ed89af4b4d
# Backwards-compatible refactoring of the Slack toolkit Several performance improvements, streamlined tool set, and easier to understand tool interfaces. All "old" tools were kept for backwards compatibility, with the same interfaces and response structure (but using the new and more performant tools under the hood). Full revision of unit-tests and evals. ## Streamlined tool set Multiple groups of tools were streamlined into a single one: * "get conversation metadata" from 5 tools to one; * "send message" from 2 tools to one; * "get users in conversation" from 3 tools to one; * "get messages" from 4 tools to one ## New capabilities * Messages retrieved are now populated with the users' names, apart from ID: makes it easier for LLMs to reference who sent a message, were mentioned, or reacted to a message * Retrieve users by username, email, and/or ID (before we only supported ID) * Retrieve multiple users in a single tool call ## Concurrency controls All operations issuing multiple requests concurrently now have a `Semaphore` to limit the concurrency level. The limit can be controlled through the `SLACK_MAX_CONCURRENT_REQUESTS` env var (defaults to 3). ## Networking performance improvement Various operations that used to make multiple API calls are now executed more efficiently: ### Find users by username * Before: a full scan of `users_list` was required (potentially multiple pages for large workspaces); * Now it stops as soon as we have all users needed (yes, it was dumb before) ### Get multiple users by their IDs * Before: for each user ID, we made one API call to the `users_info` endpoint * Now: we call `list_users` and scan the results to match the user IDs (an estimate of 99.5% of Slack workspaces have < 200 users; for large workspaces, we may need to paginate `list_users`) ### Get a conversation by its users * Before: * Call to `list_conversations` (potentially paginating) * For each conversation, one call to `conversations_members` (potentially paginating) * Then loop and find which conversation matches the users' IDs * Now: * A single call to `conversations_open`
622 lines
25 KiB
Python
622 lines
25 KiB
Python
import json
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from datetime import timedelta
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from arcade_evals import (
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BinaryCritic,
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DatetimeCritic,
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EvalRubric,
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EvalSuite,
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ExpectedToolCall,
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tool_eval,
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)
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from arcade_tdk import ToolCatalog
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import arcade_slack
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from arcade_slack.critics import RelativeTimeBinaryCritic
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from arcade_slack.tools.chat import get_messages
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# Evaluation rubric
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rubric = EvalRubric(
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fail_threshold=0.8,
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warn_threshold=0.9,
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)
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catalog = ToolCatalog()
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# Register the Slack tools
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catalog.add_module(arcade_slack)
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@tool_eval()
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def get_messages_in_channel_eval_suite() -> EvalSuite:
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"""Create an evaluation suite for tools getting messages in channels."""
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suite = EvalSuite(
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name="Slack Chat Tools Evaluation",
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system_message="You are an AI assistant that can interact with Slack to send messages and get information from conversations, users, etc.",
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catalog=catalog,
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rubric=rubric,
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)
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no_arguments_user_messages_by_channel_name = [
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"what are the latest messages in the #general channel",
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"show me the messages in the general channel",
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"list the messages in the #general channel",
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"list the messages in the general channel",
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]
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for i, user_message in enumerate(no_arguments_user_messages_by_channel_name):
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suite.add_case(
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name=f"Get messages in conversation by name {i}: '{user_message}'",
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user_message=user_message,
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": None,
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"channel_name": "general",
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"user_ids": None,
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"usernames": None,
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"emails": None,
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.1),
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BinaryCritic(critic_field="channel_name", weight=0.6),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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],
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)
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no_arguments_user_messages_by_conversation_id = [
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"Get the history of the conversation with id '1234567890'",
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"Get the history of the conversation with id '1234567890'",
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"list the messages in the conversation with id '1234567890'",
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"list the messages in the conversation with id '1234567890'",
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]
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for user_message in no_arguments_user_messages_by_conversation_id:
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suite.add_case(
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name=f"Get conversation history by id: '{user_message}'",
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user_message=user_message,
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": "1234567890",
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"channel_name": None,
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"user_ids": None,
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"usernames": None,
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"emails": None,
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.6),
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BinaryCritic(critic_field="channel_name", weight=0.1),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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],
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)
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suite.add_case(
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name="Get conversation history with limit by name",
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user_message="Get the last 10 messages in the #general channel",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": None,
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"channel_name": "general",
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"limit": 10,
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.1),
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BinaryCritic(critic_field="channel_name", weight=0.3),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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BinaryCritic(critic_field="limit", weight=0.3),
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],
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)
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suite.add_case(
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name="Get conversation history with limit by id",
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user_message="Get the last 25 messages in the conversation with id '1234567890'",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": "1234567890",
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"channel_name": None,
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"limit": 25,
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.3),
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BinaryCritic(critic_field="channel_name", weight=0.1),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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BinaryCritic(critic_field="limit", weight=0.3),
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],
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)
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# Relative time eval cases by id
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suite.add_case(
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name="Get conversation history oldest relative by id (2 days ago)",
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user_message="Get the messages in the conversation with id '1234567890' starting 2 days ago",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": "1234567890",
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"channel_name": None,
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"oldest_relative": "02:00:00",
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.3),
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BinaryCritic(critic_field="channel_name", weight=0.1),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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RelativeTimeBinaryCritic(critic_field="oldest_relative", weight=0.3),
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],
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)
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suite.add_case(
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name="Get conversation history oldest and latest relative by id",
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user_message="Get the messages in the conversation with id '1234567890' from 2 days ago to 3 hours ago",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": "1234567890",
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"channel_name": None,
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"oldest_relative": "02:00:00",
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"latest_relative": "00:03:00",
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.2),
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BinaryCritic(critic_field="channel_name", weight=0.1),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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RelativeTimeBinaryCritic(critic_field="oldest_relative", weight=0.2),
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RelativeTimeBinaryCritic(critic_field="latest_relative", weight=0.2),
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],
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)
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suite.add_case(
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name="Get conversation history oldest relative by id (1 week ago)",
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user_message="Get the messages in the conversation with id '1234567890' starting 1 week ago",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": "1234567890",
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"channel_name": None,
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"oldest_relative": "07:00:00",
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.3),
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BinaryCritic(critic_field="channel_name", weight=0.1),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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RelativeTimeBinaryCritic(critic_field="oldest_relative", weight=0.3),
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],
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)
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suite.add_case(
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name="Get conversation history oldest relative by id (yesterday)",
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user_message="Get the messages in the conversation with id '1234567890' from yesterday",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": "1234567890",
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"channel_name": None,
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"oldest_relative": "01:00:00",
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.3),
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BinaryCritic(critic_field="channel_name", weight=0.1),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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RelativeTimeBinaryCritic(critic_field="oldest_relative", weight=0.3),
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],
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)
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# Relative time eval cases by name
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suite.add_case(
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name="Get conversation history oldest relative by name (2 days ago)",
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user_message="Get the messages in the #general channel starting 2 days ago",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": None,
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"channel_name": "general",
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"oldest_relative": "02:00:00",
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.1),
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BinaryCritic(critic_field="channel_name", weight=0.3),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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RelativeTimeBinaryCritic(critic_field="oldest_relative", weight=0.3),
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],
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)
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suite.add_case(
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name="Get conversation history oldest and latest relative by name",
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user_message="Get the messages in the #general channel from 2 days ago to 3 hours ago",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": None,
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"channel_name": "general",
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"oldest_relative": "02:00:00",
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"latest_relative": "00:03:00",
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.1),
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BinaryCritic(critic_field="channel_name", weight=0.2),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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RelativeTimeBinaryCritic(critic_field="oldest_relative", weight=0.2),
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RelativeTimeBinaryCritic(critic_field="latest_relative", weight=0.2),
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],
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)
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suite.add_case(
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name="Get conversation history oldest relative by name (yesterday)",
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user_message="Get the messages in the #general channel from yesterday",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": None,
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"channel_name": "general",
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"oldest_relative": "01:00:00",
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.1),
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BinaryCritic(critic_field="channel_name", weight=0.3),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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RelativeTimeBinaryCritic(critic_field="oldest_relative", weight=0.3),
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],
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)
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suite.add_case(
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name="Get conversation history oldest relative by name (last week)",
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user_message="Get the messages in the #general channel from last week",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": None,
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"channel_name": "general",
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"oldest_relative": "07:00:00",
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.1),
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BinaryCritic(critic_field="channel_name", weight=0.3),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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RelativeTimeBinaryCritic(critic_field="oldest_relative", weight=0.3),
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],
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)
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# Absolute time eval cases by id
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suite.add_case(
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name="Get conversation history oldest absolute by id (on a specific date)",
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user_message="Get the messages in the conversation with id '1234567890' from 2025-01-20",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": "1234567890",
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"channel_name": None,
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"oldest_datetime": "2025-01-20 00:00:00",
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"latest_datetime": "2025-01-20 23:59:59",
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.2),
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BinaryCritic(critic_field="channel_name", weight=0.1),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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DatetimeCritic(
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critic_field="oldest_datetime", weight=0.2, max_difference=timedelta(minutes=2)
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),
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DatetimeCritic(
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critic_field="latest_datetime", weight=0.2, max_difference=timedelta(minutes=2)
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),
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],
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)
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suite.add_case(
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name="Get conversation history oldest absolute by id (between a date range)",
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user_message="Get the messages in the conversation with id '1234567890' from 2025-01-20 to 2025-01-25",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": "1234567890",
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"channel_name": None,
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"oldest_datetime": "2025-01-20 00:00:00",
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"latest_datetime": "2025-01-25 23:59:59",
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.2),
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BinaryCritic(critic_field="channel_name", weight=0.1),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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DatetimeCritic(
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critic_field="oldest_datetime", weight=0.2, max_difference=timedelta(minutes=2)
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),
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DatetimeCritic(
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critic_field="latest_datetime", weight=0.2, max_difference=timedelta(minutes=2)
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),
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],
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)
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suite.add_case(
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name="Get conversation history oldest absolute by name (on a specific date)",
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user_message="Get the messages in the #general channel from 2025-01-20",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_messages,
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args={
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"conversation_id": None,
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"channel_name": "general",
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"user_ids": None,
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"usernames": None,
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"emails": None,
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"oldest_datetime": "2025-01-20 00:00:00",
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"latest_datetime": "2025-01-20 23:59:59",
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},
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),
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],
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critics=[
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BinaryCritic(critic_field="conversation_id", weight=0.1),
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BinaryCritic(critic_field="channel_name", weight=0.2),
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BinaryCritic(critic_field="user_ids", weight=0.1),
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BinaryCritic(critic_field="usernames", weight=0.1),
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BinaryCritic(critic_field="emails", weight=0.1),
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# We use a timedelta of 10 seconds because sometimes the LLM will select the limit
|
|
# date at 23:59:59, other times it'll select the next day at 00:00:00.
|
|
DatetimeCritic(
|
|
critic_field="oldest_datetime", weight=0.2, max_difference=timedelta(seconds=10)
|
|
),
|
|
DatetimeCritic(
|
|
critic_field="latest_datetime", weight=0.2, max_difference=timedelta(seconds=10)
|
|
),
|
|
],
|
|
)
|
|
|
|
suite.add_case(
|
|
name="Get conversation history oldest absolute by name (between a date range)",
|
|
user_message="Get the messages in the #general channel from 2025-01-20 to 2025-01-25",
|
|
expected_tool_calls=[
|
|
ExpectedToolCall(
|
|
func=get_messages,
|
|
args={
|
|
"conversation_id": None,
|
|
"channel_name": "general",
|
|
"user_ids": None,
|
|
"usernames": None,
|
|
"emails": None,
|
|
"oldest_datetime": "2025-01-20 00:00:00",
|
|
"latest_datetime": "2025-01-25 23:59:59",
|
|
},
|
|
),
|
|
],
|
|
critics=[
|
|
BinaryCritic(critic_field="conversation_id", weight=0.1),
|
|
BinaryCritic(critic_field="channel_name", weight=0.2),
|
|
BinaryCritic(critic_field="user_ids", weight=0.1),
|
|
BinaryCritic(critic_field="usernames", weight=0.1),
|
|
BinaryCritic(critic_field="emails", weight=0.1),
|
|
# We use a timedelta of 10 seconds because sometimes the LLM will select the limit
|
|
# date at 23:59:59, other times it'll select the next day at 00:00:00.
|
|
DatetimeCritic(
|
|
critic_field="oldest_datetime", weight=0.2, max_difference=timedelta(seconds=10)
|
|
),
|
|
DatetimeCritic(
|
|
critic_field="latest_datetime", weight=0.2, max_difference=timedelta(seconds=10)
|
|
),
|
|
],
|
|
)
|
|
|
|
# Eval case for pagination
|
|
|
|
suite.add_case(
|
|
name="Get conversation history with pagination",
|
|
user_message="get the next 5 messages",
|
|
expected_tool_calls=[
|
|
ExpectedToolCall(
|
|
func=get_messages,
|
|
args={
|
|
"conversation_id": None,
|
|
"channel_name": "general",
|
|
"user_ids": None,
|
|
"usernames": None,
|
|
"emails": None,
|
|
"limit": 5,
|
|
"next_cursor": "dXNlcjpVsDjzOTZGVDlQRA==",
|
|
},
|
|
),
|
|
],
|
|
critics=[
|
|
BinaryCritic(critic_field="conversation_id", weight=0.1),
|
|
BinaryCritic(critic_field="channel_name", weight=0.2),
|
|
BinaryCritic(critic_field="user_ids", weight=0.1),
|
|
BinaryCritic(critic_field="usernames", weight=0.1),
|
|
BinaryCritic(critic_field="emails", weight=0.1),
|
|
BinaryCritic(critic_field="next_cursor", weight=0.2),
|
|
BinaryCritic(critic_field="limit", weight=0.2),
|
|
],
|
|
additional_messages=[
|
|
{"role": "user", "content": "Get the last 2 messages on the general channel"},
|
|
{
|
|
"role": "assistant",
|
|
"content": "",
|
|
"tool_calls": [
|
|
{
|
|
"id": "call_1",
|
|
"type": "function",
|
|
"function": {
|
|
"name": "Slack_GetConversationHistoryByName",
|
|
"arguments": json.dumps({
|
|
"conversation_name": "general",
|
|
"limit": 2,
|
|
}),
|
|
},
|
|
}
|
|
],
|
|
},
|
|
{
|
|
"role": "tool",
|
|
"content": json.dumps({
|
|
"messages": [
|
|
{
|
|
"blocks": [
|
|
{
|
|
"block_id": "abc123",
|
|
"elements": [
|
|
{
|
|
"elements": [
|
|
{
|
|
"text": "Almost there, Boss, need to get some evals in!",
|
|
"type": "text",
|
|
}
|
|
],
|
|
"type": "rich_text_section",
|
|
}
|
|
],
|
|
"type": "rich_text",
|
|
}
|
|
],
|
|
"client_msg_id": "msg_id_0",
|
|
"datetime_timestamp": "2025-01-21 16:59:55",
|
|
"team": "617263616465207465616D20697320617420626F7373206C6576656C",
|
|
"text": "Almost there, Boss, need to get some evals in!",
|
|
"ts": "1737507595.598529",
|
|
"type": "message",
|
|
"user": "77686F2069732074686520626F73733F",
|
|
},
|
|
{
|
|
"blocks": [
|
|
{
|
|
"block_id": "xyz456",
|
|
"elements": [
|
|
{
|
|
"elements": [
|
|
{
|
|
"text": "hey, are the Slack Tools ready yet?",
|
|
"type": "text",
|
|
}
|
|
],
|
|
"type": "rich_text_section",
|
|
}
|
|
],
|
|
"type": "rich_text",
|
|
}
|
|
],
|
|
"client_msg_id": "msg_id_1",
|
|
"datetime_timestamp": "2025-01-21 16:57:35",
|
|
"team": "617263616465207465616D20697320617420626F7373206C6576656C",
|
|
"text": "hey, are the Slack Tools ready yet?",
|
|
"ts": "1737507595.598529",
|
|
"type": "message",
|
|
"user": "73616D2069732074686520626F7373",
|
|
},
|
|
],
|
|
"next_cursor": "dXNlcjpVsDjzOTZGVDlQRA==",
|
|
}),
|
|
"tool_call_id": "call_1",
|
|
"name": "Slack_GetConversationHistoryByName",
|
|
},
|
|
{
|
|
"role": "assistant",
|
|
"content": 'Here are the last 2 messages from the general channel:\n\n1. **User:** 77686F2069732074686520626F73733F \n **Message:** "Almost there, Boss, need to get some evals in!" \n **Timestamp:** 2025-01-21 16:59:55\n\n2. **User:** 73616D2069732074686520626F7373 \n **Message:** "hey, are the Slack Tools ready yet?" \n **Timestamp:** 2025-01-21 16:57:35',
|
|
},
|
|
],
|
|
)
|
|
|
|
return suite
|