batch-shipyard/heimdall/heimdall.py

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22 KiB
Python
Executable File

#!/usr/bin/env python3
# Copyright (c) Microsoft Corporation
#
# All rights reserved.
#
# MIT License
#
# Permission is hereby granted, free of charge, to any person obtaining a
# copy of this software and associated documentation files (the "Software"),
# to deal in the Software without restriction, including without limitation
# the rights to use, copy, modify, merge, publish, distribute, sublicense,
# and/or sell copies of the Software, and to permit persons to whom the
# Software is furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in
# all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED *AS IS*, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
# DEALINGS IN THE SOFTWARE.
# stdlib imports
import argparse
import asyncio
import hashlib
import json
import logging
import logging.handlers
import pathlib
from typing import (
Any,
Dict,
Generator,
List,
Tuple,
)
# non-stdlib imports
import azure.batch
import azure.batch.models as batchmodels
import azure.cosmosdb.table
import azure.mgmt.compute
import azure.mgmt.network
import azure.mgmt.resource
import azure.mgmt.storage
import msrestazure.azure_active_directory
import msrestazure.azure_cloud
# create logger
logger = logging.getLogger(__name__)
# global defines
_BATCH_SHIPYARD_VERSION = None
_BATCH_CLIENTS = {}
_VALID_NODE_STATES = frozenset((
batchmodels.ComputeNodeState.idle,
batchmodels.ComputeNodeState.offline,
batchmodels.ComputeNodeState.running,
batchmodels.ComputeNodeState.starting,
batchmodels.ComputeNodeState.start_task_failed,
batchmodels.ComputeNodeState.waiting_for_start_task,
))
_MONITOR_BATCHPOOL_PK = 'BatchPool'
_MONITOR_REMOTEFS_PK = 'RemoteFS'
def _setup_logger() -> None:
# type: (None) -> None
"""Set up logger"""
logger.setLevel(logging.DEBUG)
handler = logging.StreamHandler()
formatter = logging.Formatter(
'%(asctime)sZ %(levelname)s %(name)s:%(funcName)s:%(lineno)d '
'%(message)s')
handler.setFormatter(formatter)
logger.addHandler(handler)
def is_none_or_empty(obj):
# type: (any) -> bool
"""Determine if object is None or empty
:type any obj: object
:rtype: bool
:return: if object is None or empty
"""
return obj is None or len(obj) == 0
def is_not_empty(obj):
# type: (any) -> bool
"""Determine if object is not None and is length is > 0
:type any obj: object
:rtype: bool
:return: if object is not None and length is > 0
"""
return obj is not None and len(obj) > 0
def convert_cloud_type(cloud_type: str) -> msrestazure.azure_cloud.Cloud:
"""Convert clout type string to object
:param cloud_type: cloud type to convert
:return: cloud object
"""
if cloud_type == 'public':
cloud = msrestazure.azure_cloud.AZURE_PUBLIC_CLOUD
elif cloud_type == 'china':
cloud = msrestazure.azure_cloud.AZURE_CHINA_CLOUD
elif cloud_type == 'germany':
cloud = msrestazure.azure_cloud.AZURE_GERMAN_CLOUD
elif cloud_type == 'usgov':
cloud = msrestazure.azure_cloud.AZURE_US_GOV_CLOUD
else:
raise ValueError('unknown cloud_type: {}'.format(cloud_type))
return cloud
def create_msi_credentials(
cloud: msrestazure.azure_cloud.Cloud,
resource_id: str = None
) -> msrestazure.azure_active_directory.MSIAuthentication:
"""Create MSI credentials
:param cloud: cloud kind
:param resource_id: resource id to auth against
:return: MSI auth object
"""
if is_not_empty(resource_id):
creds = msrestazure.azure_active_directory.MSIAuthentication(
cloud_environment=cloud,
resource=resource_id,
)
else:
creds = msrestazure.azure_active_directory.MSIAuthentication(
cloud_environment=cloud,
)
return creds
def _modify_client_for_retry_and_user_agent(client: Any) -> None:
"""Extend retry policy of clients and add user agent string
:param client: a client object
"""
if client is None:
return
client.config.retry_policy.max_backoff = 8
client.config.retry_policy.retries = 20
client.config.add_user_agent('batch-shipyard/{}'.format(
_BATCH_SHIPYARD_VERSION))
def get_subscription_id(
arm_creds: msrestazure.azure_active_directory.MSIAuthentication
) -> str:
"""Get subscription id for ARM creds
:param arm_creds: ARM creds
:return: subscription id
"""
client = azure.mgmt.resource.SubscriptionClient(arm_creds)
return next(client.subscriptions.list()).subscription_id
def _get_storage_account_key(
cloud: msrestazure.azure_cloud.Cloud,
arm_creds: msrestazure.azure_active_directory.MSIAuthentication,
sub_id: str,
storage_account: str,
resource_group: str
) -> Tuple[str, str]:
"""Retrieve the storage account key and endpoint
:param cloud: cloud object
:param arm_creds: ARM creds
:param sub_id: subscription id
:param storage_account: storage account name
:param resource_group: resource group
:return: tuple of key, endpoint
"""
client = azure.mgmt.storage.StorageManagementClient(
arm_creds, sub_id, base_url=cloud.endpoints.resource_manager)
ep = None
if is_not_empty(resource_group):
acct = client.storage_accounts.get_properties(
resource_group, storage_account)
ep = '.'.join(
acct.primary_endpoints.blob.rstrip('/').split('.')[2:]
)
else:
for acct in client.storage_accounts.list():
if acct.name == storage_account:
resource_group = acct.id.split('/')[4]
ep = '.'.join(
acct.primary_endpoints.blob.rstrip('/').split('.')[2:]
)
break
if is_none_or_empty(resource_group) or is_none_or_empty(ep):
raise RuntimeError(
'storage account {} not found in subscription id {}'.format(
storage_account, sub_id))
keys = client.storage_accounts.list_keys(resource_group, storage_account)
return (keys.keys[0].value, ep)
def create_table_client(
cloud: msrestazure.azure_cloud.Cloud,
arm_creds: msrestazure.azure_active_directory.MSIAuthentication,
sub_id: str,
storage_account: str,
resource_group: str
) -> azure.cosmosdb.table.TableService:
"""Create a table client for the given storage account
:param cloud: cloud object
:param arm_creds: ARM creds
:param sub_id: subscription id
:param storage_account: storage account name
:param resource_group: resource group
:return: table client
"""
key, ep = _get_storage_account_key(
cloud, arm_creds, sub_id, storage_account, resource_group)
return azure.cosmosdb.table.TableService(
account_name=storage_account,
account_key=key,
endpoint_suffix=ep,
)
def create_compute_client(
cloud: msrestazure.azure_cloud.Cloud,
arm_creds: msrestazure.azure_active_directory.MSIAuthentication,
sub_id: str,
resource_group: str
) -> azure.mgmt.compute.ComputeManagementClient:
"""Create a compute mgmt client
:param cloud: cloud object
:param arm_creds: ARM creds
:param sub_id: subscription id
:param resource_group: resource group
:return: compute client
"""
client = azure.mgmt.compute.ComputeManagementClient(
arm_creds, sub_id, base_url=cloud.endpoints.resource_manager)
_modify_client_for_retry_and_user_agent(client)
return client
def create_network_client(
cloud: msrestazure.azure_cloud.Cloud,
arm_creds: msrestazure.azure_active_directory.MSIAuthentication,
sub_id: str,
resource_group: str
) -> azure.mgmt.network.NetworkManagementClient:
"""Create a network mgmt client
:param cloud: cloud object
:param arm_creds: ARM creds
:param sub_id: subscription id
:param resource_group: resource group
:return: network client
"""
client = azure.mgmt.network.NetworkManagementClient(
arm_creds, sub_id, base_url=cloud.endpoints.resource_manager)
_modify_client_for_retry_and_user_agent(client)
return client
def _get_batch_credentials(
cloud: msrestazure.azure_cloud.Cloud,
resource_id: str,
batch_account: str,
service_url: str
) -> azure.batch.BatchServiceClient:
"""Get/create batch creds
:param cloud: cloud object
:param resource_id: resource id
:param batch_account: batch account name
:param service_url: service url
:return: batch client
"""
global _BATCH_CLIENTS
try:
return _BATCH_CLIENTS[batch_account]
except KeyError:
creds = create_msi_credentials(cloud, resource_id=resource_id)
client = azure.batch.BatchServiceClient(creds, batch_url=service_url)
_modify_client_for_retry_and_user_agent(client)
_BATCH_CLIENTS[batch_account] = client
logger.debug('batch client created for account: {}'.format(
batch_account))
return client
def _construct_batch_monitoring_list(
batch_client: azure.batch.BatchServiceClient,
poolid: str
) -> List[Dict]:
"""Construct the batch pool monitoring list
:param batch_client: batch client
:param poolid: pool id
"""
logger.debug('querying batch pool: {}'.format(poolid))
# first retrieve node exporter and cadvisor ports
try:
pool = batch_client.pool.get(
poolid,
pool_get_options=batchmodels.PoolGetOptions(
select='id,state,startTask',
),
)
except batchmodels.BatchErrorException as e:
logger.error(e.message)
return None
if pool.state == batchmodels.PoolState.deleting:
logger.debug('pool {} is being deleted, ignoring'.format(pool.id))
return None
ne_port = None
ca_port = None
for es in pool.start_task.environment_settings:
if es.name == 'PROM_NODE_EXPORTER_PORT':
ne_port = int(es.value)
elif es.name == 'PROM_CADVISOR_PORT':
ca_port = int(es.value)
if ne_port is not None and ca_port is not None:
break
logger.debug('pool {} state={} ne_port={} ca_port={}'.format(
pool.id, pool.state, ne_port, ca_port))
# get node list
nodelist = []
try:
nodes = batch_client.compute_node.list(
poolid,
compute_node_list_options=batchmodels.ComputeNodeListOptions(
select='id,state,ipAddress',
),
)
for node in nodes:
logger.debug('compute node {} state={} ipaddress={}'.format(
node.id, node.state.value, node.ip_address))
if node.state in _VALID_NODE_STATES:
nodelist.append(node)
except batchmodels.BatchErrorException as e:
logger.error(e.message)
return None
if is_none_or_empty(nodelist):
logger.info('no viable nodes found in pool: {}'.format(poolid))
return None
logger.info('monitoring {} nodes for pool: {}'.format(
len(nodelist), poolid))
# construct prometheus targets
targets = []
if ne_port is not None:
targets.append(
{
'targets': [
'{}:{}'.format(x.ip_address, ne_port) for x in nodelist
],
'labels': {
'env': _MONITOR_BATCHPOOL_PK,
'collector': 'NodeExporter',
'job': '{}'.format(poolid)
}
}
)
if ca_port is not None:
targets.append(
{
'targets': [
'{}:{}'.format(x.ip_address, ca_port) for x in nodelist
],
'labels': {
'env': _MONITOR_BATCHPOOL_PK,
'collector': 'cAdvisor',
'job': '{}'.format(poolid)
}
}
)
return targets
def _construct_pool_monitoring_targets(
cloud: msrestazure.azure_cloud.Cloud,
table_client: azure.cosmosdb.table.TableService,
table_name: str,
pool_targets_file: pathlib.Path,
last_hash: bytes
) -> bytes:
"""Read table for pool monitoring
:param cloud: cloud object
:param table_client: table client
:param table_name: table name
:param pool_targets_file: prom pool targets
:param last_hash: last SHA256 digest of pool targets
:returned: hashed target dict
"""
targets = []
entities = table_client.query_entities(
table_name,
filter='PartitionKey eq \'{}\''.format(_MONITOR_BATCHPOOL_PK))
for entity in entities:
batch_account, poolid = entity['RowKey'].split('$')
logger.debug('{} entity read for account={} poolid={}'.format(
_MONITOR_BATCHPOOL_PK, batch_account, poolid))
client = _get_batch_credentials(
cloud, entity['AadEndpoint'], batch_account,
entity['BatchServiceUrl'])
pt = _construct_batch_monitoring_list(client, poolid)
if is_not_empty(pt):
targets.extend(pt)
ret = None
if is_none_or_empty(targets):
logger.debug('no prometheus targets for pools found')
try:
pool_targets_file.unlink()
except OSError:
pass
else:
output = json.dumps(
targets, ensure_ascii=False, sort_keys=True).encode('utf8')
sha = hashlib.sha256()
sha.update(output)
ret = sha.digest()
if ret != last_hash:
logger.debug('prometheus targets for pools: {}'.format(targets))
with pool_targets_file.open('wb') as f:
f.write(output)
else:
logger.debug('prometheus targets for pools unchanged')
return ret
def _get_private_ip_from_vm_name(
compute_client: azure.mgmt.compute.ComputeManagementClient,
network_client: azure.mgmt.network.NetworkManagementClient,
vm_rg: str,
vm_name: str) -> str:
"""Get private ip address from vm name
:param compute_client: compute client
:param network_client: network client
:param str vm_rg: resource group name
:param str vm_name: vm name
:return: private ip
"""
vm = compute_client.virtual_machines.get(
resource_group_name=vm_rg,
vm_name=vm_name,
expand=compute_client.virtual_machines.models.
InstanceViewTypes.instance_view,
)
nic_id = vm.network_profile.network_interfaces[0].id
tmp = nic_id.split('/')
if tmp[-2] != 'networkInterfaces':
logger.error('could not parse network interface id')
return None
nic_name = tmp[-1]
nic = network_client.network_interfaces.get(
resource_group_name=vm_rg,
network_interface_name=nic_name,
)
return nic.ip_configurations[0].private_ip_address
def _construct_remotefs_monitoring_list(
compute_client: azure.mgmt.compute.ComputeManagementClient,
network_client: azure.mgmt.network.NetworkManagementClient,
sc_id: str,
entity: Dict
) -> List[Dict]:
"""Construct the remotefs monitoring list
:param compute_client: compute client
:param network_client: network client
:param sc_id: storage cluster id
:param entity: entity
"""
nodelist = []
ne_port = int(entity['NodeExporterPort'])
fstype = entity['Type']
vms = json.loads(entity['VMs'])
logger.debug('remotefs {} type={} ne_port={} num_vms={}'.format(
sc_id, fstype, ne_port, len(vms)))
if fstype == 'nfs':
vm_rg = entity['ResourceGroup']
vm_name = vms[0]
pip = _get_private_ip_from_vm_name(
compute_client, network_client, vm_rg, vm_name)
if pip is not None:
nodelist.append(pip)
elif fstype == 'glusterfs':
rg = entity['ResourceGroup']
avset = compute_client.availability_sets.get(
rg, entity['AvailabilitySet'])
for sr in avset.virtual_machines:
tmp = sr.id.split('/')
vm_rg = tmp[4].lower()
vm_name = tmp[8].lower()
pip = _get_private_ip_from_vm_name(
compute_client, network_client, vm_rg, vm_name)
if pip is not None:
nodelist.append(pip)
else:
logger.error('unknown fstype {}'.format(fstype))
if is_none_or_empty(nodelist):
logger.info('no viable nodes found in remotefs: {}'.format(sc_id))
return None
logger.info('monitoring {} nodes for remotefs: {}'.format(
len(nodelist), sc_id))
# construct prometheus targets
targets = []
if ne_port is not None:
targets.append(
{
'targets': [
'{}:{}'.format(x, ne_port) for x in nodelist
],
'labels': {
'env': _MONITOR_REMOTEFS_PK,
'collector': 'NodeExporter',
'job': '{}'.format(sc_id)
}
}
)
return targets
def _construct_remotefs_monitoring_targets(
cloud: msrestazure.azure_cloud.Cloud,
table_client: azure.cosmosdb.table.TableService,
compute_client: azure.mgmt.compute.ComputeManagementClient,
network_client: azure.mgmt.network.NetworkManagementClient,
table_name: str,
remotefs_targets_file: pathlib.Path,
last_hash: bytes
) -> bytes:
"""Read table for remotefs monitoring
:param cloud: cloud object
:param table_client: table client
:param compute_client: compute client
:param network_client: network client
:param table_name: table name
:param remotefs_targets_file: prom remotefs targets
:param last_hash: last SHA256 digest of remotefs targets
:returned: hashed target dict
"""
targets = []
entities = table_client.query_entities(
table_name,
filter='PartitionKey eq \'{}\''.format(_MONITOR_REMOTEFS_PK))
for entity in entities:
sc_id = entity['RowKey']
logger.debug('{} entity read for sc_id={}'.format(
_MONITOR_REMOTEFS_PK, sc_id))
rfst = _construct_remotefs_monitoring_list(
compute_client, network_client, sc_id, entity)
if is_not_empty(rfst):
targets.extend(rfst)
ret = None
if is_none_or_empty(targets):
logger.debug('no prometheus targets for remotefs found')
try:
remotefs_targets_file.unlink()
except OSError:
pass
else:
output = json.dumps(
targets, ensure_ascii=False, sort_keys=True).encode('utf8')
sha = hashlib.sha256()
sha.update(output)
ret = sha.digest()
if ret != last_hash:
logger.debug('prometheus targets for remotefs: {}'.format(targets))
with remotefs_targets_file.open('wb') as f:
f.write(output)
else:
logger.debug('prometheus targets for remotefs unchanged')
return ret
async def poll_for_monitoring_changes(
loop: asyncio.BaseEventLoop,
config: Dict,
cloud: msrestazure.azure_cloud.Cloud,
table_client: azure.cosmosdb.table.TableService,
compute_client: azure.mgmt.compute.ComputeManagementClient,
network_client: azure.mgmt.network.NetworkManagementClient
) -> Generator[None, None, None]:
"""Poll for monitoring changes
:param loop: asyncio loop
:param config: configuration
:param cloud: cloud object
:param table_client: table client
:param compute_client: compute client
:param network_client: network client
"""
polling_interval = config.get('polling_interval', 10)
table_name = config['storage']['table_name']
prom_var_dir = config['prometheus_var_dir']
pool_targets_file = pathlib.Path(prom_var_dir) / 'batch_pools.json'
remotefs_targets_file = pathlib.Path(prom_var_dir) / 'remotefs.json'
logger.debug('polling table {} every {} sec'.format(
table_name, polling_interval))
last_pool_hash = None
last_remotefs_hash = None
while True:
last_pool_hash = _construct_pool_monitoring_targets(
cloud, table_client, table_name, pool_targets_file, last_pool_hash)
last_remotefs_hash = _construct_remotefs_monitoring_targets(
cloud, table_client, compute_client, network_client, table_name,
remotefs_targets_file, last_remotefs_hash)
await asyncio.sleep(polling_interval)
def main() -> None:
"""Main function"""
global _BATCH_SHIPYARD_VERSION
# get command-line args
args = parseargs()
# load configuration
if is_none_or_empty(args.conf):
raise ValueError('config file not specified')
with open(args.conf, 'rb') as f:
config = json.load(f)
logger.debug('loaded config: {}'.format(config))
del args
_BATCH_SHIPYARD_VERSION = config['batch_shipyard_version']
# convert cloud type
cloud = convert_cloud_type(config['aad_cloud'])
# get resource manager aad creds
arm_creds = create_msi_credentials(cloud)
# get subscription id
sub_id = get_subscription_id(arm_creds)
logger.debug('created msi auth for sub id: {}'.format(sub_id))
# create clients
table_client = create_table_client(
cloud, arm_creds, sub_id, config['storage']['account'],
config['storage']['resource_group'])
compute_client = create_compute_client(
cloud, arm_creds, sub_id, config['storage']['resource_group'])
network_client = create_network_client(
cloud, arm_creds, sub_id, config['storage']['resource_group'])
# run the poller
loop = asyncio.get_event_loop()
loop.run_until_complete(
poll_for_monitoring_changes(
loop, config, cloud, table_client, compute_client, network_client
)
)
def parseargs():
"""Parse program arguments
:rtype: argparse.Namespace
:return: parsed arguments
"""
parser = argparse.ArgumentParser(
description='heimdall: Azure Batch Shipyard Dynamic Monitor')
parser.add_argument('--conf', help='configuration file')
return parser.parse_args()
if __name__ == '__main__':
_setup_logger()
main()