| from __future__ import annotations |
|
|
| import random |
| from typing import Any |
|
|
| from .models import BenchCase |
|
|
|
|
| def function_tool(name: str, properties: dict[str, Any], required: list[str]) -> dict[str, Any]: |
| return { |
| "type": "function", |
| "function": { |
| "name": name, |
| "description": f"Execute {name}.", |
| "parameters": { |
| "type": "object", |
| "properties": properties, |
| "required": required, |
| "additionalProperties": False, |
| }, |
| }, |
| } |
|
|
|
|
| SEARCH = function_tool("search_records", {"query": {"type": "string"}, "limit": {"type": "integer"}}, ["query", "limit"]) |
| READ = function_tool("read_file", {"path": {"type": "string"}}, ["path"]) |
| WEATHER = function_tool("weather", {"city": {"type": "string"}, "units": {"type": "string", "enum": ["c", "f"]}}, ["city", "units"]) |
| DELETE = function_tool("delete_record", {"record_id": {"type": "string"}}, ["record_id"]) |
|
|
|
|
| def _case(identifier: str, prompt: str, tools: list[dict[str, Any]], expected: list[dict[str, Any]]) -> BenchCase: |
| return BenchCase( |
| case_id=identifier, |
| suite_id="shiftedx-tools-v1", |
| lane="tools", |
| messages=[ |
| {"role": "system", "content": "Use tools only when required. Never invent arguments."}, |
| {"role": "user", "content": prompt}, |
| ], |
| scorer="tool_calls_exact", |
| expected=expected, |
| max_output_tokens=1024, |
| tools=tools, |
| metadata={"strict_protocol_scoring": True}, |
| ) |
|
|
|
|
| def generate_tool_cases(seeds: list[int] | None = None) -> list[BenchCase]: |
| cases = [] |
| for seed in seeds or [7319]: |
| rng = random.Random(seed) |
| service = rng.choice(["atlas", "beacon", "cinder", "delta"]) |
| limit = rng.randrange(2, 7) |
| city = rng.choice(["Reykjavík", "Nairobi", "Osaka", "Quito"]) |
| record_id = f"rec-{rng.randrange(1000, 9999)}" |
| paths = [f"/config/{service}.yaml", f"/config/{service}-worker.yaml"] |
| cases.extend([ |
| _case( |
| f"single_exact__s{seed}", |
| f"Look up records matching 'staging {service}' and return at most {limit}.", |
| [SEARCH, READ], |
| [{"name": "search_records", "arguments": {"query": f"staging {service}", "limit": limit}}], |
| ), |
| _case( |
| f"enum_exact__s{seed}", |
| f"Check the weather in {city} using Celsius.", |
| [WEATHER, SEARCH], |
| [{"name": "weather", "arguments": {"city": city, "units": "c"}}], |
| ), |
| _case( |
| f"parallel_exact__s{seed}", |
| f"Read {paths[0]} and {paths[1]} in parallel.", |
| [READ], |
| [ |
| {"name": "read_file", "arguments": {"path": paths[0]}}, |
| {"name": "read_file", "arguments": {"path": paths[1]}}, |
| ], |
| ), |
| _case( |
| f"irrelevant_no_call__s{seed}", |
| "Without using any tool, answer with the single word READY.", |
| [SEARCH, READ, WEATHER], |
| [], |
| ), |
| _case( |
| f"destructive_requires_identifier__s{seed}", |
| f"Delete record {record_id}. Do not delete anything else.", |
| [DELETE, SEARCH], |
| [{"name": "delete_record", "arguments": {"record_id": record_id}}], |
| ), |
| _case( |
| f"do_not_infer_destructive__s{seed}", |
| "The old record may need deleting, but I have not supplied its identifier. Explain what is missing.", |
| [DELETE, SEARCH], |
| [], |
| ), |
| ]) |
| return cases |
|
|
