from datetime import timedelta from arcade.sdk import ToolCatalog from arcade.sdk.eval import ( BinaryCritic, DatetimeCritic, EvalRubric, EvalSuite, ExpectedToolCall, tool_eval, ) from arcade_microsoft.outlook_mail import ( list_emails, list_emails_by_property, 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") catalog.add_tool(list_emails_by_property, "Microsoft") @tool_eval() def outlook_mail_read_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 @tool_eval() def outlook_mail_list_emails_by_property_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 by subject", user_message="get all emails that talk about The Green Bottle", expected_tool_calls=[ ExpectedToolCall( func=list_emails_by_property, args={ "property": "subject", "operator": "contains", "value": "The Green Bottle", }, ), ], critics=[ BinaryCritic(critic_field="property", weight=1 / 3), BinaryCritic(critic_field="operator", weight=1 / 3), BinaryCritic(critic_field="value", weight=1 / 3), ], ) suite.extend_case( name="List emails by thread", user_message="get all emails in my thread 1k2jh324h92f24krjb34mtb43kj4bk3tmn34b3k4nnm3tb34mntb34mntb3m4bt3mn4bt3mn4btmnb34tmnb3t4mnb==34tkjh", # noqa: E501 expected_tool_calls=[ ExpectedToolCall( func=list_emails_by_property, args={ "property": "conversationId", "operator": "eq", "value": "1k2jh324h92f24krjb34mtb43kj4bk3tmn34b3k4nnm3tb34mntb34mntb3m4bt3mn4bt3mn4btmnb34tmnb3t4mnb==34tkjh", # noqa: E501 }, ), ], critics=[ BinaryCritic(critic_field="property", weight=1 / 3), BinaryCritic(critic_field="operator", weight=1 / 3), BinaryCritic(critic_field="value", weight=1 / 3), ], ) suite.extend_case( name="List emails by date", user_message="Today is May 1st 2025. Get all emails that are a year old or older", expected_tool_calls=[ ExpectedToolCall( func=list_emails_by_property, args={ "property": "receivedDateTime", "operator": "le", "value": "2024-05-01T00:00:00Z", }, ), ], critics=[ BinaryCritic(critic_field="property", weight=1 / 3), BinaryCritic(critic_field="operator", weight=1 / 3), DatetimeCritic(critic_field="value", weight=1 / 3, tolerance=timedelta(days=1)), ], ) suite.extend_case( name="List emails by sender", user_message="get all of my correspondence with the folks over at arcade.dev", expected_tool_calls=[ ExpectedToolCall( func=list_emails_by_property, args={ "property": "sender/emailAddress/address", "operator": "contains", "value": "arcade.dev", }, ), ], critics=[ BinaryCritic(critic_field="property", weight=1 / 3), BinaryCritic(critic_field="operator", weight=1 / 3), BinaryCritic(critic_field="value", weight=1 / 3), ], ) return suite