cli etl tool

This commit is contained in:
Steve Nyemba 2021-07-08 17:31:29 -05:00
parent 7c2e945996
commit 19ab510125
4 changed files with 109 additions and 6 deletions

91
bin/transport Normal file
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@ -0,0 +1,91 @@
#!/usr/bin/env python
__doc__ = """
(c) 2018 - 2021 data-transport
steve@the-phi.com, The Phi Technology LLC
https://dev.the-phi.com/git/steve/data-transport.git
This program performs ETL between 9 supported data sources : Couchdb, Mongodb, Mysql, Mariadb, PostgreSQL, Netezza,Redshift, Sqlite, File
Usage :
transport --config <path-to-file.json> --procs <number-procs>
@TODO: Create tables if they don't exist for relational databases
"""
import pandas as pd
import numpy as np
import json
import sys
import transport
import time
from multiprocessing import Process
SYS_ARGS = {}
if len(sys.argv) > 1:
N = len(sys.argv)
for i in range(1,N):
value = None
if sys.argv[i].startswith('--'):
key = sys.argv[i][2:] #.replace('-','')
SYS_ARGS[key] = 1
if i + 1 < N:
value = sys.argv[i + 1] = sys.argv[i+1].strip()
if key and value and not value.startswith('--'):
SYS_ARGS[key] = value
i += 2
class Post(Process):
def __init__(self,**args):
super().__init__()
self.PROVIDER = args['target']['type']
self.writer = transport.factory.instance(**args['target'])
self.rows = args['rows']
def run(self):
_info = {"values":self.rows} if 'couch' in self.PROVIDER else self.rows
self.writer.write(_info)
self.writer.close()
class ETL (Process):
def __init__(self,**_args):
super().__init__()
self.name = _args['id']
self.reader = transport.factory.instance(**_args['source'])
self._oargs = _args['target'] #transport.factory.instance(**_args['target'])
self.JOB_COUNT = _args['jobs']
# self.logger = transport.factory.instance(**_args['logger'])
def log(self,**_args) :
_args['name'] = self.name
print (_args)
def run(self):
idf = self.reader.read()
idf = pd.DataFrame(idf)
idf.columns = [str(name).replace("b'",'').replace("'","").strip() for name in idf.columns.tolist()]
self.log(rows=idf.shape[0],cols=idf.shape[1])
#
# writing the data to a designated data source
#
try:
self.log(module='write',action='partitioning')
rows = np.array_split(np.arange(idf.shape[0]),self.JOB_COUNT)
jobs = []
for i in rows :
segment = idf.loc[i,:].to_dict(orient='records')
proc = Post(target = self._oargs,rows = segment)
jobs.append(proc)
proc.start()
self.log(module='write',action='working ...')
while jobs :
jobs = [proc for proc in jobs if proc.is_alive()]
time.sleep(2)
self.log(module='write',action='completed')
except Exception as e:
print (e)
if __name__ == '__main__' :
_config = json.loads(open (SYS_ARGS['config']).read())
_config['jobs'] = 10 if 'jobs' not in SYS_ARGS else SYS_ARGS['jobs']
for _config in _info :
etl = ETL (**_config)
etl.start()

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@ -8,14 +8,14 @@ def read(fname):
return open(os.path.join(os.path.dirname(__file__), fname)).read()
args = {
"name":"data-transport",
"version":"1.3.8.6.1",
"version":"1.3.8.8",
"author":"The Phi Technology LLC","author_email":"info@the-phi.com",
"license":"MIT",
"packages":["transport"]}
args["keywords"]=['mongodb','couchdb','rabbitmq','file','read','write','s3','sqlite']
args["install_requires"] = ['pymongo','numpy','cloudant','pika','nzpy','boto3','boto','pyarrow','google-cloud-bigquery','google-cloud-bigquery-storage','flask-session','smart_open','botocore','psycopg2-binary','mysql-connector-python']
args["url"] = "https://healthcareio.the-phi.com/git/code/transport.git"
args['scripts'] = ['bin/transport']
if sys.version_info[0] == 2 :
args['use_2to3'] = True
args['use_2to3_exclude_fixers']=['lib2to3.fixes.fix_import']

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@ -42,6 +42,7 @@ The configuration for the data-store is as follows :
}
"""
__author__ = 'The Phi Technology'
import pandas as pd
import numpy as np
import json
import importlib
@ -97,6 +98,9 @@ class factory :
print(['Error ',e])
return anObject
import time
# class Reader:
# def __init__(self):
# self.nrows = 0

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@ -87,13 +87,14 @@ class SQLRW :
# Executing a command i.e no expected return values ...
cursor.execute(_sql)
self.conn.commit()
except Exception as e :
print (e)
finally:
self.conn.commit()
cursor.close()
def close(self):
try:
self.connect.close()
self.conn.close()
except Exception as error :
print (error)
pass
@ -112,6 +113,12 @@ class SQLReader(SQLRW,Reader) :
if 'limit' in _args :
_sql = _sql + " LIMIT "+str(_args['limit'])
return self.apply(_sql)
def close(self) :
try:
self.conn.close()
except Exception as error :
print (error)
pass
class SQLWriter(SQLRW,Writer):
def __init__(self,**_args) :
@ -122,7 +129,7 @@ class SQLWriter(SQLRW,Writer):
# NOTE: Proper data type should be set on the target system if their source is unclear.
self._inspect = False if 'inspect' not in _args else _args['inspect']
self._cast = False if 'cast' not in _args else _args['cast']
def init(self,fields):
def init(self,fields=None):
if not fields :
try:
self.fields = pd.read_sql("SELECT * FROM :table LIMIT 1".replace(":table",self.table),self.conn).columns.tolist()
@ -192,6 +199,7 @@ class SQLWriter(SQLRW,Writer):
# self.conn.commit()
except Exception as e:
print(e)
pass
finally:
self.conn.commit()