diff --git a/README.md b/README.md index 2146808..fc3f5ab 100644 --- a/README.md +++ b/README.md @@ -262,6 +262,7 @@ var tracer = TraceAI.Register(opts => | [`traceAI-claude-agent-sdk`](https://pypi.org/project/traceAI-claude-agent-sdk/) | Claude Agent SDK | [![PyPI](https://img.shields.io/pypi/v/traceAI-claude-agent-sdk)](https://pypi.org/project/traceAI-claude-agent-sdk/) | | [`traceAI-strands`](https://pypi.org/project/traceAI-strands/) | AWS Strands Agents | [![PyPI](https://img.shields.io/pypi/v/traceAI-strands)](https://pypi.org/project/traceAI-strands/) | | [`traceAI-beeai`](https://pypi.org/project/traceAI-beeai/) | IBM BeeAI | [![PyPI](https://img.shields.io/pypi/v/traceAI-beeai)](https://pypi.org/project/traceAI-beeai/) | +| [`traceai-semantic-kernel`](https://pypi.org/project/traceai-semantic-kernel/) | Microsoft Semantic Kernel | [![PyPI](https://img.shields.io/pypi/v/traceai-semantic-kernel)](https://pypi.org/project/traceai-semantic-kernel/) | #### Tools and Libraries diff --git a/python/frameworks/semantic-kernel/CHANGELOG.md b/python/frameworks/semantic-kernel/CHANGELOG.md new file mode 100644 index 0000000..5150a08 --- /dev/null +++ b/python/frameworks/semantic-kernel/CHANGELOG.md @@ -0,0 +1,5 @@ +# Changelog + +## 0.1.0 + +- Initial release of traceai-semantic-kernel diff --git a/python/frameworks/semantic-kernel/README.md b/python/frameworks/semantic-kernel/README.md new file mode 100644 index 0000000..042084a --- /dev/null +++ b/python/frameworks/semantic-kernel/README.md @@ -0,0 +1,28 @@ +# TraceAI Instrumentation for Microsoft Semantic Kernel + +This package provides OpenTelemetry instrumentation for the [Semantic Kernel](https://github.com/microsoft/semantic-kernel) framework in Python. + +## Installation + +```bash +pip install traceai-semantic-kernel +``` + +## Usage + +```python +import asyncio +from semantic_kernel import Kernel +from traceai_semantic_kernel import SemanticKernelInstrumentor + +# Instrument Semantic Kernel +SemanticKernelInstrumentor().instrument() + +async def main(): + kernel = Kernel() + # Add plugins and services to the kernel... + # result = await kernel.invoke(function, inputs...) + +if __name__ == "__main__": + asyncio.run(main()) +``` diff --git a/python/frameworks/semantic-kernel/examples/basic_agent.py b/python/frameworks/semantic-kernel/examples/basic_agent.py new file mode 100644 index 0000000..4fa6627 --- /dev/null +++ b/python/frameworks/semantic-kernel/examples/basic_agent.py @@ -0,0 +1,12 @@ +import asyncio +from semantic_kernel import Kernel +from traceai_semantic_kernel import SemanticKernelInstrumentor + +SemanticKernelInstrumentor().instrument() + +async def main(): + kernel = Kernel() + print("Semantic Kernel initialized and instrumented!") + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/python/frameworks/semantic-kernel/poetry.lock b/python/frameworks/semantic-kernel/poetry.lock new file mode 100644 index 0000000..2ba1d9f --- /dev/null +++ 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+name = "traceai-semantic-kernel" +version = "0.1.0" +description = "TraceAI Instrumentation for Microsoft Semantic Kernel" +authors = ["Future AGI "] +readme = "README.md" +packages = [{include = "traceai_semantic_kernel"}] + +[tool.poetry.dependencies] +python = ">=3.10,<3.14" +fi-instrumentation-otel = "^0.1.0" +semantic-kernel = "^1.5.0" +wrapt = "^1.16.0" + +[tool.poetry.group.dev.dependencies] +pytest = "^8.0.0" + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/python/frameworks/semantic-kernel/tests/__init__.py b/python/frameworks/semantic-kernel/tests/__init__.py new file mode 100644 index 0000000..792d600 --- /dev/null +++ b/python/frameworks/semantic-kernel/tests/__init__.py @@ -0,0 +1 @@ +# diff --git a/python/frameworks/semantic-kernel/tests/conftest.py b/python/frameworks/semantic-kernel/tests/conftest.py new file mode 100644 index 0000000..a63f6c2 --- /dev/null +++ b/python/frameworks/semantic-kernel/tests/conftest.py @@ -0,0 +1,5 @@ +import pytest + +@pytest.fixture +def mock_kernel(): + pass diff --git a/python/frameworks/semantic-kernel/tests/test_instrumentor.py b/python/frameworks/semantic-kernel/tests/test_instrumentor.py new file mode 100644 index 0000000..fef08fb --- /dev/null +++ b/python/frameworks/semantic-kernel/tests/test_instrumentor.py @@ -0,0 +1,10 @@ +import pytest +from traceai_semantic_kernel import SemanticKernelInstrumentor +from semantic_kernel.kernel import Kernel + +def test_instrumentor(): + instrumentor = SemanticKernelInstrumentor() + instrumentor.instrument() + assert instrumentor._original_kernel_invoke is not None + instrumentor.uninstrument() + assert instrumentor._original_kernel_invoke is None diff --git a/python/frameworks/semantic-kernel/traceai_semantic_kernel/__init__.py b/python/frameworks/semantic-kernel/traceai_semantic_kernel/__init__.py new file mode 100644 index 0000000..9cb704d --- /dev/null +++ b/python/frameworks/semantic-kernel/traceai_semantic_kernel/__init__.py @@ -0,0 +1,81 @@ +import logging +from importlib import import_module +from typing import Any, Collection + +from fi_instrumentation import FITracer, TraceConfig +from opentelemetry import trace as trace_api +from opentelemetry.instrumentation.instrumentor import BaseInstrumentor # type: ignore +from traceai_semantic_kernel._wrappers import ( + _KernelInvokeWrapper, + _FunctionInvokeWrapper, +) +from traceai_semantic_kernel.version import __version__ +from wrapt import wrap_function_wrapper + +_instruments = ("semantic-kernel >= 1.5.0",) + +logger = logging.getLogger(__name__) + + +class SemanticKernelInstrumentor(BaseInstrumentor): # type: ignore + __slots__ = ( + "_original_kernel_invoke", + "_original_function_invoke", + "_tracer", + ) + + def instrumentation_dependencies(self) -> Collection[str]: + return _instruments + + def _instrument(self, **kwargs: Any) -> None: + if not (tracer_provider := kwargs.get("tracer_provider")): + tracer_provider = trace_api.get_tracer_provider() + if not (config := kwargs.get("config")): + config = TraceConfig() + else: + assert isinstance(config, TraceConfig) + self._tracer = FITracer( + trace_api.get_tracer(__name__, __version__, tracer_provider), + config=config, + ) + + try: + # Wrap Kernel.invoke + kernel_invoke_wrapper = _KernelInvokeWrapper(tracer=self._tracer) + self._original_kernel_invoke = getattr( + import_module("semantic_kernel.kernel"), "Kernel.invoke", None + ) + wrap_function_wrapper( + module="semantic_kernel.kernel", + name="Kernel.invoke", + wrapper=kernel_invoke_wrapper, + ) + except Exception as e: + logger.debug(f"Failed to instrument Kernel.invoke: {e}") + self._original_kernel_invoke = None + + try: + # Wrap KernelFunction.invoke + function_invoke_wrapper = _FunctionInvokeWrapper(tracer=self._tracer) + self._original_function_invoke = getattr( + import_module("semantic_kernel.functions.kernel_function"), "KernelFunction.invoke", None + ) + wrap_function_wrapper( + module="semantic_kernel.functions.kernel_function", + name="KernelFunction.invoke", + wrapper=function_invoke_wrapper, + ) + except Exception as e: + logger.debug(f"Failed to instrument KernelFunction.invoke: {e}") + self._original_function_invoke = None + + def _uninstrument(self, **kwargs: Any) -> None: + if self._original_kernel_invoke is not None: + kernel_module = import_module("semantic_kernel.kernel") + kernel_module.Kernel.invoke = self._original_kernel_invoke + self._original_kernel_invoke = None + + if self._original_function_invoke is not None: + function_module = import_module("semantic_kernel.functions.kernel_function") + function_module.KernelFunction.invoke = self._original_function_invoke + self._original_function_invoke = None diff --git a/python/frameworks/semantic-kernel/traceai_semantic_kernel/_wrappers.py b/python/frameworks/semantic-kernel/traceai_semantic_kernel/_wrappers.py new file mode 100644 index 0000000..a457023 --- /dev/null +++ b/python/frameworks/semantic-kernel/traceai_semantic_kernel/_wrappers.py @@ -0,0 +1,66 @@ +import logging +from typing import Any, Callable + +from fi_instrumentation import FITracer +from fi_instrumentation.fi_types import SpanAttributes +from opentelemetry.trace import SpanKind +from opentelemetry.trace.status import Status, StatusCode + +logger = logging.getLogger(__name__) + + +class _KernelInvokeWrapper: + def __init__(self, tracer: FITracer): + self._tracer = tracer + + async def __call__( + self, + wrapped: Callable[..., Any], + instance: Any, + args: Any, + kwargs: Any, + ) -> Any: + span_name = "Kernel.invoke" + with self._tracer.start_as_current_span( + name=span_name, + kind=SpanKind.INTERNAL, + ) as span: + try: + span.set_attribute(SpanAttributes.FI_AGENT_NAME, "SemanticKernel") + result = await wrapped(*args, **kwargs) + if result: + span.set_attribute(SpanAttributes.FI_AGENT_OUTPUT, str(result)) + return result + except Exception as e: + span.record_exception(e) + span.set_status(Status(StatusCode.ERROR, str(e))) + raise + + +class _FunctionInvokeWrapper: + def __init__(self, tracer: FITracer): + self._tracer = tracer + + async def __call__( + self, + wrapped: Callable[..., Any], + instance: Any, + args: Any, + kwargs: Any, + ) -> Any: + span_name = "KernelFunction.invoke" + with self._tracer.start_as_current_span( + name=span_name, + kind=SpanKind.INTERNAL, + ) as span: + try: + if hasattr(instance, "name"): + span.set_attribute(SpanAttributes.FI_TOOL_NAME, instance.name) + result = await wrapped(*args, **kwargs) + if result: + span.set_attribute(SpanAttributes.FI_TOOL_OUTPUT, str(result)) + return result + except Exception as e: + span.record_exception(e) + span.set_status(Status(StatusCode.ERROR, str(e))) + raise diff --git a/python/frameworks/semantic-kernel/traceai_semantic_kernel/version.py b/python/frameworks/semantic-kernel/traceai_semantic_kernel/version.py new file mode 100644 index 0000000..3dc1f76 --- /dev/null +++ b/python/frameworks/semantic-kernel/traceai_semantic_kernel/version.py @@ -0,0 +1 @@ +__version__ = "0.1.0"