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Python: Add class validation for Dapr Runtime step loading (#13499)
### Motivation and Context The Dapr Runtime uses string-based class names to load step classes dynamically. This PR adds validation to ensure that only valid KernelProcessStep subclasses can be loaded and instantiated, improving type safety and providing better error messages when misconfigured. The new allowed_module_prefixes parameter gives users control over which modules are permitted for step class loading, which can be useful in environments where stricter control is desired. <!-- Thank you for your contribution to the semantic-kernel repo! Please help reviewers and future users, providing the following information: 1. Why is this change required? 2. What problem does it solve? 3. What scenario does it contribute to? 4. If it fixes an open issue, please link to the issue here. --> ### Description - Add issubclass(cls, KernelProcessStep) validation when loading step classes from qualified names - Add optional allowed_module_prefixes parameter for restricting which modules can be loaded - Centralize class loading logic in get_step_class_from_qualified_name() utility function - Remove duplicate _get_class_from_string methods from DaprStepInfo and StepActor <!-- Describe your changes, the overall approach, the underlying design. These notes will help understanding how your code works. Thanks! --> ### Contribution Checklist <!-- Before submitting this PR, please make sure: --> - [X] The code builds clean without any errors or warnings - [X] The PR follows the [SK Contribution Guidelines](https://github.com/microsoft/semantic-kernel/blob/main/CONTRIBUTING.md) and the [pre-submission formatting script](https://github.com/microsoft/semantic-kernel/blob/main/CONTRIBUTING.md#development-scripts) raises no violations - [X] All unit tests pass, and I have added new tests where possible - [ ] I didn't break anyone 😄
This commit is contained in:
@@ -1,10 +1,9 @@
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# Copyright (c) Microsoft. All rights reserved.
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import asyncio
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import importlib
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import json
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import logging
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from collections.abc import Callable
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from collections.abc import Callable, Sequence
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from inspect import isawaitable
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from queue import Queue
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from typing import Any
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@@ -38,7 +37,11 @@ from semantic_kernel.processes.process_event import ProcessEvent
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from semantic_kernel.processes.process_message import ProcessMessage
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from semantic_kernel.processes.process_message_factory import ProcessMessageFactory
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from semantic_kernel.processes.process_types import get_generic_state_type
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from semantic_kernel.processes.step_utils import find_input_channels, get_fully_qualified_name
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from semantic_kernel.processes.step_utils import (
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find_input_channels,
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get_fully_qualified_name,
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get_step_class_from_qualified_name,
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)
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from semantic_kernel.utils.feature_stage_decorator import experimental
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logger: logging.Logger = logging.getLogger(__name__)
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@@ -48,7 +51,14 @@ logger: logging.Logger = logging.getLogger(__name__)
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class StepActor(Actor, StepInterface, KernelProcessMessageChannel):
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"""Represents a step actor that follows the Step abstract class."""
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def __init__(self, ctx: ActorRuntimeContext, actor_id: ActorId, kernel: Kernel, factories: dict[str, Callable]):
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def __init__(
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self,
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ctx: ActorRuntimeContext,
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actor_id: ActorId,
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kernel: Kernel,
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factories: dict[str, Callable],
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allowed_module_prefixes: Sequence[str] | None = None,
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):
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"""Initializes a new instance of StepActor.
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Args:
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@@ -56,10 +66,14 @@ class StepActor(Actor, StepInterface, KernelProcessMessageChannel):
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actor_id: The unique ID for the actor.
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kernel: The Kernel dependency to be injected.
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factories: The factory dictionary to use for creating the step.
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allowed_module_prefixes: Optional sequence of module prefixes that are allowed
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for step class loading. If provided, step classes must come from modules
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starting with one of these prefixes.
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"""
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super().__init__(ctx, actor_id)
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self.kernel = kernel
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self.factories: dict[str, Callable] = factories
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self.allowed_module_prefixes: Sequence[str] | None = allowed_module_prefixes
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self.parent_process_id: str | None = None
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self.step_info: DaprStepInfo | None = None
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self.initialize_task: bool | None = False
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@@ -168,12 +182,6 @@ class StepActor(Actor, StepInterface, KernelProcessMessageChannel):
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await self._state_manager.try_add_state(ActorStateKeys.StepIncomingMessagesState.value, messages_to_save)
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await self._state_manager.save_state()
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def _get_class_from_string(self, full_class_name: str):
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"""Gets a class from a string."""
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module_name, class_name = full_class_name.rsplit(".", 1)
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module = importlib.import_module(module_name)
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return getattr(module, class_name)
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async def activate_step(self):
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"""Initializes the step."""
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# Instantiate an instance of the inner step object and retrieve its class reference.
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@@ -184,7 +192,10 @@ class StepActor(Actor, StepInterface, KernelProcessMessageChannel):
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step_cls = step_object.__class__
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step_instance: KernelProcessStep = step_object # type: ignore
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else:
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step_cls = self._get_class_from_string(self.inner_step_type)
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step_cls = get_step_class_from_qualified_name(
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self.inner_step_type,
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allowed_module_prefixes=self.allowed_module_prefixes,
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)
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step_instance: KernelProcessStep = step_cls() # type: ignore
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kernel_plugin = self.kernel.add_plugin(
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@@ -1,7 +1,7 @@
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# Copyright (c) Microsoft. All rights reserved.
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from collections.abc import MutableSequence
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from collections.abc import MutableSequence, Sequence
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from typing import Literal
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from pydantic import Field
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@@ -20,17 +20,23 @@ class DaprProcessInfo(DaprStepInfo):
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type: Literal["DaprProcessInfo"] = "DaprProcessInfo" # type: ignore
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steps: MutableSequence["DaprStepInfo | DaprProcessInfo"] = Field(default_factory=list)
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def to_kernel_process(self) -> KernelProcess:
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"""Converts the Dapr process info to a kernel process."""
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def to_kernel_process(self, allowed_module_prefixes: Sequence[str] | None = None) -> KernelProcess:
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"""Converts the Dapr process info to a kernel process.
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Args:
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allowed_module_prefixes: Optional list of module prefixes that are allowed
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for step class loading. If provided, step classes must come from modules
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starting with one of these prefixes.
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"""
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if not isinstance(self.state, KernelProcessState):
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raise ValueError("State must be a kernel process state")
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steps: list[KernelProcessStepInfo] = []
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for step in self.steps:
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if isinstance(step, DaprProcessInfo):
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steps.append(step.to_kernel_process())
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steps.append(step.to_kernel_process(allowed_module_prefixes=allowed_module_prefixes))
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else:
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steps.append(step.to_kernel_process_step_info())
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steps.append(step.to_kernel_process_step_info(allowed_module_prefixes=allowed_module_prefixes))
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return KernelProcess(state=self.state, steps=steps, edges=self.edges)
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@@ -1,6 +1,6 @@
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# Copyright (c) Microsoft. All rights reserved.
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import importlib
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from collections.abc import Sequence
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from typing import Literal
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from pydantic import Field
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@@ -11,7 +11,7 @@ from semantic_kernel.processes.kernel_process.kernel_process_edge import KernelP
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from semantic_kernel.processes.kernel_process.kernel_process_state import KernelProcessState
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from semantic_kernel.processes.kernel_process.kernel_process_step_info import KernelProcessStepInfo
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from semantic_kernel.processes.kernel_process.kernel_process_step_state import KernelProcessStepState
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from semantic_kernel.processes.step_utils import get_fully_qualified_name
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from semantic_kernel.processes.step_utils import get_fully_qualified_name, get_step_class_from_qualified_name
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from semantic_kernel.utils.feature_stage_decorator import experimental
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@@ -24,13 +24,20 @@ class DaprStepInfo(KernelBaseModel):
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state: KernelProcessState | KernelProcessStepState
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edges: dict[str, list[KernelProcessEdge]] = Field(default_factory=dict)
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def to_kernel_process_step_info(self) -> KernelProcessStepInfo:
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"""Converts the Dapr step info to a kernel process step info."""
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inner_step_type = self._get_class_from_string(self.inner_step_python_type)
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if inner_step_type is None:
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raise KernelException(
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f"Unable to create inner step type from assembly qualified name `{self.inner_step_python_type}`"
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)
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def to_kernel_process_step_info(
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self, allowed_module_prefixes: Sequence[str] | None = None
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) -> KernelProcessStepInfo:
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"""Converts the Dapr step info to a kernel process step info.
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Args:
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allowed_module_prefixes: Optional list of module prefixes that are allowed
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for step class loading. If provided, step classes must come from modules
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starting with one of these prefixes.
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"""
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inner_step_type = get_step_class_from_qualified_name(
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self.inner_step_python_type,
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allowed_module_prefixes=allowed_module_prefixes,
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)
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return KernelProcessStepInfo(inner_step_type=inner_step_type, state=self.state, output_edges=self.edges)
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@classmethod
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@@ -46,9 +53,3 @@ class DaprStepInfo(KernelBaseModel):
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state=kernel_step_info.state,
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edges={key: list(value) for key, value in kernel_step_info.edges.items()},
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)
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def _get_class_from_string(self, full_class_name: str):
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"""Gets a class from a string."""
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module_name, class_name = full_class_name.rsplit(".", 1)
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module = importlib.import_module(module_name)
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return getattr(module, class_name)
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@@ -1,9 +1,14 @@
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# Copyright (c) Microsoft. All rights reserved.
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import importlib
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import inspect
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from collections.abc import Sequence
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from typing import Any
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from semantic_kernel.exceptions.process_exceptions import ProcessInvalidConfigurationException
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from semantic_kernel.functions.kernel_function import KernelFunction
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from semantic_kernel.processes.kernel_process.kernel_process_message_channel import KernelProcessMessageChannel
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from semantic_kernel.processes.kernel_process.kernel_process_step import KernelProcessStep
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from semantic_kernel.processes.kernel_process.kernel_process_step_context import KernelProcessStepContext
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from semantic_kernel.utils.feature_stage_decorator import experimental
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@@ -37,3 +42,80 @@ def find_input_channels(
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def get_fully_qualified_name(cls) -> str:
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"""Gets the fully qualified name of a class."""
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return f"{cls.__module__}.{cls.__name__}"
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@experimental
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def get_step_class_from_qualified_name(
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full_class_name: str,
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allowed_module_prefixes: Sequence[str] | None = None,
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) -> type[KernelProcessStep]:
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"""Loads and validates a KernelProcessStep class from a fully qualified name.
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This function validates that the loaded class is a proper subclass of
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KernelProcessStep, preventing instantiation of arbitrary classes.
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Args:
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full_class_name: The fully qualified class name in Python import notation
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(e.g., 'mypackage.mymodule.MyStep'). The module must be importable
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from the current Python environment.
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allowed_module_prefixes: Optional list of module prefixes that are allowed
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to be imported. If provided, the module must start with one of these
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prefixes. This check is performed BEFORE import to prevent execution
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of module-level code in unauthorized modules. If None or empty, any
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module is allowed.
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Returns:
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The validated class type that is a subclass of KernelProcessStep
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Raises:
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ProcessInvalidConfigurationException: Raised when:
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- The class name format is invalid (missing module separator)
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- The module is not in the allowed prefixes list (if provided)
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- The module cannot be imported
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- The class attribute doesn't exist in the module
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- The attribute is not a class type
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- The class is not a subclass of KernelProcessStep
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"""
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if not full_class_name or "." not in full_class_name:
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raise ProcessInvalidConfigurationException(
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f"Invalid step class name format: '{full_class_name}'. "
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"Expected a fully qualified name like 'module.ClassName'."
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)
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module_name, class_name = full_class_name.rsplit(".", 1)
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if not module_name or not class_name:
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raise ProcessInvalidConfigurationException(
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f"Invalid step class name format: '{full_class_name}'. Module name and class name cannot be empty."
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)
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# Check module allowlist BEFORE import to prevent module-level code execution
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if allowed_module_prefixes and not any(module_name.startswith(prefix) for prefix in allowed_module_prefixes):
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raise ProcessInvalidConfigurationException(
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f"Module '{module_name}' is not in the allowed module prefixes: {allowed_module_prefixes}. "
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f"Step class '{full_class_name}' cannot be loaded."
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)
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try:
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module = importlib.import_module(module_name)
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except ImportError as e:
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raise ProcessInvalidConfigurationException(
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f"Unable to import module '{module_name}' for step class '{full_class_name}': {e}"
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) from e
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try:
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cls = getattr(module, class_name)
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except AttributeError as e:
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raise ProcessInvalidConfigurationException(
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f"Class '{class_name}' not found in module '{module_name}': {e}"
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) from e
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if not inspect.isclass(cls):
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raise ProcessInvalidConfigurationException(f"'{full_class_name}' is not a class type, got {type(cls).__name__}")
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if not issubclass(cls, KernelProcessStep):
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raise ProcessInvalidConfigurationException(
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f"Step class '{full_class_name}' must be a subclass of KernelProcessStep. Got: {cls.__bases__}"
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)
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return cls
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@@ -11,11 +11,14 @@ from semantic_kernel.processes.dapr_runtime.interfaces.process_interface import
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from semantic_kernel.processes.kernel_process.kernel_process import KernelProcess
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from semantic_kernel.processes.kernel_process.kernel_process_event import KernelProcessEvent
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from semantic_kernel.processes.kernel_process.kernel_process_state import KernelProcessState
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from semantic_kernel.processes.kernel_process.kernel_process_step import KernelProcessStep
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from semantic_kernel.processes.kernel_process.kernel_process_step_info import KernelProcessStepInfo
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from semantic_kernel.processes.kernel_process.kernel_process_step_state import KernelProcessStepState
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class DummyInnerStepType:
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class DummyInnerStepType(KernelProcessStep):
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"""A valid KernelProcessStep subclass for testing."""
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pass
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@@ -0,0 +1,176 @@
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# Copyright (c) Microsoft. All rights reserved.
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import pytest
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from semantic_kernel.exceptions.process_exceptions import ProcessInvalidConfigurationException
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from semantic_kernel.processes.kernel_process.kernel_process_step import KernelProcessStep
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from semantic_kernel.processes.step_utils import get_step_class_from_qualified_name
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class MockValidStep(KernelProcessStep):
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"""A valid KernelProcessStep subclass for testing."""
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pass
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class NotAStep:
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"""A class that is NOT a KernelProcessStep subclass."""
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pass
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def test_valid_step_class_loads_successfully():
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"""Test that a valid KernelProcessStep subclass loads correctly."""
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full_name = f"{MockValidStep.__module__}.{MockValidStep.__name__}"
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result = get_step_class_from_qualified_name(full_name)
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assert result is MockValidStep
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assert issubclass(result, KernelProcessStep)
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def test_invalid_format_no_dots_raises_exception():
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"""Test that a class name without dots raises ProcessInvalidConfigurationException."""
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with pytest.raises(ProcessInvalidConfigurationException, match="Invalid step class name format"):
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get_step_class_from_qualified_name("NoDots")
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def test_empty_module_name_raises_exception():
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"""Test that empty module name (e.g., '.ClassName') raises ProcessInvalidConfigurationException."""
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with pytest.raises(ProcessInvalidConfigurationException, match="Module name and class name cannot be empty"):
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get_step_class_from_qualified_name(".ClassName")
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def test_empty_class_name_raises_exception():
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"""Test that empty class name (e.g., 'module.') raises ProcessInvalidConfigurationException."""
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with pytest.raises(ProcessInvalidConfigurationException, match="Module name and class name cannot be empty"):
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get_step_class_from_qualified_name("module.")
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def test_empty_string_raises_exception():
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"""Test that an empty string raises ProcessInvalidConfigurationException."""
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with pytest.raises(ProcessInvalidConfigurationException, match="Invalid step class name format"):
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get_step_class_from_qualified_name("")
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def test_none_like_empty_raises_exception():
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"""Test that None-like values raise ProcessInvalidConfigurationException."""
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with pytest.raises(ProcessInvalidConfigurationException, match="Invalid step class name format"):
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get_step_class_from_qualified_name(None) # type: ignore
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def test_nonexistent_module_raises_exception():
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"""Test that a non-existent module raises ProcessInvalidConfigurationException."""
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with pytest.raises(ProcessInvalidConfigurationException, match="Unable to import module"):
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get_step_class_from_qualified_name("nonexistent_module_xyz123.SomeClass")
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def test_nonexistent_class_in_valid_module_raises_exception():
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"""Test that a non-existent class in a valid module raises ProcessInvalidConfigurationException."""
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with pytest.raises(ProcessInvalidConfigurationException, match="not found in module"):
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get_step_class_from_qualified_name("semantic_kernel.kernel.NonExistentClass12345")
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def test_non_class_attribute_raises_exception():
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"""Test that loading a non-class attribute (function) raises ProcessInvalidConfigurationException."""
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with pytest.raises(ProcessInvalidConfigurationException, match="is not a class type"):
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get_step_class_from_qualified_name("semantic_kernel.processes.step_utils.get_fully_qualified_name")
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def test_non_step_class_raises_exception():
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"""Test that a class not inheriting from KernelProcessStep raises exception."""
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full_name = f"{NotAStep.__module__}.{NotAStep.__name__}"
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with pytest.raises(ProcessInvalidConfigurationException, match="must be a subclass of KernelProcessStep"):
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get_step_class_from_qualified_name(full_name)
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def test_builtin_class_raises_exception():
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"""Test that built-in classes like str raise exception."""
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with pytest.raises(ProcessInvalidConfigurationException, match="must be a subclass of KernelProcessStep"):
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get_step_class_from_qualified_name("builtins.str")
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def test_os_system_prevented():
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"""Test that os.system (a dangerous function, not a class) is prevented."""
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with pytest.raises(ProcessInvalidConfigurationException, match="is not a class type"):
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get_step_class_from_qualified_name("os.system")
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def test_arbitrary_class_prevented():
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"""Test that arbitrary classes like subprocess.Popen are prevented."""
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with pytest.raises(ProcessInvalidConfigurationException, match="must be a subclass of KernelProcessStep"):
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get_step_class_from_qualified_name("subprocess.Popen")
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def test_kernel_class_prevented():
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"""Test that even internal SK classes that aren't steps are prevented."""
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with pytest.raises(ProcessInvalidConfigurationException, match="must be a subclass of KernelProcessStep"):
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get_step_class_from_qualified_name("semantic_kernel.kernel.Kernel")
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# Module allowlist tests
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def test_allowlist_permits_valid_module():
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"""Test that a valid step class from an allowed module loads successfully."""
|
||||
full_name = f"{MockValidStep.__module__}.{MockValidStep.__name__}"
|
||||
# Allow the test module (use actual module name from __module__)
|
||||
module_prefix = MockValidStep.__module__
|
||||
result = get_step_class_from_qualified_name(
|
||||
full_name,
|
||||
allowed_module_prefixes=[module_prefix],
|
||||
)
|
||||
assert result is MockValidStep
|
||||
|
||||
|
||||
def test_allowlist_blocks_disallowed_module():
|
||||
"""Test that a module not in the allowlist is blocked BEFORE import."""
|
||||
with pytest.raises(ProcessInvalidConfigurationException, match="is not in the allowed module prefixes"):
|
||||
get_step_class_from_qualified_name(
|
||||
"os.path",
|
||||
allowed_module_prefixes=["semantic_kernel.", "myapp."],
|
||||
)
|
||||
|
||||
|
||||
def test_allowlist_blocks_dangerous_module():
|
||||
"""Test that dangerous modules are blocked when allowlist is provided."""
|
||||
with pytest.raises(ProcessInvalidConfigurationException, match="is not in the allowed module prefixes"):
|
||||
get_step_class_from_qualified_name(
|
||||
"subprocess.Popen",
|
||||
allowed_module_prefixes=["semantic_kernel."],
|
||||
)
|
||||
|
||||
|
||||
def test_empty_allowlist_allows_all():
|
||||
"""Test that an empty allowlist allows any module (current behavior)."""
|
||||
full_name = f"{MockValidStep.__module__}.{MockValidStep.__name__}"
|
||||
result = get_step_class_from_qualified_name(full_name, allowed_module_prefixes=[])
|
||||
assert result is MockValidStep
|
||||
|
||||
|
||||
def test_none_allowlist_allows_all():
|
||||
"""Test that None allowlist allows any module (default behavior)."""
|
||||
full_name = f"{MockValidStep.__module__}.{MockValidStep.__name__}"
|
||||
result = get_step_class_from_qualified_name(full_name, allowed_module_prefixes=None)
|
||||
assert result is MockValidStep
|
||||
|
||||
|
||||
def test_allowlist_prefix_matching():
|
||||
"""Test that allowlist uses prefix matching correctly."""
|
||||
full_name = f"{MockValidStep.__module__}.{MockValidStep.__name__}"
|
||||
# Use a prefix of the actual module name
|
||||
module_prefix = MockValidStep.__module__[:4] # First 4 chars as prefix
|
||||
result = get_step_class_from_qualified_name(
|
||||
full_name,
|
||||
allowed_module_prefixes=[module_prefix],
|
||||
)
|
||||
assert result is MockValidStep
|
||||
|
||||
|
||||
def test_allowlist_multiple_prefixes():
|
||||
"""Test that multiple allowed prefixes work correctly."""
|
||||
full_name = f"{MockValidStep.__module__}.{MockValidStep.__name__}"
|
||||
module_prefix = MockValidStep.__module__
|
||||
result = get_step_class_from_qualified_name(
|
||||
full_name,
|
||||
allowed_module_prefixes=["semantic_kernel.", "myapp.", module_prefix],
|
||||
)
|
||||
assert result is MockValidStep
|
||||
Reference in New Issue
Block a user