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ModelTarget.py
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import sys
import threading
import asyncio
import random
import importlib
import copy
import uuid
import collections
import time
import queue
from queue import Empty
from functools import lru_cache
import logging
import ModelImport
class ModelTarget(object):
def __init__(self,*args,**kwargs):
#Setup log
self.logger = logging.getLogger(__name__)
super(ModelTarget,self).__init__()
self._id = uuid.uuid1().int
self._modelId = kwargs.get('modelId')
self._type = 'MODELTARGET'
self._moduleName = kwargs.get('module')
self._className = kwargs.get('class')
self._methodName = kwargs.get('method')
self._modelType = kwargs.get('type')
self._input_ports = kwargs.get('input_ports')
self._args = args
self._kwargs = kwargs
self._qIn = kwargs.get('q').getQIn()
self._qOut = kwargs.get('q').getQOut()
self._qErr = kwargs.get('q').getQErr()
self._qOnSuccess = kwargs.get('q').getQOnSuccess()
self._qOnFailure = kwargs.get('q').getQOnFailure()
#self._module = self.importModule()
#self._module = ModelImport.ModelImport().importModule(self._moduleName)
self._module = kwargs.get('moduleObj') ###ModelImport.ModelImport().importModule(self._moduleName)
self._modelInit = kwargs.get('model_init_event')
#Low load impl
self._lowLoadSema = kwargs.get('lowLoadSema')
self._threadCount = int(kwargs.get('thread_count'))
#Without lock
#self.lock = threading.RLock()
#self._loop = asyncio.get_event_loop()
self._loop = asyncio.new_event_loop()
asyncio.set_event_loop(self._loop)
#@lru_cache(maxsize=2048)
#def importModule(self):
# return importlib.import_module(self._moduleName)
def getRandomQs(self,qIO,method,filterEmpty=True,getAll=False):
_queue=[]
for model,ports in qIO.items():
_model = model
if (_queue and method == 'any'): break
for port,queueInit in ports.items():
_queues = list(map(lambda x:x.getObj(),queueInit))
if _queues:
if filterEmpty: #Filter empty queues for get
filtered_q = list(filter(lambda x:x.qsize() > 0, _queues))
else: # Leave empty queues for put
filtered_q = list(filter(lambda x:x.qsize() >= 0, _queues))
if filtered_q:
_queue.append({'model':model,'port':port,'q':filtered_q[random.randint(0,len(filtered_q)-1)]})
if (method == 'all'):
if not filtered_q and list(set(_queues) - set(filtered_q)):
_queue.append({'model':model,'port':port,'q':list(set(_queues) - set(filtered_q))[0]})
elif (_queue and method == 'any'): break
## If input port all, check the load.
if (_queue):
if (method == 'all'):
if (sorted(map(lambda x:x.get('q').qsize(),_queue))[0] < self._threadCount):
with self._lowLoadSema:
self.logger.debug('Model - %-10s on low load',_model)
else:
self.logger.info('Model - %-10s now on full load',_model)
# else:
# pass
return _queue
def getPut(self,qIO,method=None,**kwargs):
result = {}
if (method == 'put'):
for _queue in self.getRandomQs(qIO,method,filterEmpty=False):
if self._modelType != 'sink':
_queue.get('q').put({(_queue.get('model'),_queue.get('port')):kwargs['item']})
self.logger.debug('PUT: Model - %-10s, Port - %-10s, Data - %s', _queue.get('model'), _queue.get('port'), kwargs['item'])
#if self._modelType == 'sink':
# self.logger.info('PUT: Model - %-10s, Port - %-10s, Data - %s', _queue.get('model'), _queue.get('port'), kwargs['item'])
#else:
else:
for _queue in self.getRandomQs(qIO,method,filterEmpty=True):
result.update(_queue.get('q').get(timeout=0.50).get((_queue.get('model'),_queue.get('port'))))
self.logger.debug('GET: Model - %-10s, Port - %-10s, Data - %s', _queue.get('model'), _queue.get('port'), result)
if (method == 'any'):
break
if not result: #This is done for input_ports = any, to wait on a queue
for _queue in self.getRandomQs(qIO,method,filterEmpty=False):
result.update(_queue.get('q').get(timeout=0.50).get((_queue.get('model'),_queue.get('port'))))
self.logger.debug('GET: Model - %-10s, Port - %-10s, Data - %s', _queue.get('model'), _queue.get('port'), result)
if (method == 'any'):
break
return result
def getQIn(self):
return self._qIn
def getQOut(self):
return self._qOut
def getQErr(self):
return self._qErr
def getQOnSuccess(self):
return self._qOnSuccess
def getQOnFailure(self):
return self._qOnFailure
async def consumer(self,*args,**kwargs):
e_complete = kwargs.get('process_complete')
while True:
try:
_result = kwargs.get('resultQ').get(timeout=0.50)
if (self._modelType == 'connection'):
self.logger.debug('CONSUMER:GET: Class - %-10s, Method - %-10s, Recv - %s', self._className, self._methodName, _result)
else:
self.logger.info('CONSUMER:GET: Class - %-10s, Method - %-10s, Recv - %s', self._className, self._methodName, _result)
if _result:
if (self._modelType == 'connection'):
if _result.get('OnFailure'):
self.getPut(self.getQOnFailure(),method='put',item=_result)
else:
self.getPut(self.getQOnSuccess(),method='put',item=_result)
else:
self.getPut(self.getQOut(),method='put',item=_result)
except Empty:
if e_complete.wait(5):
e_complete.clear()
break
else:
continue
def producer_api(self,*args,**kwargs):
if (self._modelType == 'connection'):
self.logger.debug('PRODUCER_API: Class - %-10s, Method - %-10s, Send - %s', self._className, self._methodName, kwargs.get('taskKwargs'))
else:
self.logger.info('PRODUCER_API: Class - %-10s, Method - %-10s, Send - %s', self._className, self._methodName, kwargs.get('taskKwargs'))
try:
_result = getattr(kwargs.get('taskObject'),self._methodName)(kwargs.get('resultQ'),*kwargs.get('taskArgs'),**kwargs.get('taskKwargs'))
except:
raise
#self.logger.debug('PRODUCER_API: Class - %-10s, Method - %-10s, Recv - %s', self._className, self._methodName, kwargs.get('taskKwargs'))
async def producer(self,*args,**kwargs):
e_complete = kwargs.get('process_complete')
e_complete.clear()
try:
self.producer_api(self,*args,**kwargs)
e_complete.set()
except:
e_complete.set()
raise
# def target(self,*args,**kwargs):
# while True:
# try:
# _args = ()
# _kwargs = {}
# _object = None
# resultQ = queue.Queue()
# process_complete = threading.Event()
# with self.lock:
# #self.logger.info(self.importModule.cache_info())
# _object = getattr(self._module,self._className)(*self._args,**self._kwargs)
# try:
# _kwargs = self.getPut(self.getQIn(),method=self._input_ports)
## Controller
# tasks = [asyncio.ensure_future(self.producer(process_complete=process_complete,resultQ=resultQ,taskObject=_object,taskArgs=_args,taskKwargs=_kwargs,*args,**kwargs),loop=self._loop),asyncio.ensure_future(self.consumer(process_complete=process_complete,resultQ=resultQ,taskObject=_object,taskArgs=_args,taskKwargs=_kwargs,*args,**kwargs),loop=self._loop)]
# result_producer, result_consumer=self._loop.run_until_complete(asyncio.gather(*tasks,return_exceptions=False))
# except Empty:
# continue
# if (self._modelType == 'generator'):
# break
# except:
# self.logger.debug(sys.exc_info())
# self.getPut(self.getQErr(),method='put',item=sys.exc_info())
def target(self,*args,**kwargs):
self.logger.debug('WAITING FOR INIT OK SIGNAL')
self._modelInit.wait()
self.logger.debug('INIT OK')
while True:
try:
_args = ()
_kwargs = {}
_object = None
resultQ = queue.Queue()
process_complete = threading.Event()
#self.logger.info(self.importModule.cache_info())
_object = getattr(self._module,self._className)(*self._args,**self._kwargs)
try:
_kwargs = self.getPut(self.getQIn(),method=self._input_ports)
# Controller
tasks = [asyncio.ensure_future(self.producer(process_complete=process_complete,resultQ=resultQ,taskObject=_object,taskArgs=_args,taskKwargs=_kwargs,*args,**kwargs),loop=self._loop),asyncio.ensure_future(self.consumer(process_complete=process_complete,resultQ=resultQ,taskObject=_object,taskArgs=_args,taskKwargs=_kwargs,*args,**kwargs),loop=self._loop)]
result_producer, result_consumer=self._loop.run_until_complete(asyncio.gather(*tasks,return_exceptions=False))
except Empty:
continue
if (self._modelType == 'generator'):
break
except:
# self.logger.debug(sys.exc_info())
self.getPut(self.getQErr(),method='put',item=sys.exc_info())
def getTarget(self,*args,**kwargs):
return self.target