Validate Config per Context Class via REST API
When uploading a configuration to Mona, the config file goes through a validation process that checks if the config is written in the correct syntax, has no fields in verses that are not defined in the fields, and more.
With Mona's API, users can validate a specific context class instead of the entire configuration.
Users can leverage the /validate_config_per_context_class REST endpoint to validate a context class in their config without uploading it to the dashboard.
In order to validate the context class, first of all, users must have an authorization token for their account.
More info on generating a token here.
If a context class config is invalid, the response will inform you what is wrong with the config and what to change. If the context class config is valid, the response will be a sample of values for your fields configuration.
curl --location --request POST 'https://api{YOUR-USER-ID}.monalabs.io/validate_config_per_context_class' \
--header 'Authorization: Bearer {YOUR-ACCESS-TOKEN}'\
--header 'Content-Type: application/json' \
--data-raw '{
"config": {YOUR-CONFIG},
"context_class": {CONTEXT-CLASS-NAME}
}'
import requests
import json
url = "https://api{YOUR-USER-ID}.monalabs.io/validate_config_per_context_class"
payload = json.dumps({
"config": {YOUR-CONFIG},
"context_class": {CONTEXT-CLASS-NAME}
})
headers = {
'Authorization': 'Bearer {YOUR-ACCESS-TOKEN}',
'Content-Type': 'application/json'
}
response = requests.request("POST", url, headers=headers, data=payload)
print(response.text)
from mona_sdk.client import Client
api_key = <YOUR-API-KEY>
secret = <YOUR-SECRET>
my_mona_client = Client(api_key, secret)
my_mona_client.validate_config_per_context_class(config=<YOUR-CONFIG>,context_class=<CONTEXT-CLASS-NAME>)
Other possible parameters:
- list_of_context_ids : A list of context ids to check the context class config with.
- latest_amount: The number of contexts that Mona will validate the context class config against. This will give you a number of data context with values to your context class configuration.
Example of successful response:
{
"LOAN_APPLICATION_TUTORIAL": [
{
"arc_class": "LOAN_APPLICATION_TUTORIAL",
"arc_class_contexts": {
"LOAN_APPLICATION_TUTORIAL": [
"9312423tr23r"
]
},
"context": "c003ac45436htbi8of443e2c_test",
"earliest_chained_@timestamp_seconds": 1669888576,
"fields": {
"TIME": 1637138870000,
"approved_amount_banana": [
false
],
"feature_9": [
500
]
},
"last_updated": 1674474797760,
"normalized_hash": 0.5067615,
"sample_config_name": null,
"timestamp": 1637138870000,
"user_id": "62465b54-453-78df-g3v3-54y7he4",
"version_timestamp": 1674474797760
},
{
"arc_class": "LOAN_APPLICATION_TUTORIAL",
"arc_class_contexts": {
"LOAN_APPLICATION_TUTORIAL": [
"c003ac4af45013db7aea0996b20e3e2c_test"
]
},
"context": "c003ac4af45013db7aea0996b20e3e2c_test",
"earliest_chained_@timestamp_seconds": 1636901849,
"fields": {
"TIME": 1611790869000,
"approved_amount": [
2123
],
"approved_amount_banana": [
true
],
"city": [
"Arizona_Chandler"
],
"city_in_state": [
"Arizona_Chandler_Arizona"
],
"credit_label_delta": [
0.6726153212606115
],
"credit_score": [
0.3273846787393885
],
"feature_0": [
2873150.8346222905
],
"feature_1": [
0.8458577716143697
],
"feature_2": [
325
],
"feature_3": [
13036
],
"feature_4": [
0.31966585256552105
],
"feature_5": [
0.8913529851348417
],
"feature_6": [
23
],
"feature_7": [
5.29156603536957
],
"feature_8": [
925.9330752387424
],
"feature_9": [
47.439550444112626
],
"label": [
true
],
"loan_taken": [
true
],
"model_version": [
"v1"
],
"occupation": [
"education"
],
"offered_amount": [
2123
],
"offered_approved_delta": [
0
],
"offered_approved_delta_normalized": [
0
],
"purpose": [
"Medical insurance"
],
"return_until": [
1613000469000
],
"risk_lable_delta_abs": [
0.6726153212606115
],
"stage": [
"test"
],
"state": [
"Arizona"
]
},
"last_updated": 1674474797761,
"normalized_hash": 0.4242126,
"sample_config_name": null,
"timestamp": 1611790869000,
"user_id": "62465b54-453-78df-g3v3-54y7he4",
"version_timestamp": 1674474797761
},
{
"arc_class": "LOAN_APPLICATION_TUTORIAL",
"arc_class_contexts": {
"LOAN_APPLICATION_TUTORIAL": [
"a6747428b6202c8ad499dc7efa8d6492_test"
]
},
"context": "a6747428b6202c8ad499dc7efa8d6492_test",
"earliest_chained_@timestamp_seconds": 1636901849,
"fields": {
"TIME": 1611812777000,
"approved_amount": [
3918
],
"approved_amount_banana": [
true
],
"city": [
"Arizona_Mesa"
],
"city_in_state": [
"Arizona_Mesa_Arizona"
],
"credit_label_delta": [
0.8236116680786654
],
"credit_score": [
0.17638833192133468
],
"feature_0": [
2858404.9942383366
],
"feature_1": [
0.9272300821522235
],
"feature_2": [
422
],
"feature_3": [
3832
],
"feature_4": [
0.11052216576821974
],
"feature_6": [
27
],
"feature_7": [
1.035835109454637
],
"label": [
true
],
"loan_taken": [
true
],
"model_version": [
"v1"
],
"occupation": [
"retail"
],
"offered_amount": [
3918
],
"offered_approved_delta": [
0
],
"offered_approved_delta_normalized": [
0
],
"purpose": [
"Credit score improvement"
],
"return_until": [
1613022377000
],
"risk_lable_delta_abs": [
0.8236116680786654
],
"stage": [
"test"
],
"state": [
"Arizona"
]
},
"last_updated": 1674474797763,
"normalized_hash": 0.3249898,
"sample_config_name": null,
"timestamp": 1611812777000,
"user_id": "62465b54-453-78df-g3v3-54y7he4",
"version_timestamp": 1674474797763
},
{
"arc_class": "LOAN_APPLICATION_TUTORIAL",
"arc_class_contexts": {
"LOAN_APPLICATION_TUTORIAL": [
"0a32d6ad08830fd74e4788cdace6346c_test"
]
},
"context": "0a32d6ad08830fd74e4788cdace6346c_test",
"earliest_chained_@timestamp_seconds": 1636901849,
"fields": {
"TIME": 1611816762000,
"approved_amount_banana": [
false
],
"city": [
"Arizona_Mesa"
],
"city_in_state": [
"Arizona_Mesa_Arizona"
],
"credit_label_delta": [
-0.08111785955777641
],
"credit_score": [
0.08111785955777641
],
"feature_0": [
2911405.5778428605
],
"feature_1": [
0.3758146872162626
],
"feature_2": [
546
],
"feature_3": [
6068
],
"feature_4": [
0.3056418519290583
],
"feature_5": [
0.5499036130349201
],
"feature_6": [
10
],
"feature_7": [
9.046385900649122
],
"feature_8": [
1064.2210730184472
],
"feature_9": [
16.435335159560207
],
"label": [
false
],
"loan_taken": [
false
],
"model_version": [
"v1"
],
"occupation": [
"foodservice"
],
"offered_amount": [
10410
],
"purpose": [
"Vacation costs"
],
"risk_lable_delta_abs": [
0.08111785955777641
],
"stage": [
"test"
],
"state": [
"Arizona"
]
},
"last_updated": 1674474797765,
"normalized_hash": 0.4141805,
"sample_config_name": null,
"timestamp": 1611816762000,
"user_id": "62465b54-453-78df-g3v3-54y7he4",
"version_timestamp": 1674474797765
},
{
"arc_class": "LOAN_APPLICATION_TUTORIAL",
"arc_class_contexts": {
"LOAN_APPLICATION_TUTORIAL": [
"c6010ce2be440597db70595db2fca442_test"
]
},
"context": "c6010ce2be440597db70595db2fca442_test",
"earliest_chained_@timestamp_seconds": 1636901849,
"fields": {
"TIME": 1611793655000,
"approved_amount_banana": [
false
],
"city": [
"Arizona_Phoenix"
],
"city_in_state": [
"Arizona_Phoenix_Arizona"
],
"credit_label_delta": [
-0.4562267848207529
],
"credit_score": [
0.4562267848207529
],
"feature_0": [
2745550.616456258
],
"feature_1": [
4.532509441738182
],
"feature_2": [
380
],
"feature_3": [
20
],
"feature_5": [
0.5937784432508102
],
"feature_6": [
180
],
"feature_8": [
933.6181136785158
],
"feature_9": [
25.49605452022623
],
"label": [
false
],
"loan_taken": [
false
],
"model_version": [
"v1"
],
"occupation": [
"manufacturing"
],
"offered_amount": [
2650
],
"purpose": [
"Credit score improvement"
],
"risk_lable_delta_abs": [
0.4562267848207529
],
"stage": [
"test"
],
"state": [
"Arizona"
]
},
"last_updated": 1674474797767,
"normalized_hash": 0.2898221,
"sample_config_name": null,
"timestamp": 1611793655000,
"user_id": "62465b54-453-78df-g3v3-54y7he4",
"version_timestamp": 1674474797767
},
{
"arc_class": "LOAN_APPLICATION_TUTORIAL",
"arc_class_contexts": {
"LOAN_APPLICATION_TUTORIAL": [
"2698b2e999cdf97a6f60f9bfcaae0bba_test"
]
},
"context": "2698b2e999cdf97a6f60f9bfcaae0bba_test",
"earliest_chained_@timestamp_seconds": 1636901849,
"fields": {
"TIME": 1611802639000,
"approved_amount": [
16855
],
"approved_amount_banana": [
true
],
"city": [
"Maryland_Frederick"
],
"city_in_state": [
"Maryland_Frederick_Maryland"
],
"credit_label_delta": [
-0.11792151024474949
],
"credit_score": [
0.11792151024474949
],
"feature_0": [
2655335.842104896
],
"feature_1": [
0.9087846579024331
],
"feature_2": [
616
],
"feature_3": [
19537
],
"feature_4": [
0.2458865394319878
],
"feature_6": [
26
],
"feature_7": [
1.1493871551636363
],
"label": [
false
],
"loan_taken": [
true
],
"model_version": [
"v1"
],
"occupation": [
"no category"
],
"offered_amount": [
16855
],
"offered_approved_delta": [
0
],
"offered_approved_delta_normalized": [
0
],
"purpose": [
"House renovation"
],
"return_until": [
1613012239000
],
"risk_lable_delta_abs": [
0.11792151024474949
],
"stage": [
"test"
],
"state": [
"Maryland"
]
},
"last_updated": 1674474797769,
"normalized_hash": 0.3759118,
"sample_config_name": null,
"timestamp": 1611802639000,
"user_id": "62465b54-453-78df-g3v3-54y7he4",
"version_timestamp": 1674474797768
},
{
"arc_class": "LOAN_APPLICATION_TUTORIAL",
"arc_class_contexts": {
"LOAN_APPLICATION_TUTORIAL": [
"d70eaaa571166fa6a78be104d6ae3d40_test"
]
},
"context": "d70eaaa571166fa6a78be104d6ae3d40_test",
"earliest_chained_@timestamp_seconds": 1636901849,
"fields": {
"TIME": 1611786389000,
"approved_amount": [
2922
],
"approved_amount_banana": [
true
],
"city": [
"Kansas_Overland Park"
],
"city_in_state": [
"Kansas_Overland Park_Kansas"
],
"credit_label_delta": [
0.9871047391963658
],
"credit_score": [
0.0128952608036342
],
"feature_0": [
3001307.860509545
],
"feature_1": [
0.8445019922219098
],
"feature_2": [
320
],
"feature_3": [
12223
],
"feature_4": [
0.2674592900220434
],
"feature_5": [
0.7988482057262806
],
"feature_6": [
16
],
"feature_7": [
2.6663601306645948
],
"feature_8": [
1057.5796283067316
],
"feature_9": [
80.55856145573591
],
"label": [
true
],
"loan_taken": [
true
],
"model_version": [
"v1"
],
"occupation": [
"no category"
],
"offered_amount": [
10962
],
"offered_approved_delta": [
8040
],
"offered_approved_delta_normalized": [
0.7334428024083196
],
"purpose": [
"Home construction"
],
"return_until": [
1612995989000
],
"risk_lable_delta_abs": [
0.9871047391963658
],
"stage": [
"test"
],
"state": [
"Kansas"
]
},
"last_updated": 1674474797771,
"normalized_hash": 0.7764893,
"sample_config_name": null,
"timestamp": 1611786389000,
"user_id": "62465b54-453-78df-g3v3-54y7he4",
"version_timestamp": 1674474797770
},
{
"arc_class": "LOAN_APPLICATION_TUTORIAL",
"arc_class_contexts": {
"LOAN_APPLICATION_TUTORIAL": [
"ed231938be192c8b8dee356945397514_test"
]
},
"context": "ed231938be192c8b8dee356945397514_test",
"earliest_chained_@timestamp_seconds": 1636901849,
"fields": {
"TIME": 1611793588000,
"approved_amount": [
8498
],
"approved_amount_banana": [
true
],
"city": [
"Georgia_Augusta"
],
"city_in_state": [
"Georgia_Augusta_Georgia"
],
"credit_label_delta": [
-0.2712414030866602
],
"credit_score": [
0.2712414030866602
],
"feature_0": [
2308138.9739531004
],
"feature_1": [
1.5563113791716328
],
"feature_2": [
1133
],
"feature_3": [
6862
],
"feature_4": [
0
],
"feature_5": [
1.1571773132100118
],
"feature_6": [
12
],
"feature_7": [
3.58462580684442
],
"feature_8": [
1918.8852225396993
],
"feature_9": [
1.9629712098656236
],
"label": [
false
],
"loan_taken": [
true
],
"model_version": [
"v1"
],
"occupation": [
"education"
],
"offered_amount": [
8498
],
"offered_approved_delta": [
0
],
"offered_approved_delta_normalized": [
0
],
"purpose": [
"Medical insurance"
],
"return_until": [
1613003188000
],
"risk_lable_delta_abs": [
0.2712414030866602
],
"stage": [
"test"
],
"state": [
"Georgia"
]
},
"last_updated": 1674474797801,
"normalized_hash": 0.2087177,
"sample_config_name": null,
"timestamp": 1611793588000,
"user_id": "62465b54-453-78df-g3v3-54y7he4",
"version_timestamp": 1674474797801
}
]
}
Updated 8 months ago