A python cli for
Project description
CENTRAL SET
import pandas as pd
import datetime
from central_set_cli import CentralSet, ETLReportBase
Initialize the main class and Login
cs = CentralSet(host = 'http://localhost:8080')\
.connect()\
.login()
cs.token
'eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.-VCwGf2xh-rQ7R56Q2SPC31PaU5d5QZA8oESNcr9ZGQ'
APP / DATABSE
cs.get_apps()
lmbd = lambda app: {'app_id': app['app_id'], 'app': app['app'], 'db': app['db']}
apps = list(map(lmbd, cs.apps))
apps
[{'app_id': 1, 'app': 'ADMIN', 'db': 'ADMIN_DB'},
{'app_id': 5, 'app': 'TESOURARIA', 'db': 'TESOURARIA'},
{'app_id': 13, 'app': 'SA_v21', 'db': 'SA_v21'}]
cs.set_app('ADMIN')
cs.app
{'app_id': 1,
'app': 'ADMIN',
'app_desc': 'Admin app',
'version': '1.0.0',
'email': 'adm@domain.com',
'db': 'ADMIN_DB',
'attach_logo': 'favicon.ico',
'config': '{}',
'user_id': 1,
'created_at': '2023-11-18T11:22:37.460265',
'updated_at': '2023-11-18T11:22:37.460277',
'excluded': False}
SELECT DB TABLES
cs.get_tables()
tables = cs.tables
for table in tables:
pass
#print(f"{table}: {tables[table]['comment']}")
CREATE
_data = {
'app_id': 1,
'app': 'ADMIN',
'app_desc': 'Admin app',
'version': '1.0.0',
'email': 'adm@domain.com',
'db': 'ADMIN_DB',
'attach_logo': 'favicon.ico'
}
#res = cs.create_params({'table': 'app', 'data': _data})\
# .create()
#print(res)
READ
data = cs.read_params({'table': 'app', 'limit': -1, 'fields': ['app_id', 'app', 'app_desc']})\
.read()\
.get('data')
print(data)
[{'app_id': 1, 'app': 'ADMIN', 'app_desc': 'Admin app'}, {'app_id': 5, 'app': 'TESOURARIA', 'app_desc': ''}, {'app_id': 13, 'app': 'SA_v21', 'app_desc': 'SA_v21'}]
UPLOAD FILE
file_path = '/home/clovis/Downloads/invitation.ics'
#res = cs.upload({'tmp': False}, file_path)
#print(res)
ETL / REPORT / BASE
etl = ETLReportBase(cs)
GET THE LIST OF AVALIABLE ETLs / REPORTS / BASES
_data = etl.get_etl_report_base(pattern = 'tax')
_fn = lambda e: {'id': e.get('etl_report_base_id'), 'name': e.get('etl_report_base'), 'database': e.get('database')}
def _fn(e):
return {
'id': e.get('etl_report_base_id'),
'name': e.get('etl_report_base'),
'database': e.get('database')
}
list(map(_fn, _data))
[{'id': 11, 'name': 'NYC_TAXI', 'database': 'NYC_TAXI.duckdb'}]
GET DATA (INPUT | OUTPUTS | ...) ETL / REPORT / BASE
item = {'id': 11, 'name': 'NYC_TAXI', 'database': 'NYC_TAXI.duckdb'}
etl.get_data(etl_report_base = item)
etl_report_base = etl.data['etl_report_base'].get('data', [])[0]
etl_report_base
{'etl_report_base_id': 11,
'etl_report_base': 'NYC_TAXI',
'etl_report_base_desc': 'Teste DUCKDB Devs',
'attach_etl_rbase_doc': None,
'periodicity_id': 1,
'database': 'NYC_TAXI.duckdb',
'includes_data_quality': True,
'includes_data_reconci': True,
'includes_exports': True,
'etl_report_base_conf': None,
'active': True,
'user_id': 1,
'app_id': 1,
'created_at': '2023-11-11T18:13:03.122978',
'updated_at': '2023-11-13T15:23:23.152889',
'excluded': False,
'includes_notify': True}
SET / GET DATE REF
etl.ref
datetime.date(2023, 11, 17)
etl.set_ref('2023-10-31').ref
datetime.date(2023, 10, 31)
RUN STEPS
etl.inputs()\
.outputs()\
.data_quality()\
.data_reconcilia()\
.export()\
.notify()
RUNNING: extract...
RUNNING: extract/taxi_2019_04...
RUNNING: extract/taxi_2019_05...
FINISHING: extract...
RUNNING: transform...
RUNNING: transform/Teste...
FINISHING: transform...
RUNNING: data_quality...
RUNNING: data_quality/VT0001...
FINISHING: data_quality...
RUNNING: data_reconcilia...
RUNNING: data_reconcilia/TaxyDiffs...
FINISHING: data_reconcilia...
RUNNING: export...
RUNNING: export/DumpTesteOutput2CSV...
RUNNING: export/DumpTesteOutput2Parquet...
FINISHING: export...
RUNNING: notify...
RUNNING: notify/TAXY YYYYMMDD...
FINISHING: notify...
<src.central_set_cli.ETLReportBase at 0x7f1e42d7ffa0>
RUN ALL STEPS
etl.run_all()
RUNNING: extract...
RUNNING: extract/taxi_2019_04...
RUNNING: extract/taxi_2019_05...
FINISHING: extract...
RUNNING: transform...
RUNNING: transform/Teste...
RUNNING: transform/Teste2...
FINISHING: transform...
RUNNING: data_quality...
RUNNING: data_quality/VT0001...
FINISHING: data_quality...
RUNNING: data_reconcilia...
RUNNING: data_reconcilia/TaxyDiffs...
FINISHING: data_reconcilia...
RUNNING: export...
RUNNING: export/DumpTesteOutput2CSV...
RUNNING: export/DumpTesteOutput2Parquet...
FINISHING: export...
RUNNING: notify...
RUNNING: notify/TAXY YYYYMMDD...
FINISHING: notify...
<src.central_set_cli.ETLReportBase at 0x7fdafc532700>
STEPS ALLOW AND SKIP CONF
allow_skip_conf: dict = {
"extract": {
"skip": True,
"allow_specifics": None,
"skip_specifics": None
},
"transform": {
"skip": False,
"allow_specifics": None,
"skip_specifics": None
},
"data_quality": {
"skip": False,
"allow_specifics": None,
"skip_specifics": None
},
"data_reconcilia": {
"skip": False,
"allow_specifics": None,
"skip_specifics": None
},
"export": {
"skip": False,
"allow_specifics": None,
"skip_specifics": ["DumpTesteOutput2CSV"]
},
"notify": {
"skip": False,
"allow_specifics": None,
"skip_specifics": None
}
}
etl.set_allow_skip_conf(allow_skip_conf)\
.run_all()
RUNNING: extract...
RUNNING: transform...
RUNNING: transform/Teste...
FINISHING: transform...
RUNNING: data_quality...
RUNNING: data_quality/VT0001...
FINISHING: data_quality...
RUNNING: data_reconcilia...
RUNNING: data_reconcilia/TaxyDiffs...
FINISHING: data_reconcilia...
RUNNING: export...
RUNNING: export/DumpTesteOutput2CSV...
RUNNING: export/DumpTesteOutput2Parquet...
FINISHING: export...
RUNNING: notify...
RUNNING: notify/TAXY YYYYMMDD...
FINISHING: notify...
<src.central_set_cli.ETLReportBase at 0x7f3f34b86f10>
LOGS
etl.save_logs()
logs = pd.DataFrame(etl.get_logs())
_fields = ['type', 'ref', 'name', 'start', 'end', 'success', 'msg', 'timer']
logs.shape
(6, 13)
logs[_fields].head()
SAVE THE LOGS
logs = etl.get_logs()
def map_transf(log):
for k in log:
if isinstance(log[k], datetime.date):
log[k] = log[k].strftime('%Y-%m-%d')
elif isinstance(log[k], datetime.datetime):
log[k] = log[k].strftime('%Y-%m-%d %H:%m:%s')
return log
logs = list(map(map_transf, logs))
res = cs.create_params({'table': 'etl_report_base_log', 'data': logs})\
.create()
print(res)
{'success': True, 'msg': 'Operation executed successfully!', 'data': {'etl_report_base_log_row_exec_1': {'success': True, 'msg': 'Operation executed successfully!', 'pk': 'log_id', 'inserted_primary_key': 32, 'data': {'type': 'TRANSFORM', 'ref': '2023-10-31', 'name': 'Teste', 'start': '2023-11-18T19:40:31.022129', 'success': True, 'msg': 'Operation executed successfully!', 'num_rows': None, 'num_cols': None, 'fname': None, 'end': '2023-11-18T19:40:35.214374', 'timer': '4.19s', 'etl_report_base_id': 11, 'log_id': 32}, 'sql': 'INSERT INTO etl_report_base_log (type, name, ref, start, "end", timer, success, msg, num_rows, fname, etl_report_base_id, user_id, created_at, updated_at, excluded) VALUES (:type, :name, :ref, :start, :end, :timer, :success, :msg, :num_rows, :fname, :etl_report_base_id, :user_id, :created_at, :updated_at, :excluded)'}, 'etl_report_base_log_row_exec_2': {'success': True, 'msg': 'Operation executed successfully!', 'pk': 'log_id', 'inserted_primary_key': 33, 'data': {'type': 'DATA_RECONCILIA', 'ref': '2023-10-31', 'name': 'TaxyDiffs', 'start': '2023-11-18T19:40:35.440510', 'success': True, 'msg': 'Operation executed successfully!', 'num_rows': None, 'num_cols': None, 'fname': None, 'end': '2023-11-18T19:40:35.725139', 'timer': '0.28s', 'etl_report_base_id': 11, 'html': None, 'log_id': 33}, 'sql': 'INSERT INTO etl_report_base_log (type, name, ref, start, "end", timer, success, msg, num_rows, fname, etl_report_base_id, user_id, created_at, updated_at, excluded) VALUES (:type, :name, :ref, :start, :end, :timer, :success, :msg, :num_rows, :fname, :etl_report_base_id, :user_id, :created_at, :updated_at, :excluded)'}, 'etl_report_base_log_row_exec_3': {'success': True, 'msg': 'Operation executed successfully!', 'pk': 'log_id', 'inserted_primary_key': 34, 'data': {'type': 'DATA_RECONCILIA', 'ref': '2023-10-31', 'name': 'TaxyDiffs', 'start': '2023-11-18T19:40:35.440510', 'success': True, 'msg': 'Operation executed successfully!', 'num_rows': None, 'num_cols': None, 'fname': None, 'end': '2023-11-18T19:40:35.725139', 'timer': '0.28s', 'etl_report_base_id': 11, 'html': None, 'log_id': 34}, 'sql': 'INSERT INTO etl_report_base_log (type, name, ref, start, "end", timer, success, msg, num_rows, fname, etl_report_base_id, user_id, created_at, updated_at, excluded) VALUES (:type, :name, :ref, :start, :end, :timer, :success, :msg, :num_rows, :fname, :etl_report_base_id, :user_id, :created_at, :updated_at, :excluded)'}, 'etl_report_base_log_row_exec_4': {'success': True, 'msg': 'Operation executed successfully!', 'pk': 'log_id', 'inserted_primary_key': 35, 'data': {'type': 'EXPORT', 'ref': '2023-10-31', 'name': 'DumpTesteOutput2CSV', 'start': '2023-11-18T19:40:35.725593', 'success': False, 'msg': 'Interrupted by configuration', 'end': '2023-11-18T19:40:35.725613', 'timer': '0.00s', 'etl_report_base_id': 11, 'log_id': 35}, 'sql': 'INSERT INTO etl_report_base_log (type, name, ref, start, "end", timer, success, msg, etl_report_base_id, user_id, created_at, updated_at, excluded) VALUES (:type, :name, :ref, :start, :end, :timer, :success, :msg, :etl_report_base_id, :user_id, :created_at, :updated_at, :excluded)'}, 'etl_report_base_log_row_exec_5': {'success': True, 'msg': 'Operation executed successfully!', 'pk': 'log_id', 'inserted_primary_key': 36, 'data': {'type': 'EXPORT', 'ref': '2023-10-31', 'name': 'DumpTesteOutput2Parquet', 'start': '2023-11-18T19:40:35.725634', 'success': False, 'msg': "Unexpected error [Errno 2] No such file or directory: '/home/clovis/Documents/apps/fast-api/static/uploads/tmp'", 'num_rows': None, 'num_cols': None, 'fname': None, 'end': '2023-11-18T19:40:36.036306', 'timer': '0.31s', 'etl_report_base_id': 11, 'log_id': 36}, 'sql': 'INSERT INTO etl_report_base_log (type, name, ref, start, "end", timer, success, msg, num_rows, fname, etl_report_base_id, user_id, created_at, updated_at, excluded) VALUES (:type, :name, :ref, :start, :end, :timer, :success, :msg, :num_rows, :fname, :etl_report_base_id, :user_id, :created_at, :updated_at, :excluded)'}, 'etl_report_base_log_row_exec_6': {'success': True, 'msg': 'Operation executed successfully!', 'pk': 'log_id', 'inserted_primary_key': 37, 'data': {'type': 'NOTIFY', 'ref': '2023-10-31', 'name': 'TAXY YYYYMMDD', 'start': '2023-11-18T19:40:36.036506', 'success': False, 'msg': 'Unexpected error [Errno -3] Temporary failure in name resolution', 'num_rows': None, 'num_cols': None, 'fname': None, 'end': '2023-11-18T19:40:36.224203', 'timer': '0.19s', 'etl_report_base_id': 11, 'log_id': 37}, 'sql': 'INSERT INTO etl_report_base_log (type, name, ref, start, "end", timer, success, msg, num_rows, fname, etl_report_base_id, user_id, created_at, updated_at, excluded) VALUES (:type, :name, :ref, :start, :end, :timer, :success, :msg, :num_rows, :fname, :etl_report_base_id, :user_id, :created_at, :updated_at, :excluded)'}}}
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