README.md

@@ -1,9 +1 @@
-## Overview
+**Hello world!!!**
-This block (`block.py`) is responsible for loading and scoring the model for the passed in probability.
-
-## Key Inputs & Outputs
-- **Request**: Refer to `request_schema.json` for detailed input fields and validation rules.  
-- **Response**: Refer to `response_schema.json` for the returned structure and data types.
-
-## Implementation Details
-- All core logic resides in `block.py` within the `__main__` function.

block.py

@@ -1,58 +1,21 @@
-import logging
+@flowx_block
-import requests
+def example_function(request: dict) -> dict:
 
-# Configure logging
+  # Processing logic here...
-logging.basicConfig(
-    level=logging.INFO,
-    format="%(asctime)s [%(levelname)s] %(name)s - %(message)s",
-)
-logger = logging.getLogger(__name__)
 
-url = "http://centurion-h2o-server.default.svc.cluster.local:8000/scoring"
+  return {
-headers = {
+    "meta_info": [
-    "accept": "application/json",
+      {
-    "Content-Type": "application/json"
+        "name": "created_date",
+        "type": "string",
+        "value": "2024-11-05"
       }
-
+    ],
-def __main__(pti: float, score_results: int, revolving_amount_monthly_payment: int, AT31S: int, total_amount_high_credit: int, AT20S: int, BALMAG01: int, record_counts_revolving_trade_count: int, PAYMNT10: int, closed_with_balance_amount_current_balance: int, REV83: int, AGG102: int, BC21S: int, record_counts_total_trade_count: int, revolving_amount_current_balance: int, total_amount_current_balance: int, revolving_amount_high_credit: int, US01S: int, AGG101: int, closed_with_balance_amount_monthly_payment: int, revolving_amount_credit_limit: int, revolving_amount_percent_available_credit: int, AT09S: int) -> dict:
+    "fields": [
-    input_data = {
+      {
-        "pti": pti, "score_results": score_results, "revolving_amount_monthly_payment": revolving_amount_monthly_payment,
+        "name": "",
-        "AT31S": AT31S, "total_amount_high_credit": total_amount_high_credit, "AT20S": AT20S, "BALMAG01": BALMAG01,
+        "type": "",
-        "record_counts_revolving_trade_count": record_counts_revolving_trade_count, "PAYMNT10": PAYMNT10,
+        "value": ""
-        "closed_with_balance_amount_current_balance": closed_with_balance_amount_current_balance, "REV83": REV83,
-        "AGG102": AGG102, "BC21S": BC21S, "record_counts_total_trade_count": record_counts_total_trade_count,
-        "revolving_amount_current_balance": revolving_amount_current_balance, "total_amount_current_balance": total_amount_current_balance,
-        "revolving_amount_high_credit": revolving_amount_high_credit, "US01S": US01S, "AGG101": AGG101,
-        "closed_with_balance_amount_monthly_payment": closed_with_balance_amount_monthly_payment,
-        "revolving_amount_credit_limit": revolving_amount_credit_limit, "revolving_amount_percent_available_credit": revolving_amount_percent_available_credit,
-        "AT09S": AT09S
       }
-
+    ]
-    filtered_data = {key: value for key, value in input_data.items() if value is not None}
-    data = {
-            "model_name": "pd_v1",
-            "features": filtered_data
   }
-    try:
-        try:
-            response = requests.post(url, headers=headers, json=data)
-            response.raise_for_status()  # Raise an error for HTTP issues
-
-            # Parse the response and return the "p1" value
-            response_data = response.json()
-            print("response json", response_data)
-            p1_value = response_data.get("prediction", {}).get("p1")
-        except requests.RequestException as error:
-            logger.error(f"Error while predicting: {error}")
-            return None
-        
-        if p1_value is not None:
-            logger.info(f"Prediction p1: {p1_value}")
-            return {'probability': float(p1_value)}
-        else:
-            logger.error("Response does not contain 'p1'")
-            return None
-
-    except Exception as error:
-        logger.error(f"Error while predicting: {error}")
-        return {'error': str(error)}

request_schema.json

@@ -1,99 +1 @@
-{
+{}
-  "$schema": "http://json-schema.org/draft-07/schema#",
-  "type": "object",
-  "properties": {
-    "pti": {
-      "type": ["number", "null"],
-      "description": "External + internal monthly payment to income ratio"
-    },
-    "score_results": {
-      "type": ["number", "null"],
-      "description": "TransUnion score"
-    },
-    "revolving_amount_monthly_payment": {
-      "type": ["number", "null"],
-      "description": "Minimum amount the borrower is required to pay each month to maintain the account in good standing"
-    },
-    "AT31S": {
-      "type": ["integer", "null"],
-      "description": "Percentage of open trades > 75% of credit line verified in past 12 months"
-    },
-    "total_amount_high_credit": {
-      "type": ["number", "null"],
-      "description": "The highest credit amount extended across all credit accounts"
-    },
-    "AT20S": {
-      "type": ["integer", "null"],
-      "description": "Months since oldest trade opened"
-    },
-    "BALMAG01": {
-      "type": ["number", "null"],
-      "description": "Non-mortgage balance magnitude"
-    },
-    "record_counts_revolving_trade_count": {
-      "type": ["integer", "null"],
-      "description": "Records in the database related to revolving trade accounts (a credit card account)"
-    },
-    "PAYMNT10": {
-      "type": ["number", "null"],
-      "description": "Number of payments in the last quarter"
-    },
-    "closed_with_balance_amount_current_balance": {
-      "type": ["number", "null"],
-      "description": "The current balance of closed credit accounts"
-    },
-    "REV83": {
-      "type": ["number", "null"],
-      "description": "Months since a revolving account last exceeded 75% utilization"
-    },
-    "AGG102": {
-      "type": ["number", "null"],
-      "description": "Aggregate non-mortgage balances for month 2"
-    },
-    "BC21S": {
-      "type": ["integer", "null"],
-      "description": "Months since most recent credit card trade opened"
-    },
-    "record_counts_total_trade_count": {
-      "type": ["integer", "null"],
-      "description": "Total number of trade-related (transaction) records"
-    },
-    "revolving_amount_current_balance": {
-      "type": ["number", "null"],
-      "description": "The current owed balance on revolving credit accounts"
-    },
-    "total_amount_current_balance": {
-      "type": ["number", "null"],
-      "description": "The total current balance across all credit accounts"
-    },
-    "revolving_amount_high_credit": {
-      "type": ["number", "null"],
-      "description": "The highest credit amount that has been extended to the borrower in revolving credit accounts"
-    },
-    "US01S": {
-      "type": ["integer", "null"],
-      "description": "Number of unsecured installment trades"
-    },
-    "AGG101": {
-      "type": ["number", "null"],
-      "description": "Aggregate non-mortgage balances for month 1"
-    },
-    "closed_with_balance_amount_monthly_payment": {
-      "type": ["number", "null"],
-      "description": "The monthly payment amount for closed credit accounts (loans)"
-    },
-    "revolving_amount_credit_limit": {
-      "type": ["number", "null"],
-      "description": "The total credit limit on revolving credit accounts"
-    },
-    "revolving_amount_percent_available_credit": {
-      "type": ["number", "null"],
-      "description": "The percentage of available credit that has been utilized in revolving credit accounts"
-    },
-    "AT09S": {
-      "type": ["integer", "null"],
-      "description": "Number of trades opened in past 24 months"
-    }
-  },
-  "required": []
-}

requirements.txt

@@ -1,2 +1 @@
-jsonschema==4.23.0
+{}
-requests==2.32.3

response_schema.json

@@ -1,10 +1 @@
-  {
+{}
-    "$schema": "http://json-schema.org/draft-07/schema#",
-    "type": "object",
-    "properties": {
-      "probability": {
-        "type": "number",
-        "description": "Model predicted score."
-      }
-    }
-  }