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config.defaults.yaml
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config.defaults.yaml
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kowalski:
server:
name: "Kowalski"
version: "2.0.0"
description: "Kowalski: a toolkit for Time-Domain Astronomy"
host: "0.0.0.0"
port: 4000
admin_username: "admin"
# fixme: use a strong password
admin_password: "admin"
# fixme: use ''.join(secrets.choice(string.ascii_lowercase + string.digits) for _ in range(32))
SECRET_KEY: "abc0123"
JWT_SECRET_KEY: "abc0123"
JWT_ALGORITHM: "HS256"
JWT_EXP_DELTA_SECONDS:
# fixme: use from cryptography.fernet import Fernet; Fernet.generate_key().decode()
fernet_key: "irjsxvfJdqSJ2fcnpPacbH972dt-RPMMLE48PQ8J5Hg="
ztf:
mountain_ip: null
mountain_port: null
mountain_username: null
mountain_password: null
mountain_bind_ip: null
mountain_bind_port: null
path:
app: "/app"
docs: "/app/docs"
ml_models_ztf: "/app/models/"
ml_models_pgir: "/app/models_pgir/"
logs: "/data/logs/"
data: "/data"
queries: "/data/queries"
tess: "/data/tess"
tmp: "/_tmp"
kafka: "/kafka_2.13-2.5.0"
kafka:
default.topic.config:
auto.offset.reset: "earliest"
group: "kowalski"
bootstrap.servers: "192.168.0.64:9092,192.168.0.65:9092,192.168.0.66:9092"
zookeeper: "192.168.0.64:2181"
bootstrap.test.servers: "localhost:9092"
zookeeper.test: "localhost:2181"
database:
max_pool_size: 200
host: "mongo"
port: 27017
# if not null, must be same as in entrypoint of mongo container
replica_set: "rs0"
db: "kowalski"
admin_username: "mongoadmin"
# fixme: use strong password if exposing the database to the world
admin_password: "mongoadminsecret"
username: "ztf"
# fixme: use strong password if exposing the database to the world
password: "ztf"
build_indexes: True
collections:
users: "users"
filters: "filters"
queries: "queries"
alerts_ztf: "ZTF_alerts"
alerts_ztf_aux: "ZTF_alerts_aux"
alerts_zuds: "ZUDS_alerts"
alerts_zuds_aux: "ZUDS_alerts_aux"
tns: "TNS"
alerts_pgir: "PGIR_alerts"
alerts_pgir_aux: "PGIR_alerts_aux"
indexes:
ZTF_alerts:
- name: radec_candid
fields:
- ["coordinates.radec_geojson", "2dsphere"]
- ["candid", -1]
unique: false
- name: radec_objectId
fields:
- ["coordinates.radec_geojson", "2dsphere"]
- ["objectId", -1]
unique: false
- name: jd_radec_candid
fields:
- ["candidate.jd", 1]
- ["coordinates.radec_geojson", "2dsphere"]
- ["candid", -1]
unique: false
- name: jd_radec_objectId
fields:
- ["candidate.jd", 1]
- ["coordinates.radec_geojson", "2dsphere"]
- ["objectId", -1]
unique: false
- name: objectId
fields:
- ["objectId", -1]
unique: false
- name: candid
fields:
- ["candid", -1]
unique: true
- name: pid
fields:
- ["candidate.pid", 1]
unique: false
- name: objectId_pid
fields:
- ["objectId", -1]
- ["candidate.pid", 1]
unique: false
- name: pdiffimfilename
fields:
- ["candidate.pdiffimfilename", 1]
unique: false
- name: jd_programid_programpi
fields:
- ["candidate.jd", 1]
- ["candidate.programid", 1]
- ["candidate.programpi", 1]
unique: false
- name: jd_braai_candid
fields:
- ["candidate.jd", -1]
- ["classifications.braai", -1]
- ["candid", -1]
unique: false
- name: jd_drb_candid
fields:
- ["candidate.jd", -1]
- ["candidate.drb", -1]
- ["candid", -1]
unique: false
- name: jd_braai_magpsf_isdiffpos_ndethist
fields:
- ["candidate.jd", 1]
- ["classifications.braai", 1]
- ["candidate.magpsf", 1]
- ["candidate.isdiffpos", 1]
- ["candidate.ndethist", 1]
unique: false
- name: jd_field_drb_ndethhist_magpsf_isdiffpos_objectId
fields:
- ["candidate.jd", 1]
- ["candidate.field", 1]
- ["candidate.rb", 1]
- ["candidate.drb", 1]
- ["candidate.ndethist", 1]
- ["candidate.magpsf", 1]
- ["candidate.isdiffpos", 1]
- ["objectId", -1]
unique: false
TNS:
- name: radec__id
fields:
- ["coordinates.radec_geojson", "2dsphere"]
- ["_id", -1]
unique: false
- name: discovery_date
fields:
- ["discovery_date", -1]
unique: false
PGIR_alerts:
- name: radec_candid
fields:
- ["coordinates.radec_geojson", "2dsphere"]
- ["candid", -1]
unique: false
- name: radec_objectId
fields:
- ["coordinates.radec_geojson", "2dsphere"]
- ["objectId", -1]
unique: false
- name: jd_radec_candid
fields:
- ["candidate.jd", 1]
- ["coordinates.radec_geojson", "2dsphere"]
- ["candid", -1]
unique: false
- name: jd_radec_objectId
fields:
- ["candidate.jd", 1]
- ["coordinates.radec_geojson", "2dsphere"]
- ["objectId", -1]
unique: false
- name: objectId
fields:
- ["objectId", -1]
unique: false
- name: candid
fields:
- ["candid", -1]
unique: true
- name: jd_drb_candid
fields:
- ["candidate.jd", -1]
- ["candidate.drb", -1]
- ["candid", -1]
unique: false
- name: jd_drb_ndethist_dmag2mass_isstar_distnearbrstar
fields:
- ["candidate.jd", -1]
- ["candidate.drb", -1]
- ["candidate.ndethist", 1]
- ["candidate.dmag2mass", -1]
- ["candidate.isstar", -1]
- ["candidate.distnearbrstar", 1]
unique: false
- name: jd_scorr_dmag2mass
fields:
- ["candidate.jd", -1]
- ["candidate.scorr", -1]
- ["candidate.dmag2mass", -1]
unique: false
filters:
ZTF_alerts:
# default upstream aggregation pipeline stages for filtering ZTF alerts:
- {
"$match":
{ "candid": null, "candidate.programid": { "$in": null } },
}
- {
"$project":
{
"cutoutScience": 0,
"cutoutTemplate": 0,
"cutoutDifference": 0,
},
}
- {
"$lookup":
{
"from": "ZTF_alerts_aux",
"localField": "objectId",
"foreignField": "_id",
"as": "aux",
},
}
- {
"$project":
{
"cross_matches": { "$arrayElemAt": ["$aux.cross_matches", 0] },
"prv_candidates":
{
"$filter":
{
"input": { "$arrayElemAt": ["$aux.prv_candidates", 0] },
"as": "item",
"cond":
{
"$and":
[
{ "$in": ["$$item.programid", null] },
{
"$lt":
[
{
"$subtract":
["$candidate.jd", "$$item.jd"],
},
365,
],
},
],
},
},
},
"schemavsn": 1,
"publisher": 1,
"objectId": 1,
"candid": 1,
"candidate": 1,
"classifications": 1,
"coordinates": 1,
},
}
PGIR_alerts:
# default upstream aggregation pipeline stages for filtering PGIR alerts:
- {
"$match":
{
"candid": null
},
}
- {
"$project":
{
"cutoutScience": 0,
"cutoutTemplate": 0,
"cutoutDifference": 0,
},
}
- {
"$lookup":
{
"from": "PGIR_alerts_aux",
"localField": "objectId",
"foreignField": "_id",
"as": "aux",
},
}
- {
"$project":
{
"cross_matches": { "$arrayElemAt": ["$aux.cross_matches", 0] },
"prv_candidates":
{
"$filter":
{
"input": { "$arrayElemAt": ["$aux.prv_candidates", 0] },
"as": "item",
"cond":
{
"$lt":
[
{
"$subtract":
["$candidate.jd", "$$item.jd"],
},
1000,
],
},
},
},
"schemavsn": 1,
"publisher": 1,
"objectId": 1,
"candid": 1,
"candidate": 1,
"classifications": 1,
"coordinates": 1,
},
}
xmatch:
ZTF:
2MASS_PSC:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
j_m: 1
h_m: 1
k_m: 1
AllWISE:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
w1mpro: 1
w1sigmpro: 1
w2mpro: 1
w2sigmpro: 1
w3mpro: 1
w3sigmpro: 1
w4mpro: 1
w4sigmpro: 1
ph_qual: 1
Gaia_DR2:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
parallax: 1
parallax_error: 1
phot_g_mean_mag: 1
phot_bp_mean_mag: 1
phot_rp_mean_mag: 1
Gaia_EDR3:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
parallax: 1
parallax_error: 1
phot_g_mean_mag: 1
phot_bp_mean_mag: 1
phot_rp_mean_mag: 1
Gaia_DR2_WD:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
White_dwarf_name: 1
Pwd: 1
Pwd_correction: 1
SDSS_name: 1
Teff: 1
eTeff: 1
PS1_STRM:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
objID: 1
coordinates.radec_str: 1
class: 1
prob_Galaxy: 1
prob_Star: 1
prob_QSO: 1
z_phot: 1
z_phot_err: 1
galaxy_redshifts_20200522:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
z: 1
l: 1
b: 1
GALEX:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 0
name: 1
coordinates.radec_str: 1
FUVmag: 1
e_FUVmag: 1
NUVmag: 1
e_NUVmag: 1
IGAPS_DR2:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 0
name: 1
coordinates.radec_str: 1
r: 1
rErr: 1
i: 1
iErr: 1
ha: 1
haErr: 1
U_RGO: 1
UErr: 1
LAMOST_DR5_v3:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
mjd: 1
snru: 1
snrg: 1
snrr: 1
snri: 1
snrz: 1
objtype: 1
class: 1
subclass: 1
PS1_DR1:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
gMeanPSFMag: 1
gMeanPSFMagErr: 1
rMeanPSFMag: 1
rMeanPSFMagErr: 1
iMeanPSFMag: 1
iMeanPSFMagErr: 1
zMeanPSFMag: 1
zMeanPSFMagErr: 1
yMeanPSFMag: 1
yMeanPSFMagErr: 1
PGIR:
2MASS_PSC:
cone_search_radius: 8
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
j_m: 1
h_m: 1
k_m: 1
AllWISE:
cone_search_radius: 8
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
w1mpro: 1
w1sigmpro: 1
w2mpro: 1
w2sigmpro: 1
w3mpro: 1
w3sigmpro: 1
w4mpro: 1
w4sigmpro: 1
ph_qual: 1
Gaia_DR2:
cone_search_radius: 8
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
parallax: 1
parallax_error: 1
phot_g_mean_mag: 1
phot_bp_mean_mag: 1
phot_rp_mean_mag: 1
Gaia_EDR3:
cone_search_radius: 8
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
parallax: 1
parallax_error: 1
phot_g_mean_mag: 1
phot_bp_mean_mag: 1
phot_rp_mean_mag: 1
PS1_STRM:
cone_search_radius: 8
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
objID: 1
coordinates.radec_str: 1
class: 1
prob_Galaxy: 1
prob_Star: 1
prob_QSO: 1
z_phot: 1
z_phot_err: 1
galaxy_redshifts_20200522:
cone_search_radius: 8
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
z: 1
l: 1
b: 1
GALEX:
cone_search_radius: 8
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 0
name: 1
coordinates.radec_str: 1
FUVmag: 1
e_FUVmag: 1
NUVmag: 1
e_NUVmag: 1
IGAPS_DR2:
cone_search_radius: 8
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 0
name: 1
coordinates.radec_str: 1
r: 1
rErr: 1
i: 1
iErr: 1
ha: 1
haErr: 1
U_RGO: 1
UErr: 1
LAMOST_DR5_v3:
cone_search_radius: 8
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
mjd: 1
snru: 1
snrg: 1
snrr: 1
snri: 1
snrz: 1
objtype: 1
class: 1
subclass: 1
PS1_DR1:
cone_search_radius: 8
cone_search_unit: "arcsec"
filter: {}
projection:
_id: 1
coordinates.radec_str: 1
gMeanPSFMag: 1
gMeanPSFMagErr: 1
rMeanPSFMag: 1
rMeanPSFMagErr: 1
iMeanPSFMag: 1
iMeanPSFMagErr: 1
zMeanPSFMag: 1
zMeanPSFMagErr: 1
yMeanPSFMag: 1
yMeanPSFMagErr: 1
ml_models:
ZTF:
braai:
version: "d6_m9"
acai_h:
version: "d1_dnn_20201130"
acai_v:
version: "d1_dnn_20201130"
acai_o:
version: "d1_dnn_20201130"
acai_n:
version: "d1_dnn_20201130"
acai_b:
version: "d1_dnn_20201130"
skyportal:
protocol: "http"
host: "skyportal_web_1"
port: 5000
username: "kowalski"
token: "<token>"
ztf_depot:
# fixme:
username: "username"
password: "password"
ztf_ops:
# fixme: Tom Barlow's ops db
url: "http://site/allexp.tbl"
username: "username"
password: "password"
tns:
url: https://www.wis-tns.org
bot_id:
bot_name:
api_key:
dask:
host: 127.0.0.1
scheduler_port: 8786
dashboard_address: :8787
n_workers: 4
threads_per_worker: 1
lifetime: 24 hours
lifetime_stagger: 1 hours
lifetime_restart: true
dask_pgir:
host: 127.0.0.1
scheduler_port: 8788
dashboard_address: :8789
n_workers: 4
threads_per_worker: 1
lifetime: 24 hours
lifetime_stagger: 1 hours
lifetime_restart: true
misc:
# working stand-alone or in conjunction with a SkyPortal instance?
broker: False
supported_penquins_versions: ["2.0.0", "2.0.1", "2.0.2", "2.1.0", "2.1.1"]
query_expiration_interval: 5
max_time_ms: 300000
max_retries: 100
logging_level: "debug"
openapi_validate: False
slack:
# Used by the performance_reporter.py task to post Slack messages
slack_bot_token:
slack_channel_id:
# this is used to make supervisord.conf files at build time
supervisord:
api:
unix_http_server:
file: /dev/shm/supervisor.sock
supervisord:
logfile: /data/logs/supervisord.log
logfile_maxbytes: 50MB
logfile_backups: 20
loglevel: info
pidfile: /tmp/supervisord.pid
nodaemon: True
minfds: 1024
minprocs: 200
"rpcinterface:supervisor":
"supervisor.rpcinterface_factory": supervisor.rpcinterface:make_main_rpcinterface
supervisorctl:
serverurl: unix:///dev/shm/supervisor.sock
"program:gunicorn":
# fixme: adjust number of workers -w for your system (e.g. -w 40 for kowalski.caltech.edu)
command: >
/usr/local/bin/gunicorn
-w 4
--bind 0.0.0.0:4000
--worker-tmp-dir /dev/shm
--worker-class aiohttp.GunicornUVLoopWebWorker
--log-level=DEBUG
--timeout 36000
--max-requests 100000
api:app_factory
directory: /app
user: root
autostart: true
autorestart: true
stdout_logfile: /data/logs/gunicorn_stdout.log
stdout_logfile_maxbytes: 30MB
stderr_logfile: /data/logs/gunicorn_stderr.log
redirect_stderr: True
environment: "PRODUCTION=1"
ingester:
unix_http_server:
file: /dev/shm/supervisor.sock
supervisord:
logfile: /data/logs/supervisord.log
logfile_maxbytes: 50MB
logfile_backups: 30
loglevel: info
pidfile: /tmp/supervisord.pid
nodaemon: True
minfds: 1024
minprocs: 200
"rpcinterface:supervisor":
"supervisor.rpcinterface_factory": supervisor.rpcinterface:make_main_rpcinterface
supervisorctl:
serverurl: unix:///dev/shm/supervisor.sock
"program:dask-cluster":
command: /usr/local/bin/python dask_cluster.py
directory: /app
user: root
autostart: true
autorestart: true
stdout_logfile: /data/logs/dask_cluster.log
stdout_logfile_maxbytes: 50MB
redirect_stderr: True
environment: "PRODUCTION=1"
"program:dask-cluster-pgir":
command: /usr/local/bin/python dask_cluster_pgir.py
directory: /app
user: root
autostart: true
autorestart: true
stdout_logfile: /data/logs/dask_cluster_pgir.log
stdout_logfile_maxbytes: 50MB
redirect_stderr: True
environment: "PRODUCTION=1"
"program:alert-broker-ztf":
command: /usr/local/bin/python alert_broker_ztf.py
directory: /app
user: root
autostart: true
autorestart: true
stdout_logfile: /data/logs/alert_broker_ztf.log
stdout_logfile_maxbytes: 30MB
redirect_stderr: True
environment: "PRODUCTION=1"
"program:alert-broker-pgir":
command: /usr/local/bin/python alert_broker_pgir.py
directory: /app
user: root
autostart: true
autorestart: true
stdout_logfile: /data/logs/alert_broker_pgir.log
stdout_logfile_maxbytes: 30MB
redirect_stderr: True
environment: "PRODUCTION=1"
"program:ops-watcher-ztf":
command: /usr/local/bin/python ops_watcher_ztf.py
directory: /app
user: root
autostart: true
autorestart: true
stdout_logfile: /data/logs/ops_watcher_ztf.log
stdout_logfile_maxbytes: 30MB
redirect_stderr: True
environment: "PRODUCTION=1"
"program:tns-watcher":
command: /usr/local/bin/python tns_watcher.py
directory: /app
user: root
autostart: true
autorestart: true
stdout_logfile: /data/logs/tns_watcher.log
stdout_logfile_maxbytes: 30MB
redirect_stderr: True
environment: "PRODUCTION=1"
"program:performance_reporter":
command: /usr/local/bin/python performance_reporter.py --send_to_slack --days_ago 1
directory: /app
user: root
autostart: true
autorestart: true
stdout_logfile: /data/logs/performance_reporter_stdout.log
stdout_logfile_maxbytes: 10MB
redirect_stderr: True