5b7370c3f0
Merge of #38 as rebase was terrible. @nbarbettini --------- Co-authored-by: Nate Barbettini <nate@arcade-ai.com>
65 lines
1.6 KiB
Python
65 lines
1.6 KiB
Python
from arcade.core.catalog import ToolCatalog
|
|
from arcade_arithmetic.tools.arithmetic import add, sqrt
|
|
|
|
from arcade.sdk.eval import (
|
|
BinaryCritic,
|
|
EvalRubric,
|
|
EvalSuite,
|
|
ExpectedToolCall,
|
|
tool_eval,
|
|
)
|
|
|
|
# Evaluation rubric
|
|
rubric = EvalRubric(
|
|
fail_threshold=0.85,
|
|
warn_threshold=0.95,
|
|
)
|
|
|
|
|
|
# TODO: add_toolkit didn't work
|
|
catalog = ToolCatalog()
|
|
catalog.add_tool(add)
|
|
catalog.add_tool(sqrt)
|
|
|
|
|
|
@tool_eval("gpt-4o-mini")
|
|
def arithmetic_eval_suite():
|
|
suite = EvalSuite(
|
|
name="Arithmetic Tools Evaluation",
|
|
system="You are an AI assistant with access to arithmetic 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(
|
|
"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(lambda: sqrt(3224990521))],
|
|
rubric=rubric,
|
|
critics=[
|
|
BinaryCritic(critic_field="a", weight=1.0),
|
|
],
|
|
)
|
|
|
|
return suite
|