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*.pyc | ||
*.pyo | ||
*.pyt | ||
*.pytc | ||
*.egg-info | ||
.*.swp | ||
.DS_Store | ||
venv/ | ||
venv3/ | ||
.cache/ | ||
build/ | ||
.idea/ | ||
.coverage | ||
.vscode | ||
.Trash-0/ | ||
.ipynb_checkpoints/ | ||
.pytest_cache/ | ||
dist | ||
|
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This project is governed by [Lyft's code of conduct](https://github.com/lyft/code-of-conduct). | ||
All contributors and participants agree to abide by its terms. |
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Apache License | ||
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.PHONY: build_python | ||
build_python: | ||
@python setup.py sdist | ||
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.PHONY: package | ||
package: | ||
@package.sh | ||
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unit_python2: | ||
PYSPARK_PYTHON=python PYSPARK_DRIVER_PYTHON=python SPARK_YARN_USER_ENV="PYSPARK_PYTHON=python" python -m pytest tests/flytekit/unit | ||
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unit_python3: | ||
PYSPARK_PYTHON=python3 PYSPARK_DRIVER_PYTHON=python3 SPARK_YARN_USER_ENV="PYSPARK_PYTHON=python3" python3 -m pytest tests/flytekit/unit | ||
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flytekit | ||
Copyright 2019-2020 Lyft Inc. | ||
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This product includes software developed at Lyft Inc. |
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# flytekit | ||
Library for creating Flyte workflows |
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from __future__ import absolute_import | ||
import flytekit.plugins | ||
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__version__ = '0.1.5' |
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from __future__ import absolute_import | ||
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import importlib as _importlib | ||
import os as _os | ||
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import click as _click | ||
import datetime as _datetime | ||
import random as _random | ||
from flyteidl.core import literals_pb2 as _literals_pb2 | ||
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from flytekit.common import utils as _utils | ||
from flytekit.common.exceptions import scopes as _scopes, system as _system_exceptions | ||
from flytekit.configuration import internal as _internal_config, TemporaryConfiguration as _TemporaryConfiguration | ||
from flytekit.engines import loader as _engine_loader | ||
from flytekit.interfaces.data import data_proxy as _data_proxy | ||
from flytekit.interfaces import random as _flyte_random | ||
from flytekit.models import literals as _literal_models | ||
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def _compute_array_job_index(): | ||
# type () -> int | ||
""" | ||
Computes the absolute index of the current array job. This is determined by summing the compute-environment-specific | ||
environment variable and the offset (if one's set). The offset will be set and used when the user request that the | ||
job runs in a number of slots less than the size of the input. | ||
:rtype: int | ||
""" | ||
offset = 0 | ||
if _os.environ.get('BATCH_JOB_ARRAY_INDEX_OFFSET'): | ||
offset = int(_os.environ.get('BATCH_JOB_ARRAY_INDEX_OFFSET')) | ||
return offset + int(_os.environ.get(_os.environ.get('BATCH_JOB_ARRAY_INDEX_VAR_NAME'))) | ||
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def _map_job_index_to_child_index(local_input_dir, datadir, index): | ||
local_lookup_file = local_input_dir.get_named_tempfile('indexlookup.pb') | ||
idx_lookup_file = _os.path.join(datadir, 'indexlookup.pb') | ||
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# if the indexlookup.pb does not exist, then just return the index | ||
if not _data_proxy.Data.data_exists(idx_lookup_file): | ||
return index | ||
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_data_proxy.Data.get_data(idx_lookup_file, local_lookup_file) | ||
mapping_proto = _utils.load_proto_from_file(_literals_pb2.LiteralCollection, local_lookup_file) | ||
if len(mapping_proto.literals) < index: | ||
raise _system_exceptions.FlyteSystemAssertion( | ||
"dynamic task index lookup array size: {} is smaller than lookup index {}".format( | ||
len(mapping_proto.literals), index)) | ||
return mapping_proto.literals[index].scalar.primitive.integer | ||
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@_scopes.system_entry_point | ||
def execute_task(task_module, task_name, inputs, output_prefix, test): | ||
with _TemporaryConfiguration(_internal_config.CONFIGURATION_PATH.get()): | ||
with _utils.AutoDeletingTempDir('input_dir') as input_dir: | ||
# Load user code | ||
task_module = _importlib.import_module(task_module) | ||
task_def = getattr(task_module, task_name) | ||
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if not test: | ||
local_inputs_file = input_dir.get_named_tempfile('inputs.pb') | ||
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# Handle inputs/outputs for array job. | ||
if _os.environ.get('BATCH_JOB_ARRAY_INDEX_VAR_NAME'): | ||
job_index = _compute_array_job_index() | ||
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# TODO: Perhaps remove. This is a workaround to an issue we perceived with limited entropy in | ||
# TODO: AWS batch array jobs. | ||
_flyte_random.seed_flyte_random( | ||
"{} {} {}".format( | ||
_random.random(), | ||
_datetime.datetime.utcnow(), | ||
job_index | ||
) | ||
) | ||
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# If an ArrayTask is discoverable, the original job index may be different than the one specified in | ||
# the environment variable. Look up the correct input/outputs in the index lookup mapping file. | ||
job_index = _map_job_index_to_child_index(input_dir, inputs, job_index) | ||
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inputs = _os.path.join(inputs, str(job_index), 'inputs.pb') | ||
output_prefix = _os.path.join(output_prefix, str(job_index)) | ||
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_data_proxy.Data.get_data(inputs, local_inputs_file) | ||
input_proto = _utils.load_proto_from_file(_literals_pb2.LiteralMap, local_inputs_file) | ||
_engine_loader.get_engine().get_task(task_def).execute( | ||
_literal_models.LiteralMap.from_flyte_idl(input_proto), | ||
context={'output_prefix': output_prefix} | ||
) | ||
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@_click.command('pyflyte-execute') | ||
@_click.option('--task-module', required=True) | ||
@_click.option('--task-name', required=True) | ||
@_click.option('--inputs', required=True) | ||
@_click.option('--output-prefix', required=True) | ||
@_click.option('--test', is_flag=True) | ||
def execute_task_cmd(task_module, task_name, inputs, output_prefix, test): | ||
_click.echo(_utils.get_version_message()) | ||
execute_task(task_module, task_name, inputs, output_prefix, test) |
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from __future__ import absolute_import | ||
from flytekit.bin import entrypoint as _entrypoint | ||
import click as _click | ||
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@_click.group() | ||
def sparkrunner(): | ||
pass | ||
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@sparkrunner.command() | ||
@_click.option('--task-module', required=True) | ||
@_click.option('--task-name', required=True) | ||
@_click.option('--inputs', required=True) | ||
@_click.option('--output-prefix', required=True) | ||
@_click.option('--test', is_flag=True) | ||
def execute_spark_task(task_module, task_name, inputs, output_prefix, test): | ||
_entrypoint.execute_task(task_module, task_name, inputs, output_prefix, test) | ||
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if __name__ == "__main__": | ||
sparkrunner() |
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