from arcade.sdk import ToolCatalog from arcade.sdk.eval import ( BinaryCritic, EvalRubric, EvalSuite, ExpectedToolCall, tool_eval, ) from arcade_microsoft.outlook_mail import list_emails, list_emails_in_folder from arcade_microsoft.outlook_mail.enums import WellKnownFolderNames from evals.outlook_mail.additional_messages import ( list_emails_with_pagination_token_additional_messages, ) # Evaluation rubric rubric = EvalRubric( fail_threshold=0.9, warn_threshold=0.95, ) catalog = ToolCatalog() catalog.add_tool(list_emails, "Microsoft") catalog.add_tool(list_emails_in_folder, "Microsoft") @tool_eval() def outlook_mail_eval_suite() -> EvalSuite: """Create an evaluation suite for Outlook Mail tools.""" suite = EvalSuite( name="Outlook Mail Tools Evaluation", system_message=("You are an AI that has access to tools to send, read, and write emails."), catalog=catalog, rubric=rubric, ) suite.add_case( name="List emails in mailbox", user_message="get my five most recent emails", expected_tool_calls=[ ExpectedToolCall( func=list_emails, args={"limit": 5}, ) ], critics=[ BinaryCritic(critic_field="limit", weight=1.0), ], ) suite.add_case( name="List emails in mailbox with pagination token", user_message="get the next 3", expected_tool_calls=[ ExpectedToolCall( func=list_emails, args={ "limit": 3, "pagination_token": "https://graph.microsoft.com/v1.0/me/messages?%24count=true&%24orderby=receivedDateTime+DESC&%24select=bccRecipients%2cbody%2cccRecipients%2cconversationId%2cconversationIndex%2cflag%2cfrom%2chasAttachments%2cimportance%2cisDraft%2cisRead%2creceivedDateTime%2creplyTo%2csubject%2ctoRecipients%2cwebLink&%24top=1&%24skip=1", }, ) ], critics=[ BinaryCritic(critic_field="limit", weight=0.2), BinaryCritic(critic_field="pagination_token", weight=0.8), ], additional_messages=list_emails_with_pagination_token_additional_messages, ) suite.add_case( name="List emails in well-known folder", user_message="summarize my inbox", expected_tool_calls=[ ExpectedToolCall( func=list_emails_in_folder, args={ "well_known_folder_name": WellKnownFolderNames.INBOX, "folder_id": None, }, ) ], critics=[ BinaryCritic(critic_field="well_known_folder_name", weight=0.5), BinaryCritic(critic_field="folder_id", weight=0.5), ], ) suite.add_case( name="List emails in folder by id", user_message="get 5 from folder AQMkADAwATM0MDAAMi04Y2Y1LTQ3MTEALTAwAi0wMAoALgAAAyXxSd3UxTpCkDpGouEg0JMBAFuxokOLZRtDncM4", # noqa: E501 expected_tool_calls=[ ExpectedToolCall( func=list_emails_in_folder, args={ "well_known_folder_name": None, "folder_id": "AQMkADAwATM0MDAAMi04Y2Y1LTQ3MTEALTAwAi0wMAoALgAAAyXxSd3UxTpCkDpGouEg0JMBAFuxokOLZRtDncM4", # noqa: E501 "limit": 5, }, ) ], critics=[ BinaryCritic(critic_field="well_known_folder_name", weight=0.4), BinaryCritic(critic_field="folder_id", weight=0.4), BinaryCritic(critic_field="limit", weight=0.2), ], ) return suite