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config.defaults.yaml
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config.defaults.yaml
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kowalski:
server:
name: "Kowalski"
version: "3.0.0"
description: "Kowalski: a toolkit for Time-Domain Astronomy, provides an API to access most of its underlying functionality.
To use it, you will need a user account that can be provided by the system's administrator. Once you have an account you can retrieve your token using the `/api/auth` endpoint described here.
We strongly suggest accessing Kowalski using its dedicated Python client: [penquins](https://github.com/dmitryduev/penquins). It comes with its own documentation and examples, and can be installed with `pip install penquins`.
If you have any questions or need help, please contact us."
host: "0.0.0.0"
port: 4000
processes: 4
max_requests: 100000
timeout: 36000
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="
client_max_size: 1048576
contact:
name: "Your Name"
email: "your_email@your_domain.com"
ztf:
mountain_ip: null
mountain_port: null
mountain_username: null
mountain_password: null
mountain_bind_ip: null
mountain_bind_port: null
kafka:
default.topic.config:
auto.offset.reset: "earliest"
group: "kowalski"
scala_version: "2.13"
kafka_version: "3.4.1"
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"
path: "kafka_2.13-3.4.1"
processes_per_topic:
ZTF: 1
database:
max_pool_size: 200
max_wired_tiger_cache: # in GB or % of available RAM, e.g. 50% or 10GB. If no unit is specified, GB is assumed
host: "localhost"
port: 27017 # if not null, must be same as in entrypoint of mongo container
replica_set: null
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"
srv: False # to use with mongodb atlas or any other distant mongodb server, where specifying a port is not necessary
build_indexes: True
collections:
users: "users"
filters: "filters"
queries: "queries"
alerts_ztf: "ZTF_alerts"
alerts_ztf_aux: "ZTF_alerts_aux"
alerts_ztf_classifications: "ZTF_alerts_classifications"
alerts_pgir: "PGIR_alerts"
alerts_pgir_aux: "PGIR_alerts_aux"
alerts_wntr: "WNTR_alerts"
alerts_wntr_aux: "WNTR_alerts_aux"
alerts_turbo: "TURBO_alerts"
alerts_turbo_aux: "TURBO_alerts_aux"
skymaps: "skymaps"
tns: "TNS"
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
WNTR_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
TURBO_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
skymaps:
- name: dateobs_-1_localization_name_1
fields:
- ["dateobs", -1]
- ["localization_name", 1]
unique: true
ZTF_alerts_classifications:
- name: objectId
fields:
- ["objectId", -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,
],
},
],
},
},
},
"fp_hists":
{
"$filter":
{
"input": { "$arrayElemAt": ["$aux.fp_hists", 0] },
"as": "item",
"cond":
{
"$and":
[
{ "$in": ["$$item.programid", null] },
{
"$lt":
[
{
"$subtract":
["$candidate.jd", "$$item.jd"],
},
365,
],
},
{ "$eq": ["$$item.procstatus", "0"] },
],
},
},
},
"schemavsn": 1,
"publisher": 1,
"objectId": 1,
"candid": 1,
"candidate": 1,
"classifications": 1,
"coordinates": 1,
},
}
PGIR_alerts:
# default upstream aggregation pipeline stages for filtering PGIR alerts:
- {
"$match":
{
"candid": null
},
}
- {
"$project":
{
"cutoutScience": 0,
"cutoutTemplate": 0,
"cutoutDifference": 0,
},
}
- {
"$lookup":
{
"from": "PGIR_alerts_aux",
"localField": "objectId",
"foreignField": "_id",
"as": "aux",
},
}
- {
"$project":
{
"cross_matches": { "$arrayElemAt": ["$aux.cross_matches", 0] },
"prv_candidates":
{
"$filter":
{
"input": { "$arrayElemAt": ["$aux.prv_candidates", 0] },
"as": "item",
"cond":
{
"$lt":
[
{
"$subtract":
["$candidate.jd", "$$item.jd"],
},
1000,
],
},
},
},
"schemavsn": 1,
"publisher": 1,
"objectId": 1,
"candid": 1,
"candidate": 1,
"classifications": 1,
"coordinates": 1,
},
}
WNTR_alerts:
# TODO verify! copied from PGIR - 1 Aug 2022
# default upstream aggregation pipeline stages for filtering WNTR alerts:
- {
"$match":
{
"candid": null
},
}
- {
"$project":
{
"cutout_science": 0,
"cutout_template": 0,
"cutout_difference": 0,
},
}
- {
"$lookup":
{
"from": "WNTR_alerts_aux",
"localField": "objectid",
"foreignField": "_id",
"as": "aux",
},
}
- {
"$project":
{
"cross_matches": { "$arrayElemAt": ["$aux.cross_matches", 0] },
"prv_candidates":
{
"$filter":
{
"input": { "$arrayElemAt": ["$aux.prv_candidates", 0] },
"as": "item",
"cond":
{
"$lt":
[
{
"$subtract":
["$candidate.jd", "$$item.jd"],
},
1000,
],
},
},
},
"schemavsn": 1,
"publisher": 1,
"objectid": 1,
"candid": 1,
"candidate": 1,
"classifications": 1,
"coordinates": 1,
},
}
TURBO_alerts:
# default upstream aggregation pipeline stages for filtering ZTF alerts (may need to be changed for TURBO):
- {
"$match":
{ "candid": null, "candidate.programid": { "$in": null } },
}
- {
"$project":
{
"cutoutScience": 0,
"cutoutTemplate": 0,
"cutoutDifference": 0,
},
}
- {
"$lookup":
{
"from": "TURBO_alerts_aux",
"localField": "objectId",
"foreignField": "_id",
"as": "aux",
},
}
- {
"$project":
{
"cross_matches": { "$arrayElemAt": ["$aux.cross_matches", 0] },
"prv_candidates":
{
"$filter":
{
"input": { "$arrayElemAt": ["$aux.prv_candidates", 0] },
"as": "item",
"cond":
{
"$and":
[
{ "$in": ["$$item.programid", null] },
{
"$lt":
[
{
"$subtract":
["$candidate.jd", "$$item.jd"],
},
365,
],
},
],
},
},
},
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"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:
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coordinates.radec_str: 1
j_m: 1
h_m: 1
k_m: 1
AllWISE:
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cone_search_unit: "arcsec"
filter: {}
projection:
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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:
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cone_search_unit: "arcsec"
filter: {}
projection:
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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:
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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:
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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:
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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:
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cone_search_unit: "arcsec"
filter: {}
projection:
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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:
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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:
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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:
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coordinates.radec_str: 1
gMeanPSFMag: 1
gMeanPSFMagErr: 1
rMeanPSFMag: 1
rMeanPSFMagErr: 1
iMeanPSFMag: 1
iMeanPSFMagErr: 1
zMeanPSFMag: 1
zMeanPSFMagErr: 1
yMeanPSFMag: 1
yMeanPSFMagErr: 1
CLU_20190625:
cone_search_radius: 3
cone_search_unit: "deg"
use_distance: True
distance_value: "z"
distance_method: "redshift"
cm_at_distance: 30 # in kpc
cm_low_distance: 300 # arcsec
filter: {}
projection:
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name: 1
ra: 1
dec: 1
a: 1
b2a: 1
pa: 1
z: 1
sfr_fuv: 1
mstar: 1
sfr_ha: 1
coordinates.radec_str: 1
NED_BetaV3:
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cone_search_unit: "deg"
use_distance: True
distance_value: "DistMpc"
distance_method: "mpc"
cm_at_distance: 30 # in kpc
cm_low_distance: 300 # arcsec
filter: {}
projection:
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coordinates.radec_str: 1
ra: 1
dec: 1
objname: 1
objtype: 1
z: 1
z_unc: 1
z_tech: 1
z_qual: 1
DistMpc: 1
DistMpc_unc: 1
ebv: 1
m_Ks: 1
m_Ks_unc: 1
tMASSphot: 1
Mstar: 1
Mstar_unc: 1
milliquas:
cone_search_radius: 2
cone_search_unit: "arcsec"
filter: {}
projection:
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coordinates.radec_str: 1
Name: 1
Descrip: 1
Qpct: 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:
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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
CLU_20190625:
cone_search_radius: 3
cone_search_unit: "deg"
use_distance: True
distance_value: "z"
distance_method: "redshift"
cm_at_distance: 30 # in kpc
cm_low_distance: 300 # arcsec
filter: {}
projection:
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name: 1
ra: 1
dec: 1
a: 1
b2a: 1
pa: 1
z: 1
sfr_fuv: 1
mstar: 1
sfr_ha: 1
coordinates.radec_str: 1
WNTR:
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: 5