From 336a639164685788428b1c4e7381a538e10f59e2 Mon Sep 17 00:00:00 2001
From: LiuHua <10215101452@stu.ecnu.edu.cn>
Date: Mon, 9 Sep 2024 17:18:08 +0800
Subject: [PATCH] SDK for session (#2312)

### What problem does this PR solve?

SDK for session
#1102

### Type of change

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

---------

Co-authored-by: Feiue <10215101452@stu.ecun.edu.cn>
Co-authored-by: Kevin Hu <kevinhu.sh@gmail.com>
---
 api/apps/sdk/assistant.py                    |  43 +++--
 api/apps/sdk/dataset.py                      |   6 +-
 api/apps/sdk/session.py                      | 168 +++++++++++++++++++
 sdk/python/ragflow/modules/chat_assistant.py |  21 ++-
 sdk/python/ragflow/modules/session.py        |  64 +++++++
 sdk/python/ragflow/ragflow.py                |   5 +-
 sdk/python/test/t_assistant.py               |  26 +--
 sdk/python/test/t_session.py                 |  27 +++
 8 files changed, 325 insertions(+), 35 deletions(-)
 create mode 100644 api/apps/sdk/session.py
 create mode 100644 sdk/python/ragflow/modules/session.py
 create mode 100644 sdk/python/test/t_session.py

diff --git a/api/apps/sdk/assistant.py b/api/apps/sdk/assistant.py
index c71b1e6705c..fe059ccc03b 100644
--- a/api/apps/sdk/assistant.py
+++ b/api/apps/sdk/assistant.py
@@ -16,9 +16,10 @@
 from flask import request
 
 from api.db import StatusEnum
+from api.db.db_models import TenantLLM
 from api.db.services.dialog_service import DialogService
-from api.db.services.document_service import DocumentService
 from api.db.services.knowledgebase_service import KnowledgebaseService
+from api.db.services.llm_service import LLMService, TenantLLMService
 from api.db.services.user_service import TenantService
 from api.settings import RetCode
 from api.utils import get_uuid
@@ -30,7 +31,6 @@
 @token_required
 def save(tenant_id):
     req = request.json
-    id = req.get("id")
     # dataset
     if req.get("knowledgebases") == []:
         return get_data_error_result(retmsg="knowledgebases can not be empty list")
@@ -41,8 +41,8 @@ def save(tenant_id):
                 return get_data_error_result(retmsg="knowledgebase needs id")
             if not KnowledgebaseService.query(id=kb["id"], tenant_id=tenant_id):
                 return get_data_error_result(retmsg="you do not own the knowledgebase")
-            if not DocumentService.query(kb_id=kb["id"]):
-                return get_data_error_result(retmsg="There is a invalid knowledgebase")
+            # if not DocumentService.query(kb_id=kb["id"]):
+            #  return get_data_error_result(retmsg="There is a invalid knowledgebase")
             kb_list.append(kb["id"])
     req["kb_ids"] = kb_list
     # llm
@@ -72,10 +72,10 @@ def save(tenant_id):
                 req[key] = prompt.pop(key)
         req["prompt_config"] = req.pop("prompt")
     # create
-    if not id:
+    if "id" not in req:
         # dataset
         if not kb_list:
-            return get_data_error_result(retmsg="knowledgebase is required!")
+            return get_data_error_result(retmsg="knowledgebases are required!")
         # init
         req["id"] = get_uuid()
         req["description"] = req.get("description", "A helpful Assistant")
@@ -83,7 +83,11 @@ def save(tenant_id):
         req["top_n"] = req.get("top_n", 6)
         req["top_k"] = req.get("top_k", 1024)
         req["rerank_id"] = req.get("rerank_id", "")
-        req["llm_id"] = req.get("llm_id", tenant.llm_id)
+        if req.get("llm_id"):
+            if not TenantLLMService.query(llm_name=req["llm_id"]):
+                return get_data_error_result(retmsg="the model_name does not exist.")
+        else:
+            req["llm_id"] = tenant.llm_id
         if not req.get("name"):
             return get_data_error_result(retmsg="name is required.")
         if DialogService.query(name=req["name"], tenant_id=tenant_id, status=StatusEnum.VALID.value):
@@ -149,14 +153,20 @@ def save(tenant_id):
         if not DialogService.query(tenant_id=tenant_id, id=req["id"], status=StatusEnum.VALID.value):
             return get_json_result(data=False, retmsg='You do not own the assistant', retcode=RetCode.OPERATING_ERROR)
         # prompt
+        if not req["id"]:
+            return get_data_error_result(retmsg="id can not be empty")
         e, res = DialogService.get_by_id(req["id"])
         res = res.to_json()
+        if "llm_id" in req:
+            if not TenantLLMService.query(llm_name=req["llm_id"]):
+                return get_data_error_result(retmsg="the model_name does not exist.")
         if "name" in req:
             if not req.get("name"):
                 return get_data_error_result(retmsg="name is not empty.")
             if req["name"].lower() != res["name"].lower() \
-                    and len(DialogService.query(name=req["name"], tenant_id=tenant_id,status=StatusEnum.VALID.value)) > 0:
-                return get_data_error_result(retmsg="Duplicated knowledgebase name in updating dataset.")
+                    and len(
+                DialogService.query(name=req["name"], tenant_id=tenant_id, status=StatusEnum.VALID.value)) > 0:
+                return get_data_error_result(retmsg="Duplicated assistant name in updating dataset.")
         if "prompt_config" in req:
             res["prompt_config"].update(req["prompt_config"])
             for p in res["prompt_config"]["parameters"]:
@@ -186,7 +196,7 @@ def delete(tenant_id):
     if "id" not in req:
         return get_data_error_result(retmsg="id is required")
     id = req['id']
-    if not DialogService.query(tenant_id=tenant_id, id=id,status=StatusEnum.VALID.value):
+    if not DialogService.query(tenant_id=tenant_id, id=id, status=StatusEnum.VALID.value):
         return get_json_result(data=False, retmsg='you do not own the assistant.', retcode=RetCode.OPERATING_ERROR)
 
     temp_dict = {"status": StatusEnum.INVALID.value}
@@ -200,21 +210,22 @@ def get(tenant_id):
     req = request.args
     if "id" in req:
         id = req["id"]
-        ass = DialogService.query(tenant_id=tenant_id, id=id,status=StatusEnum.VALID.value)
+        ass = DialogService.query(tenant_id=tenant_id, id=id, status=StatusEnum.VALID.value)
         if not ass:
             return get_json_result(data=False, retmsg='You do not own the assistant.', retcode=RetCode.OPERATING_ERROR)
         if "name" in req:
             name = req["name"]
             if ass[0].name != name:
                 return get_json_result(data=False, retmsg='name does not match id.', retcode=RetCode.OPERATING_ERROR)
-        res=ass[0].to_json()
+        res = ass[0].to_json()
     else:
         if "name" in req:
             name = req["name"]
-            ass = DialogService.query(name=name, tenant_id=tenant_id,status=StatusEnum.VALID.value)
+            ass = DialogService.query(name=name, tenant_id=tenant_id, status=StatusEnum.VALID.value)
             if not ass:
-                return get_json_result(data=False, retmsg='You do not own the dataset.',retcode=RetCode.OPERATING_ERROR)
-            res=ass[0].to_json()
+                return get_json_result(data=False, retmsg='You do not own the assistant.',
+                                       retcode=RetCode.OPERATING_ERROR)
+            res = ass[0].to_json()
         else:
             return get_data_error_result(retmsg="At least one of `id` or `name` must be provided.")
     renamed_dict = {}
@@ -258,7 +269,7 @@ def list_assistants(tenant_id):
         reverse=True,
         order_by=DialogService.model.create_time)
     assts = [d.to_dict() for d in assts]
-    list_assts=[]
+    list_assts = []
     renamed_dict = {}
     key_mapping = {"parameters": "variables",
                    "prologue": "opener",
diff --git a/api/apps/sdk/dataset.py b/api/apps/sdk/dataset.py
index bd14587c13c..94bdf63839f 100644
--- a/api/apps/sdk/dataset.py
+++ b/api/apps/sdk/dataset.py
@@ -60,7 +60,7 @@ def save(tenant_id):
         req.update(mapped_keys)
         if not KnowledgebaseService.save(**req):
             return get_data_error_result(retmsg="Create dataset error.(Database error)")
-        renamed_data={}
+        renamed_data = {}
         e, k = KnowledgebaseService.get_by_id(req["id"])
         for key, value in k.to_dict().items():
             new_key = key_mapping.get(key, key)
@@ -88,6 +88,9 @@ def save(tenant_id):
                 data=False, retmsg='You do not own the dataset.',
                 retcode=RetCode.OPERATING_ERROR)
 
+        if not req["id"]:
+            return get_data_error_result(
+                retmsg="id can not be empty.")
         e, kb = KnowledgebaseService.get_by_id(req["id"])
 
         if "chunk_count" in req:
@@ -108,6 +111,7 @@ def save(tenant_id):
                     retmsg="If chunk count is not 0, parse method is not changable.")
             req['parser_id'] = req.pop('parse_method')
         if "name" in req:
+            req["name"] = req["name"].strip()
             if req["name"].lower() != kb.name.lower() \
                     and len(KnowledgebaseService.query(name=req["name"], tenant_id=tenant_id,
                                                        status=StatusEnum.VALID.value)) > 0:
diff --git a/api/apps/sdk/session.py b/api/apps/sdk/session.py
new file mode 100644
index 00000000000..8df43ee3840
--- /dev/null
+++ b/api/apps/sdk/session.py
@@ -0,0 +1,168 @@
+#
+#  Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
+#
+#  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.
+#
+import json
+from copy import deepcopy
+from uuid import uuid4
+
+from flask import request, Response
+
+from api.db import StatusEnum
+from api.db.services.dialog_service import DialogService, ConversationService, chat
+from api.utils import get_uuid
+from api.utils.api_utils import get_data_error_result
+from api.utils.api_utils import get_json_result, token_required
+
+
+@manager.route('/save', methods=['POST'])
+@token_required
+def set_conversation(tenant_id):
+    req = request.json
+    conv_id = req.get("id")
+    if "messages" in req:
+        req["message"] = req.pop("messages")
+        if req["message"]:
+            for message in req["message"]:
+                if "reference" in message:
+                    req["reference"] = message.pop("reference")
+    if "assistant_id" in req:
+        req["dialog_id"] = req.pop("assistant_id")
+    if "id" in req:
+        del req["id"]
+        conv = ConversationService.query(id=conv_id)
+        if not conv:
+            return get_data_error_result(retmsg="Session does not exist")
+        if not DialogService.query(id=conv[0].dialog_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
+            return get_data_error_result(retmsg="You do not own the session")
+        if req.get("dialog_id"):
+            dia = DialogService.query(tenant_id=tenant_id, id=req["dialog_id"], status=StatusEnum.VALID.value)
+            if not dia:
+                return get_data_error_result(retmsg="You do not own the assistant")
+        if "dialog_id" in req and not req.get("dialog_id"):
+            return get_data_error_result(retmsg="assistant_id can not be empty.")
+        if "name" in req and not req.get("name"):
+            return get_data_error_result(retmsg="name can not be empty.")
+        if "message" in req and not req.get("message"):
+            return get_data_error_result(retmsg="messages can not be empty")
+        if not ConversationService.update_by_id(conv_id, req):
+            return get_data_error_result(retmsg="Session updates error")
+        return get_json_result(data=True)
+
+    if not req.get("dialog_id"):
+        return get_data_error_result(retmsg="assistant_id is required.")
+    dia = DialogService.query(tenant_id=tenant_id, id=req["dialog_id"], status=StatusEnum.VALID.value)
+    if not dia:
+        return get_data_error_result(retmsg="You do not own the assistant")
+    conv = {
+        "id": get_uuid(),
+        "dialog_id": req["dialog_id"],
+        "name": req.get("name", "New session"),
+        "message": req.get("message", [{"role": "assistant", "content": dia[0].prompt_config["prologue"]}]),
+        "reference": req.get("reference", [])
+    }
+    if not conv.get("name"):
+        return get_data_error_result(retmsg="name can not be empty.")
+    if not conv.get("message"):
+        return get_data_error_result(retmsg="messages can not be empty")
+    ConversationService.save(**conv)
+    e, conv = ConversationService.get_by_id(conv["id"])
+    if not e:
+        return get_data_error_result(retmsg="Fail to new session!")
+    conv = conv.to_dict()
+    conv["messages"] = conv.pop("message")
+    conv["assistant_id"] = conv.pop("dialog_id")
+    for message in conv["messages"]:
+        message["reference"] = conv.get("reference")
+    del conv["reference"]
+    return get_json_result(data=conv)
+
+
+@manager.route('/completion', methods=['POST'])
+@token_required
+def completion(tenant_id):
+    req = request.json
+    # req = {"conversation_id": "9aaaca4c11d311efa461fa163e197198", "messages": [
+    #    {"role": "user", "content": "上海有吗？"}
+    # ]}
+    msg = []
+    question = {
+        "content": req.get("question"),
+        "role": "user",
+        "id": str(uuid4())
+    }
+    req["messages"].append(question)
+    for m in req["messages"]:
+        if m["role"] == "system": continue
+        if m["role"] == "assistant" and not msg: continue
+        m["id"] = m.get("id", str(uuid4()))
+        msg.append(m)
+    message_id = msg[-1].get("id")
+    conv = ConversationService.query(id=req["id"])
+    conv = conv[0]
+    if not conv:
+        return get_data_error_result(retmsg="Session does not exist")
+    if not DialogService.query(id=conv.dialog_id, tenant_id=tenant_id, status=StatusEnum.VALID.value):
+        return get_data_error_result(retmsg="You do not own the session")
+    conv.message = deepcopy(req["messages"])
+    e, dia = DialogService.get_by_id(conv.dialog_id)
+    if not e:
+        return get_data_error_result(retmsg="Dialog not found!")
+    del req["id"]
+    del req["messages"]
+
+    if not conv.reference:
+        conv.reference = []
+    conv.message.append({"role": "assistant", "content": "", "id": message_id})
+    conv.reference.append({"chunks": [], "doc_aggs": []})
+
+    def fillin_conv(ans):
+        nonlocal conv, message_id
+        if not conv.reference:
+            conv.reference.append(ans["reference"])
+        else:
+            conv.reference[-1] = ans["reference"]
+        conv.message[-1] = {"role": "assistant", "content": ans["answer"],
+                            "id": message_id, "prompt": ans.get("prompt", "")}
+        ans["id"] = message_id
+
+    def stream():
+        nonlocal dia, msg, req, conv
+        try:
+            for ans in chat(dia, msg, **req):
+                fillin_conv(ans)
+                yield "data:" + json.dumps({"retcode": 0, "retmsg": "", "data": ans}, ensure_ascii=False) + "\n\n"
+            ConversationService.update_by_id(conv.id, conv.to_dict())
+        except Exception as e:
+            yield "data:" + json.dumps({"retcode": 500, "retmsg": str(e),
+                                        "data": {"answer": "**ERROR**: " + str(e), "reference": []}},
+                                       ensure_ascii=False) + "\n\n"
+        yield "data:" + json.dumps({"retcode": 0, "retmsg": "", "data": True}, ensure_ascii=False) + "\n\n"
+
+    if req.get("stream", True):
+        resp = Response(stream(), mimetype="text/event-stream")
+        resp.headers.add_header("Cache-control", "no-cache")
+        resp.headers.add_header("Connection", "keep-alive")
+        resp.headers.add_header("X-Accel-Buffering", "no")
+        resp.headers.add_header("Content-Type", "text/event-stream; charset=utf-8")
+        return resp
+
+    else:
+        answer = None
+        for ans in chat(dia, msg, **req):
+            answer = ans
+            fillin_conv(ans)
+            ConversationService.update_by_id(conv.id, conv.to_dict())
+            break
+        return get_json_result(data=answer)
diff --git a/sdk/python/ragflow/modules/chat_assistant.py b/sdk/python/ragflow/modules/chat_assistant.py
index d5ec05bdfb1..515d8b59efd 100644
--- a/sdk/python/ragflow/modules/chat_assistant.py
+++ b/sdk/python/ragflow/modules/chat_assistant.py
@@ -1,9 +1,12 @@
+from typing import List
+
 from .base import Base
+from .session import Session, Message
 
 
 class Assistant(Base):
     def __init__(self, rag, res_dict):
-        self.id=""
+        self.id = ""
         self.name = "assistant"
         self.avatar = "path/to/avatar"
         self.knowledgebases = ["kb1"]
@@ -41,8 +44,8 @@ def __init__(self, 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()
+                        {"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
@@ -54,3 +57,15 @@ def delete(self) -> bool:
         res = res.json()
         if res.get("retmsg") == "success": return True
         raise Exception(res["retmsg"])
+
+    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"])
+
+    def get_prologue(self):
+        return self.prompt.opener
diff --git a/sdk/python/ragflow/modules/session.py b/sdk/python/ragflow/modules/session.py
new file mode 100644
index 00000000000..3b29c7a245a
--- /dev/null
+++ b/sdk/python/ragflow/modules/session.py
@@ -0,0 +1,64 @@
+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.assistant_id = None
+        super().__init__(rag, res_dict)
+
+    def chat(self, question: str, stream: bool = False):
+        res = self.post("/session/completion",
+                        {"id": self.id, "question": question, "stream": stream, "messages": self.messages})
+        res = res.text
+        response_lines = res.splitlines()
+        message_list = []
+        for line in response_lines:
+            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",
+                        "reference": reference
+                    }
+                    message = Message(self.rag, temp_dict)
+                    message_list.append(message)
+        return message_list
+
+    def save(self):
+        res = self.post("/session/save",
+                        {"id": self.id, "dialog_id": self.assistant_id, "name": self.name, "message": self.messages})
+        res = res.json()
+        if res.get("retmsg") == "success": return True
+        raise Exception(res.get("retmsg"))
+
+class Message(Base):
+    def __init__(self, rag, res_dict):
+        self.content = "您好，我是您的助手小樱，长得可爱又善良，can I help you?"
+        self.reference = []
+        self.role = "assistant"
+        self.prompt=None
+        super().__init__(rag, res_dict)
+
+
+class Chunk(Base):
+    def __init__(self, rag, res_dict):
+        self.id = None
+        self.content = None
+        self.document_id = None
+        self.document_name = None
+        self.knowledgebase_id = None
+        self.image_id = None
+        self.similarity = None
+        self.vector_similarity = None
+        self.term_similarity = None
+        self.positions = None
+        super().__init__(rag, res_dict)
diff --git a/sdk/python/ragflow/ragflow.py b/sdk/python/ragflow/ragflow.py
index 68713f03ad1..57cd62f167f 100644
--- a/sdk/python/ragflow/ragflow.py
+++ b/sdk/python/ragflow/ragflow.py
@@ -17,7 +17,6 @@
 
 import requests
 
-
 from .modules.chat_assistant import Assistant
 from .modules.dataset import DataSet
 
@@ -88,7 +87,7 @@ def create_assistant(self, name: str = "assistant", avatar: str = "path", knowle
             datasets.append(dataset.to_json())
 
         if llm is None:
-            llm = Assistant.LLM(self, {"model_name": "deepseek-chat",
+            llm = Assistant.LLM(self, {"model_name": None,
                                        "temperature": 0.1,
                                        "top_p": 0.3,
                                        "presence_penalty": 0.4,
@@ -142,4 +141,4 @@ def list_assistants(self) -> List[Assistant]:
             for data in res['data']:
                 result_list.append(Assistant(self, data))
             return result_list
-        raise Exception(res["retmsg"])
\ No newline at end of file
+        raise Exception(res["retmsg"])
diff --git a/sdk/python/test/t_assistant.py b/sdk/python/test/t_assistant.py
index 7d70a337b90..ef91f5d7810 100644
--- a/sdk/python/test/t_assistant.py
+++ b/sdk/python/test/t_assistant.py
@@ -10,10 +10,10 @@ def test_create_assistant_with_success(self):
         Test creating an assistant with success
         """
         rag = RAGFlow(API_KEY, HOST_ADDRESS)
-        kb = rag.get_dataset(name="God")
-        assistant = rag.create_assistant("God",knowledgebases=[kb])
+        kb = rag.create_dataset(name="test_create_assistant")
+        assistant = rag.create_assistant("test_create", knowledgebases=[kb])
         if isinstance(assistant, Assistant):
-            assert assistant.name == "God", "Name does not match."
+            assert assistant.name == "test_create", "Name does not match."
         else:
             assert False, f"Failed to create assistant, error: {assistant}"
 
@@ -22,11 +22,11 @@ def test_update_assistant_with_success(self):
         Test updating an assistant with success.
         """
         rag = RAGFlow(API_KEY, HOST_ADDRESS)
-        kb = rag.get_dataset(name="God")
-        assistant = rag.create_assistant("ABC",knowledgebases=[kb])
+        kb = rag.create_dataset(name="test_update_assistant")
+        assistant = rag.create_assistant("test_update", knowledgebases=[kb])
         if isinstance(assistant, Assistant):
-            assert assistant.name == "ABC", "Name does not match."
-            assistant.name = 'DEF'
+            assert assistant.name == "test_update", "Name does not match."
+            assistant.name = 'new_assistant'
             res = assistant.save()
             assert res is True, f"Failed to update assistant, error: {res}"
         else:
@@ -37,10 +37,10 @@ def test_delete_assistant_with_success(self):
         Test deleting an assistant with success
         """
         rag = RAGFlow(API_KEY, HOST_ADDRESS)
-        kb = rag.get_dataset(name="God")
-        assistant = rag.create_assistant("MA",knowledgebases=[kb])
+        kb = rag.create_dataset(name="test_delete_assistant")
+        assistant = rag.create_assistant("test_delete", knowledgebases=[kb])
         if isinstance(assistant, Assistant):
-            assert assistant.name == "MA", "Name does not match."
+            assert assistant.name == "test_delete", "Name does not match."
             res = assistant.delete()
             assert res is True, f"Failed to delete assistant, error: {res}"
         else:
@@ -61,6 +61,8 @@ def test_get_detail_assistant_with_success(self):
         Test getting an assistant's detail with success
         """
         rag = RAGFlow(API_KEY, HOST_ADDRESS)
-        assistant = rag.get_assistant(name="God")
+        kb = rag.create_dataset(name="test_get_assistant")
+        rag.create_assistant("test_get_assistant", knowledgebases=[kb])
+        assistant = rag.get_assistant(name="test_get_assistant")
         assert isinstance(assistant, Assistant), f"Failed to get assistant, error: {assistant}."
-        assert assistant.name == "God", "Name does not match"
+        assert assistant.name == "test_get_assistant", "Name does not match"
diff --git a/sdk/python/test/t_session.py b/sdk/python/test/t_session.py
new file mode 100644
index 00000000000..6fd2e36c6f2
--- /dev/null
+++ b/sdk/python/test/t_session.py
@@ -0,0 +1,27 @@
+from ragflow import RAGFlow
+
+from common import API_KEY, HOST_ADDRESS
+
+
+class TestChatSession:
+    def test_create_session(self):
+        rag = RAGFlow(API_KEY, HOST_ADDRESS)
+        kb = rag.create_dataset(name="test_create_session")
+        assistant = rag.create_assistant(name="test_create_session", knowledgebases=[kb])
+        session = assistant.create_session()
+        assert assistant is not None, "Failed to get the assistant."
+        assert session is not None, "Failed to create a session."
+
+    def test_create_chat_with_success(self):
+        rag = RAGFlow(API_KEY, HOST_ADDRESS)
+        kb = rag.create_dataset(name="test_create_chat")
+        assistant = rag.create_assistant(name="test_create_chat", knowledgebases=[kb])
+        session = assistant.create_session()
+        assert session is not None, "Failed to create a session."
+        prologue = assistant.get_prologue()
+        assert isinstance(prologue, str), "Prologue is not a string."
+        assert len(prologue) > 0, "Prologue is empty."
+        question = "What is AI"
+        ans = session.chat(question, stream=True)
+        response = ans[-1].content
+        assert len(response) > 0, "Assistant did not return any response."