222 lines
6.2 KiB
Python
222 lines
6.2 KiB
Python
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_salesforce
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from arcade_salesforce.tools import get_account_data_by_id, get_account_data_by_keywords
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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_salesforce)
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@tool_eval()
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def get_account_data_by_keywords_eval_suite() -> EvalSuite:
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suite = EvalSuite(
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name="get_account_data_by_keywords",
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system_message=(
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"You are an AI assistant with access to Salesforce 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="Get account data by keywords",
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user_message="Get information about the Acme account.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_account_data_by_keywords,
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args={
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"query": "Acme",
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"page": 1,
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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="query", weight=0.5),
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BinaryCritic(critic_field="page", weight=0.5),
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],
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)
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suite.add_case(
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name="Get account data by keywords with limit",
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user_message="Get information of up to 3 accounts with the word 'Acme' in their name.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_account_data_by_keywords,
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args={
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"query": "Acme",
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"limit": 3,
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"page": 1,
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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="query", weight=1 / 3),
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BinaryCritic(critic_field="limit", weight=1 / 3),
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BinaryCritic(critic_field="page", weight=1 / 3),
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],
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)
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suite.add_case(
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name="Get summary of account activity",
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user_message="Get a summary of the latest activities in the Acme account.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_account_data_by_keywords,
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args={
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"query": "Acme",
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"page": 1,
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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="query", weight=0.5),
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BinaryCritic(critic_field="page", weight=0.5),
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],
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)
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suite.add_case(
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name="Interactions with contacts of an account",
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user_message="Get me the interactions with the contacts of the Acme account.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_account_data_by_keywords,
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args={
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"query": "Acme",
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"page": 1,
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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="query", weight=0.5),
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BinaryCritic(critic_field="page", weight=0.5),
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],
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)
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suite.add_case(
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name="Emails or calls with contacts of an account",
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user_message="Were there any emails or calls with contacts of the Acme account this week?",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_account_data_by_keywords,
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args={
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"query": "Acme",
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"page": 1,
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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="query", weight=0.5),
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BinaryCritic(critic_field="page", weight=0.5),
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],
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)
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suite.add_case(
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name="Get account status",
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user_message="What's the status of the Acme account?",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_account_data_by_keywords,
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args={
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"query": "Acme",
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"page": 1,
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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="query", weight=0.5),
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BinaryCritic(critic_field="page", weight=0.5),
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],
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)
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suite.add_case(
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name="Get overdue tasks",
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user_message="Are there any tasks overdue for the Acme account?",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_account_data_by_keywords,
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args={
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"query": "Acme",
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"page": 1,
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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="query", weight=0.5),
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BinaryCritic(critic_field="page", weight=0.5),
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],
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)
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suite.add_case(
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name="Get account closing likelihood",
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user_message="What's the likelihood of the Acme account closing a deal?",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_account_data_by_keywords,
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args={
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"query": "Acme",
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"page": 1,
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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="query", weight=0.5),
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BinaryCritic(critic_field="page", weight=0.5),
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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_account_data_by_id_eval_suite() -> EvalSuite:
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suite = EvalSuite(
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name="get_account_data_by_id",
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system_message=(
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"You are an AI assistant with access to Salesforce 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="Get account data by ID",
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user_message="Get information about the account with ID 001gK000003DIn0QAG.",
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expected_tool_calls=[
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ExpectedToolCall(
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func=get_account_data_by_id,
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args={
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"account_id": "001gK000003DIn0QAG",
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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="account_id", weight=1.0),
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],
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)
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return suite
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