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import os | ||
import tempfile | ||
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import pandas as pd | ||
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from cloud_governance.common.google_drive.google_drive_operations import GoogleDriveOperations | ||
from cloud_governance.main.environment_variables import environment_variables | ||
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class GCPOperations: | ||
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def __init__(self): | ||
self.__environment_variables_dict = environment_variables.environment_variables_dict | ||
self.__gsheet_operations = GoogleDriveOperations() | ||
self.__gsheet_id = self.__environment_variables_dict.get('SPREADSHEET_ID', '') | ||
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def get_accounts_sheet(self, sheet_name: str, dir_path: str = None): | ||
with tempfile.TemporaryDirectory() as tmp_dir: | ||
dir_path = dir_path if dir_path else tmp_dir | ||
file_path = f'{dir_path}/{sheet_name}.csv' | ||
if not os.path.exists(file_path): | ||
self.__gsheet_operations.download_spreadsheet(spreadsheet_id=self.__gsheet_id, | ||
sheet_name=sheet_name, | ||
file_path=dir_path) | ||
accounts_df = pd.read_csv(file_path) | ||
return accounts_df |
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import asyncio | ||
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import aiohttp | ||
import requests | ||
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from cloud_governance.common.logger.init_logger import logger | ||
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class APIRequests: | ||
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def __init__(self): | ||
self.__loop = asyncio.new_event_loop() | ||
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def get(self, url: str, **kwargs): | ||
try: | ||
response = requests.get(url, **kwargs) | ||
if response.ok: | ||
return response.json() | ||
else: | ||
return response.text | ||
except Exception as err: | ||
raise err | ||
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def post(self, url: str, **kwargs): | ||
try: | ||
response = requests.post(url, **kwargs) | ||
return response | ||
except Exception as err: | ||
raise err |
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LOOK_BACK_DAYS = 30 | ||
MONTHS = 12 | ||
DEFAULT_ROUND_DIGITS = 3 | ||
PUBLIC_ACCOUNTS_COST_REPORTS = 'Accounts' | ||
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DATE_FORMAT = "%Y-%m-%d" |
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211 changes: 211 additions & 0 deletions
211
cloud_governance/policy/common_policies/cloudability_cost_reports.py
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import datetime | ||
import json | ||
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from cloud_governance.common.elasticsearch.elastic_upload import ElasticUpload | ||
from cloud_governance.common.google_drive.gcp_operations import GCPOperations | ||
from cloud_governance.common.logger.init_logger import logger | ||
from cloud_governance.common.utils.api_requests import APIRequests | ||
from cloud_governance.common.utils.configs import LOOK_BACK_DAYS, PUBLIC_ACCOUNTS_COST_REPORTS, MONTHS, \ | ||
DEFAULT_ROUND_DIGITS, DATE_FORMAT | ||
from cloud_governance.common.utils.utils import Utils | ||
from cloud_governance.main.environment_variables import environment_variables | ||
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class CloudabilityCostReports: | ||
""" | ||
This class performs cloudability cost operations | ||
""" | ||
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APPITO_LOGIN_API = "https://frontdoor.apptio.com/service/apikeylogin" | ||
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def __init__(self): | ||
self.__api_requests = APIRequests() | ||
self.__environment_variables_dict = environment_variables.environment_variables_dict | ||
self.__view_id = self.__environment_variables_dict.get('CLOUDABILITY_VIEW_ID') | ||
self.__dimensions = self.__environment_variables_dict.get('CLOUDABILITY_DIMENSIONS') | ||
self.__metrics = self.__environment_variables_dict.get('CLOUDABILITY_METRICS') | ||
self.__cloudability_api = self.__environment_variables_dict.get('CLOUDABILITY_API') | ||
self.__reports_path = self.__environment_variables_dict.get('CLOUDABILITY_API_REPORTS_PATH') | ||
self.__appito_envid = self.__environment_variables_dict.get('APPITO_ENVID') | ||
self.__key_secret = self.__environment_variables_dict.get('APPITO_KEY_SECRET') | ||
self.__key_access = self.__environment_variables_dict.get('APPITO_KEY_ACCESS') | ||
self.__gcp_operations = GCPOperations() | ||
self.elastic_upload = ElasticUpload() | ||
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def __get_appito_token(self): | ||
""" | ||
This method returns the appito token | ||
:return: | ||
:rtype: | ||
""" | ||
data = { | ||
"keyAccess": self.__key_access, | ||
"keySecret": self.__key_secret | ||
} | ||
headers = { | ||
'Accept': 'application/json', | ||
'Content-Type': 'application/json' | ||
} | ||
response = self.__api_requests.post(url=self.APPITO_LOGIN_API, data=json.dumps(data), headers=headers) | ||
if response.ok: | ||
return response.headers['apptio-opentoken'] | ||
return None | ||
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def __get_start_date(self): | ||
return (self.__get_end_date() - datetime.timedelta(days=LOOK_BACK_DAYS)).replace(day=1) | ||
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def __get_end_date(self): | ||
return datetime.datetime.utcnow().date() | ||
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def __get_cost_reports(self, start_date: str = None, end_date: str = None, custom_filter: str = ''): | ||
""" | ||
This method returns the cost reports from the cloudability | ||
:return: | ||
:rtype: | ||
""" | ||
appito_token = self.__get_appito_token() | ||
if not appito_token: | ||
raise Exception("Appito Token missing error") | ||
if not start_date: | ||
start_date = self.__get_start_date() | ||
if not end_date: | ||
end_date = self.__get_end_date() | ||
api = (f'{self.__cloudability_api}/{self.__reports_path}?' | ||
f'dimensions={self.__dimensions}&metrics={self.__metrics}' | ||
f'&start_date={start_date}&end_date={end_date}' | ||
f'&id={self.__view_id}&{custom_filter}') | ||
headers = { | ||
"apptio-environmentid": self.__appito_envid, | ||
"apptio-opentoken": appito_token | ||
} | ||
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response = self.__api_requests.get(url=api, headers=headers) | ||
if isinstance(response, dict): | ||
return response.get('results') | ||
return {} | ||
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def __get_analysed_reports(self): | ||
""" | ||
This method returns the cost reports by adding actual usage, allocated budget | ||
:return: | ||
:rtype: | ||
""" | ||
accounts_reports_df = self.__gcp_operations.get_accounts_sheet(sheet_name=PUBLIC_ACCOUNTS_COST_REPORTS) | ||
cost_centers = list(set(accounts_reports_df['CostCenter'].tolist())) | ||
custom_filter = '&'.join([f'filters=category4=={cost_center}' for cost_center in cost_centers]) | ||
cloudability_reports = self.__get_cost_reports(custom_filter=custom_filter) | ||
cost_reports = {} | ||
for account in cloudability_reports: | ||
account['date'] = (datetime.datetime.strptime(account.get('date', ''), DATE_FORMAT) | ||
.replace(day=1).date().__str__()) | ||
account_id = account.get('vendor_account_identifier').replace('-', '') | ||
account_row = accounts_reports_df[accounts_reports_df['AccountId'] == account_id].reset_index().to_dict( | ||
orient='records') | ||
if account_row: | ||
timestamp = datetime.datetime.strptime(account.get('date'), '%Y-%m-%d') | ||
account_data = account_row[0] | ||
cost_center = account_data.get('CostCenter', 0) | ||
account_budget = round(float(account_data.get('Budget', '0').replace(',', ''))) | ||
year = str(account_data.get('Year')) | ||
account_owner = account_data.get('Owner') | ||
cloud_name = account.get('vendor').upper() | ||
if Utils.equal_ignore_case(cloud_name, 'amazon'): | ||
cloud_name = 'AWS' | ||
month = datetime.datetime.strftime(timestamp, '%Y %b') | ||
index_id = f"""{account.get('date')}-{account.get('vendor_account_name').lower()}""" | ||
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if year in account.get('date'): | ||
if index_id not in cost_reports: | ||
cost_reports.setdefault(index_id, {}).update({ | ||
'Account': account.get('vendor_account_name'), | ||
'Actual': round(float(account.get('unblended_cost')), DEFAULT_ROUND_DIGITS), | ||
'AccountId': account_id, | ||
'Owner': account_owner, | ||
'start_date': account.get('date'), | ||
'CloudName': cloud_name, | ||
'Forecast': 0, | ||
'index_id': f"""{account.get('date')}-{account.get('vendor_account_name').lower()}""", | ||
'timestamp': timestamp, | ||
'Month': month, | ||
'Budget': round(account_budget / MONTHS, DEFAULT_ROUND_DIGITS), | ||
'AllocatedBudget': account_budget, | ||
'CostCenter': cost_center, | ||
'filter_date': f'{account.get("date")}-{month.split()[-1]}' | ||
}) | ||
else: | ||
cost_reports[index_id]['Actual'] += round(float(account.get('unblended_cost')), | ||
DEFAULT_ROUND_DIGITS) | ||
return list(cost_reports.values()) | ||
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def __next_twelve_months(self): | ||
""" | ||
This method returns the next 12 months, year | ||
:return: | ||
""" | ||
year = datetime.datetime.utcnow().year | ||
next_month = datetime.datetime.utcnow().month + 1 | ||
month_year = [] | ||
for idx in range(MONTHS): | ||
month = str((idx + next_month) % MONTHS) | ||
c_year = year | ||
if len(month) == 1: | ||
month = f'0{month}' | ||
if month == '00': | ||
month = 12 | ||
year = year+1 | ||
month_year.append((str(month), c_year)) | ||
return month_year | ||
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def __forecast_for_next_months(self, cost_data: list): | ||
""" | ||
This method returns the forecast of next twelve months data | ||
:param cost_data: | ||
:return: | ||
""" | ||
forecast_cost_data = [] | ||
month_years = self.__next_twelve_months() | ||
month = (datetime.datetime.utcnow().month - 1) % 12 | ||
if month == 0: | ||
month = 12 | ||
if len(str(month)) == 1: | ||
month = f'0{month}' | ||
year = datetime.datetime.utcnow().year | ||
cache_start_date = f'{year}-{str(month)}-01' | ||
for data in cost_data: | ||
if cache_start_date == data.get('start_date') and data.get('CostCenter') > 0: | ||
for m_y in month_years: | ||
m, y = m_y[0], m_y[1] | ||
start_date = f'{y}-{m}-01' | ||
timestamp = datetime.datetime.strptime(start_date, "%Y-%m-%d") | ||
index_id = f'{start_date}-{data.get("Account").lower()}' | ||
month = datetime.datetime.strftime(timestamp, "%Y %b") | ||
forecast_cost_data.append({ | ||
**data, | ||
'Actual': 0, | ||
'start_date': start_date, | ||
'timestamp': timestamp, | ||
'index_id': index_id, | ||
'filter_date': f'{start_date}-{month.split()[-1]}', | ||
'Month': month} | ||
) | ||
return forecast_cost_data | ||
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def __get_cost_and_upload(self): | ||
""" | ||
This method collect the cost and uploads to the ElasticSearch | ||
:return: | ||
""" | ||
collected_data = self.__get_analysed_reports() | ||
forecast_data = self.__forecast_for_next_months(cost_data=collected_data) | ||
upload_data = collected_data + forecast_data | ||
self.elastic_upload.es_upload_data(items=upload_data, set_index='index_id') | ||
return upload_data | ||
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def run(self): | ||
""" | ||
This is the starting of the operations | ||
:return: | ||
:rtype: | ||
""" | ||
logger.info(f'Cloudability Cost Reports=> ReportsPath: {self.__reports_path}, Metrics: {self.__metrics}, API: {self.__cloudability_api}') | ||
self.__get_cost_and_upload() |
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ATHENA_DATABASE_NAME = credentials('ATHENA_DATABASE_NAME') | ||
ATHENA_TABLE_NAME = credentials('ATHENA_TABLE_NAME') | ||
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CLOUDABILITY_API = credentials('cloudability_api') | ||
CLOUDABILITY_API_REPORTS_PATH = credentials('cloudability_api_reports_path') | ||
CLOUDABILITY_METRICS = credentials('cloudability_metrics') | ||
CLOUDABILITY_VIEW_ID = credentials('cloudability_view_id') | ||
APPITO_KEY_ACCESS = credentials('appito_key_access') | ||
APPITO_KEY_SECRET = credentials('appito_key_secret') | ||
APPITO_ENVID = credentials('appito_envid') | ||
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contact1 = "[email protected]" | ||
contact2 = "[email protected]" | ||
} | ||
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