242 lines
7.6 KiB
Python
242 lines
7.6 KiB
Python
from dataclasses import asdict
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from enum import Enum
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import json
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from typing import Optional, Union
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from opentelemetry._logs import Logger, LogRecord
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from opentelemetry.instrumentation.anthropic.event_models import (
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ChoiceEvent,
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MessageEvent,
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ToolCall,
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)
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from opentelemetry.instrumentation.anthropic.utils import (
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should_emit_events,
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should_send_prompts,
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)
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from opentelemetry.semconv._incubating.attributes import (
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gen_ai_attributes as GenAIAttributes,
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)
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class Roles(Enum):
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USER = "user"
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ASSISTANT = "assistant"
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SYSTEM = "system"
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TOOL = "tool"
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VALID_MESSAGE_ROLES = {role.value for role in Roles}
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"""The valid roles for naming the message event."""
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EVENT_ATTRIBUTES = {
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GenAIAttributes.GEN_AI_SYSTEM: GenAIAttributes.GenAiSystemValues.ANTHROPIC.value
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}
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"""The attributes to be used for the event."""
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def emit_input_events(event_logger: Optional[Logger], kwargs):
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if kwargs.get("prompt") is not None:
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emit_event(
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MessageEvent(content=kwargs.get("prompt"), role="user"), event_logger
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)
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elif kwargs.get("messages") is not None:
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if kwargs.get("system"):
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emit_event(
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MessageEvent(content=kwargs.get("system"), role="system"), event_logger
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)
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for message in kwargs.get("messages"):
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emit_event(
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MessageEvent(content=message.get("content"), role=message.get("role")),
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event_logger,
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)
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if kwargs.get("tools") is not None:
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emit_event(
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MessageEvent(content={"tools": kwargs.get("tools")}, role="user"),
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event_logger,
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)
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def emit_response_events(event_logger: Optional[Logger], response):
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if not isinstance(response, dict):
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response = dict(response)
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if response.get("completion"):
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emit_event(
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ChoiceEvent(
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index=0,
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message={
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"content": response.get("completion"),
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"role": response.get("role", "assistant"),
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},
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finish_reason=response.get("stop_reason"),
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),
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event_logger,
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)
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elif response.get("content"):
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for i, completion in enumerate(response.get("content")):
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# Parse message
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if completion.type == "text":
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message = {
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"content": completion.text,
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"role": response.get("role", "assistant"),
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}
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elif completion.type == "thinking":
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message = {
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"content": completion.thinking,
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"role": response.get("role", "assistant"),
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}
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elif completion.type == "tool_use":
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message = {
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"content": None,
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"role": response.get("role", "assistant"),
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}
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else:
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message = {
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"content": None,
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"role": response.get("role", "assistant"),
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}
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# Parse tool calls
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if completion.type == "tool_use":
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tool_calls = [
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ToolCall(
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id=completion.id,
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function={
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"name": completion.name,
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"arguments": completion.input,
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},
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type="function",
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)
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]
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else:
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tool_calls = None
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# Emit the event
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emit_event(
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ChoiceEvent(
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index=i,
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message=message,
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finish_reason=response.get("stop_reason"),
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tool_calls=tool_calls,
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),
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event_logger,
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)
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def emit_streaming_response_events(
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event_logger: Optional[Logger], complete_response: dict
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):
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for message in complete_response.get("events", []):
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# Parse tool calls
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if message.get("type") == "tool_use":
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tool_calls = [
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ToolCall(
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id=message.get("id"),
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function={
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"name": message.get("name"),
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"arguments": json.loads(message.get("input", '{}')),
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},
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type="function",
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)
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]
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event = ChoiceEvent(
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index=message.get("index", 0),
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message={
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"content": None,
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"role": message.get("role", "assistant"),
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},
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finish_reason=message.get("finish_reason", "unknown"),
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tool_calls=tool_calls,
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)
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else:
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event = ChoiceEvent(
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index=message.get("index", 0),
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message={
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"content": {
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"type": message.get("type"),
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"content": message.get("text"),
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},
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"role": message.get("role", "assistant"),
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},
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finish_reason=message.get("finish_reason", "unknown"),
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)
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emit_event(event, event_logger)
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def emit_event(
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event: Union[MessageEvent, ChoiceEvent], event_logger: Logger
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) -> None:
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"""
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Emit an event to the OpenTelemetry SDK.
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Args:
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event: The event to emit.
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"""
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if not should_emit_events():
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return
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if isinstance(event, MessageEvent):
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_emit_message_event(event, event_logger)
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elif isinstance(event, ChoiceEvent):
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_emit_choice_event(event, event_logger)
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else:
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raise TypeError("Unsupported event type")
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def _emit_message_event(event: MessageEvent, event_logger: Logger) -> None:
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body = asdict(event)
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if event.role in VALID_MESSAGE_ROLES:
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name = "gen_ai.{}.message".format(event.role)
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# According to the semantic conventions, the role is conditionally required if available
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# and not equal to the "role" in the message name. So, remove the role from the body if
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# it is the same as the in the event name.
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body.pop("role", None)
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else:
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name = "gen_ai.user.message"
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# According to the semantic conventions, only the assistant role has tool call
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if event.role != Roles.ASSISTANT.value and event.tool_calls is not None:
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del body["tool_calls"]
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elif event.tool_calls is None:
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del body["tool_calls"]
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if not should_send_prompts():
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del body["content"]
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if body.get("tool_calls") is not None:
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for tool_call in body["tool_calls"]:
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tool_call["function"].pop("arguments", None)
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log_record = LogRecord(
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body=body,
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attributes=EVENT_ATTRIBUTES,
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event_name=name
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)
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event_logger.emit(log_record)
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def _emit_choice_event(event: ChoiceEvent, event_logger: Logger) -> None:
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body = asdict(event)
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if event.message["role"] == Roles.ASSISTANT.value:
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# According to the semantic conventions, the role is conditionally required if available
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# and not equal to "assistant", so remove the role from the body if it is "assistant".
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body["message"].pop("role", None)
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if event.tool_calls is None:
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del body["tool_calls"]
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if not should_send_prompts():
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body["message"].pop("content", None)
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if body.get("tool_calls") is not None:
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for tool_call in body["tool_calls"]:
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tool_call["function"].pop("arguments", None)
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log_record = LogRecord(
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body=body,
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attributes=EVENT_ATTRIBUTES,
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event_name="gen_ai.choice"
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)
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event_logger.emit(log_record)
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