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gen_ops_report_email.py
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gen_ops_report_email.py
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#!/usr/bin/env python
from __future__ import print_function
from builtins import str
from builtins import range
import json
import urllib3
import hashlib
import datetime
import requests
import argparse
import dateutil.parser
from hysds.celery import app
from hysds_commons.net_utils import get_container_host_ip
import smtplib
from email.mime.multipart import MIMEMultipart
from email.mime.text import MIMEText
urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
VERSION = 'v2.0'
PRODUCT_NAME = 'AOI_Ops_Report-{}-TN{}-{}-{}'
# maps the dataset type to the elasticsearch index
IDX_DCT = {
'audit_trail': 'grq_*_s1-gunw-acqlist-audit_trail',
'ifg': 'grq_*_s1-gunw',
'acq-list': 'grq_*_s1-gunw-acq-list',
'ifg-cfg': 'grq_*_s1-gunw-ifg-cfg',
'ifg-blacklist': 'grq_*_blacklist',
'slc': 'grq_*_s1-iw_slc',
'acq': 'grq_*_acquisition-s1-iw_slc',
'aoi_track': 'grq_*_s1-gunw-aoi_track'
}
def generate_aoi_track_report(aoi_idx, aoi_id):
"""
Queries for relevant products & builds the report by track.
:param aoi_idx, str, ES index for AOI's
:param aoi_id: area of interest id in elasticsearch, ex. AOI_monitoring_hawaiian_chain_tn124_hawaii
:return: str, html with consisting of 2 <table>'s
"""
if not aoi_id or not aoi_idx:
raise Exception('invalid inputs of aoi_id: {}, aoi_index: {}'.format(aoi_id, aoi_idx))
aoi = get_aoi(aoi_id, aoi_idx)
track_acq_lists = sort_by_track(get_objects('acq-list', aoi))
html_email_template = ''
for track in list(track_acq_lists.keys()):
acqs = get_objects('acq', aoi, track)
slcs = get_objects('slc', aoi, track)
audit_trail = get_objects('audit_trail', aoi, track)
if len(audit_trail) < 1:
print('no audit trail products found for track {}'.format(track))
continue
else:
print('Generating report for track: {}'.format(track))
allowed_hashes = list(set(store_by_hash(audit_trail).keys())) # allow only hashes foud in audit-trail
acq_lists = filter_hashes(get_objects('acq-list', aoi, track), allowed_hashes)
ifg_cfgs = filter_hashes(get_objects('ifg-cfg', aoi, track), allowed_hashes)
ifgs = filter_hashes(get_objects('ifg', aoi, track), allowed_hashes)
aoi_tracks = get_objects('aoi_track', aoi, track)
now = datetime.datetime.now().strftime('%Y%m%dT%H%M')
product_id = PRODUCT_NAME.format(aoi_id, track, now, VERSION)
aoi_track_html = generate(aoi_id, aoi, track, acqs, slcs, acq_lists, ifg_cfgs, ifgs, audit_trail, aoi_tracks)
html_email_template += aoi_track_html
print('generated {} for track: {}'.format(product_id, track))
return html_email_template
def generate(product_id, aoi, track, acqs, slcs, acq_lists, ifg_cfgs, ifgs, audit_trail, aoi_tracks):
"""generates an enumeration comparison report for the given aoi & track"""
acq_dct = store_by_id(acqs)
acq_map_dct = store_by_slc_id(acqs)
slc_dct = store_by_id(slcs)
acq_list_dct = store_by_hash(acq_lists) # converts dict where key is hash of master/slave slc ids
ifg_cfg_dct = store_by_hash(ifg_cfgs) # converts dict where key is hash of master/slave slc ids
ifg_dct = store_by_hash(ifgs) # converts dict where key is hash of master/slave slc ids
aoi_track_dct = store_by_gunw(aoi_tracks)
missing_slcs_data = generate_missing_slcs_data(slc_dct, acq_lists) # get missing SLCs data
# generate data for the product status report
product_status_data, product_status_summary = generate_product_status_data(acq_list_dct, ifg_cfg_dct, ifg_dct,
slc_dct, acq_map_dct, aoi_track_dct)
if len(product_status_data) == 0 and len(missing_slcs_data) == 0:
return '' # returning nothing because there is nothing to report on
aoi_html_report = '<h3 style="font-family:Arial, Helvetica, sans-serif;">{track}</h3>'.format(track=product_id)
if missing_slcs_data:
missing_slcs_html_table = create_html_table(['Missing SLCs'], missing_slcs_data)
aoi_html_report += missing_slcs_html_table
if product_status_data:
title = ['Date Pair', 'Missing ACQ IDs', 'Acquisition-List', 'Missing SLC IDs', 'IFG-CFG', 'GUNW']
product_status_html_table = create_html_table(title, product_status_data, product_status_summary)
aoi_html_report += product_status_html_table
return aoi_html_report
def generate_product_status_data(acq_list_dict, ifg_cfg_dct, ifg_dct, slc_dct, acq_map_dct, aoi_track_dct):
"""
generate the sheet for enumerated products
:param acq_list_dict: dict type,
:param ifg_cfg_dct: dict type,
:param ifg_dct: dict type,
:param slc_dct: dict type,
:param acq_map_dct: dict type,
:param aoi_track_dct: dict type,
:return: list[list[]], list[] # main report data and summary row
"""
grey_list, black_list = pull_black_and_grey_list() # pulling black and grey lists to compare missing GUNWs to
report_rows = []
for id_hash in sort_into_hash_list(acq_list_dict):
acq_list = acq_list_dict.get(id_hash, {})
ifg_cfg = ifg_cfg_dct.get(id_hash, {})
ifg_cfg_id = ifg_cfg.get('_id', 'MISSING')
ifg = ifg_dct.get(id_hash, {})
date_pair = gen_date_pair(acq_list)
acq_list_id = acq_list.get('_id', 'MISSING')
ifg_id = ifg.get('_id', 'MISSING')
aoi_track_id = aoi_track_dct.get(ifg_id, 'MISSING')
missing_slcs = []
missing_acqs = []
acq_list_slcs = acq_list.get('_source', {}).get('metadata', {}).get('master_scenes', {}) + \
acq_list.get('_source', {}).get('metadata', {}).get('slave_scenes', {})
for slc_id in acq_list_slcs:
if not slc_dct.get(slc_id, False):
missing_slcs.append(slc_id)
missing_acq = acq_map_dct.get(slc_id, False)
if missing_acq:
missing_acq_id = missing_acq.get('_id')
missing_acqs.append(missing_acq_id)
missing_slc_str = ', '.join(missing_slcs)
missing_acq_str = ', '.join(missing_acqs)
if ifg_cfg_id == 'MISSING' or ifg_id == 'MISSING' or len(missing_acqs) > 0 or len(missing_slcs) > 0:
# [date_pair, acq_list_id, ifg_cfg_id, ifg_id, id_hash, missing_slc_str, missing_acq_str, aoi_track_id]
if id_hash in grey_list:
ifg_id = '<strong>GREYLIST</strong>'
elif id_hash in black_list:
ifg_id = '<strong>BLACKLIST</strong>'
row = [date_pair, missing_acq_str, acq_list_id, missing_slc_str, ifg_cfg_id, ifg_id]
report_rows.append(row)
# creating summary row in the main product report
numerical_summary_row = [
'Total Missing',
len(set([row[1] for row in report_rows if row[1] != ''])),
sum(1 if row[2] == 'MISSING' or row[2] == '' else 0 for row in report_rows),
len(set([row[3] for row in report_rows if row[3] != ''])),
sum(1 if row[4] == 'MISSING' or row[4] == '' else 0 for row in report_rows),
sum(1 if row[5] == 'MISSING' or row[5] == '' else 0 for row in report_rows),
]
return report_rows, numerical_summary_row
def pull_black_and_grey_list():
'''
pulling all grey and blacklist products from GRQ
:return: grey_list, list[str]
black_list: list[str]
'''
greylist_index = 'grq_*_s1-gunw-greylist'
blacklist_index = 'grq_*_s1-gunw-blacklist'
es_query = {
"fields": [
"metadata.full_id_hash"
],
"query": {
"match_all": {}
}
}
grq_ip = app.conf['GRQ_ES_URL'].replace(':9200', '').replace('http://', 'https://')
grq_url = '{0}/es/{1}/_search'.format(grq_ip, greylist_index)
grey_list = query_es(grq_url, es_query)
grq_url = '{0}/es/{1}/_search'.format(grq_ip, blacklist_index)
black_list = query_es(grq_url, es_query)
black_list = {row['fields']['metadata.full_id_hash'][0] for row in black_list}
grey_list = {row['fields']['metadata.full_id_hash'][0] for row in grey_list}
return grey_list, black_list
def generate_missing_slcs_data(slc_dct, acq_lists):
"""
generates the sheet for missing slcs
:param slc_dct:
:param acq_lists:
:return: str, html string for the missing SLCs table
"""
missing = []
for acq_list in acq_lists:
master_scenes = acq_list.get('_source', {}).get('metadata', {}).get('master_scenes', [])
slave_scenes = acq_list.get('_source', {}).get('metadata', {}).get('slave_scenes', [])
all_scenes = master_scenes + slave_scenes
for slc_id in all_scenes:
if slc_dct.get(slc_id, False) is False:
missing.append(slc_id)
missing = list(set(missing))
return missing
def filter_hashes(obj_list, allowed_hashes):
"""filters out all objects in the object list that aren't storing any of the allowed hashes."""
filtered_objs = []
for obj in obj_list:
full_id_hash = get_hash(obj)
if full_id_hash in allowed_hashes:
filtered_objs.append(obj)
return filtered_objs
def store_by_hash(obj_list):
"""returns a dict where the objects are stored by their full_id_hash. drops duplicates."""
result_dict = {}
for obj in obj_list:
full_id_hash = get_hash(obj)
if full_id_hash in list(result_dict.keys()):
result_dict[full_id_hash] = get_most_recent(obj, result_dict.get(full_id_hash))
else:
result_dict[full_id_hash] = obj
return result_dict
def get_most_recent(obj1, obj2):
"""returns the object with the most recent ingest time"""
ctime1 = dateutil.parser.parse(obj1.get('_source', {}).get('creation_timestamp', False))
ctime2 = dateutil.parser.parse(obj2.get('_source', {}).get('creation_timestamp', False))
if ctime1 > ctime2:
return obj1
return obj2
def store_by_id(obj_list):
"""returns a dict where the objects are stored by their object id"""
result_dict = {}
for obj in obj_list:
obj_id = obj.get('_source', {}).get('id', False)
if obj_id:
result_dict[obj_id] = obj
return result_dict
def sort_by_track(es_result_list):
"""
Goes through the objects in the result list, and places them in an dict where key is track
"""
sorted_dict = {}
for result in es_result_list:
track = get_track(result)
if track in list(sorted_dict.keys()):
sorted_dict.get(track, []).append(result)
else:
sorted_dict[track] = [result]
return sorted_dict
def store_by_slc_id(obj_list):
"""returns a dict where acquisitions are stored by their slc id"""
result_dict = {}
for obj in obj_list:
slc_id = obj.get('_source', {}).get('metadata', {}).get('title', False)
if slc_id:
result_dict[slc_id] = obj
return result_dict
def store_by_gunw(obj_list):
"""returns a dict where the key is GUNW id and the value is the AOI_TRACK id"""
result_dict = {}
for obj in obj_list:
aoi_track_id = obj.get('_source', {}).get('id', False)
gunw_ids = obj.get('_source', {}).get('metadata', {}).get('s1-gunw-ids', [])
for gunw_id in gunw_ids:
result_dict[gunw_id] = aoi_track_id
return result_dict
def get_track(es_obj):
"""returns the track from the elasticsearch object"""
es_ds = es_obj.get('_source', {})
# iterate through ds
track_met_options = ['track_number', 'track', 'trackNumber', 'track_Number']
for tkey in track_met_options:
track = es_ds.get(tkey, False)
if track:
return track
# if that doesn't work try metadata
es_met = es_ds.get('metadata', {})
for tkey in track_met_options:
track = es_met.get(tkey, False)
if track:
return track
raise Exception('unable to find track for: {}'.format(es_obj.get('_id', '')))
def gen_date_pair(obj):
"""returns the date pair string for the input object"""
st = dateutil.parser.parse(obj.get('_source').get('starttime')).strftime('%Y%m%d')
et = dateutil.parser.parse(obj.get('_source').get('endtime')).strftime('%Y%m%d')
return '{}-{}'.format(et, st)
def sort_into_hash_list(obj_dict):
"""builds a list of hashes where the hashes are sorted by the objects endtime"""
sorted_obj = sorted(list(obj_dict.keys()), key=lambda x: get_endtime(obj_dict.get(x)), reverse=True)
return sorted_obj # [obj.get('_source', {}).get('metadata', {}).get('full_id_hash', '') for obj in sorted_obj]
def get_endtime(obj):
"""returns the endtime"""
return dateutil.parser.parse(obj.get('_source', {}).get('endtime'))
def get_hash(es_obj):
"""retrieves the full_id_hash. if it doesn't exists, it
attempts to generate one"""
full_id_hash = es_obj.get('_source', {}).get('metadata', {}).get('full_id_hash', False)
if full_id_hash:
return full_id_hash
return gen_hash(es_obj)
def gen_hash(es_obj):
"""copy of hash used in the enumerator"""
met = es_obj.get('_source', {}).get('metadata', {})
master_slcs = met.get('master_scenes', met.get('reference_scenes', False))
slave_slcs = met.get('slave_scenes', met.get('secondary_scenes', False))
master_ids_str = ''
slave_ids_str = ''
for slc in sorted(master_slcs):
if isinstance(slc, tuple) or isinstance(slc, list):
slc = slc[0]
if master_ids_str == '':
master_ids_str = slc
else:
master_ids_str += ' ' + slc
for slc in sorted(slave_slcs):
if isinstance(slc, tuple) or isinstance(slc, list):
slc = slc[0]
if slave_ids_str == '':
slave_ids_str = slc
else:
slave_ids_str += ' ' + slc
id_hash = hashlib.md5(json.dumps([master_ids_str, slave_ids_str]).encode("utf8")).hexdigest()
return id_hash
def get_objects(object_type, aoi, track_number=False):
"""
returns all objects of the object type ['ifg, acq-list, 'ifg-blacklist'] that intersect both
temporally and spatially with the aoi
"""
idx = IDX_DCT.get(object_type) # determine index
starttime = aoi.get('_source', {}).get('starttime')
endtime = aoi.get('_source', {}).get('endtime')
location = aoi.get('_source', {}).get('location')
grq_ip = app.conf['GRQ_ES_URL'].replace(':9200', '').replace('http://', 'https://')
grq_url = '{0}/es/{1}/_search'.format(grq_ip, idx)
track_field = 'track_number'
if object_type == 'slc' and track_number:
track_field = 'trackNumber'
grq_query = {
"query": {
"filtered": {
"query": {
"geo_shape": {
"location": {
"shape": location
}
}
},
"filter": {
"bool": {
"must": [
# {"term": {"metadata.{}".format(track_field): track_number}},
{"range": {"endtime": {"gte": starttime}}},
{"range": {"starttime": {"lte": endtime}}}
]
}
}
}
},
"from": 0,
"size": 1000
}
if track_number:
grq_query['query']['filtered']['filter']['bool']['must'].append({
"term": {
"metadata.{}".format(track_field): track_number
}
})
if object_type == 'audit_trail' or object_type == 'aoi_track':
grq_query = {
"query": {
"bool": {
"must": [
{"term": {"metadata.aoi.raw": aoi.get('_source').get('id')}},
{"term": {"metadata.track_number": track_number}}
]
}
},
"from": 0,
"size": 1000
}
results = query_es(grq_url, grq_query)
return results
def query_es(grq_url, es_query):
"""
Runs the query through Elasticsearch, iterates until
all results are generated, & returns the compiled result
"""
# make sure the fields from & size are in the es_query
if 'size' in list(es_query.keys()):
iterator_size = es_query['size']
else:
iterator_size = 10
es_query['size'] = iterator_size
if 'from' in list(es_query.keys()):
from_position = es_query['from']
else:
from_position = 0
es_query['from'] = from_position
response = requests.post(grq_url, data=json.dumps(es_query), verify=False)
response.raise_for_status()
results = json.loads(response.text, encoding='ascii')
results_list = results.get('hits', {}).get('hits', [])
total_count = results.get('hits', {}).get('total', 0)
for i in range(iterator_size, total_count, iterator_size):
es_query['from'] = i
response = requests.post(grq_url, data=json.dumps(es_query), timeout=60, verify=False)
response.raise_for_status()
results = json.loads(response.text, encoding='ascii')
results_list.extend(results.get('hits', {}).get('hits', []))
return results_list
def get_aoi(aoi_id, index):
'retrieves the AOI from ES'
grq_ip = app.conf['GRQ_ES_URL'].replace(':9200', '').replace('http://', 'https://')
grq_url = '{0}/es/{1}/_search'.format(grq_ip, index)
es_query = {
"query": {
"bool": {
"must": [
{"term": {"id.raw": aoi_id}}
]
}
}
}
result = query_es(grq_url, es_query)
if len(result) < 1:
raise Exception('Found no results for AOI: {}'.format(aoi_id))
return result[0]
def load_context():
"""loads the context file into a dict"""
try:
context_file = '_context.json'
with open(context_file, 'r') as fin:
context = json.load(fin)
return context
except Exception as e:
print(e)
raise Exception('unable to parse _context.json from work directory')
def get_all_aois(es_index):
grq_ip = app.conf['GRQ_ES_URL'].replace(':9200', '').replace('http://', 'https://')
grq_url = '{0}/es/{1}/_search'.format(grq_ip, es_index)
es_query = {
"size": 1000,
"fields": ["_id"],
"query": {
"bool": {
"must": [
{"term": {"dataset_type.raw": "area_of_interest"}}
]
}
}
}
res = query_es(grq_url, es_query)
list_aoi = [row['fields']['_id'] for row in res]
return list_aoi
def dict_to_inline_style(css_styles):
"""
flattens dictionary to inline style
:param css_styles: obj with css styles
:return: str, flattened inline styles
"""
inline_styles = '"'
for key in css_styles:
inline_styles += key + ':' + css_styles[key] + ';'
inline_styles += '"'
return inline_styles
def create_html_table_header(header):
style_dict = {
'border': '1px solid #dddddd',
'text-align': 'left',
'padding': '5px',
'font-size': '10px',
'font-family': 'Arial, Helvetica, sans-serif'
}
inline_style = dict_to_inline_style(style_dict)
html_string = '<tr>'
for cell in header:
html_string += '<th style=' + inline_style + '>' + str(cell) + '</th>\n'
return html_string
def create_html_table_row(row, counter):
style_dict = {
'border': '1px solid #dddddd',
'text-align': 'left',
'padding': '5px',
'font-size': '10px',
'font-family': 'Arial, Helvetica, sans-serif'
}
html_string = '<tr>' if counter % 2 == 0 else '<tr style="background-color:#dddddd">'
td_style = dict_to_inline_style(style_dict)
for cell in row:
html_string += '<td style=' + td_style + '>' + str(cell) + '</td>\n'
html_string += '</tr>\n'
return html_string
def create_html_table(header, data, summary_row=[]):
html_rows = ''
if len(data) > 0:
html_rows += '<table>'
html_rows += create_html_table_header(header)
if summary_row:
html_rows += create_html_table_header(summary_row)
counter = 1
for row in data:
row = [row] if type(row) != list else row
html_rows += create_html_table_row(row, counter)
counter += 1
html_rows += '</table><br>\n'
return html_rows
def send_email(html_content, sender, receiver, subject):
msg = MIMEMultipart('alternative')
msg['Subject'] = subject
msg['From'] = sender
msg['To'] = receiver
email_message = MIMEText(html_content, 'html')
msg.attach(email_message)
s = smtplib.SMTP(get_container_host_ip()) # "smtp://%s:25" % get_container_host_ip()
s.sendmail(sender, receiver, msg.as_string())
print("Email sent to: {}!".format(receiver))
s.quit()
if __name__ == '__main__':
parser = argparse.ArgumentParser()
parser.add_argument('--aoi_index')
args = parser.parse_args()
if args.aoi_index: # aoi index as python argument
aoi_index = args.aoi_index
else: # handles on demand job submission
ctx = load_context()
aoi_index = ctx.get('aoi_index', False)
aoi_index = ','.join(list(set(aoi_index)))
aoi_list = get_all_aois(aoi_index)
print(json.dumps(sorted(aoi_list), indent=2))
complete_aoi_reports = '<html> <div style="padding:10px;">'
for _id in sorted(aoi_list):
aoi_report_html = generate_aoi_track_report(aoi_index, _id)
complete_aoi_reports += aoi_report_html
complete_aoi_reports += '</html>'
current_timestamp = datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S')
email_subject_line = 'AOI Ops Report - {}'.format(current_timestamp)
email_sender = email_recipient = '[email protected]'
send_email(complete_aoi_reports, email_sender, email_recipient, email_subject_line)
print("AOI Ops Report sent to {}!".format(email_recipient))