""" Copyright 2024, Zep Software, Inc. 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. """ from __future__ import annotations import re from typing import TYPE_CHECKING if TYPE_CHECKING: from graphiti_core.nodes import EpisodicNode # Maximum length for entity/community summaries MAX_SUMMARY_CHARS = 1000 def truncate_at_sentence(text: str, max_chars: int) -> str: """ Truncate text at or about max_chars while respecting sentence boundaries. Attempts to truncate at the last complete sentence before max_chars. If no sentence boundary is found before max_chars, truncates at max_chars. Args: text: The text to truncate max_chars: Maximum number of characters Returns: Truncated text """ if not text or len(text) <= max_chars: return text # Find all sentence boundaries (., !, ?) up to max_chars truncated = text[:max_chars] # Look for sentence boundaries: period, exclamation, or question mark followed by space or end sentence_pattern = r'[.!?](?:\s|$)' matches = list(re.finditer(sentence_pattern, truncated)) if matches: # Truncate at the last sentence boundary found last_match = matches[-1] return text[: last_match.end()].rstrip() # No sentence boundary found, truncate at max_chars return truncated.rstrip() def concatenate_episodes(episodes: list[EpisodicNode]) -> str: """Concatenate episode contents with enumerated headers. When given a single episode, returns its content as-is. When given multiple episodes, each is prefixed with an ``[Episode N]`` header so the LLM can distinguish where one ends and the next begins. """ if len(episodes) == 1: return episodes[0].content parts: list[str] = [] for i, ep in enumerate(episodes): timestamp = ep.valid_at.isoformat() if ep.valid_at else 'unknown' parts.append(f'[Episode {i}] (timestamp: {timestamp})\n{ep.content}') return '\n\n'.join(parts)