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@ -53,148 +53,29 @@ if len(sys.argv) > 1:
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i += 2
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class Post(Process):
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def __init__(self,**args):
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super().__init__()
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if 'provider' not in args['target'] :
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self.PROVIDER = args['target']['type']
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self.writer = transport.factory.instance(**args['target'])
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else:
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self.PROVIDER = args['target']['provider']
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args['target']['context'] = 'write'
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self.store = args['target']
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# self.writer = transport.instance(**args['target'])
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#
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# If the table doesn't exists maybe create it ?
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#
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self.rows = args['rows'].fillna('')
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def run(self):
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_info = {"values":self.rows} if 'couch' in self.PROVIDER else self.rows
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ltypes = self.rows.dtypes.values
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columns = self.rows.dtypes.index.tolist()
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# if not self.writer.has() :
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# self.writer.make(fields=columns)
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# self.log(module='write',action='make-table',input={"name":self.writer.table})
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for name in columns :
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if _info[name].dtype in ['int32','int64','int','float','float32','float64'] :
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value = 0
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else:
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value = ''
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_info[name] = _info[name].fillna(value)
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writer = transport.factory.instance(**self.store)
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writer.write(_info)
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writer.close()
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class ETL (Process):
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def __init__(self,**_args):
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super().__init__()
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self.name = _args['id']
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if 'provider' not in _args['source'] :
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#@deprecate
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self.reader = transport.factory.instance(**_args['source'])
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else:
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#
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# This is the new interface
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_args['source']['context'] = 'read'
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self.reader = transport.instance(**_args['source'])
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if __name__ == '__main__' :
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#
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# do we have an sql query provided or not ....
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# self.sql = _args['source']['sql'] if 'sql' in _args['source'] else None
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self.cmd = _args['source']['cmd'] if 'cmd' in _args['source'] else None
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self._oargs = _args['target'] #transport.factory.instance(**_args['target'])
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self.JOB_COUNT = _args['jobs']
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self.jobs = []
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# self.logger = transport.factory.instance(**_args['logger'])
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def log(self,**_args) :
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_args['name'] = self.name
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print (_args)
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def run(self):
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if self.cmd :
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idf = self.reader.read(**self.cmd)
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# Load information from the file ...
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if 'help' in SYS_ARGS :
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print (__doc__)
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else:
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idf = self.reader.read()
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idf = pd.DataFrame(idf)
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# idf = idf.replace({np.nan: None}, inplace = True)
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idf.columns = [str(name).replace("b'",'').replace("'","").strip() for name in idf.columns.tolist()]
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self.log(rows=idf.shape[0],cols=idf.shape[1],jobs=self.JOB_COUNT)
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#
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# writing the data to a designated data source
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#
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try:
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self.log(module='write',action='partitioning')
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rows = np.array_split(np.arange(0,idf.shape[0]),self.JOB_COUNT)
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#
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# @TODO: locks
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for i in np.arange(self.JOB_COUNT) :
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_id = 'segment # '.join([str(i),' ',self.name])
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indexes = rows[i]
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segment = idf.loc[indexes,:].copy() #.to_dict(orient='records')
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if segment.shape[0] == 0 :
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continue
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proc = Post(target = self._oargs,rows = segment,name=_id)
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self.jobs.append(proc)
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proc.start()
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self.log(module='write',action='working',segment=_id)
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# while poc :
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# proc = [job for job in proc if job.is_alive()]
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# time.sleep(1)
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_info = json.loads(open(SYS_ARGS['config']).read())
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if 'index' in SYS_ARGS :
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_index = int(SYS_ARGS['index'])
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_info = [_item for _item in _info if _info.index(_item) == _index]
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pass
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procs = 1 if 'procs' not in SYS_ARGS else int(SYS_ARGS['procs'])
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jobs = transport.factory.instance(provider='etl',info=_info,procs=procs)
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while jobs :
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x = len(jobs)
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jobs = [_job for _job in jobs if _job.is_alive()]
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if x != len(jobs) :
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print ([len(jobs),'... jobs running'])
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time.sleep(1)
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except Exception as e:
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print (e)
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def is_done(self):
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self.jobs = [proc for proc in self.jobs if proc.is_alive()]
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return len(self.jobs) == 0
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def apply(_args) :
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"""
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This function will apply a set of commands against a data-store. The expected structure is as follows :
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{"store":...,"apply":[]}
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"""
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handler = transport.factory.instance(**_args['store'])
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for cmd in _args['apply'] :
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handler.apply(cmd)
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handler.close()
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if __name__ == '__main__' :
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_info = json.loads(open (SYS_ARGS['config']).read())
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index = int(SYS_ARGS['index']) if 'index' in SYS_ARGS else None
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procs = []
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for _config in _info :
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if 'source' in SYS_ARGS :
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_config['source'] = {"type":"disk.DiskReader","args":{"path":SYS_ARGS['source'],"delimiter":","}}
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_config['jobs'] = 3 if 'jobs' not in SYS_ARGS else int(SYS_ARGS['jobs'])
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etl = ETL (**_config)
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if index is None:
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etl.start()
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procs.append(etl)
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print (e)
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elif _info.index(_config) == index :
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# print (_config)
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procs = [etl]
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etl.start()
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break
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#
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#
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N = len(procs)
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while procs :
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procs = [thread for thread in procs if not thread.is_done()]
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if len(procs) < N :
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print (["Finished ",(N-len(procs)), " remaining ", len(procs)])
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N = len(procs)
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time.sleep(1)
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print ("We're done !!")
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