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tracing for APIs
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commit
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8 changed files with 126 additions and 63 deletions
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@ -6,98 +6,132 @@
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import asyncio
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import inspect
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import json
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from functools import wraps
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from typing import Any, AsyncGenerator, Callable, Type, TypeVar
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from pydantic import BaseModel
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from llama_stack.providers.utils.telemetry import tracing
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T = TypeVar("T")
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def serialize_value(value: Any) -> str:
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"""Helper function to serialize values to string representation."""
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try:
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if isinstance(value, BaseModel):
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return value.model_dump_json()
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elif isinstance(value, list) and value and isinstance(value[0], BaseModel):
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return json.dumps([item.model_dump_json() for item in value])
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elif hasattr(value, "to_dict"): # For objects with to_dict method
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return json.dumps(value.to_dict())
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elif isinstance(value, (dict, list, int, float, str, bool)):
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return json.dumps(value)
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else:
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return str(value)
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except Exception:
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return str(value)
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def traced(input: str = None):
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"""
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A method decorator that enables tracing with input and output capture.
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Args:
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input: Name of the input parameter to capture in traces
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"""
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def decorator(method: Callable) -> Callable:
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method._trace_input = input
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return method
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return decorator
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def trace_protocol(cls: Type[T]) -> Type[T]:
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"""
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A class decorator that automatically traces all methods in a protocol/base class
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and its inheriting classes. Supports sync methods, async methods, and async generators.
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and its inheriting classes.
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"""
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def trace_method(method: Callable) -> Callable:
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is_async = asyncio.iscoroutinefunction(method)
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is_async_gen = inspect.isasyncgenfunction(method)
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def get_traced_input(args: tuple, kwargs: dict) -> dict:
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trace_input = getattr(method, "_trace_input", None)
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if not trace_input:
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return {}
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# Get the mapping of parameter names to values
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sig = inspect.signature(method)
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bound_args = sig.bind(None, *args, **kwargs) # None for self
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bound_args.apply_defaults()
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params = dict(list(bound_args.arguments.items())[1:]) # Skip 'self'
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# Return the input value if the key exists
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if trace_input in params:
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return {"input": serialize_value(params[trace_input])}
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return {}
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def create_span_context(self: Any, *args: Any, **kwargs: Any) -> tuple:
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class_name = self.__class__.__name__
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method_name = method.__name__
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span_type = (
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"async_generator" if is_async_gen else "async" if is_async else "sync"
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)
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span_attributes = {
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"class": class_name,
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"method": method_name,
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"type": span_type,
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"args": serialize_value(args),
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**get_traced_input(args, kwargs),
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}
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return class_name, method_name, span_attributes
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@wraps(method)
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async def async_gen_wrapper(
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self: Any, *args: Any, **kwargs: Any
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) -> AsyncGenerator:
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class_name = self.__class__.__name__
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method_name = f"{class_name}.{method.__name__}"
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class_name, method_name, span_attributes = create_span_context(
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self, *args, **kwargs
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)
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args_repr = [repr(arg) for arg in args]
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kwargs_repr = [f"{k}={repr(v)}" for k, v in kwargs.items()]
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signature = ", ".join(args_repr + kwargs_repr)
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with tracing.span(
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f"{class_name}.{method_name}",
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{
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"class": class_name,
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"method": method_name,
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"signature": signature,
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"type": "async_generator",
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},
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) as span:
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output = []
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with tracing.span(f"{class_name}.{method_name}", span_attributes) as span:
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try:
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async for item in method(self, *args, **kwargs):
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output.append(item)
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yield item
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except Exception as e:
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raise
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finally:
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span.set_attribute("output", output)
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span.set_attribute("output", "streaming output")
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@wraps(method)
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async def async_wrapper(self: Any, *args: Any, **kwargs: Any) -> Any:
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class_name = self.__class__.__name__
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method_name = f"{class_name}.{method.__name__}"
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class_name, method_name, span_attributes = create_span_context(
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self, *args, **kwargs
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)
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args_repr = [repr(arg) for arg in args]
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kwargs_repr = [f"{k}={repr(v)}" for k, v in kwargs.items()]
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signature = ", ".join(args_repr + kwargs_repr)
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with tracing.span(
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f"{class_name}.{method_name}",
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{
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"class": class_name,
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"method": method_name,
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"signature": signature,
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"type": "async",
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},
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):
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with tracing.span(f"{class_name}.{method_name}", span_attributes) as span:
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try:
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result = await method(self, *args, **kwargs)
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span.set_attribute("output", serialize_value(result))
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return result
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except Exception as e:
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span.set_attribute("error", str(e))
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raise
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@wraps(method)
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def sync_wrapper(self: Any, *args: Any, **kwargs: Any) -> Any:
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class_name = self.__class__.__name__
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method_name = f"{class_name}.{method.__name__}"
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class_name, method_name, span_attributes = create_span_context(
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self, *args, **kwargs
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)
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args_repr = [repr(arg) for arg in args]
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kwargs_repr = [f"{k}={repr(v)}" for k, v in kwargs.items()]
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signature = ", ".join(args_repr + kwargs_repr)
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with tracing.span(
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f"{class_name}.{method_name}",
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{
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"class": class_name,
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"method": method_name,
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"signature": signature,
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"type": "sync",
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},
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):
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with tracing.span(f"{class_name}.{method_name}", span_attributes) as span:
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try:
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result = method(self, *args, **kwargs)
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span.set_attribute("output", serialize_value(result))
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return result
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except Exception as e:
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raise
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@ -109,11 +143,6 @@ def trace_protocol(cls: Type[T]) -> Type[T]:
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else:
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return sync_wrapper
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# Trace all existing methods in the base class
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for name, method in vars(cls).items():
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if inspect.isfunction(method) and not name.startswith("__"):
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setattr(cls, name, trace_method(method))
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# Store the original __init_subclass__ if it exists
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original_init_subclass = getattr(cls, "__init_subclass__", None)
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@ -123,10 +152,20 @@ def trace_protocol(cls: Type[T]) -> Type[T]:
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if original_init_subclass:
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original_init_subclass(**kwargs)
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# Trace all methods defined in the child class
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traced_methods = {}
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for parent in cls_child.__mro__[1:]: # Skip the class itself
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for name, method in vars(parent).items():
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if inspect.isfunction(method) and method._trace_input:
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traced_methods[name] = method._trace_input
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# Trace child class methods if their name matches a traced parent method
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for name, method in vars(cls_child).items():
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if inspect.isfunction(method) and not name.startswith("__"):
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setattr(cls_child, name, trace_method(method))
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if inspect.isfunction(method) and not name.startswith("_"):
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if name in traced_methods:
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# Copy the trace configuration from the parent
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method._trace_input = traced_methods[name]
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cls_child.__dict__[name] = trace_method(method)
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# Set the new __init_subclass__
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cls.__init_subclass__ = classmethod(__init_subclass__)
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