import json from .base import Base class Session(Base): def __init__(self, rag, res_dict): self.id = None self.name = "New session" self.messages = [{"role": "assistant", "content": "Hi! I am your assistant,can I help you?"}] self.chat_id = None super().__init__(rag, res_dict) def ask(self, question: str, stream: bool = False): for message in self.messages: if "reference" in message: message.pop("reference") res = self.post(f"/chats/{self.chat_id}/completions", {"question": question, "stream": True,"session_id":self.id}, stream=stream) for line in res.iter_lines(): line = line.decode("utf-8") if line.startswith("{"): json_data = json.loads(line) raise Exception(json_data["message"]) if line.startswith("data:"): json_data = json.loads(line[5:]) if json_data["data"] != True: answer = json_data["data"]["answer"] reference = json_data["data"]["reference"] temp_dict = { "content": answer, "role": "assistant" } if "chunks" in reference: chunks = reference["chunks"] chunk_list = [] for chunk in chunks: new_chunk = { "id": chunk["chunk_id"], "content": chunk["content_with_weight"], "document_id": chunk["doc_id"], "document_name": chunk["docnm_kwd"], "dataset_id": chunk["kb_id"], "image_id": chunk["img_id"], "similarity": chunk["similarity"], "vector_similarity": chunk["vector_similarity"], "term_similarity": chunk["term_similarity"], "positions": chunk["positions"], } chunk_list.append(new_chunk) temp_dict["reference"] = chunk_list message = Message(self.rag, temp_dict) yield message def update(self,update_message): res = self.put(f"/chats/{self.chat_id}/sessions/{self.id}", update_message) res = res.json() if res.get("code") != 0: raise Exception(res.get("message")) class Message(Base): def __init__(self, rag, res_dict): self.content = "Hi! I am your assistant,can I help you?" self.reference = None self.role = "assistant" self.prompt = None self.id = None super().__init__(rag, res_dict) class Chunk(Base): def __init__(self, rag, res_dict): self.id = None self.content = None self.document_id = "" self.document_name = "" self.dataset_id = "" self.image_id = "" self.similarity = None self.vector_similarity = None self.term_similarity = None self.positions = None super().__init__(rag, res_dict)