commented import logigng

imported loging in datasource

fixed indentation on mapper

fixed indentation issues

fixed indentation issue

fixed indentation issue

aded safe redis decode

corrected datasource and canonify

removed background jobs on datasource endpoint

imported datetime in depts

added is loading property

imported pathlib in main

fixed:imported dict ,list and union

fixed schema router

imported get current user in schema router

corrected schema.py

corrected get orgid in ai querry

corrected hf spaces

refactored analytics stream

corrected logging

refactored ai service

entityt detector

ai service refactor

refactored ai service

changed llm import

corrected llm import

refactored duck go

refactored load ml service

refactored background jobs

refactored datasource for correct payload retrieval

fixed errors

refactored registry.py

adde kpi computations import in main

added kpi computations triger

added kpi computation for retail and hospitality

refactored column embedding

resolved llm service import

fixed orgschema

added routers on main app router

ingress pipilen completion

igress pipeline completion

cleaned returned for json

imported numpy

data cleaning before insert to remove infinity numbers

added legacy schema versioning

updated version id

removed problematic schema

add querry on first api import

delete exixting schema

refactored insert funtion in mapper