Files
ragflow_python/sdk/python/ragflow/modules/chat_assistant.py
LiuHua 878dca26bb SDK for Assistant (#2266)
### What problem does this PR solve?

SDK for Assistant
#1102 

### Type of change

- [x] New Feature (non-breaking change which adds functionality)

Co-authored-by: Feiue <10215101452@stu.ecun.edu.cn>
2024-09-05 15:08:02 +08:00

57 lines
2.4 KiB
Python

from .base import Base
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"])
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"])