DocuBench / tests /test_scorer.py
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Initial upload: 50 documents, schemas, hand-verified labels, scorer, baseline results (part 2)
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from scorer import score_standardization
def test_array_matching_is_order_independent():
schema = {
"type": "object",
"properties": {
"items": {
"type": "array",
"items": {
"type": "object",
"properties": {
"sku": {"type": "string"},
"qty": {"type": "number"},
},
},
}
},
}
label = {"items": [{"sku": "A-1", "qty": 2}, {"sku": "B-2", "qty": 3}]}
result = {"items": [{"sku": "B 2", "qty": 3.0}, {"sku": "a1", "qty": 2}]}
assert score_standardization(result=result, schema=schema, label=label)["final"] == 1.0
def test_both_blank_non_array_fields_are_skipped():
schema = {
"type": "object",
"properties": {
"empty": {"type": "string"},
"name": {"type": "string"},
},
}
label = {"empty": "", "name": "Acme, Inc."}
result = {"empty": "", "name": "ACME INC"}
out = score_standardization(result=result, schema=schema, label=label)
assert out["non_array"]["total"] == 1
assert out["final"] == 1.0
def test_extra_array_item_field_reduces_similarity():
schema = {
"type": "object",
"properties": {
"items": {
"type": "array",
"items": {
"type": "object",
"properties": {
"sku": {"type": "string"},
},
},
}
},
}
label = {"items": [{"sku": "A"}]}
result = {"items": [{"sku": "A", "extra": "not requested"}]}
assert score_standardization(result=result, schema=schema, label=label)["final"] == 0.5