Linux service to collect measurements pubished by TESS Sky Quality Meter via MQTT. TESS stands for Cristobal Garcia's Telescope Encoder and Sky Sensor
tessdb is being used as part of the STARS4ALL Project.
tessdb is a software package that collects measurements from one or several TESS instruments into database (currently a SQLite Database).
It is a Python Twisted Application that uses a custom Twisted library implementing the MQTT protocol
Desktop applicatons may query the database to generate reports and graphs using the accumulated, historic data. There are some reports scripts already included in the package, specially an IDA-format monthly report script.
Note: The Windows version has been dropped, as it was never used.
These data sources are available:
- individual samples (real time, configurable, 1 min. aprox between samples).
Instrument should send their readings at twice the time resolution specified in the config file (in seconds).
Warning: Time referencie is always UTC, not local time.
- Requires Python 3.9+
- Create a virtual environment and install it from there.
pip install tessdb-server
Note: Installation from PyPi is now obsolete. Do not use the package uploaded in PyPi.
- All executables are copied to
/usr/local/bin
- The database is located at
/var/dbase/tess.db
by default - The log file is located at
/var/log/tessdb.log
This file contains mostly credentials and connection endpoints to the broker and the database.
Example /etc/tessdb/tessdb.env
file:
VIRTUAL_ENV=/home/pi/repos/tessdb-server/.venv
PATH=/home/pi/repos/tessdb-server/.venv:/usr/local/bin:/usr/bin:/bin
PYTHONIOENCODING=utf-8
DATABASE_URL=/var/dbase/tess.db
MQTT_BROKER=tcp:test.mosquitto.org:1883
MQTT_USERNAME=""
MQTT_PASSWORD=""
MQTT_CLIENT_ID=""
/etc/tessdb/config.toml
This file is self explanatory.
Some of the properities marked in this file are marked as reloadable property. This means that this value can be changed and the process reloads its new value on the fly.
Log file is usually placed under /var/log/tessdb.log
.
Default log level is info
. It generates very litte logging at this level.
Recommended to be rotated by the logrotate utility.
- Service status:
sudo systemctl status tessdb
orsudo service tessdb status
- Start Service:
sudo systemctl start tessdb
orsudo service tessdb start
Strongly recommended:
- Stop Service:
sudo /usr/local/bin/tessdb_stop
- Restart Service:
sudo /usr/local/bin/tessdb_restart
No don use:
- Stop Service:
sudo systemctl stop tessdb
orsudo service tessdb stop
- Restart Service:
sudo systemctl restart tessdb
orsudo service tessdb stop
The server can be put in pause mode, in which will be still receiving incoming MQTT messages but will be internally enqueued and not written to the database. Also, all connections to the database are closed. This allows to perform high risk operations on the database without loss of incoming data. Examples:
- Compact the database using the SQLite
VACUUM
pragma - Migrating data from tables.
- etc.
Service pause/resume use internally signals SIGUSR1
and SIGUSR2
.
To pause the server, type: sudo tessdb_pause
and watch the log file output wit tail -f /var/log/tessdb.log
:
2018-11-23T13:08:25+0100 [dbase#info] TESS database writer paused
2018-11-23T13:08:25+0100 [dbase#info] Closed a DB Connection to /var/dbase/tess.db
Note: The old sudo service tessdb pause
command do not work anymore.
To resume normal operation type sudo tessdb_resume
and watch the same log file:
2018-11-23T13:10:37+0100 [dbase#info] TESS database writer resumed
2018-11-23T13:10:37+0100 [dbase#info] Opened a DB Connection to /var/dbase/tess.db
During a reload the service is not stopped and re-reads the new values form the configuration file and apply the changes. In general, all aspects not related to maintaining the current connection to the MQTT broker or changing the database schema can be reloaded. The full list of reloadadble properties is described inside the configuration file.
- Type
sudo systemctl reload tessdb
orsudo service tessdb reload
.
Database mainteinance is made through the tess
command line utility, installed by the tessdb-reports package.
Mainteninance operations include:
- create new locations
- create new TESS instruments (manually)
- assign locations to instruments
- enable recording of data received from an instrument
- listing current instruments
- listing instruments not assigned to any known location
- etc.
Note: The data model is a bit obsolete. See the SQL schema for an updated version.
The data model follows the [dimensional modelling] (https://en.wikipedia.org/wiki/Dimensional_modeling) approach by Ralph Kimball. More references can also be found in Star Schemas.
The figure below shows the layout of tessdb.
They are:
date_t
: preloaded from 2016 to 2026time_t
: preloaded, with seconds resolution (configurable)tess_t
: registered TESS instruments collecting datalocation_t
: locations where instruments are deployedtess_units_t
: an assorted collection of unit labels for reports, preloaded with current units.tess_v
: View with TESS instrument and current location. It is recommended that reporting applications use this view, instead of the underlyingtess_t
andlocation_t
tables.
Pretty much standard date table from dimensional modelling. Contains most used attributes plus julian_day
specific to Astronomy domain.
Pretty much standard time of the day table from dimensional modelling. Contains well known attributes.
This dimension holds the current list of TESS instruments.
- The real key is an artificial key
tess_id
linked to the Fact table. - The
mac_address
could be the natural key if it weren't for the zero point and filter history tracking. - The
location_id
is a reference to the current location assigned to the instrument. Location id -1 denotes the "Unknown" location. model
refers to the current TESS model.firmware
contains the current firmware version.fov
contains the Field of View, in degrees.cover_offset
is an additional offset in mag/arcserc^2 to account for an additional optical window attenuation attached tothe TESS itself. Defaults to 0.0.channel
is the current channel identifier. Default value is 0. Currently, the TESS photometer has only one channel.authorised
to allow the TESS instrument to store readings on the database. Authorization is a manual process done by the tess utility.registered
shos if the TESS instrument registered itself on the database ("Automatic") or it was done by a manual process ("Manual") using the tess utility. The default value is "Unknown" for the TESS instrument registered before adding this feature to the software. It is expected to identify these cases one by one and set them to 'Manual' or 'Automatic'.
These attubutes are version-controlled and a historic of these is maintained. A new change in any of them will generate a new row in the tess_t
table
- The
zero_point
holds the current value of the instrument calibration constant. Defaults to '20.5' (uncalibrated photometer). - The
filter
holds the current TESS filter (i.e. 'UVIR' or Dichroic Glass). Defaults to 'UVIR' - The
azimuth
andaltitude
attributes hold the photometer current orientation, in degrees. Default azimuth is 0.0 and default altitude is 90.0
These columns manage the version control of a given TESS attributes.
- Columns
valid_since
andvalid_until
hold the timestamps where the changes to version controlled attributes are valid. - Column
valid_state
is an indicator. Its values are eitherCurrent
orExpired
. The current valid TESS instrument has itsvalid_state
set toCurrent
and the expiration date in a far away future (Y2999).
The tess_units_t
table collects various flags for the fact table.
- (OBSOLETE) Columns
valid_since
,valid_until
andvalid_state
keep track of any units change in a similar technique as above should the units change.
This dimension table holds all known locations where TESS photometers are to be deployed.
site
. Unique site name describing the this location.contact_person
. Person to account for observations.organization
. Organization where the contact person belongs to or running the facilities in the location.contact_email
. Contact person email address.longitude
Location longitude in degrees. West is negative.latitude
. Location latitude in degreeselevation
. Location elevation in meterszipcode
. Location ZIP codeprovince
. Location countrycountry
. Location countrytimezone
. Time zone (to calculate local time) in standard format described by Wikipedia[https://en.wikipedia.org/wiki/List_of_tz_database_time_zones]sunrise
&sunset
. Computed attributes (oce per day) used to filter out readings in daylight.
They are:
tess_readings_t
: Accumulating snapshot fact table containing measurements from several TESS instruments.
TESS devices with accelerometer will send azimuth
and altitude
values, otherwise they are NULL
.
TESS devices with a GPS will send longitude
, latitude
and height
values, otherwise they are NULL
.
It is possible now to replace a given TESS-W and keep the name. This is sueful for sites that wish to announce a simbolic name for its TESS-W photometer and never change even if the device is replaced (i.e. by being broken).
So now, a given name does not identify a TESS-W photometer, only the MAC address does. An association table is needed
name_to_mac_t
: Association table to label a given TESS-W device (identified by its MAC address) to a symbolic name.
The following are samples queries illustraing how to use the data model. They are actually being used by the STARS4ALL project
- Get a daily report of readings per instrument:
#!/bin/bash
sqlite3 /var/dbase/tess.db <<EOF
.mode column
.headers on
SELECT d.sql_date, i.mac_address, count(*) AS readings
FROM tess_readings_t AS r
JOIN tess_t AS i USING (tess_id)
JOIN date_t AS d USING (date_id)
GROUP BY r.date_id, r.tess_id
ORDER BY d.sql_date DESC;
EOF
- Extract a CSV (semicolon separated) with all readings for an instrument passed as a command line argument:
#!/bin/bash
instrument_name=$1
sqlite3 -csv -header /var/dbase/tess.db <<EOF
SELECT (d.julian_day + t.day_fraction) AS julian_day, (d.sql_date || 'T' || t.time) AS timestamp, r.sequence_number, l.site, i.mac_address, r.frequency, r.magnitude, i.zero_point, r.sky_temperature, r.ambient_temperature
FROM tess_readings_t AS r
JOIN tess_t AS i USING (tess_id)
JOIN location_t AS l USING (location_id)
JOIN date_t AS d USING (date_id)
JOIN time_t AS t USING (time_id)
WHERE i.mac_address IN (SELECT mac_address FROM name_to_mac_t WHERE name = "${instrument_name}")
ORDER BY r.date_id ASC, r.time_id ASC;
EOF
- Show current TESS instruments. Note that we are using the
tess_v
View,so that the current location info is already included.
#!/bin/bash
sqlite3 /var/dbase/tess.db <<EOF
.mode column
.headers on
SELECT v.name AS Name, v.mac_address AS MAC, (v.latitude || ' ' || v.longitude) AS Coordinates , (v.site || ', ' || v.location || ', ' || v.province) AS Location, v.contact_email as User, v.zero_point as ZP, v.filter as Filter
FROM tess_v AS v
WHERE v.valid_state = "Current"
ORDER BY v.name ASC;
EOF
- Show TESS instruments changes (zero point and/or filter)
#!/bin/bash
sqlite3 /var/dbase/tess.db <<EOF
.mode column
.headers on;
SELECT i.name AS Name, i.zero_point as ZP, i.filter as Filter, i.valid_since AS Since, i.valid_until AS Until, i.valid_state AS 'Change State'
FROM tess_t AS i
ORDER BY i.name ASC, i.valid_since ASC;
EOF
- Show the time span of readings per TESS
#!/bin/bash
sqlite3 /var/dbase/tess.db <<EOF
.mode column
.headers on;
SELECT i.mac_address, MIN(d.sql_date || 'T' || t.time || 'Z') AS earliest, MAX(d.sql_date || 'T' || t.time || 'Z') AS latest
FROM tess_readings_t AS r
JOIN tess_t AS i USING (tess_id)
JOIN location_t AS l USING (location_id)
JOIN date_t AS d USING (date_id)
JOIN time_t AS t USING (time_id)
GROUP BY i.mac_address;
EOF
- Show locations not assigned to any TESS
#!/bin/bash
sqlite3 /var/dbase/tess.db <<EOF
.mode column
.headers on;
SELECT l.site
FROM location_t AS l
LEFT OUTER JOIN tess_t AS i USING (location_id)
WHERE i.mac_address IS NULL;
EOF
Note: Payload
Payloads are transmitted in JSON format, with the format described below.
Field name | Type | Units | Optional | Description |
---|---|---|---|---|
seq | int | - | mand | Sequence number. If possible use 32 bits. The sequence number will start in 1 at each device reboot. |
name | string | - | mand | Instrument friendly name. Should be unique as it identifies the device. |
freq | float | Hz | mand | Raw reading as a frequency with 3 decimal digits precision (millihertz) NNNNN.NNN |
mag | float | mag/arcsec^2 | mandat. | Visual magnitude (formulae?) corresponding to the raw reading). Transmitted up to two decimal places NN.NN |
tamb | float | ºC | mandat. | Ambient Temperature. Transmitted up to one decimal place. |
tsky | float | ºC | mandat. | Sky Temperature. Transmitted up to one decimal place. |
wdBm | int | dBm | opt | WiFi Received Signal Strength. |
az | int | deg | opt | Photometer optical axis Azimuth sent only on instruments with accelerometer. |
alt | int | deg | opt | Photometer optical axis Altitude (angle): sent only on instruments with accelerometer. |
lat | float | deg | opt | Instrument latitude. Only sent by instruments with GPS integration. |
long | float | deg | opt | Instrument longitude. Only sent by instruments with GPS integration. |
height | float | meters | opt | Instrument height above the sea level. Only sent by instruments with GPS integration. |
rev | int | - | mand | Payload data format revision number. Current version is 1. |
tstamp | string | UTC | opt | Timestamp,“YYYY-MM-DDTHH:MM:SS” format. Must be UTC. |
Field name | Type | Units | Optional | Description |
---|---|---|---|---|
name | string | - | mand | Instrument friendly name. Should be unique as it identifies the device. |
mac | string | - | mand. | Device MAC address, format “xx:yy:zz:rr:ss:tt” |
calib | float | mag/arcsec^2 | mand | Per-device Zero Point. Transmitted as NN.NN floating point. |
rev | int | - | mand | Payload data format revision number. Current version is 1. |
chan | string | - | opt | Channel where this instrument will publish its readings. |
Since the current database used is SQLite - a single user database - you need to pause tessdb-server if dealing directly with the database
like issuing SQL commands directly or using the tess
command line utility
Use /usr/local/bin/tessdb_pause
and /usr/local/bin/tessdb_resume
to coordinate your direct interactions to the database with tessdb-server.
Since tessdb-server maintains a RAM cache of photometers data, some tess
command requires a server reload to rfefress the cache.
The tess
utility wanrs you when this is necessary.
The newest filter operation mode in tessdb-server maintains a sliding window of photometers samples before writting to database
If it is necessary to restart the server, use /usr/local/bin/tessdb_restart
instead of service tessdb restart
. This will ensure that the lastest
readings are stored in the database.
tess
is a command line utility to perform some common operations on the database without having to write SQL statements. As this utility modifies the database, it is necessary to invoke it within using sudo
. Also, you should ensure that the database is not being written by tessdb
to avoid database is locked exceptions, either by using it at daytime or by pausing the tessdb
service with /usr/local/bin/tessdb_pause
and then resume it with /usr/local/bin/tessdb_resume
.