# PR Description
1. `arcade show` only supported lowercase args for toolkit and tools.
This PR allows the user to use capitalization and the tool/toolkit will
still be displayed.
2. `arcade show -T` is now for showing a toolkit and `arcade show -t` is
now for showing a tool.
# PR Description
When a tool call required authorization, `arcade chat` would hit rate
limits extremely quickly when waiting to authorize with a given link.
This PR introduces using long polling when sending a GET request to
Arcade API `/auth/status`. The `/auth/status` endpoint supports the
`wait` query parameter, where if present, will not respond until either
auth status becomes `completed` or `timeout` is reached. If the
`timeout` is reached, `arcade chat` catches the 408 response and tries
again. For `arcade chat` we set the `wait` query param to 60 seconds.
This PR introduces enhancements and fixes to the Evaluation Framework to
improve accuracy, robustness, and performance.
## Key Improvements
- **Refactored Evaluation Loading**: Extracted evaluation file loading
and suite loading logic into utility functions `get_eval_files` and
`load_eval_suites` in `arcade/cli/utils.py`.
- **Benefit**: Enhances code modularity and maintainability.
- **Asynchronous Execution of Evaluations**: Modified the evaluations to
run asynchronously using `asyncio`.
- **Benefit**: Significantly reduces total execution time when running
multiple evaluations.
- **Improved Error Handling**: Wrapped critic evaluations in try-except
blocks to handle exceptions gracefully.
- **Benefit**: Ensures that a single failing critic doesn't halt the
entire evaluation process.
## Other Changes
- **Case-Insensitive Tool Name Comparison**: Made tool name comparisons
case-insensitive to improve robustness against casing differences.
- **Refactored Cost Matrix Creation**: Revised cost matrix creation to
handle varying numbers of expected and actual tool calls properly,
ensuring accurate assignment and scoring.
- **Type Casting in `BinaryCritic`**: Added type casting for actual
values to match the expected value's type before comparison, improving
accuracy in evaluations.
- **Removed Synchronous Code Paths**: Simplified the codebase by
removing synchronous evaluation methods, focusing on asynchronous
execution.
- **General Code Cleanup**: Removed unused imports and performed general
code cleanup to enhance readability and maintainability.
## Example
For the google calendar and gmail tools eval set you can run
```go
> arcade evals . -c 8 --models gpt-4o,gpt-4o-mini,gpt-4,gpt-4-turbo
Running evaluations in calendar_eval_suite
Running evaluations in gmail_eval_suite
Model: gpt-4o
PASSED Create calendar event -- Score: 1.00
FAILED List calendar events -- Score: 0.86
PASSED Update a calendar event -- Score: 1.00
PASSED Delete a calendar event -- Score: 1.00
Model: gpt-4o-mini
FAILED Create calendar event -- Score: 0.84
FAILED List calendar events -- Score: 0.86
PASSED Update a calendar event -- Score: 1.00
PASSED Delete a calendar event -- Score: 1.00
Model: gpt-4
PASSED Create calendar event -- Score: 1.00
FAILED List calendar events -- Score: 0.86
PASSED Update a calendar event -- Score: 1.00
PASSED Delete a calendar event -- Score: 1.00
Model: gpt-4-turbo
PASSED Create calendar event -- Score: 1.00
FAILED List calendar events -- Score: 0.87
PASSED Update a calendar event -- Score: 1.00
PASSED Delete a calendar event -- Score: 1.00
Model: gpt-4o
PASSED Send email to user with clear username -- Score: 1.00
Model: gpt-4o-mini
PASSED Send email to user with clear username -- Score: 1.00
Model: gpt-4
PASSED Send email to user with clear username -- Score: 1.00
Model: gpt-4-turbo
PASSED Send email to user with clear username -- Score: 1.00
Summary -- Total: 20 -- Passed: 15 -- Failed: 5
```
### Adds the following tools to the Github Toolkit:
1. CreateIssueComment
2. SetStarred
3. CountStargazers
4. ListOrgRepositories
5. GetRepository
6. ListRepositoryActivities
7. ListReviewCommentsInARepository
8. ListPullRequests
9. GetPullRequest
10. UpdatePullRequest
11. ListPullRequestCommits
12. CreateReplyForReviewComment
13. ListReviewCommentsOnPullRequest
14. CreateReviewComment
Adds evals for all of these tools and unit tests.
---------
Co-authored-by: Sam Partee <sam@arcade-ai.com>
This PR includes several improvements to the Arcade client and adds
LangGraph examples:
1. Enhanced error handling in the Arcade client:
- Improved HTTP error handling in `BaseArcadeClient`
- Simplified request methods in `SyncArcadeClient` and
`AsyncArcadeClient`
2. Updated `ToolResource` class:
- Changed base path from `/v1/tool` to `/v1/tools`
- Added `tool_version` parameter to `authorize` method
3. Improved Toolkit discovery:
- Updated `find_all_arcade_toolkits` to search only in the current
Python interpreter's site-packages
5. Added LangGraph examples:
- New `langgraph_auth.py` example demonstrating Gmail authentication
- New `langgraph_with_tool_exec.py` example showing tool execution
within a LangGraph
6. Minor updates:
- Changed default `BASE_URL` to `https://api.arcade.com/`
- Updated import error message for eval dependencies
---------
Co-authored-by: Nate Barbettini <nate@arcade-ai.com>
* Adds tool calls and tool responses to the conversation history for
streaming and non-streaming.
* Adds debug flag for arcade chat which displays the tool calls and tool
responses that occurred during generate `arcade chat -d`
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>
Adds:
- New options to `arcade chat`: `-h/--host`, `-p/--port`, and
`--tls/--notls`. This allows us to point `arcade chat` at a different
server than what's configured in `arcade.toml` which is very helpful for
debugging.
- Special case: if you do `-h localhost`, it will automatically use port
9099 and no TLS unless otherwise specified.
- Adds a non-fatal engine health check to `arcade chat` startup:
<img width="499" alt="image"
src="https://github.com/user-attachments/assets/b7fae29e-2f8d-4004-a27b-645b4cd997a8">
Includes these improvements:
- Up-arrow loads your previous message history in the session (if
available)
- Shows the target engine URL when the chat starts
- Shows the model name in the chat: e.g. `Assistant (gpt-4o-mini): `
- URLs are re-written as clickable markdown links in the chat output
- mypy cleanup
Working now:
- `arcade login` works against the Cloud
- `arcade logout` deletes your local credentials
---------
Co-authored-by: Sam Partee <sam@arcade-ai.com>
