# 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.
This PR ensures that `arcade.core` does not show up anywhere in "user
space". This is crucial for helping developers understand what objects
are safe to use, and helps maintain a good developer experience.
Specific changes:
- `ToolAuthorizationContext` and `ToolContext` are now visible via
`arcade.sdk`
- `ToolCatalog` is now visible via `arcade.sdk`
- `Toolkit` is now visible via `arcade.sdk`
- `config` is now visible via `arcade.sdk.config`
1. New Eval SDK (`arcade/sdk/eval.py`):
- Introduces `EvalSuite`, `EvalCase`, and `EvalRubric` classes for
structured evaluation.
- Implements various Critic classes (Binary, Numeric, Similarity) for
flexible scoring.
- Adds a `tool_eval` decorator for easy integration with existing tools.
2. CLI Integration (`arcade/cli/main.py` and `arcade/cli/utils.py`):
- Adds an `evals` command to run evaluation suites from the CLI.
- Implements result display functionality for evaluation outcomes.
3. Toolkit Updates:
- Adds evaluation scripts for Gmail
([toolkits/gmail/evals/eval_gmail_tools.py](file:///Users/spartee/Dropbox/Arcade/platform/Team/arcade-ai/toolkits/gmail/evals/eval_gmail_tools.py#1%2C1-1%2C1))
and Slack
([toolkits/slack/evals/eval_slack_messaging.py](file:///Users/spartee/Dropbox/Arcade/platform/Team/arcade-ai/toolkits/slack/evals/eval_slack_messaging.py#1%2C1-1%2C1))
toolkits.
- Demonstrates practical usage of the Eval SDK with real-world
scenarios.
4. Miscellaneous:
- Updates `arcade/cli/new.py` to optionally generate an `evals`
directory for new toolkits.
---------
Co-authored-by: Nate Barbettini <nate@arcade-ai.com>
In this PR:
- Rename `scope` to `scopes` so it is more understandable by humans
- DRY up provider structs, it was starting to get silly with so many
providers that just have 1 property called `scopes`
Must go along with this Engine PR:
https://github.com/ArcadeAI/Engine/pull/79
- Adds initial `ToolContext` to tool invocations
- This unlocks the ability to call authenticated tools (e.g. Gmail),
which works in this branch against Nate's dev engine
This PR makes a few sweeping changes to the actor, cli, and overall
structure of the project.
- CLI commands skeleton
- ``arcade run``, ``arcade show``, and ``arcade new``
- Working package mangement solution (``arcade_`` packages)
- Actor approach for using frameworks other than FastAPI
- Client for calling Engine within ``arcade/core``
- beginning of the config interface.
---------
Co-authored-by: Nate Barbettini <nate@arcade-ai.com>
MyPy compliance for the whole codebase
- systematic way of executing tools (`executor.py`)
- support for using pydantic models in tool inputs and outputs
- mypy compliance (most of the changes)
- removal of unused code (from previous iterations)
Co-authored-by: Nate Barbettini <nate@arcade-ai.com>
