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data-transport/transport/iowrapper.py

153 lines
5.0 KiB
Python

"""
This class is a wrapper around read/write classes of cloud,sql,nosql,other packages
The wrapper allows for application of plugins as pre-post conditions.
NOTE: Plugins are converted to a pipeline, so we apply a pipeline when reading or writing:
- upon initialization we will load plugins
- on read/write we apply a pipeline (if passed as an argument)
"""
from transport.plugins import PluginLoader
import transport
from transport import providers
from multiprocessing import Process
import time
import types
from . import registry
class IO:
"""
Base wrapper class for read/write and support for logs
"""
def __init__(self,_agent,plugins):
self._agent = _agent
if plugins :
self._init_plugins(plugins)
else:
self._plugins = None
def _init_plugins(self,_items):
"""
This function will load pipelined functions as a plugin loader
"""
registry.plugins.init()
self._plugins = PluginLoader(registry=registry.plugins)
[self._plugins.set(_name) for _name in _items]
# if 'path' in _args and 'names' in _args :
# self._plugins = PluginLoader(**_args)
# else:
# self._plugins = PluginLoader(registry=registry.plugins)
# [self._plugins.set(_pointer) for _pointer in _args]
#
# @TODO: We should have a way to log what plugins are loaded and ready to use
def meta (self,**_args):
if hasattr(self._agent,'meta') :
return self._agent.meta(**_args)
return []
def close(self):
if hasattr(self._agent,'close') :
self._agent.close()
def apply(self):
"""
applying pre/post conditions given a pipeline expression
"""
for _pointer in self._plugins :
_data = _pointer(_data)
def apply(self,_query):
if hasattr(self._agent,'apply') :
return self._agent.apply(_query)
return None
def submit(self,_query):
return self.delegate('submit',_query)
def delegate(self,_name,_query):
if hasattr(self._agent,_name) :
pointer = getattr(self._agent,_name)
return pointer(_query)
return None
class IReader(IO):
"""
This is a wrapper for read functionalities
"""
def __init__(self,_agent,pipeline=None):
super().__init__(_agent,pipeline)
def _stream (self,_data ):
for _segment in _data :
yield self._plugins.apply(_segment)
def read(self,**_args):
if 'plugins' in _args :
self._init_plugins(_args['plugins'])
_data = self._agent.read(**_args)
if self._plugins and self._plugins.ratio() > 0 :
if types.GeneratorType == type(_data):
return self._stream(_data)
else:
_data = self._plugins.apply(_data)
return _data
else:
return _data
class IWriter(IO):
def __init__(self,_agent,pipeline=None):
super().__init__(_agent,pipeline)
def write(self,_data,**_args):
if 'plugins' in _args :
self._init_plugins(_args['plugins'])
if self._plugins and self._plugins.ratio() > 0 :
_data = self._plugins.apply(_data)
self._agent.write(_data,**_args)
#
# The ETL object in its simplest form is an aggregation of read/write objects
# @TODO: ETL can/should aggregate a writer as a plugin and apply it as a process
class IETL(IReader) :
"""
This class performs an ETL operation by ineriting a read and adding writes as pipeline functions
"""
def __init__(self,**_args):
super().__init__(transport.get.reader(**_args['source']))
if 'target' in _args:
self._targets = _args['target'] if type(_args['target']) == list else [_args['target']]
else:
self._targets = []
self.jobs = []
#
# If the parent is already multiprocessing
self._hasParentProcess = False if 'hasParentProcess' not in _args else _args['hasParentProcess']
def run(self) :
"""
We should apply the etl here, if we are in multiprocessing mode
"""
_data = super().read()
for _kwargs in self._targets :
self.post(_data,**_kwargs)
def read(self,**_args):
_data = super().read(**_args)
if types.GeneratorType == type(_data):
for _segment in _data :
for _kwars in self._targets :
self.post(_segment,**_kwargs)
else:
for _kwargs in self._targets :
self.post(_data,**_kwargs)
return _data
# return _data
def post (self,_data,**_args) :
"""
This function returns an instance of a process that will perform the write operation
:_args parameters associated with writer object
"""
writer = transport.get.writer(**_args)
writer.write(_data)
writer.close()