arcade-mcp/toolkits/spotify/evals/eval_search.py
Eric Gustin 7c228a59d5
Update Evals SDK (#175)
# PR Description
This PR renames `ExpectedToolCall` to `NamedExpectedToolCall` and then
creates a new dataclass called `ExpectedToolCall`. `ExpectedToolCall`
can be passed to the `EvalSuite.add_case` and `EvalSuite.extend_case`
methods.

1. Enhance `EvalSuite.add_case` and `EvalSuite.extend_case` by accepting
a list of `ExpectedToolCall` as their `expected_tool_calls` input
parameter. This helps create a scaffolding for developers. Previously,
the expected type was `list[tuple[Callable, dict[str, Any]]]`, which is
still valid for backward compatibility.
```python
# Before (still valid for backward compatibility)
expected_tool_calls=[
    (
        adjust_playback_position,
        {
            "absolute_position_ms": 10000,
        },
    )
]
        

# After
expected_tool_calls=[
    ExpectedToolCall(
        func=adjust_playback_position,
        args={"absolute_position_ms": 10000},
    )
]
```
2. Removed any references to arcade.core in toolkits directory.
3. Some linting for import organization.
2024-12-19 10:29:13 -08:00

54 lines
1.5 KiB
Python

from arcade_spotify.tools.models import SearchType
from arcade_spotify.tools.search import search
from arcade.sdk import ToolCatalog
from arcade.sdk.eval import (
BinaryCritic,
EvalRubric,
EvalSuite,
ExpectedToolCall,
SimilarityCritic,
tool_eval,
)
# Evaluation rubric
rubric = EvalRubric(
fail_threshold=0.9,
warn_threshold=0.95,
)
catalog = ToolCatalog()
catalog.add_tool(search, "Spotify")
@tool_eval()
def spotify_search_eval_suite() -> EvalSuite:
"""Create an evaluation suite for Spotify "player" tools."""
suite = EvalSuite(
name="Spotify Tools Evaluation",
system_message="You are an AI assistant that can manage Spotify using the provided tools.",
catalog=catalog,
rubric=rubric,
)
suite.add_case(
name="Search Spotify catalog",
user_message="search for 3 songs in the the album 'American IV: The Man Comes Around' by Johnny Cash",
expected_tool_calls=[
ExpectedToolCall(
func=search,
args={
"q": "album:American IV: The Man Comes Around artist:Johnny Cash",
"types": [SearchType.TRACK],
"limit": 3,
},
)
],
critics=[
SimilarityCritic(critic_field="q", weight=0.5),
BinaryCritic(critic_field="limit", weight=0.25),
BinaryCritic(critic_field="types", weight=0.25),
],
)
return suite