def visualize_graph(kernel: CWLKernel, tool_id: str):
"""Visualize a Workflow"""
tool_id = tool_id.strip()
path = kernel.workflow_repository.get_tools_path_by_id(tool_id)
rdf_stream = StringIO()
import logging
handler = logging.StreamHandler()
cwltool_main(['--print-rdf', os.path.abspath(path)], stdout=rdf_stream, logger_handler=handler)
cwl_viewer = CWLViewer(rdf_stream.getvalue())
(dot_object,) = pydot.graph_from_dot_data(cwl_viewer.dot())
ET.register_namespace('', 'http://www.w3.org/2000/svg')
image_xml = ET.fromstring(dot_object.create('dot', 'svg').decode())
image_container = f'<div style="max-width: 100%;">{ET.tostring(image_xml, method="html").decode()}</div>'
kernel.send_response(
kernel.iopub_socket,
'display_data',
{
'data': {
"text/html": image_container,
"text/plain": image_container
},
'metadata': {},
},
)
def cwl_load(workflow_file):
"""Validate and return cwl workflow specification.
:param workflow_file: A specification file compliant with
`cwl` workflow specification.
:returns: A dictionary which represents the valid `cwl` workflow.
"""
mystdout = StringIO()
mystderr = StringIO()
cwltool_main(argsl=["--pack", "--quiet", workflow_file],
stdout=mystdout, stderr=mystderr)
value = mystdout.getvalue()
return json.loads(value)
def get_command_and_env(args):
shellcode = ["set -a",
"if [ -f /etc/environment ]; then source /etc/environment; fi",
"if [ -f /etc/default/locale ]; then source /etc/default/locale; fi",
"set +a",
"if [ -f /etc/profile ]; then source /etc/profile; fi",
"set -euo pipefail"]
if args.restart:
restart_policy = dict(tries=args.restart, prior_failures=[])
args.environment.append(dict(name="AEGEA_RESTART_POLICY", value=json.dumps(restart_policy)))
if args.storage:
args.privileged = True
args.volumes.append(["/dev", "/dev"])
for mountpoint, size_gb in args.storage:
shellcode += (ebs_vol_mgr_shellcode % (size_gb, mountpoint)).splitlines()
elif args.efs_storage:
args.privileged = True
commands = (efs_vol_shellcode % (args.efs_storage, args.efs_storage)).splitlines()
shellcode += commands
if args.execute:
payload = base64.b64encode(args.execute.read()).decode()
args.environment.append(dict(name="BATCH_SCRIPT_B64", value=payload))
shellcode += ['BATCH_SCRIPT=$(mktemp --tmpdir "$AWS_BATCH_CE_NAME.$AWS_BATCH_JQ_NAME.$AWS_BATCH_JOB_ID.XXXXX")',
"echo $BATCH_SCRIPT_B64 | base64 -d > $BATCH_SCRIPT",
"chmod +x $BATCH_SCRIPT",
"$BATCH_SCRIPT"]
elif args.cwl:
ensure_dynamodb_table("aegea-batch-jobs", hash_key_name="job_id")
bucket = ensure_s3_bucket("aegea-batch-jobs-{}".format(ARN.get_account_id()))
args.environment.append(dict(name="AEGEA_BATCH_S3_BASE_URL", value="s3://" + bucket.name))
from cwltool.main import main as cwltool_main
with io.BytesIO() as preprocessed_cwl:
if cwltool_main(["--print-pre", args.cwl], stdout=preprocessed_cwl) != 0:
raise AegeaException("Error while running cwltool")
cwl_spec = yaml.load(preprocessed_cwl.getvalue())
payload = base64.b64encode(preprocessed_cwl.getvalue()).decode()
args.environment.append(dict(name="AEGEA_BATCH_CWL_DEF_B64", value=payload))
payload = base64.b64encode(args.cwl_input.read()).decode()
args.environment.append(dict(name="AEGEA_BATCH_CWL_JOB_B64", value=payload))
for requirement in cwl_spec.get("requirements", []):
if requirement["class"] == "DockerRequirement":
# FIXME: dockerFile support: ensure_ecr_image(...)
# container_props["image"] = requirement["dockerPull"]
pass
shellcode += [
# 'sed -i -e "s|http://archive.ubuntu.com|http://us-east-1.ec2.archive.ubuntu.com|g" /etc/apt/sources.list',
# "apt-get update -qq",
# "apt-get install -qqy --no-install-suggests --no-install-recommends --force-yes python-pip python-requests python-yaml python-lockfile python-pyparsing awscli", # noqa
# "pip install ruamel.yaml==0.13.4 cwltool==1.0.20161227200419 dynamoq tractorbeam",
"cwltool --no-container --preserve-entire-environment <(echo $AEGEA_BATCH_CWL_DEF_B64 | base64 -d) <(echo $AEGEA_BATCH_CWL_JOB_B64 | base64 -d | tractor pull) | tractor push $AEGEA_BATCH_S3_BASE_URL/$AWS_BATCH_JOB_ID | dynamoq update aegea-batch-jobs $AWS_BATCH_JOB_ID" # noqa
]
args.command = bash_cmd_preamble + shellcode + (args.command or [])
return args.command, args.environment
def get_command_and_env(args):
# shellcode = ['for var in ${{!AWS_BATCH_@}}; do echo "{}.env.$var=${{!var}}"; done'.format(__name__)]
shellcode = env_mgr_shellcode.strip().format(
region=ARN.get_region()).splitlines()
if args.mount_instance_storage or args.storage:
args.privileged = True
args.volumes.append(["/dev", "/dev"])
if args.mount_instance_storage:
shellcode += instance_storage_mgr_shellcode.strip().format(
region=ARN.get_region(),
mountpoint=args.mount_instance_storage,
mkfs=get_mkfs_command(fs_type="ext4")).splitlines()
if args.storage:
for mountpoint, size_gb in args.storage:
volume_type = "st1"
if args.volume_type:
volume_type = args.volume_type
shellcode += ebs_vol_mgr_shellcode.strip().format(
region=ARN.get_region(),
aegea_version=__version__,
size_gb=size_gb,
volume_type=volume_type,
mountpoint=mountpoint).splitlines()
elif args.efs_storage:
args.privileged = True
if "=" in args.efs_storage:
mountpoint, efs_id = args.efs_storage.split("=")
else:
mountpoint, efs_id = args.efs_storage, __name__
if not efs_id.startswith("fs-"):
for filesystem in clients.efs.describe_file_systems(
)["FileSystems"]:
if filesystem["Name"] == efs_id:
efs_id = filesystem["FileSystemId"]
break
else:
raise AegeaException(
'Could not resolve "{}" to a valid EFS filesystem ID'.
format(efs_id))
mount_targets = clients.efs.describe_mount_targets(
FileSystemId=efs_id)["MountTargets"]
args.environment.append(
dict(name="AEGEA_EFS_DESC", value=json.dumps(mount_targets)))
commands = efs_vol_shellcode.format(efs_mountpoint=args.efs_storage,
efs_id=efs_id).splitlines()
shellcode += commands
if args.execute:
bucket = ensure_s3_bucket(
args.staging_s3_bucket
or "aegea-batch-jobs-" + ARN.get_account_id())
key_name = hashlib.sha256(args.execute.read()).hexdigest()
args.execute.seek(0)
bucket.upload_fileobj(args.execute, key_name)
payload_url = clients.s3.generate_presigned_url(
ClientMethod='get_object',
Params=dict(Bucket=bucket.name, Key=key_name),
ExpiresIn=3600 * 24 * 7)
tmpdir_fmt = "${AWS_BATCH_CE_NAME:-$AWS_EXECUTION_ENV}.${AWS_BATCH_JQ_NAME:-}.${AWS_BATCH_JOB_ID:-}.XXXXX"
shellcode += [
'BATCH_SCRIPT=$(mktemp --tmpdir "{tmpdir_fmt}")'.format(
tmpdir_fmt=tmpdir_fmt), "apt-get update -qq",
"apt-get install -qqy --no-install-suggests --no-install-recommends curl ca-certificates gnupg",
"curl '{payload_url}' > $BATCH_SCRIPT".format(
payload_url=payload_url), "chmod +x $BATCH_SCRIPT",
"$BATCH_SCRIPT"
]
elif args.cwl:
ensure_dynamodb_table("aegea-batch-jobs", hash_key_name="job_id")
bucket = ensure_s3_bucket(
args.staging_s3_bucket
or "aegea-batch-jobs-" + ARN.get_account_id())
args.environment.append(
dict(name="AEGEA_BATCH_S3_BASE_URL", value="s3://" + bucket.name))
from cwltool.main import main as cwltool_main
with io.BytesIO() as preprocessed_cwl:
if cwltool_main(["--print-pre", args.cwl],
stdout=preprocessed_cwl) != 0:
raise AegeaException("Error while running cwltool")
cwl_spec = yaml.load(preprocessed_cwl.getvalue())
payload = base64.b64encode(preprocessed_cwl.getvalue()).decode()
args.environment.append(
dict(name="AEGEA_BATCH_CWL_DEF_B64", value=payload))
payload = base64.b64encode(args.cwl_input.read()).decode()
args.environment.append(
dict(name="AEGEA_BATCH_CWL_JOB_B64", value=payload))
for requirement in cwl_spec.get("requirements", []):
if requirement["class"] == "DockerRequirement":
# FIXME: dockerFile support: ensure_ecr_image(...)
# container_props["image"] = requirement["dockerPull"]
pass
shellcode += [
# 'sed -i -e "s|http://archive.ubuntu.com|http://us-east-1.ec2.archive.ubuntu.com|g" /etc/apt/sources.list',
# "apt-get update -qq",
# "apt-get install -qqy --no-install-suggests --no-install-recommends --force-yes python-pip python-requests python-yaml python-lockfile python-pyparsing awscli", # noqa
# "pip install ruamel.yaml==0.13.4 cwltool==1.0.20161227200419 dynamoq tractorbeam",
"cwltool --no-container --preserve-entire-environment <(echo $AEGEA_BATCH_CWL_DEF_B64 | base64 -d) <(echo $AEGEA_BATCH_CWL_JOB_B64 | base64 -d | tractor pull) | tractor push $AEGEA_BATCH_S3_BASE_URL/$AWS_BATCH_JOB_ID | dynamoq update aegea-batch-jobs $AWS_BATCH_JOB_ID" # noqa
]
args.command = bash_cmd_preamble + shellcode + (args.command or [])
return args.command, args.environment
def _cwl2rdf(self) -> str:
console_handler = logging.StreamHandler()
console_handler.setLevel(logging.INFO)
stdout = StringIO()
cwltool_main(['--print-rdf', str(self._filename)], stdout=stdout, logger_handler=console_handler)
return stdout.getvalue()
def get_command_and_env(args):
# shellcode = ['for var in ${{!AWS_BATCH_@}}; do echo "{}.env.$var=${{!var}}"; done'.format(__name__)]
shellcode = ["set -a",
"if [ -f /etc/environment ]; then source /etc/environment; fi",
"if [ -f /etc/default/locale ]; then source /etc/default/locale; fi",
"set +a",
"if [ -f /etc/profile ]; then source /etc/profile; fi",
"set -euo pipefail"]
if args.storage:
args.privileged = True
args.volumes.append(["/dev", "/dev"])
for mountpoint, size_gb in args.storage:
shellcode += (ebs_vol_mgr_shellcode % (size_gb, mountpoint)).splitlines()
elif args.efs_storage:
args.privileged = True
if "=" in args.efs_storage:
mountpoint, efs_id = args.efs_storage.split("=")
else:
mountpoint, efs_id = args.efs_storage, __name__
if not efs_id.startswith("fs-"):
for filesystem in clients.efs.describe_file_systems()["FileSystems"]:
if filesystem["Name"] == efs_id:
efs_id = filesystem["FileSystemId"]
break
else:
raise AegeaException('Could not resolve "{}" to a valid EFS filesystem ID'.format(efs_id))
mount_targets = clients.efs.describe_mount_targets(FileSystemId=efs_id)["MountTargets"]
args.environment.append(dict(name="AEGEA_EFS_DESC", value=json.dumps(mount_targets)))
commands = efs_vol_shellcode.format(efs_mountpoint=args.efs_storage, efs_id=efs_id).splitlines()
shellcode += commands
if args.execute:
payload = base64.b64encode(args.execute.read()).decode()
args.environment.append(dict(name="BATCH_SCRIPT_B64", value=payload))
shellcode += ['BATCH_SCRIPT=$(mktemp --tmpdir "$AWS_BATCH_CE_NAME.$AWS_BATCH_JQ_NAME.$AWS_BATCH_JOB_ID.XXXXX")',
"echo $BATCH_SCRIPT_B64 | base64 -d > $BATCH_SCRIPT",
"chmod +x $BATCH_SCRIPT",
"$BATCH_SCRIPT"]
elif args.cwl:
ensure_dynamodb_table("aegea-batch-jobs", hash_key_name="job_id")
bucket = ensure_s3_bucket("aegea-batch-jobs-{}".format(ARN.get_account_id()))
args.environment.append(dict(name="AEGEA_BATCH_S3_BASE_URL", value="s3://" + bucket.name))
from cwltool.main import main as cwltool_main
with io.BytesIO() as preprocessed_cwl:
if cwltool_main(["--print-pre", args.cwl], stdout=preprocessed_cwl) != 0:
raise AegeaException("Error while running cwltool")
cwl_spec = yaml.load(preprocessed_cwl.getvalue())
payload = base64.b64encode(preprocessed_cwl.getvalue()).decode()
args.environment.append(dict(name="AEGEA_BATCH_CWL_DEF_B64", value=payload))
payload = base64.b64encode(args.cwl_input.read()).decode()
args.environment.append(dict(name="AEGEA_BATCH_CWL_JOB_B64", value=payload))
for requirement in cwl_spec.get("requirements", []):
if requirement["class"] == "DockerRequirement":
# FIXME: dockerFile support: ensure_ecr_image(...)
# container_props["image"] = requirement["dockerPull"]
pass
shellcode += [
# 'sed -i -e "s|http://archive.ubuntu.com|http://us-east-1.ec2.archive.ubuntu.com|g" /etc/apt/sources.list',
# "apt-get update -qq",
# "apt-get install -qqy --no-install-suggests --no-install-recommends --force-yes python-pip python-requests python-yaml python-lockfile python-pyparsing awscli", # noqa
# "pip install ruamel.yaml==0.13.4 cwltool==1.0.20161227200419 dynamoq tractorbeam",
"cwltool --no-container --preserve-entire-environment <(echo $AEGEA_BATCH_CWL_DEF_B64 | base64 -d) <(echo $AEGEA_BATCH_CWL_JOB_B64 | base64 -d | tractor pull) | tractor push $AEGEA_BATCH_S3_BASE_URL/$AWS_BATCH_JOB_ID | dynamoq update aegea-batch-jobs $AWS_BATCH_JOB_ID" # noqa
]
args.command = bash_cmd_preamble + shellcode + (args.command or [])
return args.command, args.environment