File size: 1,418 Bytes
73cc8d2 | 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 | from __future__ import annotations
from mteb.evaluation.evaluators import InstructionRetrievalEvaluator, utils
class TestInstructionRetrievalEvaluator:
def setup_method(self):
"""Setup any state tied to the execution of the given method in a class.
setup_method is invoked for every test method of a class.
"""
# checks that it loads
self.evaluator = InstructionRetrievalEvaluator.InstructionRetrievalEvaluator()
def test_p_mrr(self):
changed_qrels = {
"a": ["0"],
}
# these are the query: {"doc_id": score}
original_run = {
"a": {"0": 1, "1": 2, "2": 3, "3": 4},
}
new_run = {
"a": {"0": 1, "1": 2, "2": 3, "3": 4},
}
results = utils.evaluate_change(
original_run,
new_run,
changed_qrels,
)
assert results["p-MRR"] == 0.0
# test with a change
new_run = {
"a": {"0": 4, "1": 1, "2": 2, "3": 3},
}
results = utils.evaluate_change(
original_run,
new_run,
changed_qrels,
)
assert results["p-MRR"] == -0.75
# test with a positive change
results = utils.evaluate_change(
new_run,
original_run,
changed_qrels,
)
assert results["p-MRR"] == 0.75
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