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2 changes: 1 addition & 1 deletion .gitignore
Original file line numberDiff line numberDiff line change
Expand Up@@ -25,4 +25,4 @@ venv/
*~
.pytest_cache/
*.swp
tests/data/local_mode_lock
.docker/
21 changes: 11 additions & 10 deletions tests/integ/local_mode_utils.py → tests/integ/lock.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,24 +15,25 @@
import fcntl
import os
import time
import tempfile
from contextlib import contextmanager

import tests.integ

LOCK_PATH = os.path.join(tests.integ.DATA_DIR, 'local_mode_lock')
DEFAULT_LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_lock')


@contextmanager
def lock():
# Since Local Mode uses the same port for serving, we need a lock in order
# to allow concurrent test execution.

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I think it'd be good to have an explanation of why these locks are needed somewhere

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probably at (multiple) points of use. or would a generic "lock for tests that need locks" comment work?

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maybe a generic comment with specific callouts for the most common reasons (e.g. local mode)?

local_mode_lock_fd = open(LOCK_PATH, 'w')
local_mode_lock = local_mode_lock_fd.fileno()
def lock(path=DEFAULT_LOCK_PATH):
"""Create a file lock to control concurrent test execution. Certain tests or
test operations need to limit concurrency to work reliably. Examples include
local mode endpoint tests and vpc creation tests.
"""
f = open(path, 'w')
fd = f.fileno()

fcntl.lockf(local_mode_lock, fcntl.LOCK_EX)
fcntl.lockf(fd, fcntl.LOCK_EX)

try:
yield
finally:
time.sleep(5)
fcntl.lockf(local_mode_lock, fcntl.LOCK_UN)
fcntl.lockf(fd, fcntl.LOCK_UN)
24 changes: 14 additions & 10 deletions tests/integ/test_local_mode.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,14 +18,18 @@
import boto3
import numpy
import pytest
import tests.integ.local_mode_utils as local_mode_utils
import tempfile

import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION
from tests.integ.timeout import timeout

from sagemaker.local import LocalSession, LocalSagemakerRuntimeClient, LocalSagemakerClient
from sagemaker.mxnet import MXNet
from sagemaker.tensorflow import TensorFlow

# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_local_mode_lock')
DATA_PATH = os.path.join(DATA_DIR, 'iris', 'data')
DEFAULT_REGION = 'us-west-2'

Expand DownExpand Up@@ -101,7 +105,7 @@ def test_tf_local_mode(tf_full_version, sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -140,7 +144,7 @@ def test_tf_distributed_local_mode(sagemaker_local_session):

endpoint_name = estimator.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -178,7 +182,7 @@ def test_tf_local_data(sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -217,7 +221,7 @@ def test_tf_local_data_local_script():
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand All@@ -241,7 +245,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
s3_model.sagemaker_session = sagemaker_local_session

predictor = None
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = s3_model.deploy(initial_instance_count=1, instance_type='local')
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -255,7 +259,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
def test_local_mode_serving_from_local_model(tmpdir, sagemaker_local_session, mxnet_model):
predictor = None

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
path = 'file://%s' % (str(tmpdir))
model = mxnet_model(path)
Expand DownExpand Up@@ -285,7 +289,7 @@ def test_mxnet_local_mode(sagemaker_local_session, mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -310,7 +314,7 @@ def test_mxnet_local_data_local_script(mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand DownExpand Up@@ -365,7 +369,7 @@ def test_local_transform_mxnet(sagemaker_local_session, tmpdir, mxnet_full_versi
transformer = mx.transformer(1, 'local', assemble_with='Line', max_payload=1,
strategy='SingleRecord', output_path=output_path)

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
transformer.transform(transform_input, content_type='text/csv', split_type='Line')
transformer.wait()

Expand Down
5 changes: 3 additions & 2 deletions tests/integ/test_source_dirs.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@

import pytest

import tests.integ.local_mode_utils as local_mode_utils
import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION

from sagemaker.pytorch.estimator import PyTorch
Expand All@@ -37,7 +37,8 @@ def test_source_dirs(tmpdir, sagemaker_local_session):
sagemaker_session=sagemaker_local_session)
estimator.fit()

with local_mode_utils.lock():
# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
with lock.lock():
try:
predictor = estimator.deploy(initial_instance_count=1, instance_type='local')
predict_response = predictor.predict([7])
Expand Down
39 changes: 27 additions & 12 deletions tests/integ/vpc_test_utils.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -12,7 +12,13 @@
# language governing permissions and limitations under the License.
from __future__ import absolute_import

import os
import tempfile

import tests.integ.lock as lock

VPC_NAME = 'sagemaker-python-sdk-test-vpc'
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_vpc_lock')


def _get_subnet_ids_by_name(ec2_client, name):
Expand DownExpand Up@@ -61,20 +67,24 @@ def _create_vpc_with_name(ec2_client, region, name):
AvailabilityZone=(region + 'b'))['Subnet']['SubnetId']
print('created subnet: {}'.format(subnet_id_b))

s3_service = [s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if s.endswith('s3')][0]
s3_service = \
[s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if
s.endswith('s3')][0]
ec2_client.create_vpc_endpoint(VpcId=vpc_id, ServiceName=s3_service,
RouteTableIds=[_get_route_table_id(ec2_client, vpc_id)])
print('created s3 vpc endpoint')

security_group_id = ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
security_group_id = \
ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
print('created security group: {}'.format(security_group_id))

# multi-host vpc jobs require communication among hosts
ec2_client.authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': 'tcp',
'FromPort': 0,
'ToPort': 65535,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [{
'GroupId': security_group_id}]}])

ec2_client.create_tags(Resources=[vpc_id, subnet_id_a, subnet_id_b, security_group_id],
Tags=[{'Key': 'Name', 'Value': name}])
Expand All@@ -83,23 +93,28 @@ def _create_vpc_with_name(ec2_client, region, name):


def get_or_create_vpc_resources(ec2_client, region, name=VPC_NAME):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client, name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)
# use lock to prevent race condition when tests are running concurrently
with lock.lock(LOCK_PATH):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client,
name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)


def setup_security_group_for_encryption(ec2_client, security_group_id):
sg_desc = ec2_client.describe_security_groups(GroupIds=[security_group_id])
ingress_perms = sg_desc['SecurityGroups'][0]['IpPermissions']
if len(ingress_perms) == 1:
ec2_client.\
ec2_client.\
authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': '50',
'UserIdGroupPairs': [{'GroupId': security_group_id}]},
'UserIdGroupPairs': [
{'GroupId': security_group_id}]},
{'IpProtocol': 'udp',
'FromPort': 500,
'ToPort': 500,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [
{'GroupId': security_group_id}]}])
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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2 changes: 1 addition & 1 deletion .gitignore
Original file line numberDiff line numberDiff line change
Expand Up@@ -25,4 +25,4 @@ venv/
*~
.pytest_cache/
*.swp
tests/data/local_mode_lock
.docker/
21 changes: 11 additions & 10 deletions tests/integ/local_mode_utils.py → tests/integ/lock.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,24 +15,25 @@
import fcntl
import os
import time
import tempfile
from contextlib import contextmanager

import tests.integ

LOCK_PATH = os.path.join(tests.integ.DATA_DIR, 'local_mode_lock')
DEFAULT_LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_lock')


@contextmanager
def lock():
# Since Local Mode uses the same port for serving, we need a lock in order
# to allow concurrent test execution.

Copy link
Copy Markdown
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

I think it'd be good to have an explanation of why these locks are needed somewhere

Copy link
Copy Markdown
ContributorAuthor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

probably at (multiple) points of use. or would a generic "lock for tests that need locks" comment work?

Copy link
Copy Markdown
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

maybe a generic comment with specific callouts for the most common reasons (e.g. local mode)?

local_mode_lock_fd = open(LOCK_PATH, 'w')
local_mode_lock = local_mode_lock_fd.fileno()
def lock(path=DEFAULT_LOCK_PATH):
"""Create a file lock to control concurrent test execution. Certain tests or
test operations need to limit concurrency to work reliably. Examples include
local mode endpoint tests and vpc creation tests.
"""
f = open(path, 'w')
fd = f.fileno()

fcntl.lockf(local_mode_lock, fcntl.LOCK_EX)
fcntl.lockf(fd, fcntl.LOCK_EX)

try:
yield
finally:
time.sleep(5)
fcntl.lockf(local_mode_lock, fcntl.LOCK_UN)
fcntl.lockf(fd, fcntl.LOCK_UN)
24 changes: 14 additions & 10 deletions tests/integ/test_local_mode.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,14 +18,18 @@
import boto3
import numpy
import pytest
import tests.integ.local_mode_utils as local_mode_utils
import tempfile

import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION
from tests.integ.timeout import timeout

from sagemaker.local import LocalSession, LocalSagemakerRuntimeClient, LocalSagemakerClient
from sagemaker.mxnet import MXNet
from sagemaker.tensorflow import TensorFlow

# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_local_mode_lock')
DATA_PATH = os.path.join(DATA_DIR, 'iris', 'data')
DEFAULT_REGION = 'us-west-2'

Expand DownExpand Up@@ -101,7 +105,7 @@ def test_tf_local_mode(tf_full_version, sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -140,7 +144,7 @@ def test_tf_distributed_local_mode(sagemaker_local_session):

endpoint_name = estimator.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -178,7 +182,7 @@ def test_tf_local_data(sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -217,7 +221,7 @@ def test_tf_local_data_local_script():
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand All@@ -241,7 +245,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
s3_model.sagemaker_session = sagemaker_local_session

predictor = None
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = s3_model.deploy(initial_instance_count=1, instance_type='local')
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -255,7 +259,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
def test_local_mode_serving_from_local_model(tmpdir, sagemaker_local_session, mxnet_model):
predictor = None

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
path = 'file://%s' % (str(tmpdir))
model = mxnet_model(path)
Expand DownExpand Up@@ -285,7 +289,7 @@ def test_mxnet_local_mode(sagemaker_local_session, mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -310,7 +314,7 @@ def test_mxnet_local_data_local_script(mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand DownExpand Up@@ -365,7 +369,7 @@ def test_local_transform_mxnet(sagemaker_local_session, tmpdir, mxnet_full_versi
transformer = mx.transformer(1, 'local', assemble_with='Line', max_payload=1,
strategy='SingleRecord', output_path=output_path)

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
transformer.transform(transform_input, content_type='text/csv', split_type='Line')
transformer.wait()

Expand Down
5 changes: 3 additions & 2 deletions tests/integ/test_source_dirs.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@

import pytest

import tests.integ.local_mode_utils as local_mode_utils
import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION

from sagemaker.pytorch.estimator import PyTorch
Expand All@@ -37,7 +37,8 @@ def test_source_dirs(tmpdir, sagemaker_local_session):
sagemaker_session=sagemaker_local_session)
estimator.fit()

with local_mode_utils.lock():
# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
with lock.lock():
try:
predictor = estimator.deploy(initial_instance_count=1, instance_type='local')
predict_response = predictor.predict([7])
Expand Down
39 changes: 27 additions & 12 deletions tests/integ/vpc_test_utils.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -12,7 +12,13 @@
# language governing permissions and limitations under the License.
from __future__ import absolute_import

import os
import tempfile

import tests.integ.lock as lock

VPC_NAME = 'sagemaker-python-sdk-test-vpc'
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_vpc_lock')


def _get_subnet_ids_by_name(ec2_client, name):
Expand DownExpand Up@@ -61,20 +67,24 @@ def _create_vpc_with_name(ec2_client, region, name):
AvailabilityZone=(region + 'b'))['Subnet']['SubnetId']
print('created subnet: {}'.format(subnet_id_b))

s3_service = [s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if s.endswith('s3')][0]
s3_service = \
[s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if
s.endswith('s3')][0]
ec2_client.create_vpc_endpoint(VpcId=vpc_id, ServiceName=s3_service,
RouteTableIds=[_get_route_table_id(ec2_client, vpc_id)])
print('created s3 vpc endpoint')

security_group_id = ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
security_group_id = \
ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
print('created security group: {}'.format(security_group_id))

# multi-host vpc jobs require communication among hosts
ec2_client.authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': 'tcp',
'FromPort': 0,
'ToPort': 65535,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [{
'GroupId': security_group_id}]}])

ec2_client.create_tags(Resources=[vpc_id, subnet_id_a, subnet_id_b, security_group_id],
Tags=[{'Key': 'Name', 'Value': name}])
Expand All@@ -83,23 +93,28 @@ def _create_vpc_with_name(ec2_client, region, name):


def get_or_create_vpc_resources(ec2_client, region, name=VPC_NAME):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client, name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)
# use lock to prevent race condition when tests are running concurrently
with lock.lock(LOCK_PATH):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client,
name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)


def setup_security_group_for_encryption(ec2_client, security_group_id):
sg_desc = ec2_client.describe_security_groups(GroupIds=[security_group_id])
ingress_perms = sg_desc['SecurityGroups'][0]['IpPermissions']
if len(ingress_perms) == 1:
ec2_client.\
ec2_client.\
authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': '50',
'UserIdGroupPairs': [{'GroupId': security_group_id}]},
'UserIdGroupPairs': [
{'GroupId': security_group_id}]},
{'IpProtocol': 'udp',
'FromPort': 500,
'ToPort': 500,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [
{'GroupId': security_group_id}]}])
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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2 changes: 1 addition & 1 deletion .gitignore
Original file line numberDiff line numberDiff line change
Expand Up@@ -25,4 +25,4 @@ venv/
*~
.pytest_cache/
*.swp
tests/data/local_mode_lock
.docker/
21 changes: 11 additions & 10 deletions tests/integ/local_mode_utils.py → tests/integ/lock.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,24 +15,25 @@
import fcntl
import os
import time
import tempfile
from contextlib import contextmanager

import tests.integ

LOCK_PATH = os.path.join(tests.integ.DATA_DIR, 'local_mode_lock')
DEFAULT_LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_lock')


@contextmanager
def lock():
# Since Local Mode uses the same port for serving, we need a lock in order
# to allow concurrent test execution.

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I think it'd be good to have an explanation of why these locks are needed somewhere

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probably at (multiple) points of use. or would a generic "lock for tests that need locks" comment work?

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maybe a generic comment with specific callouts for the most common reasons (e.g. local mode)?

local_mode_lock_fd = open(LOCK_PATH, 'w')
local_mode_lock = local_mode_lock_fd.fileno()
def lock(path=DEFAULT_LOCK_PATH):
"""Create a file lock to control concurrent test execution. Certain tests or
test operations need to limit concurrency to work reliably. Examples include
local mode endpoint tests and vpc creation tests.
"""
f = open(path, 'w')
fd = f.fileno()

fcntl.lockf(local_mode_lock, fcntl.LOCK_EX)
fcntl.lockf(fd, fcntl.LOCK_EX)

try:
yield
finally:
time.sleep(5)
fcntl.lockf(local_mode_lock, fcntl.LOCK_UN)
fcntl.lockf(fd, fcntl.LOCK_UN)
24 changes: 14 additions & 10 deletions tests/integ/test_local_mode.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,14 +18,18 @@
import boto3
import numpy
import pytest
import tests.integ.local_mode_utils as local_mode_utils
import tempfile

import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION
from tests.integ.timeout import timeout

from sagemaker.local import LocalSession, LocalSagemakerRuntimeClient, LocalSagemakerClient
from sagemaker.mxnet import MXNet
from sagemaker.tensorflow import TensorFlow

# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_local_mode_lock')
DATA_PATH = os.path.join(DATA_DIR, 'iris', 'data')
DEFAULT_REGION = 'us-west-2'

Expand DownExpand Up@@ -101,7 +105,7 @@ def test_tf_local_mode(tf_full_version, sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -140,7 +144,7 @@ def test_tf_distributed_local_mode(sagemaker_local_session):

endpoint_name = estimator.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -178,7 +182,7 @@ def test_tf_local_data(sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -217,7 +221,7 @@ def test_tf_local_data_local_script():
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand All@@ -241,7 +245,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
s3_model.sagemaker_session = sagemaker_local_session

predictor = None
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = s3_model.deploy(initial_instance_count=1, instance_type='local')
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -255,7 +259,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
def test_local_mode_serving_from_local_model(tmpdir, sagemaker_local_session, mxnet_model):
predictor = None

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
path = 'file://%s' % (str(tmpdir))
model = mxnet_model(path)
Expand DownExpand Up@@ -285,7 +289,7 @@ def test_mxnet_local_mode(sagemaker_local_session, mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -310,7 +314,7 @@ def test_mxnet_local_data_local_script(mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand DownExpand Up@@ -365,7 +369,7 @@ def test_local_transform_mxnet(sagemaker_local_session, tmpdir, mxnet_full_versi
transformer = mx.transformer(1, 'local', assemble_with='Line', max_payload=1,
strategy='SingleRecord', output_path=output_path)

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
transformer.transform(transform_input, content_type='text/csv', split_type='Line')
transformer.wait()

Expand Down
5 changes: 3 additions & 2 deletions tests/integ/test_source_dirs.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@

import pytest

import tests.integ.local_mode_utils as local_mode_utils
import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION

from sagemaker.pytorch.estimator import PyTorch
Expand All@@ -37,7 +37,8 @@ def test_source_dirs(tmpdir, sagemaker_local_session):
sagemaker_session=sagemaker_local_session)
estimator.fit()

with local_mode_utils.lock():
# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
with lock.lock():
try:
predictor = estimator.deploy(initial_instance_count=1, instance_type='local')
predict_response = predictor.predict([7])
Expand Down
39 changes: 27 additions & 12 deletions tests/integ/vpc_test_utils.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -12,7 +12,13 @@
# language governing permissions and limitations under the License.
from __future__ import absolute_import

import os
import tempfile

import tests.integ.lock as lock

VPC_NAME = 'sagemaker-python-sdk-test-vpc'
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_vpc_lock')


def _get_subnet_ids_by_name(ec2_client, name):
Expand DownExpand Up@@ -61,20 +67,24 @@ def _create_vpc_with_name(ec2_client, region, name):
AvailabilityZone=(region + 'b'))['Subnet']['SubnetId']
print('created subnet: {}'.format(subnet_id_b))

s3_service = [s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if s.endswith('s3')][0]
s3_service = \
[s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if
s.endswith('s3')][0]
ec2_client.create_vpc_endpoint(VpcId=vpc_id, ServiceName=s3_service,
RouteTableIds=[_get_route_table_id(ec2_client, vpc_id)])
print('created s3 vpc endpoint')

security_group_id = ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
security_group_id = \
ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
print('created security group: {}'.format(security_group_id))

# multi-host vpc jobs require communication among hosts
ec2_client.authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': 'tcp',
'FromPort': 0,
'ToPort': 65535,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [{
'GroupId': security_group_id}]}])

ec2_client.create_tags(Resources=[vpc_id, subnet_id_a, subnet_id_b, security_group_id],
Tags=[{'Key': 'Name', 'Value': name}])
Expand All@@ -83,23 +93,28 @@ def _create_vpc_with_name(ec2_client, region, name):


def get_or_create_vpc_resources(ec2_client, region, name=VPC_NAME):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client, name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)
# use lock to prevent race condition when tests are running concurrently
with lock.lock(LOCK_PATH):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client,
name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)


def setup_security_group_for_encryption(ec2_client, security_group_id):
sg_desc = ec2_client.describe_security_groups(GroupIds=[security_group_id])
ingress_perms = sg_desc['SecurityGroups'][0]['IpPermissions']
if len(ingress_perms) == 1:
ec2_client.\
ec2_client.\
authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': '50',
'UserIdGroupPairs': [{'GroupId': security_group_id}]},
'UserIdGroupPairs': [
{'GroupId': security_group_id}]},
{'IpProtocol': 'udp',
'FromPort': 500,
'ToPort': 500,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [
{'GroupId': security_group_id}]}])
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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2 changes: 1 addition & 1 deletion .gitignore
Original file line numberDiff line numberDiff line change
Expand Up@@ -25,4 +25,4 @@ venv/
*~
.pytest_cache/
*.swp
tests/data/local_mode_lock
.docker/
21 changes: 11 additions & 10 deletions tests/integ/local_mode_utils.py → tests/integ/lock.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,24 +15,25 @@
import fcntl
import os
import time
import tempfile
from contextlib import contextmanager

import tests.integ

LOCK_PATH = os.path.join(tests.integ.DATA_DIR, 'local_mode_lock')
DEFAULT_LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_lock')


@contextmanager
def lock():
# Since Local Mode uses the same port for serving, we need a lock in order
# to allow concurrent test execution.

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I think it'd be good to have an explanation of why these locks are needed somewhere

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ContributorAuthor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

probably at (multiple) points of use. or would a generic "lock for tests that need locks" comment work?

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Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

maybe a generic comment with specific callouts for the most common reasons (e.g. local mode)?

local_mode_lock_fd = open(LOCK_PATH, 'w')
local_mode_lock = local_mode_lock_fd.fileno()
def lock(path=DEFAULT_LOCK_PATH):
"""Create a file lock to control concurrent test execution. Certain tests or
test operations need to limit concurrency to work reliably. Examples include
local mode endpoint tests and vpc creation tests.
"""
f = open(path, 'w')
fd = f.fileno()

fcntl.lockf(local_mode_lock, fcntl.LOCK_EX)
fcntl.lockf(fd, fcntl.LOCK_EX)

try:
yield
finally:
time.sleep(5)
fcntl.lockf(local_mode_lock, fcntl.LOCK_UN)
fcntl.lockf(fd, fcntl.LOCK_UN)
24 changes: 14 additions & 10 deletions tests/integ/test_local_mode.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,14 +18,18 @@
import boto3
import numpy
import pytest
import tests.integ.local_mode_utils as local_mode_utils
import tempfile

import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION
from tests.integ.timeout import timeout

from sagemaker.local import LocalSession, LocalSagemakerRuntimeClient, LocalSagemakerClient
from sagemaker.mxnet import MXNet
from sagemaker.tensorflow import TensorFlow

# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_local_mode_lock')
DATA_PATH = os.path.join(DATA_DIR, 'iris', 'data')
DEFAULT_REGION = 'us-west-2'

Expand DownExpand Up@@ -101,7 +105,7 @@ def test_tf_local_mode(tf_full_version, sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -140,7 +144,7 @@ def test_tf_distributed_local_mode(sagemaker_local_session):

endpoint_name = estimator.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -178,7 +182,7 @@ def test_tf_local_data(sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -217,7 +221,7 @@ def test_tf_local_data_local_script():
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand All@@ -241,7 +245,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
s3_model.sagemaker_session = sagemaker_local_session

predictor = None
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = s3_model.deploy(initial_instance_count=1, instance_type='local')
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -255,7 +259,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
def test_local_mode_serving_from_local_model(tmpdir, sagemaker_local_session, mxnet_model):
predictor = None

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
path = 'file://%s' % (str(tmpdir))
model = mxnet_model(path)
Expand DownExpand Up@@ -285,7 +289,7 @@ def test_mxnet_local_mode(sagemaker_local_session, mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -310,7 +314,7 @@ def test_mxnet_local_data_local_script(mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand DownExpand Up@@ -365,7 +369,7 @@ def test_local_transform_mxnet(sagemaker_local_session, tmpdir, mxnet_full_versi
transformer = mx.transformer(1, 'local', assemble_with='Line', max_payload=1,
strategy='SingleRecord', output_path=output_path)

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
transformer.transform(transform_input, content_type='text/csv', split_type='Line')
transformer.wait()

Expand Down
5 changes: 3 additions & 2 deletions tests/integ/test_source_dirs.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@

import pytest

import tests.integ.local_mode_utils as local_mode_utils
import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION

from sagemaker.pytorch.estimator import PyTorch
Expand All@@ -37,7 +37,8 @@ def test_source_dirs(tmpdir, sagemaker_local_session):
sagemaker_session=sagemaker_local_session)
estimator.fit()

with local_mode_utils.lock():
# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
with lock.lock():
try:
predictor = estimator.deploy(initial_instance_count=1, instance_type='local')
predict_response = predictor.predict([7])
Expand Down
39 changes: 27 additions & 12 deletions tests/integ/vpc_test_utils.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -12,7 +12,13 @@
# language governing permissions and limitations under the License.
from __future__ import absolute_import

import os
import tempfile

import tests.integ.lock as lock

VPC_NAME = 'sagemaker-python-sdk-test-vpc'
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_vpc_lock')


def _get_subnet_ids_by_name(ec2_client, name):
Expand DownExpand Up@@ -61,20 +67,24 @@ def _create_vpc_with_name(ec2_client, region, name):
AvailabilityZone=(region + 'b'))['Subnet']['SubnetId']
print('created subnet: {}'.format(subnet_id_b))

s3_service = [s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if s.endswith('s3')][0]
s3_service = \
[s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if
s.endswith('s3')][0]
ec2_client.create_vpc_endpoint(VpcId=vpc_id, ServiceName=s3_service,
RouteTableIds=[_get_route_table_id(ec2_client, vpc_id)])
print('created s3 vpc endpoint')

security_group_id = ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
security_group_id = \
ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
print('created security group: {}'.format(security_group_id))

# multi-host vpc jobs require communication among hosts
ec2_client.authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': 'tcp',
'FromPort': 0,
'ToPort': 65535,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [{
'GroupId': security_group_id}]}])

ec2_client.create_tags(Resources=[vpc_id, subnet_id_a, subnet_id_b, security_group_id],
Tags=[{'Key': 'Name', 'Value': name}])
Expand All@@ -83,23 +93,28 @@ def _create_vpc_with_name(ec2_client, region, name):


def get_or_create_vpc_resources(ec2_client, region, name=VPC_NAME):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client, name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)
# use lock to prevent race condition when tests are running concurrently
with lock.lock(LOCK_PATH):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client,
name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)


def setup_security_group_for_encryption(ec2_client, security_group_id):
sg_desc = ec2_client.describe_security_groups(GroupIds=[security_group_id])
ingress_perms = sg_desc['SecurityGroups'][0]['IpPermissions']
if len(ingress_perms) == 1:
ec2_client.\
ec2_client.\
authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': '50',
'UserIdGroupPairs': [{'GroupId': security_group_id}]},
'UserIdGroupPairs': [
{'GroupId': security_group_id}]},
{'IpProtocol': 'udp',
'FromPort': 500,
'ToPort': 500,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [
{'GroupId': security_group_id}]}])
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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2 changes: 1 addition & 1 deletion .gitignore
Original file line numberDiff line numberDiff line change
Expand Up@@ -25,4 +25,4 @@ venv/
*~
.pytest_cache/
*.swp
tests/data/local_mode_lock
.docker/
21 changes: 11 additions & 10 deletions tests/integ/local_mode_utils.py → tests/integ/lock.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,24 +15,25 @@
import fcntl
import os
import time
import tempfile
from contextlib import contextmanager

import tests.integ

LOCK_PATH = os.path.join(tests.integ.DATA_DIR, 'local_mode_lock')
DEFAULT_LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_lock')


@contextmanager
def lock():
# Since Local Mode uses the same port for serving, we need a lock in order
# to allow concurrent test execution.

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I think it'd be good to have an explanation of why these locks are needed somewhere

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probably at (multiple) points of use. or would a generic "lock for tests that need locks" comment work?

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maybe a generic comment with specific callouts for the most common reasons (e.g. local mode)?

local_mode_lock_fd = open(LOCK_PATH, 'w')
local_mode_lock = local_mode_lock_fd.fileno()
def lock(path=DEFAULT_LOCK_PATH):
"""Create a file lock to control concurrent test execution. Certain tests or
test operations need to limit concurrency to work reliably. Examples include
local mode endpoint tests and vpc creation tests.
"""
f = open(path, 'w')
fd = f.fileno()

fcntl.lockf(local_mode_lock, fcntl.LOCK_EX)
fcntl.lockf(fd, fcntl.LOCK_EX)

try:
yield
finally:
time.sleep(5)
fcntl.lockf(local_mode_lock, fcntl.LOCK_UN)
fcntl.lockf(fd, fcntl.LOCK_UN)
24 changes: 14 additions & 10 deletions tests/integ/test_local_mode.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,14 +18,18 @@
import boto3
import numpy
import pytest
import tests.integ.local_mode_utils as local_mode_utils
import tempfile

import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION
from tests.integ.timeout import timeout

from sagemaker.local import LocalSession, LocalSagemakerRuntimeClient, LocalSagemakerClient
from sagemaker.mxnet import MXNet
from sagemaker.tensorflow import TensorFlow

# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_local_mode_lock')
DATA_PATH = os.path.join(DATA_DIR, 'iris', 'data')
DEFAULT_REGION = 'us-west-2'

Expand DownExpand Up@@ -101,7 +105,7 @@ def test_tf_local_mode(tf_full_version, sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -140,7 +144,7 @@ def test_tf_distributed_local_mode(sagemaker_local_session):

endpoint_name = estimator.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -178,7 +182,7 @@ def test_tf_local_data(sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -217,7 +221,7 @@ def test_tf_local_data_local_script():
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand All@@ -241,7 +245,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
s3_model.sagemaker_session = sagemaker_local_session

predictor = None
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = s3_model.deploy(initial_instance_count=1, instance_type='local')
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -255,7 +259,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
def test_local_mode_serving_from_local_model(tmpdir, sagemaker_local_session, mxnet_model):
predictor = None

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
path = 'file://%s' % (str(tmpdir))
model = mxnet_model(path)
Expand DownExpand Up@@ -285,7 +289,7 @@ def test_mxnet_local_mode(sagemaker_local_session, mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -310,7 +314,7 @@ def test_mxnet_local_data_local_script(mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand DownExpand Up@@ -365,7 +369,7 @@ def test_local_transform_mxnet(sagemaker_local_session, tmpdir, mxnet_full_versi
transformer = mx.transformer(1, 'local', assemble_with='Line', max_payload=1,
strategy='SingleRecord', output_path=output_path)

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
transformer.transform(transform_input, content_type='text/csv', split_type='Line')
transformer.wait()

Expand Down
5 changes: 3 additions & 2 deletions tests/integ/test_source_dirs.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@

import pytest

import tests.integ.local_mode_utils as local_mode_utils
import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION

from sagemaker.pytorch.estimator import PyTorch
Expand All@@ -37,7 +37,8 @@ def test_source_dirs(tmpdir, sagemaker_local_session):
sagemaker_session=sagemaker_local_session)
estimator.fit()

with local_mode_utils.lock():
# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
with lock.lock():
try:
predictor = estimator.deploy(initial_instance_count=1, instance_type='local')
predict_response = predictor.predict([7])
Expand Down
39 changes: 27 additions & 12 deletions tests/integ/vpc_test_utils.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -12,7 +12,13 @@
# language governing permissions and limitations under the License.
from __future__ import absolute_import

import os
import tempfile

import tests.integ.lock as lock

VPC_NAME = 'sagemaker-python-sdk-test-vpc'
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_vpc_lock')


def _get_subnet_ids_by_name(ec2_client, name):
Expand DownExpand Up@@ -61,20 +67,24 @@ def _create_vpc_with_name(ec2_client, region, name):
AvailabilityZone=(region + 'b'))['Subnet']['SubnetId']
print('created subnet: {}'.format(subnet_id_b))

s3_service = [s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if s.endswith('s3')][0]
s3_service = \
[s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if
s.endswith('s3')][0]
ec2_client.create_vpc_endpoint(VpcId=vpc_id, ServiceName=s3_service,
RouteTableIds=[_get_route_table_id(ec2_client, vpc_id)])
print('created s3 vpc endpoint')

security_group_id = ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
security_group_id = \
ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
print('created security group: {}'.format(security_group_id))

# multi-host vpc jobs require communication among hosts
ec2_client.authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': 'tcp',
'FromPort': 0,
'ToPort': 65535,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [{
'GroupId': security_group_id}]}])

ec2_client.create_tags(Resources=[vpc_id, subnet_id_a, subnet_id_b, security_group_id],
Tags=[{'Key': 'Name', 'Value': name}])
Expand All@@ -83,23 +93,28 @@ def _create_vpc_with_name(ec2_client, region, name):


def get_or_create_vpc_resources(ec2_client, region, name=VPC_NAME):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client, name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)
# use lock to prevent race condition when tests are running concurrently
with lock.lock(LOCK_PATH):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client,
name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)


def setup_security_group_for_encryption(ec2_client, security_group_id):
sg_desc = ec2_client.describe_security_groups(GroupIds=[security_group_id])
ingress_perms = sg_desc['SecurityGroups'][0]['IpPermissions']
if len(ingress_perms) == 1:
ec2_client.\
ec2_client.\
authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': '50',
'UserIdGroupPairs': [{'GroupId': security_group_id}]},
'UserIdGroupPairs': [
{'GroupId': security_group_id}]},
{'IpProtocol': 'udp',
'FromPort': 500,
'ToPort': 500,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [
{'GroupId': security_group_id}]}])
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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2 changes: 1 addition & 1 deletion .gitignore
Original file line numberDiff line numberDiff line change
Expand Up@@ -25,4 +25,4 @@ venv/
*~
.pytest_cache/
*.swp
tests/data/local_mode_lock
.docker/
21 changes: 11 additions & 10 deletions tests/integ/local_mode_utils.py → tests/integ/lock.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,24 +15,25 @@
import fcntl
import os
import time
import tempfile
from contextlib import contextmanager

import tests.integ

LOCK_PATH = os.path.join(tests.integ.DATA_DIR, 'local_mode_lock')
DEFAULT_LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_lock')


@contextmanager
def lock():
# Since Local Mode uses the same port for serving, we need a lock in order
# to allow concurrent test execution.

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I think it'd be good to have an explanation of why these locks are needed somewhere

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probably at (multiple) points of use. or would a generic "lock for tests that need locks" comment work?

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maybe a generic comment with specific callouts for the most common reasons (e.g. local mode)?

local_mode_lock_fd = open(LOCK_PATH, 'w')
local_mode_lock = local_mode_lock_fd.fileno()
def lock(path=DEFAULT_LOCK_PATH):
"""Create a file lock to control concurrent test execution. Certain tests or
test operations need to limit concurrency to work reliably. Examples include
local mode endpoint tests and vpc creation tests.
"""
f = open(path, 'w')
fd = f.fileno()

fcntl.lockf(local_mode_lock, fcntl.LOCK_EX)
fcntl.lockf(fd, fcntl.LOCK_EX)

try:
yield
finally:
time.sleep(5)
fcntl.lockf(local_mode_lock, fcntl.LOCK_UN)
fcntl.lockf(fd, fcntl.LOCK_UN)
24 changes: 14 additions & 10 deletions tests/integ/test_local_mode.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,14 +18,18 @@
import boto3
import numpy
import pytest
import tests.integ.local_mode_utils as local_mode_utils
import tempfile

import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION
from tests.integ.timeout import timeout

from sagemaker.local import LocalSession, LocalSagemakerRuntimeClient, LocalSagemakerClient
from sagemaker.mxnet import MXNet
from sagemaker.tensorflow import TensorFlow

# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_local_mode_lock')
DATA_PATH = os.path.join(DATA_DIR, 'iris', 'data')
DEFAULT_REGION = 'us-west-2'

Expand DownExpand Up@@ -101,7 +105,7 @@ def test_tf_local_mode(tf_full_version, sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -140,7 +144,7 @@ def test_tf_distributed_local_mode(sagemaker_local_session):

endpoint_name = estimator.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -178,7 +182,7 @@ def test_tf_local_data(sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -217,7 +221,7 @@ def test_tf_local_data_local_script():
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand All@@ -241,7 +245,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
s3_model.sagemaker_session = sagemaker_local_session

predictor = None
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = s3_model.deploy(initial_instance_count=1, instance_type='local')
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -255,7 +259,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
def test_local_mode_serving_from_local_model(tmpdir, sagemaker_local_session, mxnet_model):
predictor = None

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
path = 'file://%s' % (str(tmpdir))
model = mxnet_model(path)
Expand DownExpand Up@@ -285,7 +289,7 @@ def test_mxnet_local_mode(sagemaker_local_session, mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -310,7 +314,7 @@ def test_mxnet_local_data_local_script(mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand DownExpand Up@@ -365,7 +369,7 @@ def test_local_transform_mxnet(sagemaker_local_session, tmpdir, mxnet_full_versi
transformer = mx.transformer(1, 'local', assemble_with='Line', max_payload=1,
strategy='SingleRecord', output_path=output_path)

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
transformer.transform(transform_input, content_type='text/csv', split_type='Line')
transformer.wait()

Expand Down
5 changes: 3 additions & 2 deletions tests/integ/test_source_dirs.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@

import pytest

import tests.integ.local_mode_utils as local_mode_utils
import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION

from sagemaker.pytorch.estimator import PyTorch
Expand All@@ -37,7 +37,8 @@ def test_source_dirs(tmpdir, sagemaker_local_session):
sagemaker_session=sagemaker_local_session)
estimator.fit()

with local_mode_utils.lock():
# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
with lock.lock():
try:
predictor = estimator.deploy(initial_instance_count=1, instance_type='local')
predict_response = predictor.predict([7])
Expand Down
39 changes: 27 additions & 12 deletions tests/integ/vpc_test_utils.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -12,7 +12,13 @@
# language governing permissions and limitations under the License.
from __future__ import absolute_import

import os
import tempfile

import tests.integ.lock as lock

VPC_NAME = 'sagemaker-python-sdk-test-vpc'
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_vpc_lock')


def _get_subnet_ids_by_name(ec2_client, name):
Expand DownExpand Up@@ -61,20 +67,24 @@ def _create_vpc_with_name(ec2_client, region, name):
AvailabilityZone=(region + 'b'))['Subnet']['SubnetId']
print('created subnet: {}'.format(subnet_id_b))

s3_service = [s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if s.endswith('s3')][0]
s3_service = \
[s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if
s.endswith('s3')][0]
ec2_client.create_vpc_endpoint(VpcId=vpc_id, ServiceName=s3_service,
RouteTableIds=[_get_route_table_id(ec2_client, vpc_id)])
print('created s3 vpc endpoint')

security_group_id = ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
security_group_id = \
ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
print('created security group: {}'.format(security_group_id))

# multi-host vpc jobs require communication among hosts
ec2_client.authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': 'tcp',
'FromPort': 0,
'ToPort': 65535,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [{
'GroupId': security_group_id}]}])

ec2_client.create_tags(Resources=[vpc_id, subnet_id_a, subnet_id_b, security_group_id],
Tags=[{'Key': 'Name', 'Value': name}])
Expand All@@ -83,23 +93,28 @@ def _create_vpc_with_name(ec2_client, region, name):


def get_or_create_vpc_resources(ec2_client, region, name=VPC_NAME):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client, name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)
# use lock to prevent race condition when tests are running concurrently
with lock.lock(LOCK_PATH):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client,
name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)


def setup_security_group_for_encryption(ec2_client, security_group_id):
sg_desc = ec2_client.describe_security_groups(GroupIds=[security_group_id])
ingress_perms = sg_desc['SecurityGroups'][0]['IpPermissions']
if len(ingress_perms) == 1:
ec2_client.\
ec2_client.\
authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': '50',
'UserIdGroupPairs': [{'GroupId': security_group_id}]},
'UserIdGroupPairs': [
{'GroupId': security_group_id}]},
{'IpProtocol': 'udp',
'FromPort': 500,
'ToPort': 500,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [
{'GroupId': security_group_id}]}])
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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2 changes: 1 addition & 1 deletion .gitignore
Original file line numberDiff line numberDiff line change
Expand Up@@ -25,4 +25,4 @@ venv/
*~
.pytest_cache/
*.swp
tests/data/local_mode_lock
.docker/
21 changes: 11 additions & 10 deletions tests/integ/local_mode_utils.py → tests/integ/lock.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,24 +15,25 @@
import fcntl
import os
import time
import tempfile
from contextlib import contextmanager

import tests.integ

LOCK_PATH = os.path.join(tests.integ.DATA_DIR, 'local_mode_lock')
DEFAULT_LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_lock')


@contextmanager
def lock():
# Since Local Mode uses the same port for serving, we need a lock in order
# to allow concurrent test execution.

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I think it'd be good to have an explanation of why these locks are needed somewhere

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probably at (multiple) points of use. or would a generic "lock for tests that need locks" comment work?

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maybe a generic comment with specific callouts for the most common reasons (e.g. local mode)?

local_mode_lock_fd = open(LOCK_PATH, 'w')
local_mode_lock = local_mode_lock_fd.fileno()
def lock(path=DEFAULT_LOCK_PATH):
"""Create a file lock to control concurrent test execution. Certain tests or
test operations need to limit concurrency to work reliably. Examples include
local mode endpoint tests and vpc creation tests.
"""
f = open(path, 'w')
fd = f.fileno()

fcntl.lockf(local_mode_lock, fcntl.LOCK_EX)
fcntl.lockf(fd, fcntl.LOCK_EX)

try:
yield
finally:
time.sleep(5)
fcntl.lockf(local_mode_lock, fcntl.LOCK_UN)
fcntl.lockf(fd, fcntl.LOCK_UN)
24 changes: 14 additions & 10 deletions tests/integ/test_local_mode.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,14 +18,18 @@
import boto3
import numpy
import pytest
import tests.integ.local_mode_utils as local_mode_utils
import tempfile

import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION
from tests.integ.timeout import timeout

from sagemaker.local import LocalSession, LocalSagemakerRuntimeClient, LocalSagemakerClient
from sagemaker.mxnet import MXNet
from sagemaker.tensorflow import TensorFlow

# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_local_mode_lock')
DATA_PATH = os.path.join(DATA_DIR, 'iris', 'data')
DEFAULT_REGION = 'us-west-2'

Expand DownExpand Up@@ -101,7 +105,7 @@ def test_tf_local_mode(tf_full_version, sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -140,7 +144,7 @@ def test_tf_distributed_local_mode(sagemaker_local_session):

endpoint_name = estimator.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -178,7 +182,7 @@ def test_tf_local_data(sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -217,7 +221,7 @@ def test_tf_local_data_local_script():
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand All@@ -241,7 +245,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
s3_model.sagemaker_session = sagemaker_local_session

predictor = None
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = s3_model.deploy(initial_instance_count=1, instance_type='local')
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -255,7 +259,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
def test_local_mode_serving_from_local_model(tmpdir, sagemaker_local_session, mxnet_model):
predictor = None

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
path = 'file://%s' % (str(tmpdir))
model = mxnet_model(path)
Expand DownExpand Up@@ -285,7 +289,7 @@ def test_mxnet_local_mode(sagemaker_local_session, mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -310,7 +314,7 @@ def test_mxnet_local_data_local_script(mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand DownExpand Up@@ -365,7 +369,7 @@ def test_local_transform_mxnet(sagemaker_local_session, tmpdir, mxnet_full_versi
transformer = mx.transformer(1, 'local', assemble_with='Line', max_payload=1,
strategy='SingleRecord', output_path=output_path)

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
transformer.transform(transform_input, content_type='text/csv', split_type='Line')
transformer.wait()

Expand Down
5 changes: 3 additions & 2 deletions tests/integ/test_source_dirs.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@

import pytest

import tests.integ.local_mode_utils as local_mode_utils
import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION

from sagemaker.pytorch.estimator import PyTorch
Expand All@@ -37,7 +37,8 @@ def test_source_dirs(tmpdir, sagemaker_local_session):
sagemaker_session=sagemaker_local_session)
estimator.fit()

with local_mode_utils.lock():
# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
with lock.lock():
try:
predictor = estimator.deploy(initial_instance_count=1, instance_type='local')
predict_response = predictor.predict([7])
Expand Down
39 changes: 27 additions & 12 deletions tests/integ/vpc_test_utils.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -12,7 +12,13 @@
# language governing permissions and limitations under the License.
from __future__ import absolute_import

import os
import tempfile

import tests.integ.lock as lock

VPC_NAME = 'sagemaker-python-sdk-test-vpc'
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_vpc_lock')


def _get_subnet_ids_by_name(ec2_client, name):
Expand DownExpand Up@@ -61,20 +67,24 @@ def _create_vpc_with_name(ec2_client, region, name):
AvailabilityZone=(region + 'b'))['Subnet']['SubnetId']
print('created subnet: {}'.format(subnet_id_b))

s3_service = [s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if s.endswith('s3')][0]
s3_service = \
[s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if
s.endswith('s3')][0]
ec2_client.create_vpc_endpoint(VpcId=vpc_id, ServiceName=s3_service,
RouteTableIds=[_get_route_table_id(ec2_client, vpc_id)])
print('created s3 vpc endpoint')

security_group_id = ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
security_group_id = \
ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
print('created security group: {}'.format(security_group_id))

# multi-host vpc jobs require communication among hosts
ec2_client.authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': 'tcp',
'FromPort': 0,
'ToPort': 65535,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [{
'GroupId': security_group_id}]}])

ec2_client.create_tags(Resources=[vpc_id, subnet_id_a, subnet_id_b, security_group_id],
Tags=[{'Key': 'Name', 'Value': name}])
Expand All@@ -83,23 +93,28 @@ def _create_vpc_with_name(ec2_client, region, name):


def get_or_create_vpc_resources(ec2_client, region, name=VPC_NAME):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client, name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)
# use lock to prevent race condition when tests are running concurrently
with lock.lock(LOCK_PATH):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client,
name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)


def setup_security_group_for_encryption(ec2_client, security_group_id):
sg_desc = ec2_client.describe_security_groups(GroupIds=[security_group_id])
ingress_perms = sg_desc['SecurityGroups'][0]['IpPermissions']
if len(ingress_perms) == 1:
ec2_client.\
ec2_client.\
authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': '50',
'UserIdGroupPairs': [{'GroupId': security_group_id}]},
'UserIdGroupPairs': [
{'GroupId': security_group_id}]},
{'IpProtocol': 'udp',
'FromPort': 500,
'ToPort': 500,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [
{'GroupId': security_group_id}]}])
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
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2 changes: 1 addition & 1 deletion .gitignore
Original file line numberDiff line numberDiff line change
Expand Up@@ -25,4 +25,4 @@ venv/
*~
.pytest_cache/
*.swp
tests/data/local_mode_lock
.docker/
21 changes: 11 additions & 10 deletions tests/integ/local_mode_utils.py → tests/integ/lock.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,24 +15,25 @@
import fcntl
import os
import time
import tempfile
from contextlib import contextmanager

import tests.integ

LOCK_PATH = os.path.join(tests.integ.DATA_DIR, 'local_mode_lock')
DEFAULT_LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_lock')


@contextmanager
def lock():
# Since Local Mode uses the same port for serving, we need a lock in order
# to allow concurrent test execution.

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I think it'd be good to have an explanation of why these locks are needed somewhere

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ContributorAuthor

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probably at (multiple) points of use. or would a generic "lock for tests that need locks" comment work?

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maybe a generic comment with specific callouts for the most common reasons (e.g. local mode)?

local_mode_lock_fd = open(LOCK_PATH, 'w')
local_mode_lock = local_mode_lock_fd.fileno()
def lock(path=DEFAULT_LOCK_PATH):
"""Create a file lock to control concurrent test execution. Certain tests or
test operations need to limit concurrency to work reliably. Examples include
local mode endpoint tests and vpc creation tests.
"""
f = open(path, 'w')
fd = f.fileno()

fcntl.lockf(local_mode_lock, fcntl.LOCK_EX)
fcntl.lockf(fd, fcntl.LOCK_EX)

try:
yield
finally:
time.sleep(5)
fcntl.lockf(local_mode_lock, fcntl.LOCK_UN)
fcntl.lockf(fd, fcntl.LOCK_UN)
24 changes: 14 additions & 10 deletions tests/integ/test_local_mode.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -18,14 +18,18 @@
import boto3
import numpy
import pytest
import tests.integ.local_mode_utils as local_mode_utils
import tempfile

import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION
from tests.integ.timeout import timeout

from sagemaker.local import LocalSession, LocalSagemakerRuntimeClient, LocalSagemakerClient
from sagemaker.mxnet import MXNet
from sagemaker.tensorflow import TensorFlow

# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_local_mode_lock')
DATA_PATH = os.path.join(DATA_DIR, 'iris', 'data')
DEFAULT_REGION = 'us-west-2'

Expand DownExpand Up@@ -101,7 +105,7 @@ def test_tf_local_mode(tf_full_version, sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -140,7 +144,7 @@ def test_tf_distributed_local_mode(sagemaker_local_session):

endpoint_name = estimator.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -178,7 +182,7 @@ def test_tf_local_data(sagemaker_local_session):
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand DownExpand Up@@ -217,7 +221,7 @@ def test_tf_local_data_local_script():
print('job succeeded: {}'.format(estimator.latest_training_job.name))

endpoint_name = estimator.latest_training_job.name
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
json_predictor = estimator.deploy(initial_instance_count=1,
instance_type='local',
Expand All@@ -241,7 +245,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
s3_model.sagemaker_session = sagemaker_local_session

predictor = None
with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = s3_model.deploy(initial_instance_count=1, instance_type='local')
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -255,7 +259,7 @@ def test_local_mode_serving_from_s3_model(sagemaker_local_session, mxnet_model,
def test_local_mode_serving_from_local_model(tmpdir, sagemaker_local_session, mxnet_model):
predictor = None

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
path = 'file://%s' % (str(tmpdir))
model = mxnet_model(path)
Expand DownExpand Up@@ -285,7 +289,7 @@ def test_mxnet_local_mode(sagemaker_local_session, mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand All@@ -310,7 +314,7 @@ def test_mxnet_local_data_local_script(mxnet_full_version):
mx.fit({'train': train_input, 'test': test_input})
endpoint_name = mx.latest_training_job.name

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
try:
predictor = mx.deploy(1, 'local', endpoint_name=endpoint_name)
data = numpy.zeros(shape=(1, 1, 28, 28))
Expand DownExpand Up@@ -365,7 +369,7 @@ def test_local_transform_mxnet(sagemaker_local_session, tmpdir, mxnet_full_versi
transformer = mx.transformer(1, 'local', assemble_with='Line', max_payload=1,
strategy='SingleRecord', output_path=output_path)

with local_mode_utils.lock():
with lock.lock(LOCK_PATH):
transformer.transform(transform_input, content_type='text/csv', split_type='Line')
transformer.wait()

Expand Down
5 changes: 3 additions & 2 deletions tests/integ/test_source_dirs.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -16,7 +16,7 @@

import pytest

import tests.integ.local_mode_utils as local_mode_utils
import tests.integ.lock as lock
from tests.integ import DATA_DIR, PYTHON_VERSION

from sagemaker.pytorch.estimator import PyTorch
Expand All@@ -37,7 +37,8 @@ def test_source_dirs(tmpdir, sagemaker_local_session):
sagemaker_session=sagemaker_local_session)
estimator.fit()

with local_mode_utils.lock():
# endpoint tests all use the same port, so we use this lock to prevent concurrent execution
with lock.lock():
try:
predictor = estimator.deploy(initial_instance_count=1, instance_type='local')
predict_response = predictor.predict([7])
Expand Down
39 changes: 27 additions & 12 deletions tests/integ/vpc_test_utils.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -12,7 +12,13 @@
# language governing permissions and limitations under the License.
from __future__ import absolute_import

import os
import tempfile

import tests.integ.lock as lock

VPC_NAME = 'sagemaker-python-sdk-test-vpc'
LOCK_PATH = os.path.join(tempfile.gettempdir(), 'sagemaker_test_vpc_lock')


def _get_subnet_ids_by_name(ec2_client, name):
Expand DownExpand Up@@ -61,20 +67,24 @@ def _create_vpc_with_name(ec2_client, region, name):
AvailabilityZone=(region + 'b'))['Subnet']['SubnetId']
print('created subnet: {}'.format(subnet_id_b))

s3_service = [s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if s.endswith('s3')][0]
s3_service = \
[s for s in ec2_client.describe_vpc_endpoint_services()['ServiceNames'] if
s.endswith('s3')][0]
ec2_client.create_vpc_endpoint(VpcId=vpc_id, ServiceName=s3_service,
RouteTableIds=[_get_route_table_id(ec2_client, vpc_id)])
print('created s3 vpc endpoint')

security_group_id = ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
security_group_id = \
ec2_client.create_security_group(VpcId=vpc_id, GroupName=name, Description=name)['GroupId']
print('created security group: {}'.format(security_group_id))

# multi-host vpc jobs require communication among hosts
ec2_client.authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': 'tcp',
'FromPort': 0,
'ToPort': 65535,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [{
'GroupId': security_group_id}]}])

ec2_client.create_tags(Resources=[vpc_id, subnet_id_a, subnet_id_b, security_group_id],
Tags=[{'Key': 'Name', 'Value': name}])
Expand All@@ -83,23 +93,28 @@ def _create_vpc_with_name(ec2_client, region, name):


def get_or_create_vpc_resources(ec2_client, region, name=VPC_NAME):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client, name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)
# use lock to prevent race condition when tests are running concurrently
with lock.lock(LOCK_PATH):
if _vpc_exists(ec2_client, name):
print('using existing vpc: {}'.format(name))
return _get_subnet_ids_by_name(ec2_client, name), _get_security_id_by_name(ec2_client,
name)
else:
print('creating new vpc: {}'.format(name))
return _create_vpc_with_name(ec2_client, region, name)


def setup_security_group_for_encryption(ec2_client, security_group_id):
sg_desc = ec2_client.describe_security_groups(GroupIds=[security_group_id])
ingress_perms = sg_desc['SecurityGroups'][0]['IpPermissions']
if len(ingress_perms) == 1:
ec2_client.\
ec2_client.\
authorize_security_group_ingress(GroupId=security_group_id,
IpPermissions=[{'IpProtocol': '50',
'UserIdGroupPairs': [{'GroupId': security_group_id}]},
'UserIdGroupPairs': [
{'GroupId': security_group_id}]},
{'IpProtocol': 'udp',
'FromPort': 500,
'ToPort': 500,
'UserIdGroupPairs': [{'GroupId': security_group_id}]}])
'UserIdGroupPairs': [
{'GroupId': security_group_id}]}])