Retrieve Suggested Config Via REST API
Once new data which is not yet defined in the fields configuration has been exported, Mona will automatically create a suggested configuration for the new data and new fields. This configuration can be downloaded on the configurations page, but can also be retrieved via our REST API, using the /get_new_config_fields endpoint.
In order to retrieve the suggested config, first of all, users must have an authorization token for their account.
More info on generating a token here.
Retrieving the suggested config can be done with a POST request as followed:
curl --location --request POST 'https://api{YOUR-USER-ID}.monalabs.io/get_new_config_fields' \
--header 'Authorization: Bearer {YOUR-ACCESS-TOKEN}' \
--header 'Content-Type: application/json' \
--data-raw '{}'
import requests
import json
url = "https://api{YOUR-USER-ID}.monalabs.io/get_new_config_fields"
payload = json.dumps({})
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.get_suggested_config()
The response will include a list of unused sources and a suggested config that includes these sources.
{
"response_data": {
"unused_sources": {
"LOAN_APPLICATION_TUTORIAL": [
{
"field_name": "timestamp",
"field_possible_types": [
"numeric",
"string"
]
},
{
"field_name": "confidence_interval",
"field_possible_types": [
"numeric",
"string"
]
},
{
"field_name": "id",
"field_possible_types": [
"string"
]
},
{
"field_name": "num_of_charcters",
"field_possible_types": [
"numeric",
"string"
]
},
{
"field_name": "country",
"field_possible_types": [
"string"
]
},
{
"field_name": "model_output",
"field_possible_types": [
"numeric",
"string"
]
},
{
"field_name": "label",
"field_possible_types": [
"boolean",
"numeric",
"string"
]
}
]
},
"suggested_config": {
"{USER_ID}": {
"LOAN_APPLICATION_TUTORIAL": {
"fields": {
"occupation": {
"type": "string",
"function": "identity",
"args": [],
"tags": [
"metadata"
]
},
"city": {
"type": "string"
},
"state": {
"type": "string"
},
"purpose": {
"type": "string"
},
"credit_score": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 0.02
}
}
},
"loan_taken": {
"type": "boolean"
},
"return_until": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 1000000
}
}
},
"offered_amount": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 700
}
}
},
"approved_amount": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 700
}
}
},
"feature_0": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 60000
}
}
},
"feature_1": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 0.4
}
}
},
"feature_2": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 30
}
}
},
"feature_3": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 6000
}
}
},
"feature_4": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 0.01
}
}
},
"feature_5": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 0.2
}
}
},
"feature_6": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 20
}
}
},
"feature_7": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 1
}
}
},
"feature_8": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 50
}
}
},
"feature_9": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 20
}
}
},
"stage": {
"type": "string"
},
"model_version": {
"type": "string"
},
"loan_paid_back": {
"type": "boolean"
},
"timestamp": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 20000
}
}
},
"confidence_interval": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 1
}
}
},
"model_output": {
"type": "numeric",
"segmentations": {
"original": {
"default": true,
"bucket_size": 0.002
}
}
},
"label": {
"type": "boolean"
}
}
}
}
}
},
"partial_data": false
}
Updated almost 2 years ago