Composite score block
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4ca7b2486f
commit
d1e90e8a14
48
block.py
48
block.py
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@flowx_block
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import logging
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def example_function(request: dict) -> dict:
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from score_processing import processing
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# Processing logic here...
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# Configure logging
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logging.basicConfig(
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level=logging.INFO,
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format="%(asctime)s [%(levelname)s] %(name)s - %(message)s",
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)
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logger = logging.getLogger(__name__)
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return {
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def __main__(
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"meta_info": [
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hd_score_m1: float,
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{
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hd_score_g1: float,
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"name": "created_date",
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hd_score_s1: float,
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"type": "string",
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hd_score_s2: float,
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"value": "2024-11-05"
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hd_score_s3: float,
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}
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) -> dict:
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],
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"fields": [
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data = {
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{
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"hd_score_m1": hd_score_m1,
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"name": "",
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"hd_score_g1": hd_score_g1,
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"type": "",
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"hd_score_s1": hd_score_s1,
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"value": ""
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"hd_score_s2": hd_score_s2,
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}
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"hd_score_s3": hd_score_s3,
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]
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}
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}
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final = processing(data)
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logger.info(f"Scores of application: {final}")
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return final
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# testing :
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# __main__
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{}
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{
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"$schema": "http://json-schema.org/draft-07/schema#",
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"type": "object",
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"properties": {
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"hd_score_m1": {
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"type": ["number", "null"],
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"description": "HD Fraud Score M1"
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},
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"hd_score_g1": {
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"type": ["number", "null"],
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"description": "HD Fraud Score G1"
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},
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"hd_score_s1": {
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"type": ["number", "null"],
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"description": "HD Fraud Score S1"
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},
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"hd_score_s2": {
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"type": ["number", "null"],
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"description": "HD Fraud Score S2"
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},
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"hd_score_s3": {
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"type": ["number", "null"],
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"description": "HD Fraud Score S3"
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}
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},
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"required": []
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}
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@ -1 +1 @@
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{}
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@ -1 +1,25 @@
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{}
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{
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"$schema": "http://json-schema.org/draft-07/schema#",
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"type": "object",
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"properties": {
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"hd_score": {
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"type": ["number", "null"],
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"description": "HD fraud Score"
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},
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"recommended_action": {
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"type": ["string", "null"],
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"description": "Recommended Action"
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},
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"description": {
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"type": ["string", "null"],
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"description": "Description of Recommended Action"
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},
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"hd_action_reasoncode": {
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"type": ["string", "null"],
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"description": "HD Action Reasoncode"
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}
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}
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}
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75
score_processing.py
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score_processing.py
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import logging
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# Configure logging
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logging.basicConfig(
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level=logging.INFO,
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format="%(asctime)s [%(levelname)s] %(name)s - %(message)s",
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)
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logger = logging.getLogger(__name__)
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def processing(data: dict) -> dict:
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score_threshold = 1200
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# Compute FINAL_score based on conditions
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try:
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for key in ["hd_score_s1", "hd_score_s2", "hd_score_g1", "hd_score_s3"]:
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if key in data and data[key] > score_threshold:
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hd_score = data[key]
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break
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else:
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hd_score = data.get("hd_score_m1", None) # Default if no conditions are met
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logging.info(f"hd_score calculated: {hd_score}")
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except Exception as e:
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logging.error(f"Error processing hd_score calculations: {e}")
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return {}
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# Compute recommended_action
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try:
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recommended_action = "Decline Application" if hd_score > score_threshold else "Pass Application"
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logging.info(f"recommended_action: {recommended_action}")
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except Exception as e:
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logging.error(f"Error assigning recommended_action: {e}")
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return {}
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# Compute description
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try:
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description = (
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f"HD Fraud Score is above the risk threshold {score_threshold}, Recommended action: Decline Application"
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if hd_score > score_threshold
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else f"HD Fraud Score is below the risk threshold {score_threshold}, Recommended action: Pass Application"
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)
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logging.info(f"description: {description}")
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except Exception as e:
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logging.error(f"Error assigning description: {e}")
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return {}
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# Compute action_reasoncode
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try:
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action_reason_mapping = {
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"hd_score_s1": "S1 Triggered",
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"hd_score_s2": "S2 Triggered",
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"hd_score_g1": "G1 Triggered",
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"hd_score_s3": "S3 Triggered",
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"hd_score_m1": "M1 Triggered",
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}
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hd_action_reasoncode = next(
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(reason for key, reason in action_reason_mapping.items() if data[key] > score_threshold),
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"Pass"
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)
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logging.info(f"action_reasoncode: {hd_action_reasoncode}")
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except Exception as e:
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logging.error(f"Error compiling action_reasoncode: {e}")
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return {}
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return {
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"hd_score": hd_score,
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"recommended_action": recommended_action,
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"description": description,
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"hd_action_reasoncode": hd_action_reasoncode,
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}
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17
test_block.py
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17
test_block.py
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import unittest
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from block import __main__
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data = {'hd_score_m1': 1173.0, 'hd_score_g1': 1203.0, 'hd_score_s1': 1240.0, 'hd_score_s2': 0, 'hd_score_s3': 0}
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class TestBlock(unittest.TestCase):
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def test_main_success(self):
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# blockResult = main(data)
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blockResult = __main__(**data)
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# breakpoint()
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self.assertIsInstance(blockResult, dict, "Result should be a dictionary.")
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self.assertIn("hd_score", blockResult, "Result dictionary should contain 'hd_score' if success.")
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if __name__ == "__main__":
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unittest.main()
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