tracing decorator for apiis

This commit is contained in:
Dinesh Yeduguru 2024-11-26 11:28:24 -08:00
parent c6b4bf8ada
commit c2a4850a79
4 changed files with 141 additions and 0 deletions

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@ -21,6 +21,8 @@ from llama_models.schema_utils import json_schema_type, webmethod
from pydantic import BaseModel, Field
from typing_extensions import Annotated
from llama_stack.distribution.tracing import trace_protocol
from llama_models.llama3.api.datatypes import * # noqa: F403
from llama_stack.apis.models import * # noqa: F403
@ -220,6 +222,7 @@ class ModelStore(Protocol):
@runtime_checkable
@trace_protocol
class Inference(Protocol):
model_store: ModelStore

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@ -16,6 +16,7 @@ from pydantic import BaseModel, Field
from llama_models.llama3.api.datatypes import * # noqa: F403
from llama_stack.apis.memory_banks import * # noqa: F403
from llama_stack.distribution.tracing import trace_protocol
@json_schema_type
@ -43,6 +44,7 @@ class MemoryBankStore(Protocol):
@runtime_checkable
@trace_protocol
class Memory(Protocol):
memory_bank_store: MemoryBankStore

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@ -10,6 +10,7 @@ from llama_models.schema_utils import json_schema_type, webmethod
from pydantic import BaseModel
from llama_stack.apis.resource import Resource, ResourceType
from llama_stack.distribution.tracing import trace_protocol
class CommonShieldFields(BaseModel):
@ -38,6 +39,7 @@ class ShieldInput(CommonShieldFields):
@runtime_checkable
@trace_protocol
class Shields(Protocol):
@webmethod(route="/shields/list", method="GET")
async def list_shields(self) -> List[Shield]: ...

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@ -0,0 +1,134 @@
# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
import asyncio
import inspect
from functools import wraps
from typing import Any, AsyncGenerator, Callable, Type, TypeVar
from llama_stack.providers.utils.telemetry import tracing
T = TypeVar("T")
def trace_protocol(cls: Type[T]) -> Type[T]:
"""
A class decorator that automatically traces all methods in a protocol/base class
and its inheriting classes. Supports sync methods, async methods, and async generators.
"""
def trace_method(method: Callable) -> Callable:
is_async = asyncio.iscoroutinefunction(method)
is_async_gen = inspect.isasyncgenfunction(method)
@wraps(method)
async def async_gen_wrapper(
self: Any, *args: Any, **kwargs: Any
) -> AsyncGenerator:
class_name = self.__class__.__name__
method_name = f"{class_name}.{method.__name__}"
args_repr = [repr(arg) for arg in args]
kwargs_repr = [f"{k}={repr(v)}" for k, v in kwargs.items()]
signature = ", ".join(args_repr + kwargs_repr)
with tracing.span(
f"{class_name}.{method_name}",
{
"class": class_name,
"method": method_name,
"signature": signature,
"type": "async_generator",
},
) as span:
output = []
try:
async for item in method(self, *args, **kwargs):
output.append(item)
yield item
except Exception as e:
raise
finally:
span.set_attribute("output", output)
@wraps(method)
async def async_wrapper(self: Any, *args: Any, **kwargs: Any) -> Any:
class_name = self.__class__.__name__
method_name = f"{class_name}.{method.__name__}"
args_repr = [repr(arg) for arg in args]
kwargs_repr = [f"{k}={repr(v)}" for k, v in kwargs.items()]
signature = ", ".join(args_repr + kwargs_repr)
with tracing.span(
f"{class_name}.{method_name}",
{
"class": class_name,
"method": method_name,
"signature": signature,
"type": "async",
},
):
try:
result = await method(self, *args, **kwargs)
return result
except Exception as e:
raise
@wraps(method)
def sync_wrapper(self: Any, *args: Any, **kwargs: Any) -> Any:
class_name = self.__class__.__name__
method_name = f"{class_name}.{method.__name__}"
args_repr = [repr(arg) for arg in args]
kwargs_repr = [f"{k}={repr(v)}" for k, v in kwargs.items()]
signature = ", ".join(args_repr + kwargs_repr)
with tracing.span(
f"{class_name}.{method_name}",
{
"class": class_name,
"method": method_name,
"signature": signature,
"type": "sync",
},
):
try:
result = method(self, *args, **kwargs)
return result
except Exception as e:
raise
if is_async_gen:
return async_gen_wrapper
elif is_async:
return async_wrapper
else:
return sync_wrapper
# Trace all existing methods in the base class
for name, method in vars(cls).items():
if inspect.isfunction(method) and not name.startswith("__"):
setattr(cls, name, trace_method(method))
# Store the original __init_subclass__ if it exists
original_init_subclass = getattr(cls, "__init_subclass__", None)
# Define a new __init_subclass__ to handle child classes
def __init_subclass__(cls_child, **kwargs): # noqa: N807
# Call original __init_subclass__ if it exists
if original_init_subclass:
original_init_subclass(**kwargs)
# Trace all methods defined in the child class
for name, method in vars(cls_child).items():
if inspect.isfunction(method) and not name.startswith("__"):
setattr(cls_child, name, trace_method(method))
# Set the new __init_subclass__
cls.__init_subclass__ = classmethod(__init_subclass__)
return cls