ColossalAI/applications/ColossalQA/colossalqa/utils.py
YeAnbang e53e729d8e
[Feature] Add document retrieval QA (#5020)
* add langchain

* add langchain

* Add files via upload

* add langchain

* fix style

* fix style: remove extra space

* add pytest; modified retriever

* add pytest; modified retriever

* add tests to build_on_pr.yml

* fix build_on_pr.yml

* fix build on pr; fix environ vars

* seperate unit tests for colossalqa from build from pr

* fix container setting; fix environ vars

* commented dev code

* add incremental update

* remove stale code

* fix style

* change to sha3 224

* fix retriever; fix style; add unit test for document loader

* fix ci workflow config

* fix ci workflow config

* add set cuda visible device script in ci

* fix doc string

* fix style; update readme; refactored

* add force log info

* change build on pr, ignore colossalqa

* fix docstring, captitalize all initial letters

* fix indexing; fix text-splitter

* remove debug code, update reference

* reset previous commit

* update LICENSE update README add key-value mode, fix bugs

* add files back

* revert force push

* remove junk file

* add test files

* fix retriever bug, add intent classification

* change conversation chain design

* rewrite prompt and conversation chain

* add ui v1

* ui v1

* fix atavar

* add header

* Refactor the RAG Code and support Pangu

* Refactor the ColossalQA chain to Object-Oriented Programming and the UI demo.

* resolved conversation. tested scripts under examples. web demo still buggy

* fix ci tests

* Some modifications to add ChatGPT api

* modify llm.py and remove unnecessary files

* Delete applications/ColossalQA/examples/ui/test_frontend_input.json

* Remove OpenAI api key

* add colossalqa

* move files

* move files

* move files

* move files

* fix style

* Add Readme and fix some bugs.

* Add something to readme and modify some code

* modify a directory name for clarity

* remove redundant directory

* Correct a type in  llm.py

* fix AI prefix

* fix test_memory.py

* fix conversation

* fix some erros and typos

* Fix a missing import in RAG_ChatBot.py

* add colossalcloud LLM wrapper, correct issues in code review

---------

Co-authored-by: YeAnbang <anbangy2@outlook.com>
Co-authored-by: Orion-Zheng <zheng_zian@u.nus.edu>
Co-authored-by: Zian(Andy) Zheng <62330719+Orion-Zheng@users.noreply.github.com>
Co-authored-by: Orion-Zheng <zhengzian@u.nus.edu>
2023-11-23 10:33:48 +08:00

62 lines
1.7 KiB
Python

import re
from typing import Union
from colossalqa.mylogging import get_logger
from sqlalchemy import Engine, MetaData, create_engine
from sqlalchemy.exc import SQLAlchemyError
from sqlalchemy.ext.declarative import declarative_base
logger = get_logger()
def drop_table(engine: Engine) -> None:
"""
Drop all existing table
"""
Base = declarative_base()
metadata = MetaData()
metadata.reflect(bind=engine)
for key in metadata.tables:
table = metadata.tables[key]
if table is not None:
Base.metadata.drop_all(engine, [table], checkfirst=True)
def create_empty_sql_database(database_uri):
try:
# Create an SQLAlchemy engine to connect to the database
engine = create_engine(database_uri)
# Create the database
engine.connect()
logger.info(f"Database created at {database_uri}")
except SQLAlchemyError as e:
logger.error(f"Error creating database: {str(e)}")
return engine, database_uri
def destroy_sql_database(sql_engine: Union[Engine, str]) -> None:
"""
Destroy an sql database
"""
if isinstance(sql_engine, str):
sql_engine = create_engine(sql_engine)
drop_table(sql_engine)
sql_engine.dispose()
sql_engine = None
def detect_lang_naive(s):
"""
Naive function for language detection, should be replaced by an independant layer
"""
remove_nota = "[’·°–!\"#$%&'()*+,-./:;<=>?@,。?★、…【】()《》?“”‘’![\\]^_`{|}~]+"
s = re.sub(remove_nota, "", s)
s = re.sub("[0-9]", "", s).strip()
res = re.sub("[a-zA-Z]", "", s).strip()
if len(res) <= 0:
return "en"
else:
return "zh"