"""Grading semantics: semantic argument comparison, abstention, scoring.""" from __future__ import annotations from tooluse1.cases_build import call, none from tooluse1.grade import grade_case, match_args, summarize, wilson_interval from tooluse1.schema import Case, ExpectCall, ExpectNoCall def make_case(expect, user="do it", tools=("calculator", "get_weather"), category="calculator", lang="en") -> Case: return Case( id="t-001", lang=lang, category=category, difficulty="easy", tools=tuple(tools), user=user, expect=expect, ) def test_expression_equivalence(): match = match_args("calculator", {"expression": "45 + 12"}, {"expression": "45+12"}) assert match.ok def test_expression_evaluated_not_string_matched(): assert match_args("calculator", {"expression": "(1000/8)**2"}, {"expression": "125 ** 2"}).ok def test_expression_with_multiplication_symbols(): assert match_args("calculator", {"expression": "45 * 12"}, {"expression": "45 × 12"}).ok def test_expression_mismatch_detected(): match = match_args("calculator", {"expression": "45 + 12"}, {"expression": "45 - 12"}) assert not match.ok assert match.mismatched == ("expression",) def test_numeric_tolerance(): assert match_args("convert_currency", {"amount": 100, "from_currency": "USD", "to_currency": "EUR"}, {"amount": "100.0", "from_currency": "usd", "to_currency": "eur"}).ok def test_currency_symbols_normalise(): assert match_args("convert_currency", {"amount": 100, "from_currency": "USD", "to_currency": "EUR"}, {"amount": 100, "from_currency": "$", "to_currency": "€"}).ok def test_language_name_normalises_to_code(): assert match_args("translate", {"text": "hi", "target_language": "fr"}, {"text": "Hi", "target_language": "French"}).ok def test_russian_language_name_normalises(): assert match_args("translate", {"text": "привет", "target_language": "en"}, {"text": "привет", "target_language": "английский"}).ok def test_city_alias_normalises(): assert match_args("get_weather", {"city": "Saint Petersburg"}, {"city": "СПб"}).ok def test_timezone_alias_normalises(): assert match_args("get_time", {"timezone": "Europe/Moscow"}, {"timezone": "Moscow"}).ok def test_unit_alias_normalises(): assert match_args("convert_units", {"value": 5, "from_unit": "km", "to_unit": "mi"}, {"value": 5, "from_unit": "километров", "to_unit": "miles"}).ok def test_seconds_accepts_float(): assert match_args("set_timer", {"seconds": 300}, {"seconds": 300.0}).ok def test_missing_argument_is_reported(): match = match_args("get_weather", {"city": "Berlin"}, {}) assert not match.ok assert match.missing == ("city",) def test_extra_optional_argument_is_tolerated_but_flagged(): match = match_args("get_weather", {"city": "Berlin"}, {"city": "Berlin", "unit": "celsius"}) assert match.ok assert "unit" in match.extra def test_unknown_extra_argument_is_flagged(): match = match_args("get_weather", {"city": "Berlin"}, {"city": "Berlin", "force": True}) assert match.ok assert match.extra == ("force",) def test_name_aliases_are_accepted(): case = make_case(call("calculator", expression="45+12")) result = grade_case(case, "json", '{"name": "calc", "arguments": {"expression": "45+12"}}') assert result.passed def test_wrong_tool_fails_but_records_the_name(): case = make_case(call("get_weather", city="Berlin")) result = grade_case(case, "json", '{"name": "calculator", "arguments": {"expression": "1+1"}}') assert not result.passed assert not result.name_correct def test_two_calls_fail_a_single_call_case(): case = make_case(call("get_time", timezone="UTC"), tools=("get_time",), category="get_time") raw = "TOOL get_time | timezone=UTC\nTOOL get_time | timezone=UTC" assert not grade_case(case, "plain", raw).passed def test_abstention_passes_on_prose(): case = make_case(none(all_=["canberra"]), tools=("calculator",), category="negative") result = grade_case(case, "json", "The capital of Australia is Canberra.") assert result.passed assert result.answer_ok is True def test_spurious_call_fails_a_negative_case(): case = make_case(none(all_=["57"]), tools=("get_weather",), category="negative") result = grade_case(case, "json", '{"name": "get_weather", "arguments": {"city": "Paris"}}') assert not result.passed assert result.called def test_abstention_with_wrong_answer_fails(): case = make_case(none(all_=["canberra"]), tools=("calculator",), category="negative") result = grade_case(case, "json", "The capital of Australia is Sydney.") assert not result.passed assert result.answer_ok is False def test_unconstrained_negative_accepts_any_prose(): case = make_case(none(), tools=("calculator",), category="negative") assert grade_case(case, "json", "Here is a joke.").passed def test_answer_constraint_allows_language_variants(): case = make_case( ExpectNoCall(answer_contains_any=(("который", "какой город"),)), tools=("get_weather",), category="clarification", lang="ru", ) assert grade_case(case, "json", "Какой город вас интересует?").passed def test_summary_metrics_shape(): pass_case = make_case(call("calculator", expression="1+1")) fail_case = make_case(none(all_=["x"]), tools=("calculator",), category="negative") results = [ grade_case(pass_case, "json", '{"name": "calculator", "arguments": {"expression": "1+1"}}'), grade_case(fail_case, "json", '{"name": "calculator", "arguments": {"expression": "1+1"}}'), ] summary = summarize(results, model_id="m") assert summary["n_cases"] == 2 assert summary["overall"]["score"] == 0.5 assert summary["overall"]["correct_call_when_expected"] == 1.0 assert summary["overall"]["spurious_call_rate"] == 1.0 assert summary["by_protocol"]["json"]["cases"] == 2 def test_wilson_interval_bounds(): low, high = wilson_interval(50, 100) assert 0.39 < low < 0.41 assert 0.59 < high < 0.61 assert wilson_interval(0, 0) == (0.0, 0.0) def test_every_protocol_grades_identically(): case = make_case(call("calculator", expression="45 + 12")) for protocol, raw in ( ("json", '{"name": "calculator", "arguments": {"expression": "45+12"}}'), ("xml", "45+12"), ("plain", "TOOL calculator | expression=45+12"), ): assert grade_case(case, protocol, raw).passed, protocol