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### What problem does this PR solve? Includes SDK for creating, updating sessions, getting sessions, listing sessions, and dialogues #1102 ### Type of change - [x] New Feature (non-breaking change which adds functionality) --------- Co-authored-by: liuhua <[email protected]>
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157 changes: 86 additions & 71 deletions
157
sdk/python/ragflow/modules/chat_assistant.py → sdk/python/ragflow/modules/assistant.py
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,71 +1,86 @@ | ||
| from typing import List | ||
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| from .base import Base | ||
| from .session import Session, Message | ||
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| class Assistant(Base): | ||
| def __init__(self, rag, res_dict): | ||
| self.id = "" | ||
| self.name = "assistant" | ||
| self.avatar = "path/to/avatar" | ||
| self.knowledgebases = ["kb1"] | ||
| self.llm = Assistant.LLM(rag, {}) | ||
| self.prompt = Assistant.Prompt(rag, {}) | ||
| super().__init__(rag, res_dict) | ||
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| class LLM(Base): | ||
| def __init__(self, rag, res_dict): | ||
| self.model_name = "deepseek-chat" | ||
| self.temperature = 0.1 | ||
| self.top_p = 0.3 | ||
| self.presence_penalty = 0.4 | ||
| self.frequency_penalty = 0.7 | ||
| self.max_tokens = 512 | ||
| super().__init__(rag, res_dict) | ||
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| class Prompt(Base): | ||
| def __init__(self, rag, res_dict): | ||
| self.similarity_threshold = 0.2 | ||
| self.keywords_similarity_weight = 0.7 | ||
| self.top_n = 8 | ||
| self.variables = [{"key": "knowledge", "optional": True}] | ||
| self.rerank_model = None | ||
| self.empty_response = None | ||
| self.opener = "Hi! I'm your assistant, what can I do for you?" | ||
| self.show_quote = True | ||
| self.prompt = ( | ||
| "You are an intelligent assistant. Please summarize the content of the knowledge base to answer the question. " | ||
| "Please list the data in the knowledge base and answer in detail. When all knowledge base content is irrelevant to the question, " | ||
| "your answer must include the sentence 'The answer you are looking for is not found in the knowledge base!' " | ||
| "Answers need to consider chat history.\nHere is the knowledge base:\n{knowledge}\nThe above is the knowledge base." | ||
| ) | ||
| super().__init__(rag, res_dict) | ||
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| def save(self) -> bool: | ||
| res = self.post('/assistant/save', | ||
| {"id": self.id, "name": self.name, "avatar": self.avatar, "knowledgebases": self.knowledgebases, | ||
| "llm": self.llm.to_json(), "prompt": self.prompt.to_json() | ||
| }) | ||
| res = res.json() | ||
| if res.get("retmsg") == "success": return True | ||
| raise Exception(res["retmsg"]) | ||
|
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| def delete(self) -> bool: | ||
| res = self.rm('/assistant/delete', | ||
| {"id": self.id}) | ||
| res = res.json() | ||
| if res.get("retmsg") == "success": return True | ||
| raise Exception(res["retmsg"]) | ||
|
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| def create_session(self, name: str = "New session", messages: List[Message] = [ | ||
| {"role": "assistant", "reference": [], | ||
| "content": "您好，我是您的助手小樱，长得可爱又善良，can I help you?"}]) -> Session: | ||
| res = self.post("/session/save", {"name": name, "messages": messages, "assistant_id": self.id, }) | ||
| res = res.json() | ||
| if res.get("retmsg") == "success": | ||
| return Session(self.rag, res['data']) | ||
| raise Exception(res["retmsg"]) | ||
|
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| def get_prologue(self): | ||
| return self.prompt.opener | ||
| from typing import List | ||
|
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| from .base import Base | ||
| from .session import Session | ||
|
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|
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| class Assistant(Base): | ||
| def __init__(self, rag, res_dict): | ||
| self.id = "" | ||
| self.name = "assistant" | ||
| self.avatar = "path/to/avatar" | ||
| self.knowledgebases = ["kb1"] | ||
| self.llm = Assistant.LLM(rag, {}) | ||
| self.prompt = Assistant.Prompt(rag, {}) | ||
| super().__init__(rag, res_dict) | ||
|
|
||
| class LLM(Base): | ||
| def __init__(self, rag, res_dict): | ||
| self.model_name = "deepseek-chat" | ||
| self.temperature = 0.1 | ||
| self.top_p = 0.3 | ||
| self.presence_penalty = 0.4 | ||
| self.frequency_penalty = 0.7 | ||
| self.max_tokens = 512 | ||
| super().__init__(rag, res_dict) | ||
|
|
||
| class Prompt(Base): | ||
| def __init__(self, rag, res_dict): | ||
| self.similarity_threshold = 0.2 | ||
| self.keywords_similarity_weight = 0.7 | ||
| self.top_n = 8 | ||
| self.variables = [{"key": "knowledge", "optional": True}] | ||
| self.rerank_model = None | ||
| self.empty_response = None | ||
| self.opener = "Hi! I'm your assistant, what can I do for you?" | ||
| self.show_quote = True | ||
| self.prompt = ( | ||
| "You are an intelligent assistant. Please summarize the content of the knowledge base to answer the question. " | ||
| "Please list the data in the knowledge base and answer in detail. When all knowledge base content is irrelevant to the question, " | ||
| "your answer must include the sentence 'The answer you are looking for is not found in the knowledge base!' " | ||
| "Answers need to consider chat history.\nHere is the knowledge base:\n{knowledge}\nThe above is the knowledge base." | ||
| ) | ||
| super().__init__(rag, res_dict) | ||
|
|
||
| def save(self) -> bool: | ||
| res = self.post('/assistant/save', | ||
| {"id": self.id, "name": self.name, "avatar": self.avatar, "knowledgebases": self.knowledgebases, | ||
| "llm": self.llm.to_json(), "prompt": self.prompt.to_json() | ||
| }) | ||
| res = res.json() | ||
| if res.get("retmsg") == "success": return True | ||
| raise Exception(res["retmsg"]) | ||
|
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| def delete(self) -> bool: | ||
| res = self.rm('/assistant/delete', | ||
| {"id": self.id}) | ||
| res = res.json() | ||
| if res.get("retmsg") == "success": return True | ||
| raise Exception(res["retmsg"]) | ||
|
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| def create_session(self, name: str = "New session") -> Session: | ||
| res = self.post("/session/save", {"name": name, "assistant_id": self.id}) | ||
| res = res.json() | ||
| if res.get("retmsg") == "success": | ||
| return Session(self.rag, res['data']) | ||
| raise Exception(res["retmsg"]) | ||
|
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| def list_session(self) -> List[Session]: | ||
| res = self.get('/session/list', {"assistant_id": self.id}) | ||
| res = res.json() | ||
| if res.get("retmsg") == "success": | ||
| result_list = [] | ||
| for data in res["data"]: | ||
| result_list.append(Session(self.rag, data)) | ||
| return result_list | ||
| raise Exception(res["retmsg"]) | ||
|
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| def get_session(self, id) -> Session: | ||
| res = self.get("/session/get", {"id": id}) | ||
| res = res.json() | ||
| if res.get("retmsg") == "success": | ||
| return Session(self.rag, res["data"]) | ||
| raise Exception(res["retmsg"]) | ||
|
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||
| def get_prologue(self): | ||
| return self.prompt.opener |
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