def make_job(self,
role_name,
num_tasks=1,
skip_existing_job_validation=False,
**kwargs):
"""skip_existing_job_validation: if True, doesn't check that existing job on server has same number of tasks as requested."""
# u.maybe_create_resources()
assert num_tasks >= 0
# TODO: document launch parameters
job_name = u.format_job_name(role_name, self.name)
instance_type = kwargs['instance_type']
instances = u.lookup_aws_instances(job_name,
instance_type=instance_type)
kwargs = u.merge_kwargs(kwargs, self.kwargs)
ami = kwargs.get('ami', '')
ami_name = kwargs.get('ami_name', '')
availability_zone = kwargs.get('availability_zone', '')
if not availability_zone:
availability_zone = os.environ['ZONE']
placement_group = kwargs.get('placement_group', '')
# automatically generated placement_group_name
use_placement_group = kwargs.get('use_placement_group', False)
assert use_placement_group == False or placement_group == ''
if use_placement_group:
placement_group = self.placement_group_name
install_script = kwargs.get('install_script', '')
skip_efs_mount = kwargs.get('skip_efs_mount', False)
linux_type = kwargs.get('linux_type', 'ubuntu')
# TODO: use heuristics to tell linux type from AMI name
user_data = kwargs.get('user_data', '')
if user_data:
assert user_data.startswith('#!/bin/bash')
ebs = kwargs.get('ebs', '')
use_spot = kwargs.get('use_spot', False)
monitoring = kwargs.get('monitoring', True)
# always install tmux on Amazon linux types
# TODO: has no effect for some reason
# https://console.aws.amazon.com/support/v1?region=us-west-2#/case/?displayId=5256445351&language=en
if linux_type == 'amazon':
user_data += 'sudo yum install tmux -y'
if user_data:
user_data += '\necho userdata_ok >> /tmp/is_initialized\n'
# print("Using user_data", user_data)
# TODO: also make sure instance type is the same
if instances:
if not skip_existing_job_validation:
assert len(instances) == num_tasks, (
"Found job with same name %s(%s), but number of tasks %d doesn't match requested %d, kill job manually."
%
(job_name, instances[0].state, len(instances), num_tasks))
print("Found existing job " + job_name)
starting_instances = False
for i in instances:
if i.state['Name'] == 'stopped':
i.start()
starting_instances = True
# TODO: replace with proper wait loop
if starting_instances:
while True:
print("Waiting forever for instances to start")
time.sleep(10)
print(instances)
else:
print("Launching new job %s into VPC %s" %
(job_name, u.get_resource_name()))
assert not (
ami and ami_name
), "Must have only one of ami and ami_name, got " + ami + ", " + ami_name
assert ami or ami_name, "Must specify at least one of ami and ami_name"
if ami_name:
ami = u.lookup_ami_id(ami_name).id
security_group = u.get_security_group_dict()[u.get_resource_name()]
keypair = u.get_keypair_dict()[u.get_keypair_name()]
vpc = u.get_vpc_dict()[u.get_resource_name()]
subnet_dict = u.get_subnet_dict(vpc)
region = u.get_region()
assert availability_zone in subnet_dict, "Availability zone %s is not in subnet dict for current AWS default region %s, available subnets are %s. (hint, set AWS_DEFAULT_REGION=%s)" % (
availability_zone, region, ', '.join(
subnet_dict.keys()), availability_zone[:-1])
subnet = subnet_dict[availability_zone]
ec2 = u.create_ec2_resource()
u.maybe_create_placement_group(placement_group)
self.log("Requesting %d %s" % (num_tasks, instance_type))
args = {
'ImageId': ami,
'InstanceType': instance_type,
'MinCount': num_tasks,
'MaxCount': num_tasks,
'KeyName': keypair.name
}
# storage setup
if ebs: args['BlockDeviceMappings'] = ebs
# network setup
# TODO: get rid of zone? Zone seems to be required for constructor
# that allows to enable AssociatePublicIpAddress field
args['NetworkInterfaces'] = [{
'SubnetId': subnet.id,
'DeviceIndex': 0,
'AssociatePublicIpAddress': True,
'Groups': [security_group.id]
}]
placement_arg = {'AvailabilityZone': availability_zone}
if placement_group: placement_arg['GroupName'] = placement_group
args['Placement'] = placement_arg
if monitoring: args['Monitoring'] = {'Enabled': True}
args['UserData'] = user_data
if use_spot: instances = u.create_spot_instances(args)
else:
try:
instances = ec2.create_instances(**args)
except Exception as e:
print(f"Instance creation failed with ({e})")
print("Account number: ", u.get_account_number())
print("Region: ", u.get_region())
sys.exit()
assert instances
assert len(instances) == num_tasks
# TODO: make instances match their launch indices. This way
# tasks can figure out which # they are
for (task_num, instance) in enumerate(instances):
while True:
try:
# sometimes get "An error occurred (InvalidInstanceID.NotFound)"
# task_name = u.format_task_name(instance.ami_launch_index, role_name,
# self.name)
task_name = u.format_task_name(task_num, job_name)
instance.create_tags(Tags=u.make_name(task_name))
break
except Exception as e:
self.log(
"create_tags failed with %s, retrying in %d seconds"
% (str(e), TIMEOUT_SEC))
time.sleep(TIMEOUT_SEC)
job = Job(self,
job_name,
instances=instances,
install_script=install_script,
linux_type=linux_type,
user_data=user_data,
skip_efs_mount=skip_efs_mount)
self.jobs.append(job)
return job
def make_job(self, role_name, num_tasks=1, **kwargs):
assert num_tasks >= 0
# TODO: document launch parameters
job_name = u.format_job_name(role_name, self.name)
instances = u.lookup_aws_instances(job_name)
kwargs = u.merge_kwargs(kwargs, self.kwargs)
ami = kwargs['ami']
instance_type = kwargs['instance_type']
availability_zone = kwargs['availability_zone']
placement_group = kwargs.get('placement_group', '')
install_script = kwargs.get('install_script', '')
skip_efs_mount = kwargs.get('skip_efs_mount', False)
linux_type = kwargs.get('linux_type', 'ubuntu')
user_data = kwargs.get('user_data', '')
if user_data:
user_data += '\necho userdata_ok >> /tmp/is_initialized\n'
# print("Using user_data", user_data)
# TODO: also make sure instance type is the same
if instances:
assert len(instances) == num_tasks, (
"Found job with same name, but number of tasks %d doesn't match requested %d, kill job manually."
% (len(instances), num_tasks))
print("Found existing job " + job_name)
else:
print("Launching new job %s into VPC %s" %
(job_name, u.get_resource_name()))
security_group = u.get_security_group_dict()[u.get_resource_name()]
keypair = u.get_keypair_dict()[u.get_keypair_name()]
vpc = u.get_vpc_dict()[u.get_resource_name()]
subnet_dict = u.get_subnet_dict(vpc)
region = u.get_region()
assert availability_zone in subnet_dict, "Availability zone %s is not in subnet dict for current AWS default region %s, available subnets are %s. (hint, set AWS_DEFAULT_REGION)" % (
availability_zone, region, ', '.join(subnet_dict.keys()))
subnet = subnet_dict[availability_zone]
ec2 = u.create_ec2_resource()
u.maybe_create_placement_group(placement_group)
self.log("Requesting %d %s" % (num_tasks, instance_type))
args = {
'ImageId': ami,
'InstanceType': instance_type,
'MinCount': num_tasks,
'MaxCount': num_tasks,
'KeyName': keypair.name
}
# network setup
args['NetworkInterfaces'] = [{
'SubnetId': subnet.id,
'DeviceIndex': 0,
'AssociatePublicIpAddress': True,
'Groups': [security_group.id]
}]
placement_arg = {'AvailabilityZone': availability_zone}
if placement_group: placement_arg['GroupName'] = placement_group
args['Placement'] = placement_arg
args['UserData'] = user_data
instances = ec2.create_instances(**args)
assert len(instances) == num_tasks
# assign proper names to tasks
for instance in instances:
while True:
try:
# sometimes get "An error occurred (InvalidInstanceID.NotFound)"
task_name = u.format_task_name(
instance.ami_launch_index, role_name, self.name)
# TODO: use instance.create_tags instead like in create_resources.py
ec2.create_tags(Resources=[instance.id],
Tags=u.make_name(task_name))
break
except Exception as e:
self.log(
"create_tags failed with %s, retrying in %d seconds"
% (str(e), TIMEOUT_SEC))
time.sleep(TIMEOUT_SEC)
job = Job(self,
job_name,
instances=instances,
install_script=install_script,
linux_type=linux_type,
user_data=user_data,
skip_efs_mount=skip_efs_mount)
self.jobs.append(job)
return job