arcade-mcp/toolkits/math/evals/eval_math_tools.py
Eric Gustin ab889f9f1d
Lint all toolkits (#183)
# PR Description
* Adds/updates the following files to all toolkits:
    - `.pre-commit-config.yaml`
    - `.ruff.toml`
    - `LICENSE`
    - `Makefile`
    - `pyproject.toml`
* Lint all toolkits such that they pass `make check` and `make test` (a
total doozy). This includes adding some unit tests and evals.
* Github workflow for testing toolkits before merge into main (courtesy
of @sdreyer)
* Added a QOL improvement for tool developers for when they need to get
the context's auth token.
* Minor updates to `arcade new` template.
2024-12-20 09:49:45 -08:00

69 lines
1.6 KiB
Python

from arcade.sdk import ToolCatalog
from arcade.sdk.eval import (
BinaryCritic,
EvalRubric,
EvalSuite,
ExpectedToolCall,
tool_eval,
)
import arcade_math
from arcade_math.tools.arithmetic import add, sqrt
# Evaluation rubric
rubric = EvalRubric(
fail_threshold=0.85,
warn_threshold=0.95,
)
catalog = ToolCatalog()
catalog.add_module(arcade_math)
@tool_eval()
def math_eval_suite():
suite = EvalSuite(
name="Math Tools Evaluation",
system_message="You are an AI assistant with access to math tools. Use them to help the user with their math-related tasks.",
catalog=catalog,
rubric=rubric,
)
suite.add_case(
name="Add two large numbers",
user_message="Add 12345 and 987654321",
expected_tool_calls=[
ExpectedToolCall(
func=add,
args={
"a": 12345,
"b": 987654321,
},
)
],
rubric=rubric,
critics=[
BinaryCritic(critic_field="a", weight=0.5), # TODO: weight should be optional
BinaryCritic(critic_field="b", weight=0.5),
],
)
suite.add_case(
name="Take the square root of a large number",
user_message="What is the square root of 3224990521?",
expected_tool_calls=[
ExpectedToolCall(
func=sqrt,
args={
"a": 3224990521,
},
)
],
rubric=rubric,
critics=[
BinaryCritic(critic_field="a", weight=1.0),
],
)
return suite