Files
doczyai-pipelines/fieldExtraction/tests/test_dynamic.py
T
Katon Minhas 1050287397 Merged in refactor/one-to-n (pull request #702)
Refactor/one to n

* remove print

* Update logging for fsbreakout and grouper breakout

* Additional type hints

* updated special case primary

* Remove deprecated special case check

* OUTLIER_TERMS-->OUTLIER_TERM standardization

* Applied suggestion to fieldExtraction/src/prompts/investment_prompts.json
* update unit test

* Update Carveout IND and Default IND logic

* Split out exhibit-level lesser

* Bugfix

* update lesser of exhibit prompt

* Bugfix

* exhibit lesser of varible name bugfix

* Update exhibit lesser of passing

* Update Exhibit-level prompt template

* Shorten full_context prompt length if the questions are long

* Special case assignment index

* Resolve unit tests

* updated UC IND prompt

* Remove print

* update one-to-n unit test

* added dot based date example

* updated date fix prompt

* Merged in bugfix/json_error_and_unit_of_measure (pull request #708)

Bugfix/json error and unit of measure

* json parser fixes and prompt changes

* universal json load fixed

* json error fixed

* json error fixed 2

* Merged refactor/one-to-n into bugfix/json_error_and_unit_of_measure


Approved-by: Katon Minhas


Approved-by: Alex Galarce
2025-09-24 15:56:27 +00:00

326 lines
14 KiB
Python

import unittest
import json
import os
from unittest.mock import patch, MagicMock
import pandas as pd
from src.investment import dynamic_funcs, prompt_calls
from src.prompts.fieldset import Field, FieldSet
from constants.constants import Constants
class TestDynamicFuncsWithRealConstants(unittest.TestCase):
"""Unit tests for functions in src/investment/dynamic_funcs.py using real Constants."""
def setUp(self):
"""Set up test fixtures before each test method."""
# Create real Constants object
self.constants = Constants()
# Create test fields
self.test_field = Field.from_values(
field_name="TEST_FIELD",
relationship="one-to-one",
field_type="exhibit_level",
prompt="What is the test field?",
base_field="TEST_FIELD_BASE"
)
self.test_field2 = Field.from_values(
field_name="TEST_FIELD2",
relationship="one-to-many",
field_type="exhibit_level",
prompt="What is the second test field?",
base_field="TEST_FIELD2_BASE"
)
self.escalator_field = Field.from_values(
field_name="RATE_ESCALATOR_DESC",
relationship="one-to-many",
field_type="rate_escalator",
prompt="What is the rate escalator?",
base_field="RATE_ESCALATOR_STATEMENT"
)
self.outlier_field = Field.from_values(
field_name="OUTLIER_TERMS",
relationship="one-to-many",
field_type="exhibit_level",
prompt="What are the outlier terms?",
base_field="OUTLIER_TERMS"
)
# Create test FieldSets
self.test_fieldset = FieldSet()
self.test_fieldset.add_field(self.test_field)
self.test_fieldset.add_field(self.test_field2)
# Mock filename
self.filename = "test_file.pdf"
# Sample text
self.exhibit_text = "This is a sample exhibit text with test data."
self.exhibit_header = "This is a sample exhibit header with test data."
# Sample answer dictionaries
self.answer_dicts = [
{"TEST_FIELD": "Value 1", "TEST_FIELD2": "", "RATE_ESCALATOR_DESC": "", "AARETE_DERIVED_LOB": "Commercial"},
{"TEST_FIELD": "Value 2", "TEST_FIELD2": "", "RATE_ESCALATOR_DESC": "", "AARETE_DERIVED_LOB": "Medicare"},
{"TEST_FIELD": "Value 3", "TEST_FIELD2": "", "OUTLIER_TERMS": "", "AARETE_DERIVED_LOB": ""}
]
@patch('src.utils.llm_utils.invoke_claude')
@patch('src.utils.string_utils.universal_json_load')
def test_prompt_dynamic(self, mock_json_load, mock_invoke_claude):
"""Test the prompt_dynamic function."""
# Setup
field_prompts = {
"TEST_FIELD": "What is the test field?",
"TEST_FIELD2": "What is the second test field?"
}
# Configure mocks
mock_invoke_claude.return_value = '{"TEST_FIELD": ["Value 1"], "TEST_FIELD2": ["Value 2"]}'
mock_json_load.return_value = {"TEST_FIELD": ["Value 1"], "TEST_FIELD2": ["Value 2"]}
# Execute
result = prompt_calls.prompt_dynamic(self.exhibit_text, field_prompts, self.filename)
# Assert
mock_invoke_claude.assert_called_once()
mock_json_load.assert_called_once_with('{"TEST_FIELD": ["Value 1"], "TEST_FIELD2": ["Value 2"]}')
self.assertEqual(result, {"TEST_FIELD": ["Value 1"], "TEST_FIELD2": ["Value 2"]})
# Verify that the prompt contains our text
prompt_call = mock_invoke_claude.call_args[0][0]
self.assertIn(self.exhibit_text, prompt_call)
self.assertIn("TEST_FIELD", prompt_call)
self.assertIn("TEST_FIELD2", prompt_call)
def test_add_full_context_field_normal(self):
"""Test adding a normal field to one_to_one_fields."""
# Setup
one_to_one_fields = FieldSet()
field_to_add = self.test_field
# Execute
result = dynamic_funcs.add_full_context_field(one_to_one_fields, field_to_add, self.answer_dicts)
# Assert
self.assertEqual(len(result.fields), 1)
self.assertEqual(result.fields[0].field_name, "TEST_FIELD")
self.assertEqual(result.fields[0].field_type, "full_context")
self.assertEqual(result.fields[0].relationship, "one_to_one")
def test_add_full_context_field_program_with_multiple_lobs(self):
"""Test that program fields are not added when multiple LOBs exist."""
# Setup
one_to_one_fields = FieldSet()
program_field = Field.from_values(
field_name="PROGRAM",
relationship="one-to-one",
field_type="exhibit_level",
prompt="What is the program?",
base_field="PROGRAM"
)
# Execute - use our test answer_dicts which has multiple non-empty LOBs
result = dynamic_funcs.add_full_context_field(one_to_one_fields, program_field, self.answer_dicts)
# Assert
self.assertEqual(len(result.fields), 0) # Field should not be added
def test_add_full_context_field_program_with_single_lob(self):
"""Test that program fields are added when only one LOB exists."""
# Setup
one_to_one_fields = FieldSet()
program_field = Field.from_values(
field_name="PROGRAM",
relationship="one-to-one",
field_type="exhibit_level",
prompt="What is the program?",
base_field="PROGRAM"
)
# Use modified answer_dicts with only one non-empty LOB
single_lob_answer_dicts = [
{"TEST_FIELD": "Value 1", "TEST_FIELD2": "", "RATE_ESCALATOR_DESC": "", "AARETE_DERIVED_LOB": "Commercial"},
{"TEST_FIELD": "Value 2", "TEST_FIELD2": "", "RATE_ESCALATOR_DESC": "", "AARETE_DERIVED_LOB": ""},
{"TEST_FIELD": "Value 3", "TEST_FIELD2": "", "OUTLIER_TERMS": "", "AARETE_DERIVED_LOB": ""}
]
# Execute
result = dynamic_funcs.add_full_context_field(one_to_one_fields, program_field, single_lob_answer_dicts)
# Assert
self.assertEqual(len(result.fields), 1) # Field should be added
self.assertEqual(result.fields[0].field_name, "PROGRAM")
@patch('src.investment.dynamic_funcs.Field.load_from_file')
@patch('src.investment.dynamic_funcs.FieldSet')
def test_get_dynamic_one_to_one_fields_any_empty(self, mock_fieldset_class, mock_load_field):
"""Test getting dynamic one-to-one fields with any empty criterion."""
# Setup
# Configure mock for fieldset class
mock_all_empty_fields = MagicMock()
mock_all_empty_fields.fields = []
mock_any_empty_fields = MagicMock()
mock_field1 = MagicMock()
mock_field1.field_name = "RATE_ESCALATOR_DESC"
mock_field1.base_field = "RATE_ESCALATOR_STATEMENT"
mock_any_empty_fields.fields = [mock_field1]
mock_one_to_one_fields = MagicMock()
mock_one_to_one_fields.fields = []
mock_fieldset_class.side_effect = [
mock_all_empty_fields,
mock_any_empty_fields,
mock_one_to_one_fields
]
# Configure mock for loading fields
escalator_statement_field = Field.from_values(
field_name="RATE_ESCALATOR_STATEMENT",
relationship="one-to-one",
field_type="full_context",
prompt="What is the rate escalator statement?"
)
mock_load_field.return_value = escalator_statement_field
# Execute
result = dynamic_funcs.get_dynamic_one_to_one_fields(self.answer_dicts)
@patch('src.investment.dynamic_funcs.prompt_calls.prompt_dynamic_primary')
def test_dynamic_primary_with_header_answers(self, mock_prompt_dynamic_primary):
"""Test dynamic_primary function with answers in the header."""
# Setup
dynamic_fields = self.test_fieldset
reimbursement_level_fields = FieldSet()
exhibit_level_answers = {}
# Configure mocks
mock_prompt_dynamic_primary.side_effect = ["Single Answer", "Another Answer"]
# Execute
exhibit_level_answers, updated_reimbursement_fields = dynamic_funcs.dynamic_primary(
self.exhibit_text, self.exhibit_header, exhibit_level_answers,
self.constants, self.filename, dynamic_fields, reimbursement_level_fields
)
# Assert
self.assertEqual(len(exhibit_level_answers), 2) # Both fields should be added
self.assertEqual(exhibit_level_answers["TEST_FIELD"], "Single Answer")
self.assertEqual(exhibit_level_answers["TEST_FIELD2"], "Another Answer")
mock_prompt_dynamic_primary.assert_called()
self.assertEqual(mock_prompt_dynamic_primary.call_count, 2)
@patch('src.investment.dynamic_funcs.prompt_calls.prompt_dynamic_primary')
def test_dynamic_primary_with_multiple_header_answers(self, mock_prompt_dynamic_primary):
"""Test dynamic_primary function with multiple answers in the header."""
# Setup
dynamic_fields = self.test_fieldset
reimbursement_level_fields = FieldSet()
exhibit_level_answers = {}
# Configure mocks to return multiple values for first field
mock_prompt_dynamic_primary.side_effect = ["Value 1|Value 2|Value 3", "Another Answer"]
# Execute
exhibit_level_answers, updated_reimbursement_fields = dynamic_funcs.dynamic_primary(
self.exhibit_text, self.exhibit_header, exhibit_level_answers,
self.constants, self.filename, dynamic_fields, reimbursement_level_fields
)
# Assert
self.assertEqual(len(exhibit_level_answers), 1) # One field should be added to exhibit level
self.assertEqual(exhibit_level_answers["TEST_FIELD2"], "Another Answer")
self.assertEqual(len(updated_reimbursement_fields.fields), 1) # One field should be added to reimbursement level
self.assertEqual(updated_reimbursement_fields.fields[0].field_name, "TEST_FIELD")
self.assertEqual(updated_reimbursement_fields.fields[0].valid_values, "Value 1|Value 2|Value 3")
self.assertTrue("Ensure ALL values that apply" in updated_reimbursement_fields.fields[0].prompt)
@patch('src.investment.prompt_calls.prompt_dynamic')
def test_dynamic_with_real_constants(self, mock_prompt_dynamic):
"""Test dynamic function with real Constants object."""
# Setup
dynamic_fields = self.test_fieldset
reimbursement_level_fields = FieldSet()
exhibit_level_answers = {}
# Configure mocks
mock_prompt_dynamic.side_effect = [
{"TEST_FIELD": "Header Answer", "TEST_FIELD2": ""}, # Header results
{"TEST_FIELD2": "Text Answer"} # Text results (only for remaining field)
]
# Execute
exhibit_level_answers, updated_reimbursement_fields = dynamic_funcs.dynamic(
self.exhibit_text, self.exhibit_header, exhibit_level_answers,
self.constants, self.filename, dynamic_fields, reimbursement_level_fields
)
# Assert
self.assertEqual(len(updated_reimbursement_fields.fields), 2) # Both fields should be added to reimbursement level
# Check that the first field was processed from header results
self.assertEqual(updated_reimbursement_fields.fields[0].field_name, "TEST_FIELD")
self.assertEqual(updated_reimbursement_fields.fields[0].valid_values, "Header Answer")
# Check that the second field was processed from text results
self.assertEqual(updated_reimbursement_fields.fields[1].field_name, "TEST_FIELD2")
self.assertEqual(updated_reimbursement_fields.fields[1].valid_values, "Text Answer")
# Verify that prompt_dynamic was called twice
self.assertEqual(mock_prompt_dynamic.call_count, 2)
@patch('src.investment.prompt_calls.prompt_dynamic')
def test_dynamic_with_no_fields(self, mock_prompt_dynamic):
"""Test dynamic function with an empty fieldset."""
# Setup
empty_fieldset = FieldSet()
reimbursement_level_fields = FieldSet()
exhibit_level_answers = {}
# Execute
exhibit_level_answers, updated_reimbursement_fields = dynamic_funcs.dynamic(
self.exhibit_text, self.exhibit_header, exhibit_level_answers,
self.constants, self.filename, empty_fieldset, reimbursement_level_fields
)
# Assert
self.assertEqual(len(exhibit_level_answers), 0)
self.assertEqual(len(updated_reimbursement_fields.fields), 0)
mock_prompt_dynamic.assert_not_called()
@patch('src.investment.prompt_calls.prompt_dynamic')
def test_dynamic_with_no_answers(self, mock_prompt_dynamic):
"""Test dynamic function when neither header nor text contains answers."""
# Setup
dynamic_fields = self.test_fieldset
reimbursement_level_fields = FieldSet()
exhibit_level_answers = {}
# Configure mocks - no answers anywhere
mock_prompt_dynamic.side_effect = [
{"TEST_FIELD": "", "TEST_FIELD2": ""}, # Header results
{"TEST_FIELD": "", "TEST_FIELD2": ""} # Text results
]
# Execute
exhibit_level_answers, updated_reimbursement_fields = dynamic_funcs.dynamic(
self.exhibit_text, self.exhibit_header, exhibit_level_answers,
self.constants, self.filename, dynamic_fields, reimbursement_level_fields
)
# Assert
self.assertEqual(len(updated_reimbursement_fields.fields), 0) # No fields should be added to reimbursement level
self.assertEqual(exhibit_level_answers, {"TEST_FIELD": "", "TEST_FIELD2": ""}) # Both fields should be added to exhibit level
self.assertEqual(mock_prompt_dynamic.call_count, 2)
if __name__ == '__main__':
unittest.main()