def test_remote_no_push_non_managed_s3():
api.delete_context(TEST_CONTEXT)
api.context(context_name=TEST_CONTEXT)
# Setup moto s3 resources
s3_client = boto3.client('s3')
s3_resource = boto3.resource('s3')
s3_resource.create_bucket(Bucket=TEST_BUCKET)
s3_resource.create_bucket(Bucket=TEST_BUCKET_OTHER)
# Make sure bucket is empty
objects = s3_client.list_objects(Bucket=TEST_BUCKET)
assert 'Contents' not in objects, 'Bucket should be empty'
objects = s3_client.list_objects(Bucket=TEST_BUCKET_OTHER)
assert 'Contents' not in objects, 'Bucket should be empty'
# Bind remote context
api.remote(TEST_CONTEXT, TEST_REMOTE, TEST_BUCKET_URL)
# Apply
api.apply(TEST_CONTEXT, NonManagedS3)
print(api.cat(TEST_CONTEXT, 'b2'))
# Local context should not contain file if a remote exists.
b = api.search(TEST_CONTEXT, human_name='b2')[0]
assert not os.path.exists(
b.data['file']
[0]), 'Non Managed S3 file w/ remote should be copied to remote'
assert b.data['file'][0].startswith("s3://")
def test_pull(run_test):
s3_client = boto3.client('s3')
s3_resource = boto3.resource('s3')
s3_resource.create_bucket(Bucket=TEST_BUCKET)
bucket = s3_resource.Bucket(TEST_BUCKET)
objects = s3_client.list_objects(Bucket=TEST_BUCKET)
assert 'Contents' not in objects, 'Bucket should be empty'
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.remote(TEST_CONTEXT, TEST_REMOTE, TEST_BUCKET_URL)
api.apply(TEST_CONTEXT, RemoteTest)
bundle = api.get(TEST_CONTEXT, 'remote_test')
assert bundle.data == 'Hello'
bundle.commit()
bundle.push()
objects = s3_client.list_objects(Bucket=TEST_BUCKET)
assert 'Contents' in objects, 'Bucket should not be empty'
assert len(objects['Contents']) > 0, 'Bucket should not be empty'
api.delete_context(context_name=TEST_CONTEXT)
api.context(context_name=TEST_CONTEXT)
api.remote(TEST_CONTEXT, TEST_REMOTE, TEST_BUCKET_URL)
api.pull(TEST_CONTEXT)
pulled_bundles = api.search(TEST_CONTEXT)
assert len(pulled_bundles) > 0, 'Pulled bundles down'
assert pulled_bundles[0].data == 'Hello', 'Bundle contains correct data'
bucket.objects.all().delete()
bucket.delete()
def test():
"""
Returns:
"""
api.context(TEST_CONTEXT)
api.remote(TEST_CONTEXT, TEST_CONTEXT, REMOTE_URL, force=True)
with api.Bundle(TEST_CONTEXT, TEST_NAME, owner=getpass.getuser()) as b:
for i in range(3):
with b.add_file('output_{}'.format(i)).open('w') as of:
of.write("some text for the {} file".format(i))
b.commit().push()
b.rm()
b.pull(localize=False)
api.apply(TEST_CONTEXT,
'-',
'test_output',
'ConsumeExtDep',
incremental_pull=True)
api.delete_context(TEST_CONTEXT, remote=True)
def test_add_with_treat_as_bundle():
api.delete_context(TEST_CONTEXT)
api.context(context_name=TEST_CONTEXT)
# Setup moto s3 resources
s3_client = boto3.client('s3')
s3_resource = boto3.resource('s3')
s3_resource.create_bucket(Bucket=TEST_BUCKET)
# Make sure bucket is empty
objects = s3_client.list_objects(Bucket=TEST_BUCKET)
assert 'Contents' not in objects, 'Bucket should be empty'
# Bind remote context
api.remote(TEST_CONTEXT, TEST_REMOTE, TEST_BUCKET_URL, force=True)
# Try to run the pipeline - should fail
try:
# Run test pipeline
api.apply(TEST_CONTEXT, CPush, incremental_push=True)
except Exception as e:
pass
# Get objects from remote
objects = s3_client.list_objects(Bucket=TEST_BUCKET)
keys = [o['Key'] for o in objects['Contents']]
keys = [key.split('/')[-1] for key in keys]
# Make sure files exist in S3
for output_file in ['a.txt', 'b.txt']:
assert output_file in keys, 'Pipeline should have pushed file'
api.delete_context(TEST_CONTEXT)
def test_remote_push_managed_s3():
api.delete_context(TEST_CONTEXT)
api.context(context_name=TEST_CONTEXT)
# Setup moto s3 resources
s3_client = boto3.client('s3')
s3_resource = boto3.resource('s3')
s3_resource.create_bucket(Bucket=TEST_BUCKET)
# Make sure bucket is empty
objects = s3_client.list_objects(Bucket=TEST_BUCKET)
assert 'Contents' not in objects, 'Bucket should be empty'
# Bind remote context
api.remote(TEST_CONTEXT, TEST_REMOTE, TEST_BUCKET_URL)
# Apply
api.apply(TEST_CONTEXT, ManagedS3, incremental_push=True)
assert not os.path.exists(api.search(TEST_CONTEXT, human_name='b4')[0].data['file'][0]), \
'Managed S3 file should not be copied to local'
# Get objects from remote
objects = s3_client.list_objects(Bucket=TEST_BUCKET)
keys = [o['Key'] for o in objects['Contents']]
keys = [key.split('/')[-1] for key in keys]
# Make sure files exist in S3
for output_file in ['test.parquet']:
assert output_file in keys, 'Pipeline should have pushed file'
def test():
""" Purpose of this test is to have one task that produces a bundle.
And another task that requires it.
1.) Create external dep -- also creates PreMaker_auf_datamaker
dsdt apply - - test_external_bundle.DataMaker --int_array '[1000,2000,3000]'
2.) Remove Premaker_auf_datamaker
dsdt rm PreMaker_auf_datamaker
3.) Try to run Root -- it should find DataMaker but not re-create it or PreMaker_auf_datamaker
"""
api.context(TEST_CONTEXT)
api.apply(TEST_CONTEXT,
'-',
'-',
'DataMaker',
params={'int_array': '[1000,2000,3000]'})
b = api.get(TEST_CONTEXT, 'PreMaker_auf_datamaker')
assert (b is not None)
b.rm()
api.apply(TEST_CONTEXT, '-', '-', 'Root')
b = api.get(TEST_CONTEXT, 'PreMaker_auf_root')
assert (b is not None)
api.delete_context(TEST_CONTEXT)
def test_push():
api.context(context_name=TEST_CONTEXT)
s3_client = boto3.client('s3')
s3_resource = boto3.resource('s3')
s3_resource.create_bucket(Bucket=TEST_BUCKET)
bucket = s3_resource.Bucket(TEST_BUCKET)
objects = s3_client.list_objects(Bucket=TEST_BUCKET)
assert 'Contents' not in objects, 'Bucket should be empty'
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.remote(TEST_CONTEXT, TEST_REMOTE, TEST_BUCKET_URL, force=True)
api.apply(TEST_CONTEXT, 'RemoteTest')
bundle = api.get(TEST_CONTEXT, 'remote_test')
assert bundle.data == 'Hello'
bundle.commit()
bundle.push()
objects = s3_client.list_objects(Bucket=TEST_BUCKET)
assert 'Contents' in objects, 'Bucket should not be empty'
assert len(objects['Contents']) > 0, 'Bucket should not be empty'
bucket.objects.all().delete()
bucket.delete()
api.delete_context(context_name=TEST_CONTEXT)
def test_ABC7(run_test):
"""
7.) Run A->B->C, Run A*->B. Run A->B->C, nothing should run
Args:
run_test:
Returns:
"""
result = api.apply(TEST_CONTEXT, C)
assert result['success'] is True
assert result['did_work'] is True
B_uuid = api.get(TEST_CONTEXT, 'B').uuid
def custom_B_requires(self):
self.add_dependency('a', APrime, params={})
old_requires = B.pipe_requires
B.pipe_requires = custom_B_requires
result = api.apply(TEST_CONTEXT, B)
assert result['success'] is True
assert result['did_work'] is True
assert B_uuid != api.get(TEST_CONTEXT, 'B').uuid # should have a new B
B.pipe_requires = old_requires
result = api.apply(TEST_CONTEXT, C)
assert result['success'] is True
assert result['did_work'] is False
def test_AB6(run_test):
"""
6.) Run A->B, Re-run A*. Run A*->B, B should re-run.
Args:
run_test:
Returns:
"""
result = api.apply(TEST_CONTEXT, B)
assert result['success'] is True
assert result['did_work'] is True
B_uuid = api.get(TEST_CONTEXT, 'B').uuid
result = api.apply(TEST_CONTEXT, APrime)
assert result['success'] is True
assert result['did_work'] is True
APrime_uuid = api.get(TEST_CONTEXT, 'APrime').uuid
def custom_B_requires(self):
self.add_dependency('a', APrime, params={})
old_requires = B.pipe_requires
B.pipe_requires = custom_B_requires
result = api.apply(TEST_CONTEXT, B)
assert result['success'] is True
assert result['did_work'] is True
assert APrime_uuid == api.get(TEST_CONTEXT, 'APrime').uuid
assert B_uuid != api.get(TEST_CONTEXT, 'B').uuid
B.pipe_requires = old_requires
def test_ord_external_dependency_fail(run_test):
""" Test ability to handle a failed lookup.
Note: Disdat/Luigi swallows exceptions in tasks. Here our tasks
assert that they get back a bundle on their lookup. If we catch it, then the
test succeeds.
Args:
run_test:
Returns:
"""
uuid = create_bundle_from_pipeline()
result = api.apply(TEST_CONTEXT,
PipelineA,
params={
'test_param': 'never run before',
'throw_assert': False
})
assert result['success'] is True
try:
result = api.apply(TEST_CONTEXT,
PipelineA,
params={'test_param': 'never run before'})
except AssertionError as ae:
print("ERROR: {}".format(ae))
return
def test(run_test):
""" Purpose of this test is to have one task that produces a bundle.
And another task that requires it.
1.) Run DataMaker which runs PreMaker
2.) Assert that those ran, and remove PreMaker
3.) run Root_1 which needs DataMaker (external dep) and PreMaker
4.) assert that premaker re-ran and root ran successfully (getting external dependency)
"""
api.context(TEST_CONTEXT)
api.apply(TEST_CONTEXT,
DataMaker,
params={'int_array': [1000, 2000, 3000]})
b = api.get(TEST_CONTEXT, 'PreMaker')
assert (b is not None)
pm_uuid = b.uuid
b.rm()
api.apply(TEST_CONTEXT, Root_1)
b = api.get(TEST_CONTEXT, 'PreMaker')
assert (b is not None)
assert (b.uuid != pm_uuid)
b = api.get(TEST_CONTEXT, 'Root_1')
assert (b is not None)
api.delete_context(TEST_CONTEXT)
def test_name_external_dependency():
uuid = create_bundle_from_pipeline()
print("UUID of created bundle is {}".format(uuid))
# Ext dep by human name
api.apply(TEST_CONTEXT, PipelineC, params={'ext_name': EXT_BUNDLE_NAME})
def test_uuid_external_dependency():
uuid = create_bundle_from_pipeline()
print("UUID of created bundle is {}".format(uuid))
# Ext dep by specific UUID
api.apply(TEST_CONTEXT, PipelineB, params={'ext_uuid': uuid})
def test_ord_external_dependency():
uuid = create_bundle_from_pipeline()
print("UUID of created bundle is {}".format(uuid))
# Ordinary ext dep
api.apply(TEST_CONTEXT, PipelineA)
def test_no_remote_no_push_managed_s3():
api.delete_context(TEST_CONTEXT)
api.context(context_name=TEST_CONTEXT)
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
with pytest.raises(Exception) as e:
api.apply(TEST_CONTEXT, ManagedS3)
def test_uuid_external_dependency(run_test):
uuid = create_bundle_from_pipeline()
api.apply(TEST_CONTEXT, PipelineB, params={'ext_uuid': uuid})
result = api.apply(TEST_CONTEXT, PipelineB, params={'ext_uuid': uuid})
assert result['success'] is True
assert result['did_work'] is False
def create_bundle_from_pipeline():
""" Run the internal pipeline, create a bundle, return the uuid
"""
api.apply(TEST_CONTEXT,
ExternalPipeline,
params={'test_param': EXT_TASK_PARAM_VAL},
output_bundle=EXT_BUNDLE_NAME)
b = api.get(TEST_CONTEXT, EXT_BUNDLE_NAME)
return b.uuid
def test_float_task():
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.apply(TEST_CONTEXT, FloatTask)
data = api.get(TEST_CONTEXT, 'float_task').data
assert data == 2.5, 'Data did not match output'
assert type(data) == float, 'Data is not float'
assert len(
api.search(TEST_CONTEXT)) == 1, 'Only one bundle should be present'
def test_string_task():
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.apply(TEST_CONTEXT, StringTask)
data = api.get(TEST_CONTEXT, 'string_task').data
assert data == 'output', 'Data did not match output'
assert type(data) == six.text_type, 'Data is not string'
assert len(
api.search(TEST_CONTEXT)) == 1, 'Only one bundle should be present'
def test_list_task():
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.apply(TEST_CONTEXT, ListTask)
data = api.get(TEST_CONTEXT, 'list_task').data
assert np.array_equal(data, [1, 2, 3]), 'Data did not match output'
assert type(data) == np.ndarray, 'Data is not list'
assert len(
api.search(TEST_CONTEXT)) == 1, 'Only one bundle should be present'
def test_dependant_tasks():
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.apply(TEST_CONTEXT, 'C')
data = api.get(TEST_CONTEXT, 'c').data
assert data == 6, 'Data did not match output'
assert type(data) == int, 'Data is not path'
assert len(
api.search(TEST_CONTEXT)) == 3, 'Three bundles should be present'
def test_dict_task():
setup()
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.apply(TEST_CONTEXT, DictTask)
data = api.get(TEST_CONTEXT, 'dict_task').data
assert data == {'hello': ['world']}, 'Data did not match output'
assert type(data) == dict, 'Data is not dict'
assert len(
api.search(TEST_CONTEXT)) == 1, 'Only one bundle should be present'
def test_file_task():
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.apply(TEST_CONTEXT, FileTask)
output_path = api.get(TEST_CONTEXT, 'file_task').data
with open(output_path) as f:
output = f.read()
assert output == '5', 'Data did not match output'
assert type(output_path) == str, 'Data is not path'
assert len(
api.search(TEST_CONTEXT)) == 1, 'Only one bundle should be present'
def test_df_task():
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.apply(TEST_CONTEXT, DataFrameTask)
data = api.get(TEST_CONTEXT, 'df_task').data
df = pd.DataFrame()
df['a'] = [1, 2, 3]
assert df.equals(data), 'Data did not match output'
assert type(data) == pd.DataFrame, 'Data is not df'
assert len(
api.search(TEST_CONTEXT)) == 1, 'Only one bundle should be present'
def test_non_managed_local():
api.delete_context(TEST_CONTEXT)
api.context(context_name=TEST_CONTEXT)
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.apply(TEST_CONTEXT, NonManagedLocal)
assert len(
api.search(TEST_CONTEXT)) == 1, 'Only one bundle should be present'
print(api.cat(TEST_CONTEXT, 'b1'))
assert os.path.exists(api.search(TEST_CONTEXT, human_name='b1')[0].data['file'][0]), \
'Local file should be present in bundle'
def test(run_test):
""" This tests if apply force=True and force_all=True re-run everything.
We have two tasks. One depends on the other.
force_all should re-run both, force should re-run only the last.
"""
# first run there should be no bundles
#assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.apply(TEST_CONTEXT, A, params={})
first_B_uuid = api.get(TEST_CONTEXT, 'B').uuid
first_A_uuid = api.get(TEST_CONTEXT, 'A').uuid
# second, force re-run last task
api.apply(TEST_CONTEXT, A, force=True, params={})
one_B_uuid = api.get(TEST_CONTEXT, 'B').uuid
one_A_uuid = api.get(TEST_CONTEXT, 'A').uuid
assert (first_B_uuid == one_B_uuid)
assert (first_A_uuid != one_A_uuid)
# second, force all to re-run.
api.apply(TEST_CONTEXT, A, force_all=True, params={})
all_B_uuid = api.get(TEST_CONTEXT, 'B').uuid
all_A_uuid = api.get(TEST_CONTEXT, 'A').uuid
assert (all_B_uuid != one_B_uuid)
assert (all_A_uuid != one_A_uuid)
# third, make sure a force_all doesn't crash if there is an external bundle.
api.apply(TEST_CONTEXT, A, force_all=True, params={'set_ext_dep': True})
final_B_uuid = api.get(TEST_CONTEXT, 'B').uuid
final_A_uuid = api.get(TEST_CONTEXT, 'A').uuid
assert (final_B_uuid == all_B_uuid)
assert (final_A_uuid != all_A_uuid)
def test_single_task():
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.apply(TEST_CONTEXT, 'A')
data = api.get(TEST_CONTEXT, 'a').data
assert data == 2, 'Data did not match output'
assert type(data) == int, 'Data is not path'
assert len(
api.search(TEST_CONTEXT)) == 1, 'Only one bundle should be present'
api.apply(TEST_CONTEXT, 'A')
assert len(
api.search(TEST_CONTEXT)) == 1, 'Only one bundle should be present'
def test():
""" Purpose of this test is to have one task that produces a bundle.
And another task that requires it.
1.) Create external dep -- also creates PreMaker_auf_datamaker
dsdt apply - - test_external_bundle.DataMaker --int_array '[1000,2000,3000]'
2.) Remove Premaker_auf_datamaker
dsdt rm PreMaker_auf_datamaker
3.) Try to run Root -- it should find DataMaker but not re-create it or PreMaker_auf_datamaker
"""
api.context(TEST_CONTEXT)
result = None
try:
result = api.apply(TEST_CONTEXT,
Root2,
output_bundle='test_api_exit',
params={},
force=True,
workers=2)
except Exception as e:
print("Got exception {} result {} ".format(e, e.result))
assert (e.result['did_work'])
assert (not e.result['success'])
finally:
print("API apply returned {}".format(result))
def test_AB4(run_test):
"""
4.) Run A->B, Re-run A*. Run A->B, nothing should run.
"""
result = api.apply(TEST_CONTEXT, B)
assert result['success'] is True
assert result['did_work'] is True
result = api.apply(TEST_CONTEXT, A, params={'a': 2, 'b': 3})
assert result['success'] is True
assert result['did_work'] is True
result = api.apply(TEST_CONTEXT, B)
assert result['success'] is True
assert result['did_work'] is False
def test_task_with_parameter():
assert len(api.search(TEST_CONTEXT)) == 0, 'Context should be empty'
api.apply(TEST_CONTEXT, 'B', params={'n': 10})
data = api.get(TEST_CONTEXT, 'b').data
assert data == 20, 'Data did not match output'
assert type(data) == int, 'Data is not path'
assert len(api.search(TEST_CONTEXT)) == 1, 'One bundle should be present'
api.apply(TEST_CONTEXT, 'B', params={'n': 20})
data = api.get(TEST_CONTEXT, 'b').data
assert data == 40, 'Data did not match output'
assert type(data) == int, 'Data is not path'
assert len(api.search(TEST_CONTEXT)) == 2, 'Two bundles should be present'
