# Copyright 2026 Google LLC # # 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. """Structured output and thinking tag parser.""" import re from artemis.llm.schemas import ThinkingBlock def extract_thinking_tags(text: str) -> tuple[str, list[ThinkingBlock]]: """Extracts content inside or tags from LLM response.""" thinking_blocks: list[ThinkingBlock] = [] pattern = r"<(?:thought|thinking)>(.*?)" matches = re.findall(pattern, text, flags=re.DOTALL) for m in matches: thinking_blocks.append(ThinkingBlock(content=m.strip(), is_native=False)) cleaned_text = re.sub(pattern, "", text, flags=re.DOTALL).strip() return cleaned_text, thinking_blocks