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tool_call_wrapper.py
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240 lines (205 loc) · 8.1 KB
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# Copyright The OpenTelemetry Authors
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import functools
import inspect
import json
from typing import Any, Callable, Optional, Union
from google.genai.types import (
ToolListUnion,
ToolListUnionDict,
ToolOrDict,
)
from opentelemetry import trace
from opentelemetry.instrumentation._semconv import (
_OpenTelemetrySemanticConventionStability,
_OpenTelemetryStabilitySignalType,
_StabilityMode,
)
from opentelemetry.semconv._incubating.attributes import (
code_attributes,
)
from opentelemetry.util.genai.types import ContentCapturingMode
from .flags import is_content_recording_enabled
from .otel_wrapper import OTelWrapper
ToolFunction = Callable[..., Any]
def _is_primitive(value):
return isinstance(value, (str, int, bool, float))
def _to_otel_value(python_value):
"""Coerces parameters to something representable with Open Telemetry."""
if python_value is None or _is_primitive(python_value):
return python_value
if isinstance(python_value, list):
return [_to_otel_value(x) for x in python_value]
if isinstance(python_value, dict):
return {
key: _to_otel_value(val) for (key, val) in python_value.items()
}
if hasattr(python_value, "model_dump"):
return python_value.model_dump()
if hasattr(python_value, "__dict__"):
return _to_otel_value(python_value.__dict__)
return repr(python_value)
def _is_homogenous_primitive_list(value):
if not isinstance(value, list):
return False
if not value:
return True
if not _is_primitive(value[0]):
return False
first_type = type(value[0])
for entry in value[1:]:
if not isinstance(entry, first_type):
return False
return True
def _to_otel_attribute(python_value):
otel_value = _to_otel_value(python_value)
if _is_primitive(otel_value) or _is_homogenous_primitive_list(otel_value):
return otel_value
return json.dumps(otel_value)
def _is_capture_content_enabled() -> bool:
if (
_OpenTelemetrySemanticConventionStability._get_opentelemetry_stability_opt_in_mode(
_OpenTelemetryStabilitySignalType.GEN_AI
)
== _StabilityMode.GEN_AI_LATEST_EXPERIMENTAL
):
return is_content_recording_enabled(True) in [
ContentCapturingMode.SPAN_ONLY,
ContentCapturingMode.SPAN_AND_EVENT,
]
return bool(is_content_recording_enabled(False))
def _create_function_span_name(wrapped_function):
"""Constructs the span name for a given local function tool call."""
function_name = wrapped_function.__name__
return f"execute_tool {function_name}"
def _create_function_span_attributes(
wrapped_function, function_args, function_kwargs, extra_span_attributes
):
"""Creates the attributes for a tool call function span."""
result = {}
if extra_span_attributes:
result.update(extra_span_attributes)
result["gen_ai.operation.name"] = "execute_tool"
result["gen_ai.tool.name"] = wrapped_function.__name__
if wrapped_function.__doc__:
result["gen_ai.tool.description"] = wrapped_function.__doc__
result[code_attributes.CODE_FUNCTION_NAME] = wrapped_function.__name__
result["code.module"] = wrapped_function.__module__
result["code.args.positional.count"] = len(function_args)
result["code.args.keyword.count"] = len(function_kwargs)
return result
def _record_function_call_argument(
span, param_name, param_value, include_values
):
attribute_prefix = f"code.function.parameters.{param_name}"
type_attribute = f"{attribute_prefix}.type"
span.set_attribute(type_attribute, type(param_value).__name__)
if include_values:
value_attribute = f"{attribute_prefix}.value"
span.set_attribute(value_attribute, _to_otel_attribute(param_value))
def _record_function_call_arguments(
otel_wrapper, wrapped_function, function_args, function_kwargs
):
"""Records the details about a function invocation as span attributes."""
include_values = _is_capture_content_enabled()
span = trace.get_current_span()
signature = inspect.signature(wrapped_function)
params = list(signature.parameters.values())
for index, entry in enumerate(function_args):
param_name = f"args[{index}]"
if index < len(params):
param_name = params[index].name
_record_function_call_argument(span, param_name, entry, include_values)
for key, value in function_kwargs.items():
_record_function_call_argument(span, key, value, include_values)
def _record_function_call_result(otel_wrapper, wrapped_function, result):
"""Records the details about a function result as span attributes."""
include_values = _is_capture_content_enabled()
span = trace.get_current_span()
span.set_attribute("code.function.return.type", type(result).__name__)
if include_values:
span.set_attribute(
"code.function.return.value", _to_otel_attribute(result)
)
def _wrap_sync_tool_function(
tool_function: ToolFunction,
otel_wrapper: OTelWrapper,
extra_span_attributes: Optional[dict[str, str]] = None,
**unused_kwargs,
):
@functools.wraps(tool_function)
def wrapped_function(*args, **kwargs):
span_name = _create_function_span_name(tool_function)
attributes = _create_function_span_attributes(
tool_function, args, kwargs, extra_span_attributes
)
with otel_wrapper.start_as_current_span(
span_name, attributes=attributes
):
_record_function_call_arguments(
otel_wrapper, tool_function, args, kwargs
)
result = tool_function(*args, **kwargs)
_record_function_call_result(otel_wrapper, tool_function, result)
return result
return wrapped_function
def _wrap_async_tool_function(
tool_function: ToolFunction,
otel_wrapper: OTelWrapper,
extra_span_attributes: Optional[dict[str, str]] = None,
**unused_kwargs,
):
@functools.wraps(tool_function)
async def wrapped_function(*args, **kwargs):
span_name = _create_function_span_name(tool_function)
attributes = _create_function_span_attributes(
tool_function, args, kwargs, extra_span_attributes
)
with otel_wrapper.start_as_current_span(
span_name, attributes=attributes
):
_record_function_call_arguments(
otel_wrapper, tool_function, args, kwargs
)
result = await tool_function(*args, **kwargs)
_record_function_call_result(otel_wrapper, tool_function, result)
return result
return wrapped_function
def _wrap_tool_function(
tool_function: ToolFunction, otel_wrapper: OTelWrapper, **kwargs
):
if inspect.iscoroutinefunction(tool_function):
return _wrap_async_tool_function(tool_function, otel_wrapper, **kwargs)
return _wrap_sync_tool_function(tool_function, otel_wrapper, **kwargs)
def wrapped(
tool_or_tools: Optional[
Union[ToolFunction, ToolOrDict, ToolListUnion, ToolListUnionDict]
],
otel_wrapper: OTelWrapper,
**kwargs,
):
if tool_or_tools is None:
return None
if isinstance(tool_or_tools, list):
return [
wrapped(item, otel_wrapper, **kwargs) for item in tool_or_tools
]
if isinstance(tool_or_tools, dict):
return {
key: wrapped(value, otel_wrapper, **kwargs)
for (key, value) in tool_or_tools.items()
}
if callable(tool_or_tools):
return _wrap_tool_function(tool_or_tools, otel_wrapper, **kwargs)
return tool_or_tools