06,0.032,0.029,0.00027,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
202 19990000,0.98,-0.0089,-0.012,0.18,0.015,-0.016,0.018,0.02,-0.01,0.006,-0.0012,-0.0058,-0.00012,0.007,-0.021,-0.13,0.2,-7e-06,0.43,0.00042,0.00027,-0.00025,0,0,0.095,0.00034,0.00036,0.038,0.013,0.014,0.0074,0.038,0.038,0.035,6.4e-07,5.7e-07,1.8e-06,0.032,0.029,0.00026,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5 19990000,0.98,-0.0089,-0.012,0.18,0.015,-0.018,0.018,0,0,-4.9e+02,-0.0012,-0.0058,-0.00011,0.0092,-0.021,-0.13,0.2,-7.5e-06,0.43,0.00035,0.00025,-0.00023,0,0,-4.9e+02,0.00034,0.00036,0.038,0.013,0.014,0.0074,0.038,0.038,0.035,6.4e-07,5.7e-07,1.8e-06,0.032,0.029,0.00026,0.0013,4e-05,0.0013,0.0013,0.0015,0.0013,1,1,5
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350 34790000,0.98,-0.0093,-0.013,0.17,-0.033,-0.07,2.7,0.058,-0.052,0.28,-0.0015,-0.0056,7.7e-06,0.04,-0.031,-0.12,0.2,1.9e-06,0.43,-0.0017,-0.0013,0.0013,0,0,0.12,0.00026,0.00026,0.034,0.011,0.011,0.005,0.035,0.036,0.03,2.3e-07,2.2e-07,6.8e-07,0.024,0.023,9.2e-05,0.0012,4e-05,0.0012,0.0012,0.0013,0.0012,1,1,0.38 34790000,0.98,-0.0093,-0.013,0.17,-0.034,-0.071,2.7,0,0,-4.9e+02,-0.0014,-0.0056,1.2e-05,0.045,-0.031,-0.12,0.2,6.3e-08,0.43,-0.0019,-0.0015,0.0014,0,0,-4.9e+02,0.00026,0.00026,0.034,0.011,0.011,0.005,0.035,0.036,0.03,2.3e-07,2.2e-07,6.8e-07,0.024,0.023,9.3e-05,0.0012,4e-05,0.0012,0.0012,0.0013,0.0012,1,1,0.38
351 34890000,0.98,-0.0092,-0.013,0.17,-0.038,-0.069,3.7,0.055,-0.058,0.57,-0.0015,-0.0056,1.1e-05,0.04,-0.031,-0.12,0.2,2e-06,0.43,-0.0017,-0.0013,0.0013,0,0,0.12,0.00026,0.00026,0.034,0.012,0.013,0.005,0.038,0.039,0.03,2.3e-07,2.2e-07,6.8e-07,0.024,0.023,9.2e-05,0.0012,4e-05,0.0012,0.0012,0.0013,0.0012,1,1,0.41 34890000,0.98,-0.0092,-0.013,0.17,-0.04,-0.069,3.7,0,0,-4.9e+02,-0.0014,-0.0056,1.5e-05,0.045,-0.031,-0.12,0.2,2.3e-07,0.43,-0.0019,-0.0015,0.0014,0,0,-4.9e+02,0.00026,0.00026,0.034,0.012,0.013,0.005,0.038,0.039,0.03,2.3e-07,2.2e-07,6.8e-07,0.024,0.023,9.2e-05,0.0012,4e-05,0.0012,0.0012,0.0013,0.0012,1,1,0.41
+17 -2
View File
@@ -180,15 +180,31 @@ TEST_F(EkfAirspeedTest, testAirspeedDeadReckoning)
_ekf->set_vehicle_at_rest(false);
_ekf->set_is_fixed_wing(true);
const Vector3f pos_prev = _ekf->getPosition();
const double latitude_new = -15.0000005;
const double longitude_new = -115.0000005;
const float altitude_new = 1500.0;
const float eph = 50.f;
const float epv = 10.f;
_ekf->setEkfGlobalOrigin(latitude_new, longitude_new, altitude_new);
_ekf->resetGlobalPosToExternalObservation(latitude_new, longitude_new, altitude_new, eph, epv, 0);
const Vector3f pos = _ekf->getPosition();
// lat/lon is initialized so the local horizontal position remains constant
EXPECT_NEAR(pos(0), pos_prev(0), 1e-3f);
EXPECT_NEAR(pos(1), pos_prev(1), 1e-3f);
// alt is updated as the local altitude origin was already set
EXPECT_NEAR(pos(2), pos_prev(2) - (altitude_new - _ekf->getEkfGlobalOriginAltitude()), 1e-3f);
const LatLonAlt lla = _ekf->getLatLonAlt();
EXPECT_NEAR(lla.latitude_deg(), latitude_new, 1e-6f);
EXPECT_NEAR(lla.longitude_deg(), longitude_new, 1e-6f);
EXPECT_NEAR(lla.altitude(), altitude_new, 1e-3f);
// Simulate the fact that the sideslip can start immediately, without
// waiting for a measurement sample.
_ekf_wrapper.enableBetaFusion();
@@ -227,7 +243,6 @@ TEST_F(EkfAirspeedTest, testAirspeedDeadReckoningLatLonAltReset)
const float eph = 50.f;
const float epv = 1.f;
_ekf->setEkfGlobalOrigin(latitude, longitude, altitude);
_ekf->resetGlobalPosToExternalObservation(latitude, longitude, altitude, eph, epv, 0);
_ekf_wrapper.enableBetaFusion();
+10 -5
View File
@@ -219,19 +219,22 @@ TEST_F(EkfBasicsTest, reset_ekf_global_origin_gps_initialized)
_altitude_new = 100.0;
_sensor_simulator.startGps();
_ekf->set_min_required_gps_health_time(1e6);
_sensor_simulator.runSeconds(1);
_ekf_wrapper.enableGpsHeightFusion();
_sensor_simulator.setGpsLatitude(_latitude_new);
_sensor_simulator.setGpsLongitude(_longitude_new);
_sensor_simulator.setGpsAltitude(_altitude_new);
_ekf->set_min_required_gps_health_time(1e6);
_sensor_simulator.runSeconds(1);
_sensor_simulator.runSeconds(5);
_ekf->getEkfGlobalOrigin(_origin_time, _latitude, _longitude, _altitude);
EXPECT_DOUBLE_EQ(_latitude, _latitude_new);
EXPECT_DOUBLE_EQ(_longitude, _longitude_new);
EXPECT_NEAR(_altitude, _altitude_new, 0.01f);
// In baro height ref the origin is set using baro data and not GNSS altitude
EXPECT_NEAR(_altitude, _sensor_simulator._baro.getData(), 0.01f);
// Note: we cannot reset too far since the local position is limited to 1e6m
_latitude_new = 14.0000005;
@@ -261,11 +264,13 @@ TEST_F(EkfBasicsTest, reset_ekf_global_origin_gps_initialized)
TEST_F(EkfBasicsTest, reset_ekf_global_origin_gps_uninitialized)
{
_ekf->getEkfGlobalOrigin(_origin_time, _latitude_new, _longitude_new, _altitude_new);
_ekf->getEkfGlobalOrigin(_origin_time, _latitude, _longitude, _altitude);
EXPECT_DOUBLE_EQ(_latitude, _latitude_new);
EXPECT_DOUBLE_EQ(_longitude, _longitude_new);
EXPECT_FLOAT_EQ(_altitude, _altitude_new);
// In baro height ref the origin is set using baro data and not GNSS altitude
EXPECT_NEAR(_altitude, _sensor_simulator._baro.getData(), 0.01f);
EXPECT_FALSE(_ekf->global_origin_valid());
+46
View File
@@ -345,3 +345,49 @@ TEST_F(EkfFlowTest, yawMotionNoMagFusion)
_ekf->state().vector().print();
_ekf->covariances().print();
}
TEST_F(EkfFlowTest, deadReckoning)
{
ResetLoggingChecker reset_logging_checker(_ekf);
// WHEN: simulate being 5m above ground
const float simulated_distance_to_ground = 5.f;
_sensor_simulator._trajectory[2].setCurrentPosition(-simulated_distance_to_ground);
startRangeFinderFusion(simulated_distance_to_ground);
_ekf->set_in_air_status(true);
_ekf->set_vehicle_at_rest(false);
// WHEN: moving a couple of meters while doing flow dead_reckoning
Vector3f simulated_velocity(0.5f, -0.2f, 0.f);
_sensor_simulator._trajectory[0].setCurrentVelocity(simulated_velocity(0));
_sensor_simulator._trajectory[1].setCurrentVelocity(simulated_velocity(1));
_sensor_simulator.setTrajectoryTargetVelocity(simulated_velocity);
_ekf_wrapper.enableFlowFusion();
_sensor_simulator.startFlow();
_sensor_simulator.runTrajectorySeconds(5.f);
simulated_velocity = Vector3f(0.f, 0.f, 0.f);
_sensor_simulator.setTrajectoryTargetVelocity(simulated_velocity);
_sensor_simulator.runTrajectorySeconds(_sensor_simulator._trajectory[0].getTotalTime());
EXPECT_FALSE(_ekf->isGlobalHorizontalPositionValid());
EXPECT_TRUE(_ekf->isLocalHorizontalPositionValid());
const Vector3f lpos_before_reset = _ekf->getPosition();
const float altitude_ref_prev = _ekf->getEkfGlobalOriginAltitude();
const double latitude_new = -15.0000005;
const double longitude_new = -115.0000005;
const float altitude_new = 1500.0;
const float eph = 50.f;
const float epv = 10.f;
_ekf->setEkfGlobalOrigin(latitude_new, longitude_new, altitude_new, eph, epv);
const Vector3f lpos_after_reset = _ekf->getPosition();
EXPECT_NEAR(lpos_after_reset(0), lpos_before_reset(0), 1e-3);
EXPECT_NEAR(lpos_after_reset(1), lpos_before_reset(1), 1e-3);
EXPECT_NEAR(lpos_after_reset(2), lpos_before_reset(2) + (altitude_new - altitude_ref_prev), 1e-3);
}
+1 -1
View File
@@ -164,7 +164,7 @@ TEST_F(EkfGpsTest, resetToGpsPosition)
// AND: simulate jump in position
_sensor_simulator.startGps();
const Vector3f simulated_position_change(2.0f, -1.0f, 0.f);
const Vector3f simulated_position_change(20.0f, -1.0f, 0.f);
_sensor_simulator._gps.stepHorizontalPositionByMeters(
Vector2f(simulated_position_change));
_sensor_simulator.runSeconds(6);
@@ -123,7 +123,7 @@ TEST_F(EkfHeightFusionTest, baroRef)
/* EXPECT_EQ(status.bias, _sensor_simulator._baro.getData()); */ // This is the real bias, but the estimator isn't running so the status isn't updated
EXPECT_EQ(baro_status.bias, 0.f);
const BiasEstimator::status &gps_status = _ekf->getGpsHgtBiasEstimatorStatus();
EXPECT_NEAR(gps_status.bias, -baro_increment, 0.2f);
EXPECT_NEAR(gps_status.bias, _sensor_simulator._gps.getData().alt - _sensor_simulator._baro.getData(), 0.2f);
const float terrain = _ekf->getTerrainVertPos();
EXPECT_NEAR(terrain, -baro_increment, 1.2f);
@@ -170,8 +170,13 @@ TEST_F(EkfHeightFusionTest, gpsRef)
EXPECT_TRUE(_ekf_wrapper.isIntendingRangeHeightFusion());
EXPECT_FALSE(_ekf_wrapper.isIntendingExternalVisionHeightFusion());
// AND WHEN: the baro data increases
const float baro_initial = _sensor_simulator._baro.getData();
const BiasEstimator::status &baro_status_initial = _ekf->getBaroBiasEstimatorStatus();
const float baro_rel_initial = baro_initial - _sensor_simulator._gps.getData().alt;
EXPECT_NEAR(baro_status_initial.bias, baro_rel_initial, 0.6f);
// AND WHEN: the baro data increases
const float baro_increment = 5.f;
_sensor_simulator._baro.setData(baro_initial + baro_increment);
_sensor_simulator.runSeconds(100);
@@ -180,7 +185,7 @@ TEST_F(EkfHeightFusionTest, gpsRef)
// the GPS height value and the baro gets its bias estimated
EXPECT_NEAR(_ekf->getPosition()(2), 0.f, 1.f);
const BiasEstimator::status &baro_status = _ekf->getBaroBiasEstimatorStatus();
EXPECT_NEAR(baro_status.bias, baro_initial + baro_increment, 1.3f);
EXPECT_NEAR(baro_status.bias, baro_rel_initial + baro_increment, 1.3f);
const float terrain = _ekf->getTerrainVertPos();
EXPECT_NEAR(terrain, 0.f, 1.1f); // TODO: why?
@@ -196,7 +201,7 @@ TEST_F(EkfHeightFusionTest, gpsRef)
EXPECT_TRUE(_ekf_wrapper.isIntendingBaroHeightFusion());
EXPECT_TRUE(_ekf_wrapper.isIntendingGpsHeightFusion());
EXPECT_TRUE(_ekf_wrapper.isIntendingRangeHeightFusion());
EXPECT_NEAR(_ekf->getBaroBiasEstimatorStatus().bias, baro_initial + baro_increment - gps_step, 0.2f);
EXPECT_NEAR(_ekf->getBaroBiasEstimatorStatus().bias, baro_rel_initial + baro_increment - gps_step, 0.2f);
// and the innovations are close to zero
EXPECT_NEAR(_ekf->aid_src_baro_hgt().innovation, 0.f, 0.2f);
@@ -367,6 +372,7 @@ TEST_F(EkfHeightFusionTest, changeEkfOriginAlt)
ResetLoggingChecker reset_logging_checker(_ekf);
reset_logging_checker.capturePreResetState();
const float baro_bias_prev = _ekf->getBaroBiasEstimatorStatus().bias;
const float alt_increment = 4478.f;
_ekf->setEkfGlobalOrigin(lat, lon, alt + alt_increment);
@@ -376,9 +382,12 @@ TEST_F(EkfHeightFusionTest, changeEkfOriginAlt)
EXPECT_NEAR(_ekf->getPosition()(2), alt_increment, 1.f);
reset_logging_checker.capturePostResetState();
EXPECT_NEAR(_ekf->getBaroBiasEstimatorStatus().bias, _sensor_simulator._baro.getData() + alt_increment, 0.2f);
// An origin reset doesn't change the baro bias as it is relative to the height reference (GNSS)
EXPECT_NEAR(_ekf->getBaroBiasEstimatorStatus().bias, baro_bias_prev, 0.3f);
EXPECT_NEAR(_ekf->getTerrainVertPos(), alt_increment, 1.f);
EXPECT_TRUE(reset_logging_checker.isVerticalVelocityResetCounterIncreasedBy(0));
EXPECT_TRUE(reset_logging_checker.isVerticalPositionResetCounterIncreasedBy(1));
}
@@ -40,7 +40,6 @@
#include "EKF/ekf.h"
#include "sensor_simulator/sensor_simulator.h"
#include "sensor_simulator/ekf_wrapper.h"
#include "test_helper/reset_logging_checker.h"
class EKFYawEstimatorTest : public ::testing::Test
{
@@ -91,8 +90,6 @@ TEST_F(EKFYawEstimatorTest, inAirYawAlignment)
// WHEN: the vehicle starts accelerating in the horizontal plane
_sensor_simulator.setTrajectoryTargetVelocity(Vector3f(2.f, -2.f, -1.f));
_ekf->set_in_air_status(true);
ResetLoggingChecker reset_logging_checker(_ekf);
reset_logging_checker.capturePreResetState();
_sensor_simulator.runTrajectorySeconds(3.f);
@@ -106,10 +103,12 @@ TEST_F(EKFYawEstimatorTest, inAirYawAlignment)
EXPECT_NEAR(yaw_est, yaw, tolerance_rad);
EXPECT_LT(yaw_est_var, tolerance_rad);
// 1 reset when starting GNSS aiding
reset_logging_checker.capturePostResetState();
EXPECT_TRUE(reset_logging_checker.isHorizontalVelocityResetCounterIncreasedBy(1));
EXPECT_TRUE(reset_logging_checker.isHorizontalPositionResetCounterIncreasedBy(1));
EXPECT_LT(_ekf->aid_src_gnss_pos().test_ratio[0], 0.5f);
EXPECT_LT(_ekf->aid_src_gnss_pos().test_ratio[1], 0.5f);
EXPECT_LT(_ekf->aid_src_gnss_vel().test_ratio[0], 0.1f);
EXPECT_LT(_ekf->aid_src_gnss_vel().test_ratio[1], 0.1f);
EXPECT_LT(_ekf->aid_src_gnss_vel().test_ratio[2], 0.1f);
EXPECT_TRUE(_ekf->isLocalHorizontalPositionValid());
EXPECT_TRUE(_ekf->isGlobalHorizontalPositionValid());
@@ -47,7 +47,6 @@ list(APPEND flight_tasks_all
ManualAltitude
ManualAltitudeSmoothVel
ManualPosition
ManualPositionSmoothVel
Transition
)
@@ -77,7 +76,7 @@ add_custom_command(
OUTPUT
${CMAKE_CURRENT_BINARY_DIR}/FlightTasks_generated.hpp
${CMAKE_CURRENT_BINARY_DIR}/FlightTasks_generated.cpp
COMMAND ${PYTHON_EXECUTABLE} generate_flight_tasks.py ${python_args}
COMMAND ${Python_EXECUTABLE} generate_flight_tasks.py ${python_args}
COMMENT "Generating Flight Tasks"
DEPENDS
Templates/FlightTasks_generated.cpp.em
@@ -213,10 +213,6 @@ void FlightModeManager::start_flight_task()
error = switchTask(FlightTaskIndex::ManualPosition);
break;
case 3:
error = switchTask(FlightTaskIndex::ManualPositionSmoothVel);
break;
case 4:
default:
if (_param_mpc_pos_mode.get() != 4) {
@@ -94,11 +94,6 @@ void FlightTaskManualPosition::_scaleSticks()
// Rotate setpoint into local frame
Sticks::rotateIntoHeadingFrameXY(vel_sp_xy, _yaw, _yaw_setpoint);
// collision prevention
if (_collision_prevention.is_active()) {
_collision_prevention.modifySetpoint(vel_sp_xy, velocity_scale, _position.xy(), _velocity.xy());
}
_velocity_setpoint.xy() = vel_sp_xy;
}
@@ -1,185 +0,0 @@
/****************************************************************************
*
* Copyright (c) 2018-2019 PX4 Development Team. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions
* are met:
*
* 1. Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
* 2. Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in
* the documentation and/or other materials provided with the
* distribution.
* 3. Neither the name PX4 nor the names of its contributors may be
* used to endorse or promote products derived from this software
* without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
* POSSIBILITY OF SUCH DAMAGE.
*
****************************************************************************/
#include "FlightTaskManualPositionSmoothVel.hpp"
#include <mathlib/mathlib.h>
#include <float.h>
using namespace matrix;
bool FlightTaskManualPositionSmoothVel::activate(const trajectory_setpoint_s &last_setpoint)
{
bool ret = FlightTaskManualPosition::activate(last_setpoint);
// Check if the previous FlightTask provided setpoints
Vector3f accel_prev{last_setpoint.acceleration};
Vector3f vel_prev{last_setpoint.velocity};
Vector3f pos_prev{last_setpoint.position};
for (int i = 0; i < 3; i++) {
// If the position setpoint is unknown, set to the current postion
if (!PX4_ISFINITE(pos_prev(i))) { pos_prev(i) = _position(i); }
// If the velocity setpoint is unknown, set to the current velocity
if (!PX4_ISFINITE(vel_prev(i))) { vel_prev(i) = _velocity(i); }
// No acceleration estimate available, set to zero if the setpoint is NAN
if (!PX4_ISFINITE(accel_prev(i))) { accel_prev(i) = 0.f; }
}
_smoothing_xy.reset(Vector2f{accel_prev}, Vector2f{vel_prev}, Vector2f{pos_prev});
_smoothing_z.reset(accel_prev(2), vel_prev(2), pos_prev(2));
return ret;
}
void FlightTaskManualPositionSmoothVel::reActivate()
{
FlightTaskManualPosition::reActivate();
// The task is reacivated while the vehicle is on the ground. To detect takeoff in mc_pos_control_main properly
// using the generated jerk, reset the z derivatives to zero
_smoothing_xy.reset(Vector2f(), _velocity.xy(), _position.xy());
_smoothing_z.reset(0.f, 0.f, _position(2));
}
void FlightTaskManualPositionSmoothVel::_ekfResetHandlerPositionXY(const matrix::Vector2f &delta_xy)
{
_smoothing_xy.setCurrentPosition(_position.xy());
}
void FlightTaskManualPositionSmoothVel::_ekfResetHandlerVelocityXY(const matrix::Vector2f &delta_vxy)
{
_smoothing_xy.setCurrentVelocity(_velocity.xy());
}
void FlightTaskManualPositionSmoothVel::_ekfResetHandlerPositionZ(float delta_z)
{
_smoothing_z.setCurrentPosition(_position(2));
}
void FlightTaskManualPositionSmoothVel::_ekfResetHandlerVelocityZ(float delta_vz)
{
_smoothing_z.setCurrentVelocity(_velocity(2));
}
void FlightTaskManualPositionSmoothVel::_updateSetpoints()
{
// Set max accel/vel/jerk
// Has to be done before _updateTrajectories()
_updateTrajConstraints();
_updateTrajVelFeedback();
_updateTrajCurrentPositionEstimate();
// Get yaw setpoint, un-smoothed position setpoints
FlightTaskManualPosition::_updateSetpoints();
_updateTrajectories(_velocity_setpoint);
// Fill the jerk, acceleration, velocity and position setpoint vectors
_setOutputState();
}
void FlightTaskManualPositionSmoothVel::_updateTrajConstraints()
{
_updateTrajConstraintsXY();
_updateTrajConstraintsZ();
}
void FlightTaskManualPositionSmoothVel::_updateTrajConstraintsXY()
{
_smoothing_xy.setMaxJerk(_param_mpc_jerk_max.get());
_smoothing_xy.setMaxAccel(_param_mpc_acc_hor_max.get());
_smoothing_xy.setMaxVel(_param_mpc_vel_manual.get());
}
void FlightTaskManualPositionSmoothVel::_updateTrajConstraintsZ()
{
_smoothing_z.setMaxJerk(_param_mpc_jerk_max.get());
_smoothing_z.setMaxAccelUp(_param_mpc_acc_up_max.get());
_smoothing_z.setMaxVelUp(_constraints.speed_up);
_smoothing_z.setMaxAccelDown(_param_mpc_acc_down_max.get());
_smoothing_z.setMaxVelDown(_constraints.speed_down);
}
void FlightTaskManualPositionSmoothVel::_updateTrajVelFeedback()
{
_smoothing_xy.setVelSpFeedback(_velocity_setpoint_feedback.xy());
_smoothing_z.setVelSpFeedback(_velocity_setpoint_feedback(2));
}
void FlightTaskManualPositionSmoothVel::_updateTrajCurrentPositionEstimate()
{
_smoothing_xy.setCurrentPositionEstimate(_position.xy());
_smoothing_z.setCurrentPositionEstimate(_position(2));
}
void FlightTaskManualPositionSmoothVel::_updateTrajectories(Vector3f vel_target)
{
_smoothing_xy.update(_deltatime, vel_target.xy());
_smoothing_z.update(_deltatime, vel_target(2));
}
void FlightTaskManualPositionSmoothVel::_setOutputState()
{
_setOutputStateXY();
_setOutputStateZ();
}
void FlightTaskManualPositionSmoothVel::_setOutputStateXY()
{
_jerk_setpoint.xy() = _smoothing_xy.getCurrentJerk();
_acceleration_setpoint.xy() = _smoothing_xy.getCurrentAcceleration();
_velocity_setpoint.xy() = _smoothing_xy.getCurrentVelocity();
_position_setpoint.xy() = _smoothing_xy.getCurrentPosition();
}
void FlightTaskManualPositionSmoothVel::_setOutputStateZ()
{
_jerk_setpoint(2) = _smoothing_z.getCurrentJerk();
_acceleration_setpoint(2) = _smoothing_z.getCurrentAcceleration();
_velocity_setpoint(2) = _smoothing_z.getCurrentVelocity();
if (!_terrain_hold) {
if (_terrain_hold_previous) {
// Reset position setpoint to current position when switching from terrain hold to non-terrain hold
_smoothing_z.setCurrentPosition(_position(2));
}
_position_setpoint(2) = _smoothing_z.getCurrentPosition();
}
_terrain_hold_previous = _terrain_hold;
}
@@ -1,92 +0,0 @@
/****************************************************************************
*
* Copyright (c) 2018-2019 PX4 Development Team. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions
* are met:
*
* 1. Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
* 2. Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in
* the documentation and/or other materials provided with the
* distribution.
* 3. Neither the name PX4 nor the names of its contributors may be
* used to endorse or promote products derived from this software
* without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
* POSSIBILITY OF SUCH DAMAGE.
*
****************************************************************************/
/**
* @file FlightTaskManualPositionSmoothVel.hpp
*
* Flight task for smooth manual controlled position.
*/
#pragma once
#include "FlightTaskManualPosition.hpp"
#include <motion_planning/ManualVelocitySmoothingXY.hpp>
#include <motion_planning/ManualVelocitySmoothingZ.hpp>
using matrix::Vector2f;
using matrix::Vector3f;
class FlightTaskManualPositionSmoothVel : public FlightTaskManualPosition
{
public:
FlightTaskManualPositionSmoothVel() = default;
virtual ~FlightTaskManualPositionSmoothVel() = default;
bool activate(const trajectory_setpoint_s &last_setpoint) override;
void reActivate() override;
protected:
virtual void _updateSetpoints() override;
/** Reset position or velocity setpoints in case of EKF reset event */
void _ekfResetHandlerPositionXY(const matrix::Vector2f &delta_xy) override;
void _ekfResetHandlerVelocityXY(const matrix::Vector2f &delta_vxy) override;
void _ekfResetHandlerPositionZ(float delta_z) override;
void _ekfResetHandlerVelocityZ(float delta_vz) override;
DEFINE_PARAMETERS_CUSTOM_PARENT(FlightTaskManualPosition,
(ParamFloat<px4::params::MPC_JERK_MAX>) _param_mpc_jerk_max,
(ParamFloat<px4::params::MPC_ACC_UP_MAX>) _param_mpc_acc_up_max,
(ParamFloat<px4::params::MPC_ACC_DOWN_MAX>) _param_mpc_acc_down_max
)
private:
void _updateTrajConstraints();
void _updateTrajConstraintsXY();
void _updateTrajConstraintsZ();
void _updateTrajVelFeedback();
void _updateTrajCurrentPositionEstimate();
void _updateTrajectories(Vector3f vel_target);
void _setOutputState();
void _setOutputStateXY();
void _setOutputStateZ();
ManualVelocitySmoothingXY _smoothing_xy; ///< Smoothing in x and y directions
ManualVelocitySmoothingZ _smoothing_z; ///< Smoothing in z direction
bool _terrain_hold_previous{false}; /**< true when vehicle was controlling height above a static ground position in the previous iteration */
};
@@ -96,6 +96,10 @@ void StickAccelerationXY::generateSetpoints(Vector2f stick_xy, const float yaw,
Sticks::rotateIntoHeadingFrameXY(stick_xy, yaw, yaw_sp);
_acceleration_setpoint = stick_xy.emult(acceleration_scale);
if (_collision_prevention.is_active()) {
_collision_prevention.modifySetpoint(_acceleration_setpoint, _velocity_setpoint);
}
// Add drag to limit speed and brake again
Vector2f drag = calculateDrag(acceleration_scale.edivide(velocity_scale), dt, stick_xy, _velocity_setpoint);
@@ -40,6 +40,7 @@
#pragma once
#include <px4_platform_common/module_params.h>
#include <lib/collision_prevention/CollisionPrevention.hpp>
#include <lib/mathlib/math/filter/AlphaFilter.hpp>
#include <matrix/math.hpp>
#include <uORB/Subscription.hpp>
@@ -65,6 +66,8 @@ public:
void setVelocityConstraint(float vel) { _velocity_constraint = fmaxf(vel, FLT_EPSILON); };
private:
CollisionPrevention _collision_prevention{this};
void applyJerkLimit(const float dt);
matrix::Vector2f calculateDrag(matrix::Vector2f drag_coefficient, const float dt, const matrix::Vector2f &stick_xy,
const matrix::Vector2f &vel_sp);
+2 -2
View File
@@ -42,7 +42,7 @@ set(MAVLINK_DIALECT_UAVIONIX "uAvionix")
add_custom_command(
OUTPUT ${MAVLINK_LIBRARY_DIR}/${MAVLINK_DIALECT_UAVIONIX}/${MAVLINK_DIALECT_UAVIONIX}.h
COMMAND
${PYTHON_EXECUTABLE} ${MAVLINK_GIT_DIR}/pymavlink/tools/mavgen.py
${Python_EXECUTABLE} ${MAVLINK_GIT_DIR}/pymavlink/tools/mavgen.py
--lang C --wire-protocol 2.0
--output ${MAVLINK_LIBRARY_DIR}
${MAVLINK_GIT_DIR}/message_definitions/v1.0/${MAVLINK_DIALECT_UAVIONIX}.xml > ${CMAKE_CURRENT_BINARY_DIR}/mavgen_${MAVLINK_DIALECT_UAVIONIX}.log
@@ -60,7 +60,7 @@ set_source_files_properties(${MAVLINK_LIBRARY_DIR}/${MAVLINK_DIALECT_UAVIONIX}/$
add_custom_command(
OUTPUT ${MAVLINK_LIBRARY_DIR}/${CONFIG_MAVLINK_DIALECT}/${CONFIG_MAVLINK_DIALECT}.h
COMMAND
${PYTHON_EXECUTABLE} ${MAVLINK_GIT_DIR}/pymavlink/tools/mavgen.py
${Python_EXECUTABLE} ${MAVLINK_GIT_DIR}/pymavlink/tools/mavgen.py
--lang C --wire-protocol 2.0
--output ${MAVLINK_LIBRARY_DIR}
${MAVLINK_GIT_DIR}/message_definitions/v1.0/${CONFIG_MAVLINK_DIALECT}.xml > ${CMAKE_CURRENT_BINARY_DIR}/mavgen_${CONFIG_MAVLINK_DIALECT}.log
@@ -167,7 +167,6 @@ private:
(ParamFloat<px4::params::MPC_VEL_MAN_SIDE>) _param_mpc_vel_man_side,
(ParamFloat<px4::params::MPC_XY_CRUISE>) _param_mpc_xy_cruise,
(ParamFloat<px4::params::MPC_LAND_ALT2>) _param_mpc_land_alt2, /**< downwards speed limited below this altitude */
(ParamInt<px4::params::MPC_POS_MODE>) _param_mpc_pos_mode,
(ParamInt<px4::params::MPC_ALT_MODE>) _param_mpc_alt_mode,
(ParamFloat<px4::params::MPC_TILTMAX_LND>) _param_mpc_tiltmax_lnd, /**< maximum tilt for landing and smooth takeoff */
(ParamFloat<px4::params::MPC_THR_MIN>) _param_mpc_thr_min,
@@ -39,14 +39,10 @@
* Sticks directly map to velocity setpoints without smoothing.
* Also applies to vertical direction and Altitude mode.
* Useful for velocity control tuning.
* - "Smoothed velocity":
* Sticks map to velocity but with maximum acceleration and jerk limits based on
* jerk optimized trajectory generator (different algorithm than 1).
* - "Acceleration based":
* Sticks map to acceleration and there's a virtual brake drag
*
* @value 0 Direct velocity
* @value 3 Smoothed velocity
* @value 4 Acceleration based
* @group Multicopter Position Control
*/
@@ -104,7 +100,6 @@ PARAM_DEFINE_FLOAT(MPC_VEL_MAN_BACK, -1.f);
*
* MPC_POS_MODE
* 1 just deceleration
* 3 acceleration and deceleration
* 4 not used, use MPC_ACC_HOR instead
*
* @unit m/s^2
@@ -125,7 +120,7 @@ PARAM_DEFINE_FLOAT(MPC_ACC_HOR_MAX, 5.f);
*
* Setting this to the maximum value essentially disables the limit.
*
* Only used with smooth MPC_POS_MODE Smoothed velocity and Acceleration based.
* Only used with MPC_POS_MODE Acceleration based.
*
* @unit m/s^3
* @min 0.5

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