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Grading rests on normalisation, not string equality. Every tool declares how its
arguments are canonicalised so that semantically identical calls compare equal
(`Berlin` / `berlin ` / `Берлин`, `300` / `300.0`, `45+12` / `57`).
"""
from __future__ import annotations
import ast
import json
import math
import re
import unicodedata
from dataclasses import dataclass
from typing import Any, Callable, Mapping, Sequence
from .schema import Protocol
@dataclass(frozen=True)
class ToolSpec:
name: str
description: str
parameters: Mapping[str, str]
required: tuple[str, ...]
normalizers: Mapping[str, Callable[[Any], Any]]
optional: tuple[str, ...] = ()
def schema(self) -> dict[str, Any]:
return {
"name": self.name,
"description": self.description,
"parameters": {
"type": "object",
"properties": {
key: {"type": param_type, "description": self.parameters[key]}
for key, param_type in self.parameters.items()
},
"required": list(self.required),
},
}
_QUOTES = str.maketrans({"«": "", "»": "", "“": "", "”": "", '"': "", "'": ""})
def _squash(value: Any) -> str:
text = unicodedata.normalize("NFKC", str(value))
text = text.translate(_QUOTES).replace("\u0451", "\u0435").replace("\u00eb", "e")
text = re.sub(r"\s+", " ", text).strip().lower()
return text
_CITY_ALIASES = {
"spb": "saint petersburg",
"st petersburg": "saint petersburg",
"st. petersburg": "saint petersburg",
"sankt peterburg": "saint petersburg",
"petersburg": "saint petersburg",
"\u043f\u0438\u0442\u0435\u0440": "saint petersburg",
"\u0441\u0430\u043d\u043a\u0442-\u043f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433": "saint petersburg",
"\u0441\u043f\u0431": "saint petersburg",
"nyc": "new york",
"new york city": "new york",
"\u043d\u044c\u044e-\u0439\u043e\u0440\u043a": "new york",
"msk": "moscow",
"\u043c\u043e\u0441\u043a\u0432\u0430": "moscow",
"kiev": "kyiv",
"\u043a\u0438\u0435\u0432": "kyiv",
"\u043a\u0438\u0457\u0432": "kyiv",
"\u0431\u0435\u0440\u043b\u0438\u043d": "berlin",
"\u043b\u043e\u043d\u0434\u043e\u043d": "london",
"\u0442\u043e\u043a\u0438\u043e": "tokyo",
"\u043f\u0430\u0440\u0438\u0436": "paris",
"\u0434\u0443\u0431\u0430\u0439": "dubai",
"\u0430\u043b\u043c\u0430\u0442\u044b": "almaty",
"\u043a\u0430\u0437\u0430\u043d\u044c": "kazan",
}
_LANGUAGE_ALIASES = {
"english": "en",
"eng": "en",
"en-us": "en",
"en-gb": "en",
"\u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0439": "en",
"russian": "ru",
"rus": "ru",
"ru-ru": "ru",
"\u0440\u0443\u0441\u0441\u043a\u0438\u0439": "ru",
"german": "de",
"\u043d\u0435\u043c\u0435\u0446\u043a\u0438\u0439": "de",
"germany": "de",
"spanish": "es",
"\u0438\u0441\u043f\u0430\u043d\u0441\u043a\u0438\u0439": "es",
"french": "fr",
"\u0444\u0440\u0430\u043d\u0446\u0443\u0437\u0441\u043a\u0438\u0439": "fr",
"italian": "it",
"\u0438\u0442\u0430\u043b\u044c\u044f\u043d\u0441\u043a\u0438\u0439": "it",
"japanese": "ja",
"\u044f\u043f\u043e\u043d\u0441\u043a\u0438\u0439": "ja",
"chinese": "zh",
"\u043a\u0438\u0442\u0430\u0439\u0441\u043a\u0438\u0439": "zh",
"portuguese": "pt",
"\u043f\u043e\u0440\u0442\u0443\u0433\u0430\u043b\u044c\u0441\u043a\u0438\u0439": "pt",
"turkish": "tr",
"\u0442\u0443\u0440\u0435\u0446\u043a\u0438\u0439": "tr",
"kazakh": "kk",
"\u043a\u0430\u0437\u0430\u0445\u0441\u043a\u0438\u0439": "kk",
"ukrainian": "uk",
"\u0443\u043a\u0440\u0430\u0438\u043d\u0441\u043a\u0438\u0439": "uk",
"arabic": "ar",
"\u0430\u0440\u0430\u0431\u0441\u043a\u0438\u0439": "ar",
"korean": "ko",
"\u043a\u043e\u0440\u0435\u0439\u0441\u043a\u0438\u0439": "ko",
"dutch": "nl",
"\u0433\u043e\u043b\u043b\u0430\u043d\u0434\u0441\u043a\u0438\u0439": "nl",
"polish": "pl",
"\u043f\u043e\u043b\u044c\u0441\u043a\u0438\u0439": "pl",
"hindi": "hi",
}
_CURRENCY_ALIASES = {
"$": "USD",
"usd": "USD",
"us dollar": "USD",
"us dollars": "USD",
"dollar": "USD",
"dollars": "USD",
"\u0434\u043e\u043b\u043b\u0430\u0440": "USD",
"\u0434\u043e\u043b\u043b\u0430\u0440\u043e\u0432": "USD",
"usd.": "USD",
"\u20ac": "EUR",
"eur": "EUR",
"euro": "EUR",
"euros": "EUR",
"\u0435\u0432\u0440\u043e": "EUR",
"\u20bd": "RUB",
"rub": "RUB",
"ruble": "RUB",
"rubles": "RUB",
"rouble": "RUB",
"\u0440\u0443\u0431": "RUB",
"\u0440\u0443\u0431\u043b\u044c": "RUB",
"\u0440\u0443\u0431\u043b\u0435\u0439": "RUB",
"\u20b8": "KZT",
"kzt": "KZT",
"tenge": "KZT",
"\u0442\u0435\u043d\u0433\u0435": "KZT",
"\u00a3": "GBP",
"gbp": "GBP",
"pound": "GBP",
"pounds": "GBP",
"sterling": "GBP",
"\u0444\u0443\u043d\u0442": "GBP",
"\u00a5": "JPY",
"jpy": "JPY",
"yen": "JPY",
"\u0438\u0435\u043d\u0430": "JPY",
"\u00a5\u00a5": "CNY",
"cny": "CNY",
"rmb": "CNY",
"yuan": "CNY",
"\u044e\u0430\u043d\u044c": "CNY",
"try": "TRY",
"\u20ba": "TRY",
"lira": "TRY",
"\u043b\u0438\u0440\u0430": "TRY",
"\u20b4": "UAH",
"uah": "UAH",
"hryvnia": "UAH",
"\u0433\u0440\u0438\u0432\u043d\u0430": "UAH",
"\u20b9": "INR",
"inr": "INR",
"rupee": "INR",
"rupees": "INR",
"chf": "CHF",
"franc": "CHF",
"cad": "CAD",
"aud": "AUD",
"brl": "BRL",
"real": "BRL",
"sek": "SEK",
"nok": "NOK",
"pln": "PLN",
"zloty": "PLN",
"czk": "CZK",
"krone": "NOK",
}
_UNIT_ALIASES = {
"km": "km",
"kilometer": "km",
"kilometers": "km",
"kilometre": "km",
"kilometres": "km",
"\u043a\u043c": "km",
"\u043a\u0438\u043b\u043e\u043c\u0435\u0442\u0440": "km",
"\u043a\u0438\u043b\u043e\u043c\u0435\u0442\u0440\u043e\u0432": "km",
"mile": "mi",
"miles": "mi",
"mi": "mi",
"\u043c\u0438\u043b\u044f": "mi",
"\u043c\u0438\u043b\u044c": "mi",
"\u043c\u0438\u043b\u0438": "mi",
"m": "m",
"meter": "m",
"meters": "m",
"metre": "m",
"\u043c\u0435\u0442\u0440": "m",
"\u043c\u0435\u0442\u0440\u043e\u0432": "m",
"ft": "ft",
"foot": "ft",
"feet": "ft",
"\u0444\u0443\u0442": "ft",
"\u0444\u0443\u0442\u043e\u0432": "ft",
"cm": "cm",
"centimeter": "cm",
"centimeters": "cm",
"\u0441\u043c": "cm",
"inch": "in",
"inches": "in",
"in": "in",
"\u0434\u044e\u0439\u043c": "in",
"\u0434\u044e\u0439\u043c\u043e\u0432": "in",
"mm": "mm",
"millimeter": "mm",
"\u043c\u043c": "mm",
"kg": "kg",
"kilogram": "kg",
"kilograms": "kg",
"\u043a\u0433": "kg",
"kilogramm": "kg",
"lb": "lb",
"lbs": "lb",
"pound": "lb",
"pounds": "lb",
"\u0444\u0443\u043d\u0442": "lb",
"g": "g",
"gram": "g",
"grams": "g",
"\u0433": "g",
"\u0433\u0440\u0430\u043c\u043c": "g",
"\u0433\u0440\u0430\u043c\u043c\u043e\u0432": "g",
"c": "celsius",
"celsius": "celsius",
"\u00b0c": "celsius",
"\u0433\u0440\u0430\u0434\u0443\u0441\u043e\u0432": "celsius",
"\u0446\u0435\u043b\u044c\u0441\u0438\u0439": "celsius",
"f": "fahrenheit",
"fahrenheit": "fahrenheit",
"\u00b0f": "fahrenheit",
"farenheit": "fahrenheit",
"kph": "km/h",
"km/h": "km/h",
"kmh": "km/h",
"\u043a\u043c/\u0447": "km/h",
"mph": "mph",
"m/s": "m/s",
"l": "l",
"liter": "l",
"liters": "l",
"litre": "l",
"\u043b": "l",
"\u043b\u0438\u0442\u0440": "l",
"\u043b\u0438\u0442\u0440\u043e\u0432": "l",
"ml": "ml",
"\u043c\u043b": "ml",
"gal": "gal",
"gallon": "gal",
"gallons": "gal",
"hour": "h",
"hours": "h",
"h": "h",
"\u0447\u0430\u0441": "h",
"\u0447\u0430\u0441\u043e\u0432": "h",
"\u0447": "h",
"minute": "min",
"minutes": "min",
"\u043c\u0438\u043d\u0443\u0442": "min",
"\u043c\u0438\u043d": "min",
"day": "day",
"days": "day",
"\u0434\u0435\u043d\u044c": "day",
"\u0434\u043d\u0435\u0439": "day",
}
_TIMEZONE_ALIASES = {
"utc": "UTC",
"gmt": "UTC",
"moscow": "Europe/Moscow",
"msk": "Europe/Moscow",
"moscow time": "Europe/Moscow",
"\u043c\u043e\u0441\u043a\u0432\u0430": "Europe/Moscow",
"saint petersburg": "Europe/Moscow",
"\u043c\u0441\u043a": "Europe/Moscow",
"berlin": "Europe/Berlin",
"london": "Europe/London",
"paris": "Europe/Paris",
"new york": "America/New_York",
"nyc": "America/New_York",
"los angeles": "America/Los_Angeles",
"tokyo": "Asia/Tokyo",
"dubai": "Asia/Dubai",
"almaty": "Asia/Almaty",
"shanghai": "Asia/Shanghai",
"sydney": "Australia/Sydney",
"kyiv": "Europe/Kyiv",
"kiev": "Europe/Kyiv",
"kazan": "Europe/Moscow",
"warsaw": "Europe/Warsaw",
"istanbul": "Europe/Istanbul",
"singapore": "Asia/Singapore",
}
_MATH_FUNCS: dict[str, Callable[..., float]] = {
"sqrt": math.sqrt,
"abs": abs,
"round": round,
"floor": math.floor,
"ceil": math.ceil,
"min": min,
"max": max,
"pow": pow,
"sin": math.sin,
"cos": math.cos,
"tan": math.tan,
"log": math.log,
"log10": math.log10,
"exp": math.exp,
"pi": lambda: math.pi,
"e": lambda: math.e,
}
def eval_expression(expression: Any) -> float | None:
"""Evaluate arithmetic safely. Returns None when the expression is not arithmetic."""
if isinstance(expression, bool):
return None
if isinstance(expression, (int, float)):
return float(expression)
text = _squash(expression).replace("\u00d7", "*").replace("\u00f7", "/").replace("\u0445", "*")
text = text.replace("^", "**").replace(",", "").replace("%", "/100")
text = re.sub(r"(?<=\d)\s+(\d)", r"*\1", text)
if not text or not re.fullmatch(r"[0-9a-z_+\-*/().\s]*", text):
return None
try:
tree = ast.parse(text, mode="eval")
except SyntaxError:
return None
def walk(node: ast.AST) -> float:
if isinstance(node, ast.Expression):
return walk(node.body)
if isinstance(node, ast.Constant) and isinstance(node.value, (int, float)):
return float(node.value)
if isinstance(node, ast.UnaryOp) and isinstance(node.op, (ast.UAdd, ast.USub)):
value = walk(node.operand)
return value if isinstance(node.op, ast.UAdd) else -value
if isinstance(node, ast.BinOp):
left, right = walk(node.left), walk(node.right)
ops: dict[type, Callable[[float, float], float]] = {
ast.Add: lambda a, b: a + b,
ast.Sub: lambda a, b: a - b,
ast.Mult: lambda a, b: a * b,
ast.Div: lambda a, b: a / b,
ast.Pow: lambda a, b: a**b,
ast.Mod: lambda a, b: a % b,
ast.FloorDiv: lambda a, b: a // b,
}
for node_type, op in ops.items():
if isinstance(node.op, node_type):
return op(left, right)
raise ValueError("operator")
if isinstance(node, ast.Call):
if not isinstance(node.func, ast.Name):
raise ValueError("call")
func = _MATH_FUNCS.get(node.func.id)
if func is None or node.keywords:
raise ValueError("function")
return float(func(*[walk(arg) for arg in node.args]))
if isinstance(node, ast.Name):
func = _MATH_FUNCS.get(node.id)
if func is None:
raise ValueError("name")
return float(func())
raise ValueError("node")
try:
result = walk(tree)
except Exception:
return None
if not math.isfinite(result):
return None
return result
def norm_number(value: Any) -> float | None:
if isinstance(value, bool):
return None
if isinstance(value, (int, float)):
return float(value)
text = _squash(value).replace(",", ".").replace(" ", "")
text = re.sub(r"[^\d.\-e+]", "", text)
if not text:
return None
try:
return float(text)
except ValueError:
return None
def norm_expression(value: Any) -> Any:
evaluated = eval_expression(value)
if evaluated is not None:
return round(evaluated, 6)
return _squash(value).replace(" ", "")
def norm_from_aliases(aliases: Mapping[str, str], fallback: Callable[[str], str] | None = None) -> Callable[[Any], Any]:
table = {_squash(key): _squash(value) for key, value in aliases.items()}
tail: Callable[[str], str] = fallback or (lambda text: text)
def normalizer(value: Any) -> Any:
key = _squash(value)
key = re.sub(r"^(в|to|from|into|in)\s+", "", key).strip()
return table.get(key, tail(key))
return normalizer
_norm_city = norm_from_aliases(_CITY_ALIASES, lambda t: t.rstrip(".,!?"))
_norm_language = norm_from_aliases(_LANGUAGE_ALIASES)
_norm_currency = norm_from_aliases(_CURRENCY_ALIASES)
_norm_unit = norm_from_aliases(_UNIT_ALIASES)
_norm_timezone = norm_from_aliases(_TIMEZONE_ALIASES)
_norm_text = lambda value: re.sub(r"\s+", " ", _squash(value)).strip(" .,!?\"'")
def norm_query(value: Any) -> Any:
text = _norm_text(value)
text = re.sub(r"[^\w\s\u0400-\u04ff]", " ", text)
return re.sub(r"\s+", " ", text).strip()
def norm_seconds(value: Any) -> Any:
number = norm_number(value)
if number is None:
return _norm_text(value)
return int(round(number))
REGISTRY: dict[str, ToolSpec] = {
"calculator": ToolSpec(
name="calculator",
description="Evaluates a mathematical expression and returns the numeric result.",
parameters={
"expression": "string: the arithmetic expression to evaluate, e.g. '(45 + 12) * 3'"
},
required=("expression",),
normalizers={"expression": norm_expression},
),
"get_weather": ToolSpec(
name="get_weather",
description="Returns the current weather for a city.",
parameters={
"city": "string: city name",
"unit": "string, optional: 'celsius' or 'fahrenheit'",
},
required=("city",),
optional=("unit",),
normalizers={"city": _norm_city, "unit": _norm_unit},
),
"web_search": ToolSpec(
name="web_search",
description="Searches the web and returns ranked results for a query.",
parameters={"query": "string: search query"},
required=("query",),
normalizers={"query": norm_query},
),
"translate": ToolSpec(
name="translate",
description="Translates text into a target language.",
parameters={
"text": "string: the text to translate",
"target_language": "string: ISO 639-1 code or language name",
},
required=("text", "target_language"),
normalizers={"text": _norm_text, "target_language": _norm_language},
),
"convert_currency": ToolSpec(
name="convert_currency",
description="Converts an amount from one currency to another using current rates.",
parameters={
"amount": "number: amount to convert",
"from_currency": "string: ISO 4217 code or currency name",
"to_currency": "string: ISO 4217 code or currency name",
},
required=("amount", "from_currency", "to_currency"),
normalizers={
"amount": norm_number,
"from_currency": _norm_currency,
"to_currency": _norm_currency,
},
),
"convert_units": ToolSpec(
name="convert_units",
description="Converts a value between measurement units.",
parameters={
"value": "number: value to convert",
"from_unit": "string: source unit",
"to_unit": "string: target unit",
},
required=("value", "from_unit", "to_unit"),
normalizers={"value": norm_number, "from_unit": _norm_unit, "to_unit": _norm_unit},
),
"set_timer": ToolSpec(
name="set_timer",
description="Starts a countdown timer for the given duration in seconds.",
parameters={"seconds": "integer: duration of the timer in seconds"},
required=("seconds",),
normalizers={"seconds": norm_seconds},
),
"save_note": ToolSpec(
name="save_note",
description="Saves a note with a title and body text.",
parameters={"title": "string: short note title", "content": "string: note body"},
required=("title", "content"),
normalizers={"title": _norm_text, "content": _norm_text},
),
"get_time": ToolSpec(
name="get_time",
description="Returns the current date and time in a given timezone.",
parameters={"timezone": "string: IANA timezone name or city"},
required=("timezone",),
normalizers={"timezone": _norm_timezone},
),
}
TOOL_NAMES: tuple[str, ...] = tuple(REGISTRY)
# Handles seen in the wild that mean the same tool.
NAME_ALIASES: dict[str, str] = {
"calc": "calculator",
"calculate": "calculator",
"math": "calculator",
"evaluate_expression": "calculator",
"weather": "get_weather",
"weather_lookup": "get_weather",
"get_current_weather": "get_weather",
"search": "web_search",
"search_web": "web_search",
"google_search": "web_search",
"currency_converter": "convert_currency",
"convert": "convert_currency",
"exchange_rate": "convert_currency",
"unit_conversion": "convert_units",
"convert_measurement": "convert_units",
"timer": "set_timer",
"create_timer": "set_timer",
"start_timer": "set_timer",
"note": "save_note",
"add_note": "save_note",
"create_note": "save_note",
"time": "get_time",
"current_time": "get_time",
"get_current_time": "get_time",
"translation": "translate",
}
def canonical_name(name: Any) -> str:
key = _squash(name)
return NAME_ALIASES.get(key, key)
def tools_for(names: Sequence[str]) -> tuple[ToolSpec, ...]:
return tuple(REGISTRY[name] for name in names if name in REGISTRY)
def render_tools_json(specs: Sequence[ToolSpec]) -> str:
payload = {"tools": [spec.schema() for spec in specs]}
return json.dumps(payload, ensure_ascii=False, indent=2)
def render_tools_xml(specs: Sequence[ToolSpec]) -> str:
lines: list[str] = []
for spec in specs:
lines.append(f"<tool name=\"{spec.name}\">")
lines.append(f" <description>{spec.description}</description>")
lines.append(" <parameters>")
for key, param_type in spec.parameters.items():
marker = " required" if key in spec.required else ""
lines.append(f" <parameter name=\"{key}\" type=\"{param_type.split(':')[0]}\"{marker}/>")
lines.append(" </parameters>")
lines.append("</tool>")
return "\n".join(lines)
def render_tools_plain(specs: Sequence[ToolSpec]) -> str:
lines: list[str] = []
for spec in specs:
params = ", ".join(
f"{key}{'' if key in spec.required else ' (optional)'}" for key in spec.parameters
)
lines.append(f"- {spec.name}({params}): {spec.description}")
return "\n".join(lines)
def render_tools(specs: Sequence[ToolSpec], protocol: Protocol) -> str:
return {
"json": render_tools_json,
"xml": render_tools_xml,
"plain": render_tools_plain,
}[protocol](specs)
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