refac: rag prompt template

This commit is contained in:
Timothy Jaeryang Baek
2024-11-24 18:49:56 -08:00
parent 50c3be2136
commit bd28e1ed7d
4 changed files with 63 additions and 53 deletions

View File

@@ -1,11 +1,20 @@
import logging
import math
import re
from datetime import datetime
from typing import Optional
import uuid
from open_webui.utils.misc import get_last_user_message, get_messages_content
from open_webui.env import SRC_LOG_LEVELS
from open_webui.config import DEFAULT_RAG_TEMPLATE
log = logging.getLogger(__name__)
log.setLevel(SRC_LOG_LEVELS["RAG"])
def prompt_template(
template: str, user_name: Optional[str] = None, user_location: Optional[str] = None
@@ -110,6 +119,44 @@ def replace_messages_variable(template: str, messages: list[str]) -> str:
# {{prompt:middletruncate:8000}}
def rag_template(template: str, context: str, query: str):
if template == "":
template = DEFAULT_RAG_TEMPLATE
if "[context]" not in template and "{{CONTEXT}}" not in template:
log.debug(
"WARNING: The RAG template does not contain the '[context]' or '{{CONTEXT}}' placeholder."
)
if "<context>" in context and "</context>" in context:
log.debug(
"WARNING: Potential prompt injection attack: the RAG "
"context contains '<context>' and '</context>'. This might be "
"nothing, or the user might be trying to hack something."
)
query_placeholders = []
if "[query]" in context:
query_placeholder = "{{QUERY" + str(uuid.uuid4()) + "}}"
template = template.replace("[query]", query_placeholder)
query_placeholders.append(query_placeholder)
if "{{QUERY}}" in context:
query_placeholder = "{{QUERY" + str(uuid.uuid4()) + "}}"
template = template.replace("{{QUERY}}", query_placeholder)
query_placeholders.append(query_placeholder)
template = template.replace("[context]", context)
template = template.replace("{{CONTEXT}}", context)
template = template.replace("[query]", query)
template = template.replace("{{QUERY}}", query)
for query_placeholder in query_placeholders:
template = template.replace(query_placeholder, query)
return template
def title_generation_template(
template: str, messages: list[dict], user: Optional[dict] = None
) -> str: