mirror of
https://github.com/ParisNeo/lollms-webui.git
synced 2024-12-19 04:17:52 +00:00
236 lines
8.4 KiB
Python
236 lines
8.4 KiB
Python
"""
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project: lollms_webui
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file: lollms_discussion.py
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author: ParisNeo
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description:
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This module contains a set of FastAPI routes that provide information about the Lord of Large Language and Multimodal Systems (LoLLMs) Web UI
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application. These routes allow users to manipulate the discussion elements.
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"""
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from fastapi import APIRouter, Request
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from lollms_webui import LOLLMSWebUI
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from pydantic import BaseModel
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from starlette.responses import StreamingResponse
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from lollms.types import MSG_TYPE
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from lollms.utilities import detect_antiprompt, remove_text_from_string, trace_exception
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from ascii_colors import ASCIIColors
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from api.db import DiscussionsDB, Discussion
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from safe_store.text_vectorizer import TextVectorizer, VectorizationMethod, VisualizationMethod
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import tqdm
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class GenerateRequest(BaseModel):
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text: str
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class DatabaseSelectionParameters(BaseModel):
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name: str
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class EditTitleParameters(BaseModel):
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client_id: str
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title: str
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id: int
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class MakeTitleParameters(BaseModel):
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id: int
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class DeleteDiscussionParameters(BaseModel):
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client_id: str
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id: int
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# ----------------------- Defining router and main class ------------------------------
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router = APIRouter()
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lollmsElfServer:LOLLMSWebUI = LOLLMSWebUI.get_instance()
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@router.get("/list_discussions")
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def list_discussions():
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discussions = lollmsElfServer.db.get_discussions()
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return discussions
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@router.get("/list_databases")
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async def list_databases():
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"""List all the personal databases in the LoLLMs server."""
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# Retrieve the list of database names
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databases = [f.name for f in lollmsElfServer.lollms_paths.personal_databases_path.iterdir() if f.suffix == ".db"]
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# Return the list of database names
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return databases
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@router.post("/select_database")
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def select_database(data:DatabaseSelectionParameters):
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if not data.name.endswith(".db"):
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data.name += ".db"
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print(f'Selecting database {data.name}')
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# Create database object
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lollmsElfServer.db = DiscussionsDB(lollmsElfServer.lollms_paths.personal_databases_path/data.name)
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ASCIIColors.info("Checking discussions database... ",end="")
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lollmsElfServer.db.create_tables()
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lollmsElfServer.db.add_missing_columns()
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lollmsElfServer.config.db_path = data.name
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ASCIIColors.success("ok")
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if lollmsElfServer.config.auto_save:
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lollmsElfServer.config.save_config()
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if lollmsElfServer.config.data_vectorization_activate and lollmsElfServer.config.activate_ltm:
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try:
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ASCIIColors.yellow("0- Detected discussion vectorization request")
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folder = lollmsElfServer.lollms_paths.personal_databases_path/"vectorized_dbs"
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folder.mkdir(parents=True, exist_ok=True)
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lollmsElfServer.long_term_memory = TextVectorizer(
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vectorization_method=VectorizationMethod.TFIDF_VECTORIZER,#=VectorizationMethod.BM25_VECTORIZER,
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database_path=folder/lollmsElfServer.config.db_path,
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data_visualization_method=VisualizationMethod.PCA,#VisualizationMethod.PCA,
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save_db=True
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)
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ASCIIColors.yellow("1- Exporting discussions")
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lollmsElfServer.info("Exporting discussions")
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discussions = lollmsElfServer.db.export_all_as_markdown_list_for_vectorization()
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ASCIIColors.yellow("2- Adding discussions to vectorizer")
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lollmsElfServer.info("Adding discussions to vectorizer")
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index = 0
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nb_discussions = len(discussions)
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for (title,discussion) in tqdm(discussions):
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lollmsElfServer.sio.emit('update_progress',{'value':int(100*(index/nb_discussions))})
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index += 1
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if discussion!='':
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skill = lollmsElfServer.learn_from_discussion(title, discussion)
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lollmsElfServer.long_term_memory.add_document(title, skill, chunk_size=lollmsElfServer.config.data_vectorization_chunk_size, overlap_size=lollmsElfServer.config.data_vectorization_overlap_size, force_vectorize=False, add_as_a_bloc=False)
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ASCIIColors.yellow("3- Indexing database")
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lollmsElfServer.info("Indexing database",True, None)
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lollmsElfServer.long_term_memory.index()
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ASCIIColors.yellow("Ready")
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except Exception as ex:
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lollmsElfServer.error(f"Couldn't vectorize the database:{ex}")
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return {"status":False}
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return {"status":True}
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@router.post("/export_discussion")
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def export_discussion():
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return {"discussion_text":lollmsElfServer.get_discussion_to()}
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@router.post("/edit_title")
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async def edit_title(request: Request):
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"""
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Executes Python code and returns the output.
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:param request: The HTTP request object.
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:return: A JSON response with the status of the operation.
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"""
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try:
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data = (await request.json())
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client_id = data.get("client_id")
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title = data.get("title")
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discussion_id = data.get("id")
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lollmsElfServer.connections[client_id]["current_discussion"] = Discussion(discussion_id, lollmsElfServer.db)
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lollmsElfServer.connections[client_id]["current_discussion"].rename(title)
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return {'status':True}
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except Exception as ex:
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trace_exception(ex)
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lollmsElfServer.error(ex)
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return {"status":False,"error":str(ex)}
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@router.post("/make_title")
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async def make_title(request: Request):
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"""
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Executes Python code and returns the output.
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:param request: The HTTP request object.
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:return: A JSON response with the status of the operation.
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"""
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try:
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data = (await request.json())
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ASCIIColors.info("Making title")
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discussion_id = data.get("id")
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discussion = Discussion(discussion_id, lollmsElfServer.db)
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title = lollmsElfServer.make_discussion_title(discussion)
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discussion.rename(title)
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return {'status':True, 'title':title}
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except Exception as ex:
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trace_exception(ex)
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lollmsElfServer.error(ex)
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return {"status":False,"error":str(ex)}
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@router.get("/export")
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def export():
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return lollmsElfServer.db.export_to_json()
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@router.post("/delete_discussion")
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async def delete_discussion(request: Request):
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"""
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Executes Python code and returns the output.
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:param request: The HTTP request object.
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:return: A JSON response with the status of the operation.
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"""
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try:
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data = (await request.json())
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client_id = data.get("client_id")
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discussion_id = data.get("id")
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lollmsElfServer.connections[client_id]["current_discussion"] = Discussion(discussion_id, lollmsElfServer.db)
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lollmsElfServer.connections[client_id]["current_discussion"].delete_discussion()
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lollmsElfServer.connections[client_id]["current_discussion"] = None
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return {'status':True}
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except Exception as ex:
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trace_exception(ex)
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lollmsElfServer.error(ex)
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return {"status":False,"error":str(ex)}
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# ----------------------------- import/export --------------------
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@router.post("/export_multiple_discussions")
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async def export_multiple_discussions(request: Request):
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"""
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Opens code in vs code.
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:param request: The HTTP request object.
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:return: A JSON response with the status of the operation.
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"""
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try:
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data = (await request.json())
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discussion_ids = data["discussion_ids"]
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export_format = data["export_format"]
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if export_format=="json":
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discussions = lollmsElfServer.db.export_discussions_to_json(discussion_ids)
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elif export_format=="markdown":
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discussions = lollmsElfServer.db.export_discussions_to_markdown(discussion_ids)
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else:
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discussions = lollmsElfServer.db.export_discussions_to_markdown(discussion_ids)
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return discussions
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except Exception as ex:
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trace_exception(ex)
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lollmsElfServer.error(ex)
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return {"status":False,"error":str(ex)}
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@router.post("/import_multiple_discussions")
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async def import_multiple_discussions(request: Request):
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"""
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Opens code in vs code.
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:param request: The HTTP request object.
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:return: A JSON response with the status of the operation.
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"""
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try:
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discussions = (await request.json())["jArray"]
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lollmsElfServer.db.import_from_json(discussions)
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return discussions
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except Exception as ex:
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trace_exception(ex)
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lollmsElfServer.error(ex)
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return {"status":False,"error":str(ex)}
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