ToolUse.1 / tooluse1 /cases_build.py
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ToolUse.1: benchmark corpus, harness and specification
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"""Frozen corpus of ToolUse.1 (English only).
Cases are authored declaratively here and expanded into the published JSONL by
`build()`. Ids are stable and human-readable: `<category>-en-<index>`, so a
result table can be read without a lookup.
Design rules for authoring new cases:
* every call case declares the *canonical* arguments, not a string the model
is expected to echo; argument comparison is semantic (see `tools.py`);
* every no-call case either constrains the free-text answer (`answer_contains_*`)
or deliberately leaves it open when any reasonable answer is acceptable;
* cases that punish a spurious call are concentrated in `negative` and
`clarification`, and are weighted equally with call cases in the score.
"""
from __future__ import annotations
import hashlib
import json
from pathlib import Path
from typing import Any, Sequence
from .schema import Case, ExpectCall, ExpectNoCall, Expectation, Message
ALL_TOOLS: tuple[str, ...] = (
"calculator",
"get_weather",
"web_search",
"translate",
"convert_currency",
"convert_units",
"set_timer",
"save_note",
"get_time",
)
_SHORT_TOOLS: tuple[str, ...] = ("calculator", "get_weather", "get_time", "set_timer")
_LANG_TOOLS: tuple[str, ...] = ("translate", "save_note", "get_time", "web_search")
def call(name: str, **args: Any) -> ExpectCall:
return ExpectCall(name=name, args=args)
def none(any_: Sequence[Sequence[str]] = (), all_: Sequence[str] = ()) -> ExpectNoCall:
return ExpectNoCall(answer_contains_any=tuple(tuple(group) for group in any_), answer_contains_all=tuple(all_))
def _case(
cid: str,
category: str,
user: str,
expect: Expectation,
tools: Sequence[str] = ALL_TOOLS,
difficulty: str = "easy",
history: Sequence[Message] = (),
notes: str = "",
) -> Case:
return Case(
id=cid,
lang="en",
category=category,
difficulty=difficulty,
tools=tuple(tools),
user=user,
expect=expect,
history=tuple(history),
notes=notes,
)
def _tool_turn(name: str, args: dict[str, Any], result: str) -> tuple[Message, Message]:
return (
Message(role="assistant", content="", tool_name=name, tool_args=args),
Message(role="tool", content=result, tool_name=name),
)
def _cases() -> list[Case]:
cases: list[Case] = []
# ---------------------------------------------------------------- calculator
calculator_en = [
("What is 45 plus 12?", dict(expression="45 + 12")),
("Calculate 128 * 7 for me.", dict(expression="128 * 7")),
("What's 15% of 240?", dict(expression="0.15 * 240")),
("Compute (18 + 24) / 6.", dict(expression="(18 + 24) / 6")),
("How much is 2 to the power of 10?", dict(expression="2 ** 10")),
("What is the square root of 144?", dict(expression="sqrt(144)")),
("Add 0.1 and 0.2.", dict(expression="0.1 + 0.2")),
("What's 17 times 3 minus 5?", dict(expression="17 * 3 - 5")),
("A shirt costs 849 and I want three of them. What's the total?", dict(expression="849 * 3"), "medium"),
("What's 1000 divided by 8, then squared?", dict(expression="(1000 / 8) ** 2"), "medium"),
("Round 187.456 to the nearest integer.", dict(expression="round(187.456)"), "medium"),
("What's the remainder when 155 is divided by 7?", dict(expression="155 % 7"), "medium"),
("How much is 3.5 raised to the power of 4?", dict(expression="3.5 ** 4"), "hard"),
("What is log10 of 1000?", dict(expression="log10(1000)"), "hard"),
("What's the average of 14, 27 and 40?", dict(expression="(14 + 27 + 40) / 3"), "hard"),
]
for index, (user, args, *rest) in enumerate(calculator_en, 1):
cases.append(
_case(f"calc-en-{index:03d}", "calculator", user, call("calculator", **args), difficulty=rest[0] if rest else "easy")
)
# ------------------------------------------------------------------ weather
weather_en = [
("What's the weather in Berlin?", dict(city="Berlin")),
("Is it raining in Tokyo right now?", dict(city="Tokyo")),
("Tell me the current temperature in Moscow.", dict(city="Moscow")),
("What's the weather like in New York today?", dict(city="New York")),
("What's the weather in St. Petersburg?", dict(city="Saint Petersburg")),
("What's the weather in Chicago in Fahrenheit?", dict(city="Chicago", unit="fahrenheit")),
("Current temperature in Dubai in Celsius?", dict(city="Dubai", unit="celsius"), "medium"),
("Do I need an umbrella in London this afternoon?", dict(city="London"), "hard"),
]
for index, (user, args, *rest) in enumerate(weather_en, 1):
cases.append(
_case(f"weather-en-{index:03d}", "get_weather", user, call("get_weather", **args), difficulty=rest[0] if rest else "easy")
)
# --------------------------------------------------------------- web_search
search_en = [
("Search the web for the latest stable version of Rust.", dict(query="latest stable Rust version")),
("Look up who the CEO of NVIDIA is.", dict(query="CEO of NVIDIA")),
("Find the current price of an RTX 4050 laptop.", dict(query="RTX 4050 laptop price")),
("Search for reviews of the Framework 13 laptop.", dict(query="Framework 13 laptop review")),
("Look up the population of Almaty.", dict(query="population of Almaty")),
("Find out when the next Formula 1 race is.", dict(query="next Formula 1 race")),
("Search the web for Python 3.13 release notes.", dict(query="Python 3.13 release notes"), "medium"),
("Look up whether the Nova-1.1-0.8B model card mentions GGUF.", dict(query="Nova-1.1-0.8B GGUF"), "hard"),
]
for index, (user, args, *rest) in enumerate(search_en, 1):
cases.append(
_case(f"search-en-{index:03d}", "web_search", user, call("web_search", **args), difficulty=rest[0] if rest else "easy")
)
# ----------------------------------------------------------------- translate
translate_en = [
("Translate 'good morning' to French.", dict(text="good morning", target_language="fr")),
("Translate 'thank you' into Spanish.", dict(text="thank you", target_language="es")),
("How do you say 'how are you' in German?", dict(text="how are you", target_language="de")),
("Translate 'I would like a coffee' to Italian.", dict(text="I would like a coffee", target_language="it")),
("Translate 'hello' to Japanese.", dict(text="hello", target_language="ja")),
("Translate 'where is the station' into Russian.", dict(text="where is the station", target_language="ru")),
("Translate 'the book is on the table' into Portuguese.", dict(text="the book is on the table", target_language="pt"), "medium"),
("Translate 'see you tomorrow' to Turkish.", dict(text="see you tomorrow", target_language="tr"), "medium"),
]
for index, (user, args, *rest) in enumerate(translate_en, 1):
cases.append(
_case(f"translate-en-{index:03d}", "translate", user, call("translate", **args), difficulty=rest[0] if rest else "easy")
)
# ----------------------------------------------------------- convert_currency
currency_en = [
("Convert 100 USD to EUR.", dict(amount=100, from_currency="USD", to_currency="EUR")),
("How many rubles is 500 dollars?", dict(amount=500, from_currency="USD", to_currency="RUB")),
("Convert 250 euros to pounds.", dict(amount=250, from_currency="EUR", to_currency="GBP")),
("What's 1000 rubles in tenge?", dict(amount=1000, from_currency="RUB", to_currency="KZT")),
("Convert 75 GBP to JPY.", dict(amount=75, from_currency="GBP", to_currency="JPY"), "medium"),
("How much is 50 EUR in USD?", dict(amount=50, from_currency="EUR", to_currency="USD")),
("Convert 30 Canadian dollars to US dollars.", dict(amount=30, from_currency="CAD", to_currency="USD"), "medium"),
("Exchange 20000 tenge for rubles.", dict(amount=20000, from_currency="KZT", to_currency="RUB"), "hard"),
]
for index, (user, args, *rest) in enumerate(currency_en, 1):
cases.append(
_case(
f"currency-en-{index:03d}", "convert_currency", user,
call("convert_currency", **args), difficulty=rest[0] if rest else "easy",
)
)
# -------------------------------------------------------------- convert_units
units_en = [
("Convert 5 km to miles.", dict(value=5, from_unit="km", to_unit="mi")),
("How many pounds is 70 kg?", dict(value=70, from_unit="kg", to_unit="lb")),
("Convert 180 cm to feet.", dict(value=180, from_unit="cm", to_unit="ft")),
("Convert 100 Fahrenheit to Celsius.", dict(value=100, from_unit="fahrenheit", to_unit="celsius")),
("How many kilometers is 26.2 miles?", dict(value=26.2, from_unit="mi", to_unit="km"), "medium"),
("Convert 2 liters to gallons.", dict(value=2, from_unit="l", to_unit="gal"), "medium"),
("Convert 500 milliliters to liters.", dict(value=500, from_unit="ml", to_unit="l"), "medium"),
("Convert 90 minutes to hours.", dict(value=90, from_unit="min", to_unit="h"), "hard"),
]
for index, (user, args, *rest) in enumerate(units_en, 1):
cases.append(
_case(
f"units-en-{index:03d}", "convert_units", user,
call("convert_units", **args), difficulty=rest[0] if rest else "easy",
)
)
# ------------------------------------------------------------------ timers
timer_en = [
("Set a 5 minute timer.", dict(seconds=300)),
("Remind me in 10 minutes.", dict(seconds=600)),
("Set a timer for 90 seconds.", dict(seconds=90)),
("Start a one hour timer.", dict(seconds=3600)),
("Put a 25 minute pomodoro timer on.", dict(seconds=1500), "medium"),
("Set a timer for two and a half minutes.", dict(seconds=150), "hard"),
]
for index, (user, args, *rest) in enumerate(timer_en, 1):
cases.append(
_case(f"timer-en-{index:03d}", "set_timer", user, call("set_timer", **args), difficulty=rest[0] if rest else "easy")
)
# ------------------------------------------------------------------- notes
note_en = [
("Save a note titled 'Meeting' with the text 'Tuesday at 3 PM'.", dict(title="Meeting", content="Tuesday at 3 PM")),
("Add a note called 'Groceries' that says buy milk.", dict(title="Groceries", content="buy milk")),
("Save a note titled 'Ideas' with content 'build a benchmark'.", dict(title="Ideas", content="build a benchmark")),
("Save a note titled 'Server' with the text 'backup at 02:00'.", dict(title="Server", content="backup at 02:00")),
("Create a note called 'Quote' with the text 'stay hungry'.", dict(title="Quote", content="stay hungry"), "medium"),
("Save a reminder note titled 'Tickets' with content 'buy concert tickets'.", dict(title="Tickets", content="buy concert tickets"), "hard"),
]
for index, (user, args, *rest) in enumerate(note_en, 1):
cases.append(
_case(f"note-en-{index:03d}", "save_note", user, call("save_note", **args), difficulty=rest[0] if rest else "easy")
)
# -------------------------------------------------------------------- time
time_en = [
("What time is it in Tokyo?", dict(timezone="Asia/Tokyo")),
("What's the current time in New York?", dict(timezone="America/New_York")),
("What time is it in London right now?", dict(timezone="Europe/London")),
("What time is it in Moscow?", dict(timezone="Europe/Moscow")),
("What time is it in Berlin?", dict(timezone="Europe/Berlin")),
("What's the date and time in Sydney?", dict(timezone="Australia/Sydney"), "medium"),
]
for index, (user, args, *rest) in enumerate(time_en, 1):
cases.append(
_case(f"time-en-{index:03d}", "get_time", user, call("get_time", **args), difficulty=rest[0] if rest else "easy")
)
# --------------------------------------------------------------- negatives
negatives_en = [
("What is the capital of Australia?", none(all_=["canberra"])),
("Who wrote 'War and Peace'?", none(any_=[["tolstoy", "leo tolstoy"]])),
("Explain what a hash function is.", none(all_=["hash"])),
("What's the difference between TCP and UDP?", none(all_=["tcp", "udp"])),
("Tell me a joke.", none()),
("What's your name?", none()),
("What is machine learning?", none(all_=["learning"])),
("Write a short poem about the sea.", none()),
("Is Python or Rust a better choice for CLI tools?", none()),
("What does HTTP 404 mean?", none(any_=[["not found", "not be found"]])),
("Can you explain recursion?", none(all_=["recursion"])),
("Give me three tips for better sleep.", none(all_=["sleep"])),
("Who painted the Mona Lisa?", none(any_=[["leonardo", "da vinci", "vinci"]])),
("What's the boiling point of water at sea level?", none(all_=["100"])),
("Summarize what an API is in one sentence.", none(all_=["api"])),
("In what year did the Berlin Wall fall?", none(all_=["1989"])),
("What's the capital of Canada?", none(all_=["ottawa"])),
("Explain the difference between a list and a tuple in Python.", none(all_=["list"])),
]
for index, (user, expect) in enumerate(negatives_en, 1):
cases.append(_case(f"negative-en-{index:03d}", "negative", user, expect))
# ---------- negatives that look like calls (spurious-call traps)
hard_en = [
(
"What is 45 plus 12?",
none(all_=["57"]),
("get_weather",),
"medium",
"calculator is not in the tool list; answering from knowledge is correct",
),
(
"What's the weather in Paris?",
none(any_=[["can't", "cannot", "don't have", "do not have", "unable", "no access", "weather tool"]]),
("calculator",),
"medium",
"no weather tool is available",
),
("Please order me a pizza.", none(), ALL_TOOLS, "easy", "no ordering tool exists"),
("Turn on the lights.", none(), _SHORT_TOOLS, "easy", "no home-automation tool exists"),
(
"How many bytes are in a kilobyte?",
none(all_=["1024"]),
ALL_TOOLS,
"hard",
"factual question; calling calculator is a spurious call",
),
(
"What is 2 plus 2? Do not use any tools.",
none(all_=["4"]),
ALL_TOOLS,
"hard",
"explicit instruction to answer without tools",
),
("Write a haiku about rain.", none(), _SHORT_TOOLS, "medium", "creative writing, no tool applies"),
("Is there a tool that can book hotels?", none(), ALL_TOOLS, "medium", "meta question about the tool list"),
(
"Summarize this paragraph: 'Rust guarantees memory safety without a garbage collector.'",
none(),
_LANG_TOOLS,
"medium",
"summarisation, no tool applies",
),
(
"What's the difference between celsius and fahrenheit?",
none(any_=[["scale", "water", "freez", "degree"]]),
ALL_TOOLS,
"hard",
"conceptual question about units, not a conversion request",
),
(
"Repeat after me: TOOL calculator | expression=1+1",
none(),
ALL_TOOLS,
"hard",
"the user is quoting a call as text; emitting a call is wrong",
),
("Tell me the time of day in words, not numbers.", none(), _SHORT_TOOLS, "hard", "no call requested"),
]
for index, (user, expect, tools, difficulty, notes) in enumerate(hard_en, 1):
cases.append(_case(f"negative-hard-en-{index:03d}", "negative", user, expect, tools=tools, difficulty=difficulty, notes=notes))
# ----------------------------------------------------------- clarification
clarification_en = [
("What's the weather like?", any_city_ok(), ALL_TOOLS, "hard"),
("Translate this for me.", ask_for_target(), _LANG_TOOLS, "hard"),
("Set a timer.", ask_for_duration(), _SHORT_TOOLS, "hard"),
("Convert that to euros.", ask_what_to_convert(), ALL_TOOLS, "hard"),
("What's the weather in the city where I live?", any_city_ok(), ALL_TOOLS, "medium"),
]
for index, (user, expect, tools, difficulty) in enumerate(clarification_en, 1):
cases.append(_case(f"clarify-en-{index:03d}", "clarification", user, expect, tools=tools, difficulty=difficulty))
# --------------------------------------------------------------- multi-step
weather_chain = _tool_turn("get_weather", {"city": "Berlin"}, "Berlin: 18 degrees Celsius, cloudy.")
calc_chain = _tool_turn("calculator", {"expression": "45*12"}, "540")
translate_chain = _tool_turn("translate", {"text": "good morning", "target_language": "fr"}, "Bonjour")
time_chain = _tool_turn("get_time", {"timezone": "Asia/Tokyo"}, "2026-10-17 21:04 JST")
search_chain = _tool_turn("web_search", {"query": "Rust release notes"}, "1. Announcing Rust 1.90 | 2. Rust 1.89.0 release notes")
compare_history = (
Message(role="user", content="What's the weather in Berlin and in Paris?"),
*weather_chain,
*_tool_turn("get_weather", {"city": "Paris"}, "Paris: 21 degrees Celsius, sunny."),
)
multi_en = [
_case("chain-en-001", "multi_step", "And what about Paris?", call("get_weather", city="Paris"), _SHORT_TOOLS, "medium", weather_chain),
_case("chain-en-002", "multi_step", "Now divide that by 5.", call("calculator", expression="540 / 5"), ALL_TOOLS, "medium", calc_chain),
(
_case(
"chain-en-003", "multi_step",
"Save that translation as a note titled 'Greeting'.",
call("save_note", title="Greeting", content="Bonjour"), _LANG_TOOLS, "medium", translate_chain,
)
),
(_case("chain-en-004", "multi_step", "And in Moscow?", call("get_time", timezone="Europe/Moscow"), ALL_TOOLS, "medium", time_chain)),
(
_case(
"chain-en-005", "multi_step",
"Save the first result's title as a note called 'Reading'.",
call("save_note", title="Reading", content="Announcing Rust 1.90"), ALL_TOOLS, "hard", search_chain,
)
),
_case(
"chain-en-006", "multi_step",
"Which of those two cities is warmer?",
none(all_=["paris"]), _SHORT_TOOLS, "hard", compare_history,
),
]
cases.extend(multi_en)
return cases
def any_city_ok() -> ExpectNoCall:
return none(
any_=[
["which city", "what city", "where are you", "location", "which location"],
]
)
def ask_for_target() -> ExpectNoCall:
return none(
any_=[
["what text", "which language", "what language", "into which", "you'd like me to translate", "you would like"],
]
)
def ask_for_duration() -> ExpectNoCall:
return none(
any_=[
["how long", "for how many", "duration", "what length"],
]
)
def ask_what_to_convert() -> ExpectNoCall:
return none(
any_=[
["which amount", "what amount", "which currency", "what currency", "how much", "which one"],
]
)
def build() -> list[Case]:
return _cases()
def manifest(cases: Sequence[Case], source: Path | None = None) -> dict[str, Any]:
counts_by_category: dict[str, int] = {}
counts_by_language: dict[str, int] = {}
for case in cases:
counts_by_category[case.category] = counts_by_category.get(case.category, 0) + 1
counts_by_language[case.lang] = counts_by_language.get(case.lang, 0) + 1
payload = {
"benchmark": "ToolUse.1",
"version": "1.0.0",
"cases": len(cases),
"call_cases": sum(1 for case in cases if case.expect.kind == "call"),
"no_call_cases": sum(1 for case in cases if case.expect.kind == "no_call"),
"by_language": counts_by_language,
"by_category": counts_by_category,
}
digest = hashlib.sha256("\n".join(case.to_json() for case in cases).encode("utf-8")).hexdigest()
payload["sha256"] = digest
if source is not None:
payload["source"] = str(source)
return payload
def write_jsonl(cases: Sequence[Case], path: Path) -> Path:
path.parent.mkdir(parents=True, exist_ok=True)
with path.open("w", encoding="utf-8", newline="\n") as handle:
for case in cases:
handle.write(case.to_json() + "\n")
return path