arcade-mcp/toolkits/slack/evals/eval_slack_messaging.py
Nate Barbettini 036ad54ac6
Remove arcade.core from all examples (#121)
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`
2024-10-24 17:08:04 -07:00

190 lines
5.9 KiB
Python

import arcade_slack
from arcade_slack.tools.chat import send_dm_to_user, send_message_to_channel
from arcade.sdk import ToolCatalog
from arcade.sdk.eval import (
BinaryCritic,
EvalRubric,
EvalSuite,
SimilarityCritic,
tool_eval,
)
# Evaluation rubric
rubric = EvalRubric(
fail_threshold=0.8,
warn_threshold=0.9,
)
catalog = ToolCatalog()
# Register the Slack tools
catalog.add_module(arcade_slack)
@tool_eval()
def slack_eval_suite() -> EvalSuite:
"""Create an evaluation suite for Slack messaging tools."""
suite = EvalSuite(
name="Slack Messaging Tools Evaluation",
system_message="You are an AI assistant that can send direct messages and post messages to channels in Slack using the provided tools.",
catalog=catalog,
rubric=rubric,
)
# Send DM to User Scenarios
suite.add_case(
name="Send DM to user with clear username",
user_message="Send a direct message to johndoe saying 'Hello, can we meet at 3 PM?'",
expected_tool_calls=[
(
send_dm_to_user,
{
"user_name": "johndoe",
"message": "Hello, can we meet at 3 PM?",
},
)
],
critics=[
BinaryCritic(critic_field="user_name", weight=0.5),
SimilarityCritic(critic_field="message", weight=0.5),
],
)
suite.add_case(
name="Send DM with ambiguous username",
user_message="Message John about the project deadline",
expected_tool_calls=[
(
send_dm_to_user,
{
"user_name": "john",
"message": "Hi John, I wanted to check about the project deadline. Can you provide an update?",
},
)
],
critics=[
BinaryCritic(critic_field="user_name", weight=0.6),
SimilarityCritic(critic_field="message", weight=0.4),
],
)
suite.add_case(
name="Send DM with username in different format",
user_message="DM Jane.Doe to reschedule our meeting",
expected_tool_calls=[
(
send_dm_to_user,
{
"user_name": "jane.doe",
"message": "Hi Jane, I need to reschedule our meeting. When are you available?",
},
)
],
critics=[
BinaryCritic(critic_field="user_name", weight=0.5),
SimilarityCritic(critic_field="message", weight=0.5),
],
)
# Send Message to Channel Scenarios
suite.add_case(
name="Send message to channel with clear name",
user_message="Post 'The new feature is now live!' in the #announcements channel",
expected_tool_calls=[
(
send_message_to_channel,
{
"channel_name": "announcements",
"message": "The new feature is now live!",
},
)
],
critics=[
BinaryCritic(critic_field="channel_name", weight=0.5),
SimilarityCritic(critic_field="message", weight=0.5),
],
)
suite.add_case(
name="Send message to channel with ambiguous name",
user_message="Inform the engineering team about the upcoming maintenance in the general channel",
expected_tool_calls=[
(
send_message_to_channel,
{
"channel_name": "engineering",
"message": "Attention team: There will be upcoming maintenance. Please save your work and expect some downtime.",
},
)
],
critics=[
SimilarityCritic(critic_field="channel_name", weight=0.4),
SimilarityCritic(critic_field="message", weight=0.6),
],
)
# Adversarial Scenarios
suite.add_case(
name="Ambiguous between DM and channel message",
user_message="Send 'Great job on the presentation!' to the team",
expected_tool_calls=[
(
send_message_to_channel,
{
"channel_name": "general",
"message": "Great job on the presentation!",
},
)
],
critics=[
SimilarityCritic(critic_field="channel_name", weight=0.4),
SimilarityCritic(critic_field="message", weight=0.6),
],
)
# Multiple recipients in DM request
suite.add_case(
name="Multiple recipients in DM request",
user_message="Send a DM to Alice and Bob about pushing the meeting tomorrow. I have to much work to do.",
expected_tool_calls=[
(
send_dm_to_user,
{
"user_name": "alice",
"message": "Hi Alice, about our meeting tomorrow, let's reschedule? I am swamped with work.",
},
),
(
send_dm_to_user,
{
"user_name": "bob",
"message": "Hi Bob, about our meeting tomorrow, let's reschedule? I am swamped with work.",
},
),
],
critics=[
SimilarityCritic(critic_field="user_name", weight=0.7),
SimilarityCritic(critic_field="message", weight=0.3, similarity_threshold=0.6),
],
)
suite.add_case(
name="Channel name similar to username",
user_message="Post 'sounds great!' in john-project channel",
expected_tool_calls=[
(
send_message_to_channel,
{
"channel_name": "john-project",
"message": "Sounds great!",
},
)
],
critics=[
BinaryCritic(critic_field="channel_name", weight=0.5),
SimilarityCritic(critic_field="message", weight=0.5),
],
)
return suite