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7ec89f8 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 | """Tests for src/evaluation.py - scoring and evaluation functions."""
import sys
import os
sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', 'src'))
import pytest
from evaluation import (
calculate_single_question_score_details,
calculate_exam_scores,
calculate_max_score_for_question,
is_within_range,
)
# --- calculate_single_question_score_details ---
class TestSingleQuestionScoring:
"""Tests for individual question scoring across exam types."""
# NEET MCQ
def test_neet_correct(self):
result = calculate_single_question_score_details({
"question_id": "N001", "exam_name": "NEET",
"question_type": "MCQ_SINGLE_CORRECT",
"ground_truth": ["1"], "predicted_answer": ["1"],
"api_call_successful": True,
})
assert result["marks_awarded"] == 4
assert result["evaluation_status"] == "correct"
def test_neet_incorrect(self):
result = calculate_single_question_score_details({
"question_id": "N002", "exam_name": "NEET",
"question_type": "MCQ_SINGLE_CORRECT",
"ground_truth": ["D"], "predicted_answer": ["B"],
"api_call_successful": True,
})
assert result["marks_awarded"] == -1
assert result["evaluation_status"] == "incorrect"
def test_neet_skipped(self):
result = calculate_single_question_score_details({
"question_id": "N003", "exam_name": "NEET",
"question_type": "MCQ_SINGLE_CORRECT",
"ground_truth": ["4"], "predicted_answer": "SKIP",
"api_call_successful": True,
})
assert result["marks_awarded"] == 0
assert result["evaluation_status"] == "skipped"
def test_api_failure_no_penalty(self):
"""API/parse failures should score 0, not -1."""
result = calculate_single_question_score_details({
"question_id": "N004", "exam_name": "NEET",
"question_type": "MCQ_SINGLE_CORRECT",
"ground_truth": ["C"], "predicted_answer": None,
"api_call_successful": False,
})
assert result["marks_awarded"] == 0
assert result["evaluation_status"] == "failure_api_or_parse"
def test_parse_failure_no_penalty(self):
"""Parse failure (api_success=True but pred=None) should score 0."""
result = calculate_single_question_score_details({
"question_id": "N005", "exam_name": "NEET",
"question_type": "MCQ_SINGLE_CORRECT",
"ground_truth": ["A"], "predicted_answer": None,
"api_call_successful": True,
})
assert result["marks_awarded"] == 0
assert result["evaluation_status"] == "failure_api_or_parse"
# JEE Main
def test_jee_main_mcq_correct(self):
result = calculate_single_question_score_details({
"question_id": "JM001", "exam_name": "JEE_MAIN",
"question_type": "MCQ_SINGLE_CORRECT",
"ground_truth": ["2"], "predicted_answer": ["2"],
"api_call_successful": True,
})
assert result["marks_awarded"] == 4
def test_jee_main_integer_correct(self):
result = calculate_single_question_score_details({
"question_id": "JM003", "exam_name": "JEE_MAIN",
"question_type": "INTEGER",
"ground_truth": ["5"], "predicted_answer": ["5"],
"api_call_successful": True,
})
assert result["marks_awarded"] == 4
def test_jee_main_integer_incorrect_no_penalty(self):
result = calculate_single_question_score_details({
"question_id": "JM004", "exam_name": "JEE_MAIN",
"question_type": "INTEGER",
"ground_truth": ["10"], "predicted_answer": ["8"],
"api_call_successful": True,
})
assert result["marks_awarded"] == 0
# JEE Advanced
def test_jee_advanced_mcq_single_correct(self):
result = calculate_single_question_score_details({
"question_id": "JA001", "exam_name": "JEE_ADVANCED",
"question_type": "MCQ_SINGLE_CORRECT",
"ground_truth": ["A"], "predicted_answer": ["a"],
"api_call_successful": True,
})
assert result["marks_awarded"] == 3 # JEE Advanced MCQ single = +3
def test_jee_advanced_mcq_multiple_all_correct(self):
result = calculate_single_question_score_details({
"question_id": "JA005", "exam_name": "JEE_ADVANCED",
"question_type": "MCQ_MULTIPLE_CORRECT",
"ground_truth": ["A", "C"], "predicted_answer": ["a", "c"],
"api_call_successful": True,
})
assert result["marks_awarded"] == 4
assert result["evaluation_status"] == "correct_full"
def test_jee_advanced_mcq_multiple_partial_2_of_3(self):
result = calculate_single_question_score_details({
"question_id": "JA006", "exam_name": "JEE_ADVANCED",
"question_type": "MCQ_MULTIPLE_CORRECT",
"ground_truth": ["A", "B", "C"], "predicted_answer": ["a", "b"],
"api_call_successful": True,
})
assert result["marks_awarded"] == 2
assert result["evaluation_status"] == "partial_2_of_3_plus"
def test_jee_advanced_mcq_multiple_partial_3_of_4(self):
result = calculate_single_question_score_details({
"question_id": "JA007", "exam_name": "JEE_ADVANCED",
"question_type": "MCQ_MULTIPLE_CORRECT",
"ground_truth": ["A", "B", "C", "D"], "predicted_answer": ["a", "b", "c"],
"api_call_successful": True,
})
assert result["marks_awarded"] == 3
assert result["evaluation_status"] == "partial_3_of_4"
def test_jee_advanced_mcq_multiple_partial_1_of_2(self):
result = calculate_single_question_score_details({
"question_id": "JA008", "exam_name": "JEE_ADVANCED",
"question_type": "MCQ_MULTIPLE_CORRECT",
"ground_truth": ["A", "B"], "predicted_answer": ["a"],
"api_call_successful": True,
})
assert result["marks_awarded"] == 1
assert result["evaluation_status"] == "partial_1_of_2_plus"
def test_jee_advanced_mcq_multiple_incorrect_chosen(self):
result = calculate_single_question_score_details({
"question_id": "JA009", "exam_name": "JEE_ADVANCED",
"question_type": "MCQ_MULTIPLE_CORRECT",
"ground_truth": ["A", "C"], "predicted_answer": ["a", "b"],
"api_call_successful": True,
})
assert result["marks_awarded"] == -2
assert result["evaluation_status"] == "incorrect_negative"
def test_jee_advanced_integer_with_range(self):
result = calculate_single_question_score_details({
"question_id": "JA_RANGE", "exam_name": "JEE_ADVANCED",
"question_type": "INTEGER",
"ground_truth": [["0.7", "0.8"]],
"predicted_answer": ["0.75"],
"api_call_successful": True,
})
assert result["marks_awarded"] == 4
assert result["evaluation_status"] == "correct"
def test_jee_advanced_integer_outside_range(self):
result = calculate_single_question_score_details({
"question_id": "JA_RANGE2", "exam_name": "JEE_ADVANCED",
"question_type": "INTEGER",
"ground_truth": [["0.7", "0.8"]],
"predicted_answer": ["0.9"],
"api_call_successful": True,
})
assert result["marks_awarded"] == 0
assert result["evaluation_status"] == "incorrect"
# --- is_within_range ---
class TestIsWithinRange:
def test_within_range(self):
assert is_within_range("0.75", "0.7", "0.8") is True
def test_at_lower_bound(self):
assert is_within_range("0.7", "0.7", "0.8") is True
def test_at_upper_bound(self):
assert is_within_range("0.8", "0.7", "0.8") is True
def test_below_range(self):
assert is_within_range("0.5", "0.7", "0.8") is False
def test_above_range(self):
assert is_within_range("0.9", "0.7", "0.8") is False
def test_invalid_value(self):
assert is_within_range("abc", "0.7", "0.8") is False
# --- calculate_max_score_for_question ---
class TestMaxScore:
def test_neet_mcq(self):
assert calculate_max_score_for_question("NEET", "MCQ_SINGLE_CORRECT") == 4
def test_jee_main_mcq(self):
assert calculate_max_score_for_question("JEE_MAIN", "MCQ_SINGLE_CORRECT") == 4
def test_jee_main_integer(self):
assert calculate_max_score_for_question("JEE_MAIN", "INTEGER") == 4
def test_jee_advanced_mcq_single(self):
assert calculate_max_score_for_question("JEE_ADVANCED", "MCQ_SINGLE_CORRECT") == 3
def test_jee_advanced_mcq_multiple(self):
assert calculate_max_score_for_question("JEE_ADVANCED", "MCQ_MULTIPLE_CORRECT") == 4
def test_jee_advanced_integer(self):
assert calculate_max_score_for_question("JEE_ADVANCED", "INTEGER") == 4
def test_unknown(self):
assert calculate_max_score_for_question("UNKNOWN", "UNKNOWN") == 0
# --- calculate_exam_scores (integration) ---
class TestExamScoresIntegration:
"""Integration test using the full test dataset from evaluation.py __main__."""
@pytest.fixture
def test_results(self):
return [
{"question_id": "N001", "subject": "Physics", "exam_name": "NEET", "question_type": "MCQ_SINGLE_CORRECT", "ground_truth": ["1"], "predicted_answer": ["1"], "api_call_successful": True},
{"question_id": "N002", "subject": "Physics", "exam_name": "NEET", "question_type": "MCQ_SINGLE_CORRECT", "ground_truth": ["D"], "predicted_answer": ["B"], "api_call_successful": True},
{"question_id": "N003", "subject": "Chemistry", "exam_name": "NEET", "question_type": "MCQ_SINGLE_CORRECT", "ground_truth": ["4"], "predicted_answer": "SKIP", "api_call_successful": True},
{"question_id": "N004", "subject": "Chemistry", "exam_name": "NEET", "question_type": "MCQ_SINGLE_CORRECT", "ground_truth": ["C"], "predicted_answer": None, "api_call_successful": False},
{"question_id": "N005", "subject": "Botany", "exam_name": "NEET", "question_type": "MCQ_SINGLE_CORRECT", "ground_truth": ["A"], "predicted_answer": None, "api_call_successful": True},
{"question_id": "JM001", "subject": "Maths", "exam_name": "JEE_MAIN", "question_type": "MCQ_SINGLE_CORRECT", "ground_truth": ["2"], "predicted_answer": ["2"], "api_call_successful": True},
{"question_id": "JM002", "subject": "Maths", "exam_name": "JEE_MAIN", "question_type": "MCQ_SINGLE_CORRECT", "ground_truth": ["C"], "predicted_answer": ["a"], "api_call_successful": True},
{"question_id": "JM003", "subject": "Physics", "exam_name": "JEE_MAIN", "question_type": "INTEGER", "ground_truth": ["5"], "predicted_answer": ["5"], "api_call_successful": True},
{"question_id": "JM004", "subject": "Physics", "exam_name": "JEE_MAIN", "question_type": "INTEGER", "ground_truth": ["10"], "predicted_answer": ["8"], "api_call_successful": True},
{"question_id": "JM005", "subject": "Chemistry", "exam_name": "JEE_MAIN", "question_type": "INTEGER", "ground_truth": ["7"], "predicted_answer": None, "api_call_successful": True},
{"question_id": "JA001", "subject": "Maths", "exam_name": "JEE_ADVANCED", "question_type": "MCQ_SINGLE_CORRECT", "ground_truth": ["A"], "predicted_answer": ["a"], "api_call_successful": True},
{"question_id": "JA002", "subject": "Maths", "exam_name": "JEE_ADVANCED", "question_type": "MCQ_SINGLE_CORRECT", "ground_truth": ["B"], "predicted_answer": ["C"], "api_call_successful": True},
{"question_id": "JA003", "subject": "Physics", "exam_name": "JEE_ADVANCED", "question_type": "INTEGER", "ground_truth": ["12"], "predicted_answer": ["12"], "api_call_successful": True},
{"question_id": "JA004", "subject": "Physics", "exam_name": "JEE_ADVANCED", "question_type": "INTEGER", "ground_truth": ["0"], "predicted_answer": ["1"], "api_call_successful": True},
{"question_id": "JA005", "subject": "Chemistry", "exam_name": "JEE_ADVANCED", "question_type": "MCQ_MULTIPLE_CORRECT", "ground_truth": ["A", "C"], "predicted_answer": ["a", "c"], "api_call_successful": True},
{"question_id": "JA006", "subject": "Chemistry", "exam_name": "JEE_ADVANCED", "question_type": "MCQ_MULTIPLE_CORRECT", "ground_truth": ["A", "B", "C"], "predicted_answer": ["a", "b"], "api_call_successful": True},
{"question_id": "JA007", "subject": "Chemistry", "exam_name": "JEE_ADVANCED", "question_type": "MCQ_MULTIPLE_CORRECT", "ground_truth": ["A", "B", "C", "D"], "predicted_answer": ["a", "b", "c"], "api_call_successful": True},
{"question_id": "JA008", "subject": "Chemistry", "exam_name": "JEE_ADVANCED", "question_type": "MCQ_MULTIPLE_CORRECT", "ground_truth": ["A", "B"], "predicted_answer": ["a"], "api_call_successful": True},
{"question_id": "JA009", "subject": "Chemistry", "exam_name": "JEE_ADVANCED", "question_type": "MCQ_MULTIPLE_CORRECT", "ground_truth": ["A", "C"], "predicted_answer": ["a", "b"], "api_call_successful": True},
{"question_id": "JA010", "subject": "Chemistry", "exam_name": "JEE_ADVANCED", "question_type": "MCQ_MULTIPLE_CORRECT", "ground_truth": ["A", "C"], "predicted_answer": ["b", "d"], "api_call_successful": True},
{"question_id": "JA011", "subject": "Chemistry", "exam_name": "JEE_ADVANCED", "question_type": "MCQ_MULTIPLE_CORRECT", "ground_truth": ["A", "C"], "predicted_answer": "SKIP", "api_call_successful": True},
{"question_id": "JA012", "subject": "Maths", "exam_name": "JEE_ADVANCED", "question_type": "MCQ_MULTIPLE_CORRECT", "ground_truth": ["A"], "predicted_answer": ["a"], "api_call_successful": True},
{"question_id": "JA013", "subject": "Physics", "exam_name": "JEE_ADVANCED", "question_type": "MCQ_MULTIPLE_CORRECT", "ground_truth": ["A", "B", "C"], "predicted_answer": ["a", "d"], "api_call_successful": True},
]
def test_overall_score(self, test_results):
summary = calculate_exam_scores(test_results)
# NEET: 4-1+0+0+0=3, JEE Main MCQ: 4-1=3, JEE Main INT: 4+0+0=4,
# JEE Adv MCQ Single: 3-1=2, JEE Adv INT: 4+0=4,
# JEE Adv MCQ Multi: 4+2+3+1-2-2+0+4-2=8 => Total=24
assert summary["overall_score"] == 24
def test_overall_counts(self, test_results):
summary = calculate_exam_scores(test_results)
assert summary["overall_correct_full"] == 7
assert summary["overall_partial_correct"] == 3
assert summary["overall_incorrect_choice"] == 8
assert summary["overall_skipped"] == 2
assert summary["overall_api_parse_failures"] == 3
def test_section_scores(self, test_results):
summary = calculate_exam_scores(test_results)
sections = summary["section_breakdown"]
assert sections["Physics"]["score"] == 9 # (4-1)+(4+0)+(4+0)-2
assert sections["Chemistry"]["score"] == 6 # (0+0)+(0)+(4+2+3+1-2-2+0)
assert sections["Botany"]["score"] == 0 # parse fail = 0
assert sections["Maths"]["score"] == 9 # (4-1)+(3-1)+4
def test_empty_results(self):
summary = calculate_exam_scores([])
assert "error" in summary
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