Source code for nemo_evaluator.adapters.interceptors.system_message_interceptor

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"""System message interceptor with registry support."""

import json
from typing import final

from flask import Request
from pydantic import Field

from nemo_evaluator.adapters.decorators import register_for_adapter
from nemo_evaluator.adapters.types import (
    AdapterGlobalContext,
    AdapterRequest,
    RequestInterceptor,
)
from nemo_evaluator.logging import BaseLoggingParams, get_logger


[docs] @register_for_adapter( name="system_message", description="Adds or replaces system message in requests.", ) @final class SystemMessageInterceptor(RequestInterceptor): """Adds or replaces system message in requests."""
[docs] class Params(BaseLoggingParams): """Configuration parameters for system message interceptor.""" system_message: str = Field( ..., description="System message to add to requests" ) strategy: str = Field( description="Strategy to use for system message addition. " "Options: 'replace' (default) - replaces existing system message, " "'append' - appends a system message to existing message" "'prepend' - prepends system message to existing message", default="prepend", )
def __init__(self, params: Params): """ Initialize the system message interceptor. Args: params: Configuration parameters """ self.system_message = params.system_message self.strategy = params.strategy # Get logger for this interceptor with interceptor context self.logger = get_logger(self.__class__.__name__) # API change warning for version 25.11 if self.strategy == "prepend": self.logger.warning( "API Change Notice: As of nemo-evaluator version 25.11, the default behavior " "of the system_message interceptor has changed from 'replace' to 'prepend'. " "The interceptor now prepends the configured system message to any existing " "system message instead of replacing it. To restore the previous behavior, " "explicitly set 'strategy: replace' in your interceptor configuration." ) self.logger.info( "System message interceptor initialized", system_message_preview=( self.system_message[:100] + "..." if len(self.system_message) > 100 else self.system_message ), )
[docs] @final def intercept_request( self, ar: AdapterRequest, context: AdapterGlobalContext ) -> AdapterRequest: original_data = json.loads(ar.r.get_data()) self.logger.debug( "Processing request for system message addition", original_messages_count=len(original_data.get("messages", [])), has_system_message=any( msg.get("role") == "system" for msg in original_data.get("messages", []) ), ) # find the existing system message and save it to the instance variable # join the multiple system messages into a single string if there are multiple existing_system_message = [ msg for msg in original_data["messages"] if msg["role"] == "system" ] existing_system_message = ( "\n".join([msg.get("content") for msg in existing_system_message]) if len(existing_system_message) > 0 else None ) new_system_message = None if self.strategy == "replace": new_system_message = self.system_message elif self.strategy == "append": if existing_system_message: new_system_message = ( existing_system_message + "\n" + self.system_message ) else: new_system_message = self.system_message elif self.strategy == "prepend": if existing_system_message: new_system_message = ( self.system_message + "\n" + existing_system_message ) else: new_system_message = self.system_message new_data = json.dumps( { "messages": [ {"role": "system", "content": new_system_message}, *[ msg for msg in json.loads(ar.r.get_data())["messages"] if msg["role"] != "system" ], ], **{ k: v for k, v in json.loads(ar.r.get_data()).items() if k != "messages" }, } ) new_request = Request.from_values( path=ar.r.path, headers=dict(ar.r.headers), data=new_data, method=ar.r.method, ) self.logger.debug( "System message added to request", original_messages_count=len(original_data.get("messages", [])), new_messages_count=len(original_data.get("messages", [])) + 1, system_message_length=len(self.system_message), ) return AdapterRequest( r=new_request, rctx=ar.rctx, )