197 lines
5.7 KiB
Python
197 lines
5.7 KiB
Python
import json
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from arcade.sdk import ToolCatalog
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from arcade.sdk.eval import (
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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.sdk.eval.critic import BinaryCritic
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import arcade_asana
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from arcade_asana.tools import get_project_by_id, list_projects
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# Evaluation rubric
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rubric = EvalRubric(
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fail_threshold=0.85,
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warn_threshold=0.95,
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)
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catalog = ToolCatalog()
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catalog.add_module(arcade_asana)
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@tool_eval()
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def list_projects_eval_suite() -> EvalSuite:
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suite = EvalSuite(
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name="list projects eval suite",
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system_message=(
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"You are an AI assistant with access to Asana tools. "
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"Use them to help the user with their tasks."
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),
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catalog=catalog,
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rubric=rubric,
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)
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suite.add_case(
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name="List projects",
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user_message="List the projects in Asana.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=list_projects,
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args={
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"team_ids": None,
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"limit": 100,
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"offset": None,
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},
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),
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],
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rubric=rubric,
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critics=[
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BinaryCritic(critic_field="team_ids", weight=0.4),
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BinaryCritic(critic_field="limit", weight=0.3),
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BinaryCritic(critic_field="offset", weight=0.3),
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],
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)
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suite.add_case(
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name="List projects filtering by teams",
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user_message="List the projects in Asana for the team '1234567890'.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=list_projects,
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args={
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"team_ids": ["1234567890"],
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"limit": 100,
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"offset": None,
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},
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),
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],
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rubric=rubric,
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critics=[
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BinaryCritic(critic_field="team_ids", weight=0.6),
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BinaryCritic(critic_field="limit", weight=0.2),
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BinaryCritic(critic_field="offset", weight=0.2),
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],
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)
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suite.add_case(
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name="List projects with limit",
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user_message="List 10 projects in Asana.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=list_projects,
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args={
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"team_ids": None,
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"limit": 10,
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"offset": None,
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},
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),
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],
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rubric=rubric,
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critics=[
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BinaryCritic(critic_field="team_ids", weight=0.2),
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BinaryCritic(critic_field="limit", weight=0.6),
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BinaryCritic(critic_field="offset", weight=0.2),
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],
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)
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suite.add_case(
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name="List projects with pagination",
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user_message="Show me the next 2 projects.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=list_projects,
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args={
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"limit": 2,
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"offset": "abc123",
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"team_ids": None,
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},
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),
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],
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rubric=rubric,
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critics=[
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BinaryCritic(critic_field="limit", weight=0.45),
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BinaryCritic(critic_field="offset", weight=0.45),
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BinaryCritic(critic_field="team_ids", weight=0.1),
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],
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additional_messages=[
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{"role": "user", "content": "Show me 2 projects in Asana."},
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{
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"role": "assistant",
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"content": "",
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"tool_calls": [
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{
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"id": "call_1",
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"type": "function",
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"function": {
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"name": "Asana_ListProjects",
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"arguments": '{"limit":2}',
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},
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}
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],
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},
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{
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"role": "tool",
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"content": json.dumps({
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"count": 2,
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"next_page": {
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"has_more_results": True,
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"next_page_token": "abc123",
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},
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"workspaces": [
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{
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"id": "1234567890",
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"name": "Project Hello",
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},
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{
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"id": "1234567891",
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"name": "Project World",
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},
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],
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}),
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"tool_call_id": "call_1",
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"name": "Asana_ListProjects",
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},
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{
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"role": "assistant",
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"content": "Here are two projects in Asana:\n\n1. Project Hello\n2. Project World",
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},
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],
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)
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return suite
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@tool_eval()
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def get_project_by_id_eval_suite() -> EvalSuite:
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suite = EvalSuite(
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name="get project by id eval suite",
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system_message="You are an AI assistant with access to Asana tools. Use them to help the user with their tasks.",
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catalog=catalog,
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rubric=rubric,
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)
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suite.add_case(
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name="Get project by id",
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user_message="Get the project with id '1234567890' in Asana.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_project_by_id,
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args={
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"project_id": "1234567890",
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},
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),
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],
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rubric=rubric,
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critics=[
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BinaryCritic(critic_field="name", weight=0.7),
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BinaryCritic(critic_field="description", weight=0.1),
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BinaryCritic(critic_field="color", weight=0.1),
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BinaryCritic(critic_field="workspace_id", weight=0.1),
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],
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)
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return suite
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