443 lines
14 KiB
Python
443 lines
14 KiB
Python
# Copyright (c) Microsoft. All rights reserved.
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import datetime
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from enum import Enum
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from typing import Annotated
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import pytest
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from pydantic import Field
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from semantic_kernel.connectors.ai.function_calling_utils import (
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kernel_function_metadata_to_function_call_format,
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)
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from semantic_kernel.functions.kernel_function_decorator import kernel_function
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from semantic_kernel.kernel import Kernel
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from semantic_kernel.kernel_pydantic import KernelBaseModel
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# region Test helpers
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class DateTimePlugin:
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class Data(KernelBaseModel):
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timestamp: datetime.datetime
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@kernel_function(name="GetData", description="Get a Data class.")
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def get_data(data: Annotated[Data, "The data."]) -> Annotated[Data, "The data."]:
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"""Get the data."""
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return data
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class BooleanPlugin:
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@kernel_function(name="GetBoolean", description="Get a boolean value.")
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def get_boolean(self, value: Annotated[bool, "The boolean value."]) -> Annotated[bool, "The boolean value."]:
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return value
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class StringPlugin:
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@kernel_function(name="GetWeather", description="Get the weather for a location.")
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def get_weather(
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self, location: Annotated[str, "The location to get the weather for."]
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) -> Annotated[str, "The weather for the location."]:
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return f"The weather in {location} is sunny."
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class ComplexRequest(KernelBaseModel):
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start_date: str = Field(
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...,
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description="The start date in ISO 8601 format",
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examples=["2024-01-23", "2020-06-15"],
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)
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end_date: str = Field(
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...,
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description="The end date in ISO-8601 format",
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examples=["2024-01-23", "2020-06-15"],
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)
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class ComplexTypePlugin:
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@kernel_function(name="answer_request", description="Answer a request")
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def book_holiday(
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self, request: Annotated[ComplexRequest, "A request to answer."]
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) -> Annotated[
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bool,
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"The result is the boolean value True if successful, False if unsuccessful.",
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]:
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return True
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class Items(KernelBaseModel):
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name: Annotated[str, "The name"]
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id: Annotated[int, "The id"]
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class ItemsPlugin(KernelBaseModel):
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@kernel_function(
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name="return_items",
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description="Returns the items",
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)
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def return_items(
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self,
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items: Annotated[list[Items], "Ordered list of items to be returned"],
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):
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pass
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class ListPlugin:
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@kernel_function(name="get_items", description="Filters a list.")
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def get_configuration(
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self, items: Annotated[list[str], "The list of items."]
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) -> Annotated[list[str], "The filtered list."]:
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return [item for item in items if item in ["skip"]]
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class UnionTypePluginLegacySyntax:
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@kernel_function(name="union_legacy", description="Union type")
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def union(self, value: Annotated[str | int, "The union value"]) -> Annotated[str | int, "The union value"]:
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return value
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class UnionTypePlugin:
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@kernel_function(name="union", description="Union type")
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def union(self, value: Annotated[str | int, "The union value"]) -> Annotated[str | int, "The union value"]:
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return value
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class MyEnum(Enum):
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OPTION_A = "OptionA"
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OPTION_B = "OptionB"
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OPTION_C = "OptionC"
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class EnumPlugin:
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@kernel_function(name="GetEnumValue", description="Get a value from the enum.")
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def get_enum_value(
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self, value: Annotated[MyEnum, "The enum value."]
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) -> Annotated[str, "The string representation of the enum value."]:
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return value.value
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@pytest.fixture
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def setup_kernel():
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kernel = Kernel()
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kernel.add_plugins({
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"BooleanPlugin": BooleanPlugin(),
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"StringPlugin": StringPlugin(),
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"ComplexTypePlugin": ComplexTypePlugin(),
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"ListPlugin": ListPlugin(),
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"ItemsPlugin": ItemsPlugin(),
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"UnionPlugin": UnionTypePlugin(),
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"UnionPluginLegacy": UnionTypePluginLegacySyntax(),
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"EnumPlugin": EnumPlugin(),
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"DateTimePlugin": DateTimePlugin(),
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})
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return kernel
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# endregion
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def test_bool_schema(setup_kernel):
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kernel = setup_kernel
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boolean_func_metadata = kernel.get_list_of_function_metadata_filters(
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filters={"included_plugins": ["BooleanPlugin"]}
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)
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boolean_schema = kernel_function_metadata_to_function_call_format(boolean_func_metadata[0])
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expected_schema = {
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"type": "function",
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"function": {
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"name": "BooleanPlugin-GetBoolean",
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"description": "Get a boolean value.",
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"parameters": {
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"type": "object",
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"properties": {"value": {"type": "boolean", "description": "The boolean value."}},
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"required": ["value"],
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},
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},
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}
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assert boolean_schema == expected_schema
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def test_bool_schema_no_plugins(setup_kernel):
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kernel = setup_kernel
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kernel.plugins = None
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boolean_func_metadata = kernel.get_list_of_function_metadata_bool()
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assert boolean_func_metadata == []
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def test_bool_schema_with_plugins(setup_kernel):
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kernel = setup_kernel
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boolean_func_metadata = kernel.get_list_of_function_metadata_bool()
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assert boolean_func_metadata is not None
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assert len(boolean_func_metadata) > 0
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def test_string_schema(setup_kernel):
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kernel = setup_kernel
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string_func_metadata = kernel.get_list_of_function_metadata_filters(filters={"included_plugins": ["StringPlugin"]})
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string_schema = kernel_function_metadata_to_function_call_format(string_func_metadata[0])
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expected_schema = {
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"type": "function",
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"function": {
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"name": "StringPlugin-GetWeather",
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"description": "Get the weather for a location.",
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"parameters": {
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"type": "object",
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"properties": {
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"location": {
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"type": "string",
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"description": "The location to get the weather for.",
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}
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},
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"required": ["location"],
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},
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},
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}
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assert string_schema == expected_schema
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def test_string_schema_filter_functions(setup_kernel):
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kernel = setup_kernel
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string_func_metadata = kernel.get_list_of_function_metadata_filters(filters={"included_functions": ["random"]})
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assert string_func_metadata == []
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def test_string_schema_throws_included_and_excluded_plugins(setup_kernel):
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kernel = setup_kernel
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with pytest.raises(ValueError):
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_ = kernel.get_list_of_function_metadata_filters(
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filters={"included_plugins": ["StringPlugin"], "excluded_plugins": ["BooleanPlugin"]}
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)
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def test_string_schema_throws_included_and_excluded_functions(setup_kernel):
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kernel = setup_kernel
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with pytest.raises(ValueError):
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_ = kernel.get_list_of_function_metadata_filters(
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filters={"included_functions": ["function1"], "excluded_functions": ["function2"]}
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)
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def test_complex_schema(setup_kernel):
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kernel = setup_kernel
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complex_func_metadata = kernel.get_list_of_function_metadata_filters(
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filters={"included_plugins": ["ComplexTypePlugin"]}
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)
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complex_schema = kernel_function_metadata_to_function_call_format(complex_func_metadata[0])
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expected_schema = {
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"type": "function",
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"function": {
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"name": "ComplexTypePlugin-answer_request",
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"description": "Answer a request",
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"parameters": {
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"type": "object",
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"properties": {
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"request": {
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"type": "object",
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"properties": {
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"start_date": {
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"type": "string",
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"description": "The start date in ISO 8601 format",
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},
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"end_date": {
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"type": "string",
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"description": "The end date in ISO-8601 format",
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},
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},
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"required": ["start_date", "end_date"],
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"description": "A request to answer.",
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}
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},
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"required": ["request"],
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},
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},
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}
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assert complex_schema == expected_schema
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def test_list_schema(setup_kernel):
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kernel = setup_kernel
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complex_func_metadata = kernel.get_list_of_function_metadata_filters(filters={"included_plugins": ["ListPlugin"]})
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complex_schema = kernel_function_metadata_to_function_call_format(complex_func_metadata[0])
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expected_schema = {
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"type": "function",
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"function": {
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"name": "ListPlugin-get_items",
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"description": "Filters a list.",
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"parameters": {
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"type": "object",
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"properties": {
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"items": {
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"type": "array",
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"description": "The list of items.",
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"items": {"type": "string"},
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}
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},
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"required": ["items"],
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},
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},
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}
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assert complex_schema == expected_schema
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def test_list_of_items_plugin(setup_kernel):
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kernel = setup_kernel
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complex_func_metadata = kernel.get_list_of_function_metadata_filters(filters={"included_plugins": ["ItemsPlugin"]})
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complex_schema = kernel_function_metadata_to_function_call_format(complex_func_metadata[0])
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expected_schema = {
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"type": "function",
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"function": {
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"name": "ItemsPlugin-return_items",
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"description": "Returns the items",
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"parameters": {
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"type": "object",
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"properties": {
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"items": {
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"type": "array",
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"items": {
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"type": "object",
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"properties": {
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"name": {"type": "string", "description": "The name"},
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"id": {
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"type": "integer",
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"description": "The id",
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},
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},
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"required": ["name", "id"],
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},
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"description": "Ordered list of items to be returned",
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}
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},
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"required": ["items"],
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},
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},
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}
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assert complex_schema == expected_schema
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@pytest.mark.parametrize(
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("plugin_name", "function_name"), [("UnionPlugin", "union"), ("UnionPluginLegacy", "union_legacy")]
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)
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def test_union_plugin(setup_kernel, plugin_name, function_name):
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kernel = setup_kernel
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complex_func_metadata = kernel.get_list_of_function_metadata_filters(
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filters={"included_plugins": ["UnionPlugin", "UnionPluginLegacy"]}
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)
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complex_schema_1 = kernel_function_metadata_to_function_call_format(complex_func_metadata[0])
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complex_schema_2 = kernel_function_metadata_to_function_call_format(complex_func_metadata[1])
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expected_schema = {
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"type": "function",
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"function": {
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"name": f"{plugin_name}-{function_name}",
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"description": "Union type",
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"parameters": {
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"type": "object",
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"properties": {
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"value": {
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"anyOf": [
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{"type": "string", "description": "The union value"},
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{"type": "integer", "description": "The union value"},
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]
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}
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},
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"required": ["value"],
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},
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},
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}
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if plugin_name == "UnionPlugin":
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assert complex_schema_1 == expected_schema
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else:
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assert complex_schema_2 == expected_schema
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def test_enum_plugin(setup_kernel):
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kernel = setup_kernel
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complex_func_metadata = kernel.get_list_of_function_metadata_filters(filters={"included_plugins": ["EnumPlugin"]})
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complex_schema = kernel_function_metadata_to_function_call_format(complex_func_metadata[0])
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expected_schema = {
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"type": "function",
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"function": {
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"name": "EnumPlugin-GetEnumValue",
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"description": "Get a value from the enum.",
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"parameters": {
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"type": "object",
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"properties": {
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"value": {
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"type": "string",
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"enum": ["OptionA", "OptionB", "OptionC"],
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"description": "The enum value.",
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}
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},
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"required": ["value"],
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},
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},
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}
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assert complex_schema == expected_schema
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def test_datetime_parameter(setup_kernel):
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kernel = setup_kernel
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complex_func_metadata = kernel.get_list_of_function_metadata_filters(
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filters={"included_plugins": ["DateTimePlugin"]}
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)
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complex_schema = kernel_function_metadata_to_function_call_format(complex_func_metadata[0])
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expected_schema = {
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"type": "function",
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"function": {
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"name": "DateTimePlugin-GetData",
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"description": "Get a Data class.",
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"parameters": {
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"type": "object",
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"properties": {
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"data": {
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"type": "object",
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"properties": {"timestamp": {"type": "object"}},
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"required": ["timestamp"],
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"description": "The data.",
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}
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},
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"required": ["data"],
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},
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},
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}
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assert complex_schema == expected_schema
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