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""" Prometheus monitoring queries. """
# pylint: disable=too-few-public-methods
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import requests
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import strawberry
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from dataclasses import dataclass
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from typing import Optional , Annotated , Union , List , Tuple
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from datetime import datetime , timedelta
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PROMETHEUS_URL = " http://localhost:9001 "
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@strawberry.type
@dataclass
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class MonitoringValue :
timestamp : datetime
value : str
@strawberry.type
@dataclass
class MonitoringMetric :
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metric_id : str
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values : List [ MonitoringValue ]
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@strawberry.type
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class MonitoringQueryError :
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error : str
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@strawberry.type
class MonitoringValues :
values : List [ MonitoringValue ]
@strawberry.type
class MonitoringMetrics :
metrics : List [ MonitoringMetric ]
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MonitoringValuesResult = Annotated [
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Union [ MonitoringValues , MonitoringQueryError ] ,
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strawberry . union ( " MonitoringValuesResult " ) ,
]
MonitoringMetricsResult = Annotated [
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Union [ MonitoringMetrics , MonitoringQueryError ] ,
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strawberry . union ( " MonitoringMetricsResult " ) ,
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]
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class MonitoringQueries :
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@staticmethod
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def _send_range_query (
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query : str , start : int , end : int , step : int , result_type : Optional [ str ] = None
) - > Union [ dict , MonitoringQueryError ] :
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try :
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response = requests . get (
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f " { PROMETHEUS_URL } /api/v1/query_range " ,
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params = {
" query " : query ,
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" start " : start ,
" end " : end ,
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" step " : step ,
} ,
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)
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if response . status_code != 200 :
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return MonitoringQueryError (
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error = f " Prometheus returned unexpected HTTP status code. Error: { response . text } . The query was { query } "
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)
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json = response . json ( )
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if result_type and json [ " data " ] [ " resultType " ] != result_type :
return MonitoringQueryError (
error = " Unexpected resultType returned from Prometheus, request failed "
)
return json [ " data " ]
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except Exception as error :
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return MonitoringQueryError (
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error = f " Prometheus request failed! Error: { str ( error ) } "
)
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@staticmethod
def _send_query (
query : str , result_type : Optional [ str ] = None
) - > Union [ dict , MonitoringQueryError ] :
try :
response = requests . get (
f " { PROMETHEUS_URL } /api/v1/query " ,
params = {
" query " : query ,
} ,
)
if response . status_code != 200 :
return MonitoringQueryError (
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error = f " Prometheus returned unexpected HTTP status code. Error: { response . text } . The query was { query } "
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)
json = response . json ( )
if result_type and json [ " data " ] [ " resultType " ] != result_type :
return MonitoringQueryError (
error = " Unexpected resultType returned from Prometheus, request failed "
)
return json [ " data " ]
except Exception as error :
return MonitoringQueryError (
error = f " Prometheus request failed! Error: { str ( error ) } "
)
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@staticmethod
def _prometheus_value_to_monitoring_value ( x : Tuple [ int , str ] ) :
return MonitoringValue ( timestamp = datetime . fromtimestamp ( x [ 0 ] ) , value = x [ 1 ] )
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@staticmethod
def _clean_slice_id ( slice_id : str , clean_id : bool ) - > str :
""" Slices come in form of `/slice_name.slice`, we need to remove the `.slice` and `/` part. """
if clean_id :
return slice_id . split ( " . " ) [ 0 ] . split ( " / " ) [ 1 ]
return slice_id
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@staticmethod
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def _prometheus_response_to_monitoring_metrics (
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response : dict , id_key : str , clean_id : bool = False
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) - > List [ MonitoringMetric ] :
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if response [ " resultType " ] == " vector " :
return list (
map (
lambda x : MonitoringMetric (
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metric_id = MonitoringQueries . _clean_slice_id (
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x [ " metric " ] [ id_key ] , clean_id = clean_id
) ,
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values = [
MonitoringQueries . _prometheus_value_to_monitoring_value (
x [ " value " ]
)
] ,
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) ,
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response [ " result " ] ,
)
)
else :
return list (
map (
lambda x : MonitoringMetric (
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metric_id = MonitoringQueries . _clean_slice_id (
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x [ " metric " ] [ id_key ] , clean_id = clean_id
) ,
values = list (
map (
MonitoringQueries . _prometheus_value_to_monitoring_value ,
x [ " values " ] ,
)
) ,
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) ,
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response [ " result " ] ,
)
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)
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@staticmethod
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def _calculate_offset_and_duration (
start : datetime , end : datetime
) - > Tuple [ int , int ] :
""" Calculate the offset and duration for Prometheus queries.
They mast be in seconds .
"""
offset = int ( ( datetime . now ( ) - end ) . total_seconds ( ) )
duration = int ( ( end - start ) . total_seconds ( ) )
return offset , duration
@staticmethod
def cpu_usage_overall (
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start : Optional [ datetime ] = None ,
end : Optional [ datetime ] = None ,
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step : int = 60 , # seconds
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) - > MonitoringValuesResult :
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"""
Get CPU information .
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Args :
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start ( datetime , optional ) : The start time .
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Defaults to 20 minutes ago if not provided .
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end ( datetime , optional ) : The end time .
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Defaults to current time if not provided .
step ( int ) : Interval in seconds for querying disk usage data .
"""
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if start is None :
start = datetime . now ( ) - timedelta ( minutes = 20 )
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if end is None :
end = datetime . now ( )
start_timestamp = int ( start . timestamp ( ) )
end_timestamp = int ( end . timestamp ( ) )
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query = ' 100 - (avg by (instance) (rate(node_cpu_seconds_total { mode= " idle " }[5m])) * 100) '
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data = MonitoringQueries . _send_range_query (
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query , start_timestamp , end_timestamp , step , result_type = " matrix "
)
if isinstance ( data , MonitoringQueryError ) :
return data
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return MonitoringValues (
values = list (
map (
MonitoringQueries . _prometheus_value_to_monitoring_value ,
data [ " result " ] [ 0 ] [ " values " ] ,
)
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)
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)
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@staticmethod
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def memory_usage_overall (
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start : Optional [ datetime ] = None ,
end : Optional [ datetime ] = None ,
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step : int = 60 , # seconds
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) - > MonitoringValuesResult :
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"""
Get memory usage .
Args :
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start ( datetime , optional ) : The start time .
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Defaults to 20 minutes ago if not provided .
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end ( datetime , optional ) : The end time .
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Defaults to current time if not provided .
step ( int ) : Interval in seconds for querying memory usage data .
"""
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if start is None :
start = datetime . now ( ) - timedelta ( minutes = 20 )
if end is None :
end = datetime . now ( )
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start_timestamp = int ( start . timestamp ( ) )
end_timestamp = int ( end . timestamp ( ) )
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query = " 100 - (100 * (node_memory_MemAvailable_bytes / node_memory_MemTotal_bytes)) "
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data = MonitoringQueries . _send_range_query (
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query , start_timestamp , end_timestamp , step , result_type = " matrix "
)
if isinstance ( data , MonitoringQueryError ) :
return data
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return MonitoringValues (
values = list (
map (
MonitoringQueries . _prometheus_value_to_monitoring_value ,
data [ " result " ] [ 0 ] [ " values " ] ,
)
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)
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)
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@staticmethod
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def memory_usage_max_by_slice (
start : Optional [ datetime ] = None ,
end : Optional [ datetime ] = None ,
) - > MonitoringMetricsResult :
"""
Get maximum memory usage for each service ( i . e . systemd slice ) .
Args :
start ( datetime , optional ) : The start time .
Defaults to 20 minutes ago if not provided .
end ( datetime , optional ) : The end time .
Defaults to current time if not provided .
"""
if start is None :
start = datetime . now ( ) - timedelta ( minutes = 20 )
if end is None :
end = datetime . now ( )
offset , duration = MonitoringQueries . _calculate_offset_and_duration ( start , end )
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if offset == 0 :
query = f ' max_over_time(container_memory_rss {{ id!~ " .*slice.*slice " , id=~ " .*slice " }} [ { duration } s]) '
else :
query = f ' max_over_time(container_memory_rss {{ id!~ " .*slice.*slice " , id=~ " .*slice " }} [ { duration } s] offset { offset } s) '
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data = MonitoringQueries . _send_query ( query , result_type = " vector " )
if isinstance ( data , MonitoringQueryError ) :
return data
return MonitoringMetrics (
metrics = MonitoringQueries . _prometheus_response_to_monitoring_metrics (
data , " id " , clean_id = True
)
)
@staticmethod
def memory_usage_average_by_slice (
start : Optional [ datetime ] = None ,
end : Optional [ datetime ] = None ,
) - > MonitoringMetricsResult :
"""
Get average memory usage for each service ( i . e . systemd slice ) .
Args :
start ( datetime , optional ) : The start time .
Defaults to 20 minutes ago if not provided .
end ( datetime , optional ) : The end time .
Defaults to current time if not provided .
"""
if start is None :
start = datetime . now ( ) - timedelta ( minutes = 20 )
if end is None :
end = datetime . now ( )
offset , duration = MonitoringQueries . _calculate_offset_and_duration ( start , end )
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if offset == 0 :
query = f ' avg_over_time(container_memory_rss {{ id!~ " .*slice.*slice " , id=~ " .*slice " }} [ { duration } s]) '
else :
query = f ' avg_over_time(container_memory_rss {{ id!~ " .*slice.*slice " , id=~ " .*slice " }} [ { duration } s] offset { offset } s) '
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data = MonitoringQueries . _send_query ( query , result_type = " vector " )
if isinstance ( data , MonitoringQueryError ) :
return data
return MonitoringMetrics (
metrics = MonitoringQueries . _prometheus_response_to_monitoring_metrics (
data , " id " , clean_id = True
)
)
@staticmethod
def disk_usage_overall (
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start : Optional [ datetime ] = None ,
end : Optional [ datetime ] = None ,
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step : int = 60 , # seconds
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) - > MonitoringMetricsResult :
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"""
Get disk usage information .
Args :
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start ( datetime , optional ) : The start time .
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Defaults to 20 minutes ago if not provided .
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end ( datetime , optional ) : The end time .
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Defaults to current time if not provided .
step ( int ) : Interval in seconds for querying disk usage data .
"""
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if start is None :
start = datetime . now ( ) - timedelta ( minutes = 20 )
if end is None :
end = datetime . now ( )
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start_timestamp = int ( start . timestamp ( ) )
end_timestamp = int ( end . timestamp ( ) )
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query = """ 100 - (100 * sum by (device) (node_filesystem_avail_bytes { fstype!= " rootfs " ,fstype!= " ramfs " ,fstype!= " tmpfs " ,mountpoint!= " /efi " }) / sum by (device) (node_filesystem_size_bytes { fstype!= " rootfs " ,fstype!= " ramfs " ,fstype!= " tmpfs " ,mountpoint!= " /efi " })) """
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data = MonitoringQueries . _send_range_query (
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query , start_timestamp , end_timestamp , step , result_type = " matrix "
)
if isinstance ( data , MonitoringQueryError ) :
return data
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return MonitoringMetrics (
metrics = MonitoringQueries . _prometheus_response_to_monitoring_metrics (
data , " device "
)
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)
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@staticmethod
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def network_usage_overall (
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start : Optional [ datetime ] = None ,
end : Optional [ datetime ] = None ,
step : int = 60 , # seconds
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) - > MonitoringMetricsResult :
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"""
Get network usage information for both download and upload .
Args :
start ( datetime , optional ) : The start time .
Defaults to 20 minutes ago if not provided .
end ( datetime , optional ) : The end time .
Defaults to current time if not provided .
step ( int ) : Interval in seconds for querying network data .
"""
if start is None :
start = datetime . now ( ) - timedelta ( minutes = 20 )
if end is None :
end = datetime . now ( )
start_timestamp = int ( start . timestamp ( ) )
end_timestamp = int ( end . timestamp ( ) )
query = """
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label_replace ( rate ( node_network_receive_bytes_total { device != " lo " } [ 5 m ] ) , " direction " , " receive " , " device " , " .* " )
or
label_replace ( rate ( node_network_transmit_bytes_total { device != " lo " } [ 5 m ] ) , " direction " , " transmit " , " device " , " .* " )
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"""
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data = MonitoringQueries . _send_range_query (
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query , start_timestamp , end_timestamp , step , result_type = " matrix "
)
if isinstance ( data , MonitoringQueryError ) :
return data
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return MonitoringMetrics (
metrics = MonitoringQueries . _prometheus_response_to_monitoring_metrics (
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data , " direction "
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)
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)