PD v2 Post-Processing block
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README.md
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README.md
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**Hello world!!!**
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## Overview
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This block (`block.py`) is responsible for assigning grades for the passed in probability.
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## Key Inputs & Outputs
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- **Request**: Refer to `request_schema.json` for detailed input fields and validation rules.
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- **Response**: Refer to `response_schema.json` for the returned structure and data types.
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## Implementation Details
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- All core logic resides in `block.py` within the `__main__` function.
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- Example usage and validation are demonstrated in `test_block.py`.
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block.py
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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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# 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__(probability:float):
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"meta_info": [
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logger.info("Received input: probability=%.8f", float(probability))
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{
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"name": "created_date",
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if not isinstance(probability, (int, float)):
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"type": "string",
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logger.error("Invalid input type: probability=%s", type(probability).__name__)
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"value": "2024-11-05"
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raise ValueError("Input probability must be a number (int or float)")
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}
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],
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if probability <= 0.26:
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"fields": [
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grade = "A1"
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{
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elif 0.26 < probability <= 0.38:
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"name": "",
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grade = "A2"
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"type": "",
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elif 0.38 < probability <= 0.52:
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"value": ""
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grade = "B1"
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}
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elif 0.52 < probability <= 0.652:
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]
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grade = "B2"
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}
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elif 0.652 < probability <= 0.7:
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grade = "C1"
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else:
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grade = "C2"
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logger.info(f"PD V2 Grade: {grade}")
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return {"grade":grade}
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{}
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{
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"$schema": "http://json-schema.org/draft-07/schema#",
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"type": "object",
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"properties": {
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"probability": {
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"type": "number",
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"description": "Model predicted score."
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}
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},
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"required": []
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}
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{}
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jsonschema==4.23.0
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{}
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{
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"$schema": "http://json-schema.org/draft-07/schema#",
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"type": "object",
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"properties": {
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"grade": {
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"type": "string",
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"description": "PD v2 grade."
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}
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}
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}
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test_block.py
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test_block.py
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import unittest
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from block import __main__
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class TestBlock(unittest.TestCase):
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def test_main_success(self):
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result = __main__(probability=0.40)
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self.assertEqual(result, {"grade": "B1"})
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def test_main_invalid_input(self):
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with self.assertRaises(ValueError):
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__main__(probability="0.40")
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if __name__ == "__main__":
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unittest.main()
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