import json import logging from dataclasses import asdict from enum import Enum from typing import Union from opentelemetry._logs import Logger, LogRecord from opentelemetry.instrumentation.sagemaker.event_models import ( ChoiceEvent, MessageEvent, ) from opentelemetry.instrumentation.sagemaker.reusable_streaming_body import ( ReusableStreamingBody, ) from opentelemetry.instrumentation.sagemaker.streaming_wrapper import StreamingWrapper from opentelemetry.instrumentation.sagemaker.utils import ( should_emit_events, should_send_prompts, ) from opentelemetry.semconv._incubating.attributes import ( gen_ai_attributes as GenAIAttributes, ) logger = logging.getLogger(__name__) class Roles(Enum): USER = "user" ASSISTANT = "assistant" SYSTEM = "system" TOOL = "tool" VALID_MESSAGE_ROLES = {role.value for role in Roles} """The valid roles for naming the message event.""" EVENT_ATTRIBUTES = {GenAIAttributes.GEN_AI_SYSTEM: "sagemaker"} """The attributes to be used for the event.""" def emit_message_event(kwargs, event_logger): try: input_body = json.loads(kwargs.get("Body")) except json.JSONDecodeError: logger.debug( "OpenTelemetry failed to decode the request body, error: %s", kwargs.get("Body"), ) return emit_event( MessageEvent(content=input_body.get("inputs", ""), role="user"), event_logger ) def emit_choice_events(response: dict, event_logger): response_body: Union[StreamingWrapper, ReusableStreamingBody, None] = response.get( "Body" ) if isinstance(response_body, StreamingWrapper): emit_event( ChoiceEvent( index=0, message={ "content": response_body.accumulating_body, "role": "assistant", }, finish_reason="unknown", ), event_logger, ) elif isinstance(response_body, ReusableStreamingBody): for i, gen in enumerate(json.loads(response_body.read())): emit_event( ChoiceEvent( index=i, message={"content": gen.get("generated_text"), "role": "assistant"}, finish_reason="unknown", ), event_logger, ) def emit_event( event: Union[MessageEvent, ChoiceEvent], event_logger: Union[Logger, None] ) -> None: """ Emit an event to the OpenTelemetry SDK. Args: event: The event to emit. """ if not should_emit_events() or event_logger is None: return if isinstance(event, MessageEvent): _emit_message_event(event, event_logger) elif isinstance(event, ChoiceEvent): _emit_choice_event(event, event_logger) else: raise TypeError("Unsupported event type") def _emit_message_event(event: MessageEvent, event_logger: Logger) -> None: body = asdict(event) if event.role in VALID_MESSAGE_ROLES: name = "gen_ai.{}.message".format(event.role) # According to the semantic conventions, the role is conditionally required if available # and not equal to the "role" in the message name. So, remove the role from the body if # it is the same as the in the event name. body.pop("role", None) else: name = "gen_ai.user.message" # According to the semantic conventions, only the assistant role has tool call if event.role != Roles.ASSISTANT.value and event.tool_calls is not None: del body["tool_calls"] elif event.tool_calls is None: del body["tool_calls"] if not should_send_prompts(): del body["content"] if body.get("tool_calls") is not None: for tool_call in body["tool_calls"]: tool_call["function"].pop("arguments", None) log_record = LogRecord( body=body, attributes=EVENT_ATTRIBUTES, event_name=name ) event_logger.emit(log_record) def _emit_choice_event(event: ChoiceEvent, event_logger: Logger) -> None: body = asdict(event) if event.message["role"] == Roles.ASSISTANT.value: # According to the semantic conventions, the role is conditionally required if available # and not equal to "assistant", so remove the role from the body if it is "assistant". body["message"].pop("role", None) if event.tool_calls is None: del body["tool_calls"] if not should_send_prompts(): body["message"].pop("content", None) if body.get("tool_calls") is not None: for tool_call in body["tool_calls"]: tool_call["function"].pop("arguments", None) log_record = LogRecord( body=body, attributes=EVENT_ATTRIBUTES, event_name="gen_ai.choice" ) event_logger.emit(log_record)