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[Batch] Patch TaskOperations.add_collection with convenience function…
…ality (#3217) * patch file for bulk add task * Update bulk task add to use local sdk references and added tests * Update error handling * update doc text * Dynamically inject custom error into models
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# -------------------------------------------------------------------------------------------- | ||
# Copyright (c) Microsoft Corporation. All rights reserved. | ||
# Licensed under the MIT License. See License.txt in the project root for license information. | ||
# -------------------------------------------------------------------------------------------- | ||
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class CreateTasksErrorException(Exception): | ||
""" Aggregate Exception containing details for any failures from a task add operation. | ||
:param str message: Error message describing exit reason | ||
:param [~TaskAddParameter] pending_task_list: List of tasks remaining to be submitted. | ||
:param [~TaskAddResult] failure_tasks: List of tasks which failed to add | ||
:param [~Exception] errors: List of unknown errors forcing early termination | ||
""" | ||
def __init__(self, message, pending_task_list=None, failure_tasks=None, errors=None): | ||
self.message = message | ||
self.pending_tasks = list(pending_task_list) | ||
self.failure_tasks = list(failure_tasks) | ||
self.errors = list(errors) |
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import collections | ||
import importlib | ||
import logging | ||
import threading | ||
import types | ||
import sys | ||
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from ..models import BatchErrorException, TaskAddCollectionResult, TaskAddStatus | ||
from ..custom.custom_errors import CreateTasksErrorException | ||
from ..operations.task_operations import TaskOperations | ||
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MAX_TASKS_PER_REQUEST = 100 | ||
_LOGGER = logging.getLogger(__name__) | ||
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class _TaskWorkflowManager(object): | ||
"""Worker class for one add_collection request | ||
:param ~TaskOperations task_operations: Parent object which instantiated this | ||
:param str job_id: The ID of the job to which the task collection is to be | ||
added. | ||
:param tasks_to_add: The collection of tasks to add. | ||
:type tasks_to_add: list of :class:`TaskAddParameter | ||
<azure.batch.models.TaskAddParameter>` | ||
:param task_add_collection_options: Additional parameters for the | ||
operation | ||
:type task_add_collection_options: :class:`TaskAddCollectionOptions | ||
<azure.batch.models.TaskAddCollectionOptions>` | ||
:param dict custom_headers: headers that will be added to the request | ||
:param bool raw: returns the direct response alongside the | ||
deserialized response | ||
""" | ||
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def __init__( | ||
self, | ||
client, | ||
job_id, | ||
tasks_to_add, | ||
task_add_collection_options=None, | ||
custom_headers=None, | ||
raw=False, | ||
**kwargs): | ||
# Append operations thread safe - Only read once all threads have completed | ||
# List of tasks which failed to add due to a returned client error | ||
self._failure_tasks = collections.deque() | ||
# List of unknown exceptions which occurred during requests. | ||
self._errors = collections.deque() | ||
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# synchronized through lock variables | ||
self.error = None # Only written once all threads have completed | ||
self._max_tasks_per_request = MAX_TASKS_PER_REQUEST | ||
self._tasks_to_add = collections.deque(tasks_to_add) | ||
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self._error_lock = threading.Lock() | ||
self._max_tasks_lock = threading.Lock() | ||
self._pending_queue_lock = threading.Lock() | ||
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# Variables to be used for task add_collection requests | ||
self._client = TaskOperations( | ||
client._client, client.config, client._serialize, client._deserialize) | ||
self._job_id = job_id | ||
self._task_add_collection_options = task_add_collection_options | ||
self._custom_headers = custom_headers | ||
self._raw = raw | ||
self._kwargs = dict(**kwargs) | ||
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def _bulk_add_tasks(self, results_queue, chunk_tasks_to_add): | ||
"""Adds a chunk of tasks to the job | ||
Retry chunk if body exceeds the maximum request size and retry tasks | ||
if failed due to server errors. | ||
:param results_queue: Queue to place the return value of the request | ||
:type results_queue: collections.deque | ||
:param chunk_tasks_to_add: Chunk of at most 100 tasks with retry details | ||
:type chunk_tasks_to_add: list[~TrackedCloudTask] | ||
""" | ||
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try: | ||
add_collection_response = self._client.add_collection( | ||
self._job_id, | ||
chunk_tasks_to_add, | ||
self._task_add_collection_options, | ||
self._custom_headers, | ||
self._raw) | ||
except BatchErrorException as e: | ||
# In case of a chunk exceeding the MaxMessageSize split chunk in half | ||
# and resubmit smaller chunk requests | ||
# TODO: Replace string with constant variable once available in SDK | ||
if e.error.code == "RequestBodyTooLarge": # pylint: disable=no-member | ||
# In this case the task is misbehaved and will not be able to be added due to: | ||
# 1) The task exceeding the max message size | ||
# 2) A single cell of the task exceeds the per-cell limit, or | ||
# 3) Sum of all cells exceeds max row limit | ||
if len(chunk_tasks_to_add) == 1: | ||
failed_task = chunk_tasks_to_add.pop() | ||
self._errors.appendleft(e) | ||
_LOGGER.error("Failed to add task with ID %s due to the body" | ||
" exceeding the maximum request size", failed_task.id) | ||
else: | ||
# Assumption: Tasks are relatively close in size therefore if one batch exceeds size limit | ||
# we should decrease the initial task collection size to avoid repeating the error | ||
# Midpoint is lower bounded by 1 due to above base case | ||
midpoint = int(len(chunk_tasks_to_add) / 2) | ||
# Restrict one thread at a time to do this compare and set, | ||
# therefore forcing max_tasks_per_request to be strictly decreasing | ||
with self._max_tasks_lock: | ||
if midpoint < self._max_tasks_per_request: | ||
self._max_tasks_per_request = midpoint | ||
_LOGGER.info("Amount of tasks per request reduced from %s to %s due to the" | ||
" request body being too large", str(self._max_tasks_per_request), | ||
str(midpoint)) | ||
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# Not the most efficient solution for all cases, but the goal of this is to handle this | ||
# exception and have it work in all cases where tasks are well behaved | ||
# Behavior retries as a smaller chunk and | ||
# appends extra tasks to queue to be picked up by another thread . | ||
self._tasks_to_add.extendleft(chunk_tasks_to_add[midpoint:]) | ||
self._bulk_add_tasks(results_queue, chunk_tasks_to_add[:midpoint]) | ||
# Retry server side errors | ||
elif 500 <= e.response.status_code <= 599: | ||
self._tasks_to_add.extendleft(chunk_tasks_to_add) | ||
else: | ||
# Re-add to pending queue as unknown status / don't have result | ||
self._tasks_to_add.extendleft(chunk_tasks_to_add) | ||
# Unknown State - don't know if tasks failed to add or were successful | ||
self._errors.appendleft(e) | ||
except Exception as e: # pylint: disable=broad-except | ||
# Re-add to pending queue as unknown status / don't have result | ||
self._tasks_to_add.extendleft(chunk_tasks_to_add) | ||
# Unknown State - don't know if tasks failed to add or were successful | ||
self._errors.appendleft(e) | ||
else: | ||
try: | ||
add_collection_response = add_collection_response.output | ||
except AttributeError: | ||
pass | ||
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for task_result in add_collection_response.value: # pylint: disable=no-member | ||
if task_result.status == TaskAddStatus.server_error: | ||
# Server error will be retried | ||
with self._pending_queue_lock: | ||
for task in chunk_tasks_to_add: | ||
if task.id == task_result.task_id: | ||
self._tasks_to_add.appendleft(task) | ||
elif (task_result.status == TaskAddStatus.client_error | ||
and not task_result.error.code == "TaskExists"): | ||
# Client error will be recorded unless Task already exists | ||
self._failure_tasks.appendleft(task_result) | ||
else: | ||
results_queue.appendleft(task_result) | ||
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def task_collection_thread_handler(self, results_queue): | ||
"""Main method for worker to run | ||
Pops a chunk of tasks off the collection of pending tasks to be added and submits them to be added. | ||
:param collections.deque results_queue: Queue for worker to output results to | ||
""" | ||
# Add tasks until either we run out or we run into an unexpected error | ||
while self._tasks_to_add and not self._errors: | ||
max_tasks = self._max_tasks_per_request # local copy | ||
chunk_tasks_to_add = [] | ||
with self._pending_queue_lock: | ||
while len(chunk_tasks_to_add) < max_tasks and self._tasks_to_add: | ||
chunk_tasks_to_add.append(self._tasks_to_add.pop()) | ||
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if chunk_tasks_to_add: | ||
self._bulk_add_tasks(results_queue, chunk_tasks_to_add) | ||
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# Only define error if all threads have finished and there were failures | ||
with self._error_lock: | ||
if threading.active_count() == 1 and (self._failure_tasks or self._errors): | ||
self.error = CreateTasksErrorException( | ||
"One or more tasks failed to be added", | ||
self._failure_tasks, | ||
self._tasks_to_add, | ||
self._errors) | ||
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def _handle_output(results_queue): | ||
"""Scan output for exceptions | ||
If there is an output from an add task collection call add it to the results. | ||
:param results_queue: Queue containing results of attempted add_collection's | ||
:type results_queue: collections.deque | ||
:return: list of TaskAddResults | ||
:rtype: list[~TaskAddResult] | ||
""" | ||
results = [] | ||
while results_queue: | ||
queue_item = results_queue.pop() | ||
results.append(queue_item) | ||
return results | ||
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def patch_client(client): | ||
try: | ||
models = sys.modules['azure.batch.models'] | ||
except KeyError: | ||
models = importlib.import_module('azure.batch.models') | ||
setattr(models, 'CreateTasksErrorException', CreateTasksErrorException) | ||
sys.modules['azure.batch.models'] = models | ||
client.task.add_collection = types.MethodType(bulk_add_collection, client.task) | ||
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def bulk_add_collection( | ||
client, | ||
job_id, | ||
value, | ||
task_add_collection_options=None, | ||
custom_headers=None, | ||
raw=False, | ||
threads=0, | ||
**operation_config): | ||
"""Adds a collection of tasks to the specified job. | ||
Note that each task must have a unique ID. The Batch service may not | ||
return the results for each task in the same order the tasks were | ||
submitted in this request. If the server times out or the connection is | ||
closed during the request, the request may have been partially or fully | ||
processed, or not at all. In such cases, the user should re-issue the | ||
request. Note that it is up to the user to correctly handle failures | ||
when re-issuing a request. For example, you should use the same task | ||
IDs during a retry so that if the prior operation succeeded, the retry | ||
will not create extra tasks unexpectedly. If the response contains any | ||
tasks which failed to add, a client can retry the request. In a retry, | ||
it is most efficient to resubmit only tasks that failed to add, and to | ||
omit tasks that were successfully added on the first attempt. The | ||
maximum lifetime of a task from addition to completion is 7 days. If a | ||
task has not completed within 7 days of being added it will be | ||
terminated by the Batch service and left in whatever state it was in at | ||
that time. | ||
:param job_id: The ID of the job to which the task collection is to be | ||
added. | ||
:type job_id: str | ||
:param value: The collection of tasks to add. The total serialized | ||
size of this collection must be less than 4MB. If it is greater than | ||
4MB (for example if each task has 100's of resource files or | ||
environment variables), the request will fail with code | ||
'RequestBodyTooLarge' and should be retried again with fewer tasks. | ||
:type value: list of :class:`TaskAddParameter | ||
<azure.batch.models.TaskAddParameter>` | ||
:param task_add_collection_options: Additional parameters for the | ||
operation | ||
:type task_add_collection_options: :class:`TaskAddCollectionOptions | ||
<azure.batch.models.TaskAddCollectionOptions>` | ||
:param dict custom_headers: headers that will be added to the request | ||
:param bool raw: returns the direct response alongside the | ||
deserialized response | ||
:param int threads: number of threads to use in parallel when adding tasks. If specified | ||
and greater than 0, will start additional threads to submit requests and wait for them to finish. | ||
Otherwise will submit add_collection requests sequentially on main thread | ||
:return: :class:`TaskAddCollectionResult | ||
<azure.batch.models.TaskAddCollectionResult>` or | ||
:class:`ClientRawResponse<msrest.pipeline.ClientRawResponse>` if | ||
raw=true | ||
:rtype: :class:`TaskAddCollectionResult | ||
<azure.batch.models.TaskAddCollectionResult>` or | ||
:class:`ClientRawResponse<msrest.pipeline.ClientRawResponse>` | ||
:raises: | ||
:class:`BatchErrorException<azure.batch.models.BatchErrorException>` | ||
""" | ||
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results_queue = collections.deque() # deque operations(append/pop) are thread-safe | ||
task_workflow_manager = _TaskWorkflowManager( | ||
client, | ||
job_id, | ||
value, | ||
task_add_collection_options, | ||
custom_headers, | ||
raw, | ||
**operation_config) | ||
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# multi-threaded behavior | ||
if threads: | ||
if threads < 0: | ||
raise ValueError("Threads must be positive or 0") | ||
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active_threads = [] | ||
for i in range(threads): | ||
active_threads.append(threading.Thread( | ||
target=task_workflow_manager.task_collection_thread_handler, | ||
args=(results_queue,))) | ||
active_threads[-1].start() | ||
for thread in active_threads: | ||
thread.join() | ||
# single-threaded behavior | ||
else: | ||
task_workflow_manager.task_collection_thread_handler(results_queue) | ||
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if task_workflow_manager.error: | ||
raise task_workflow_manager.error # pylint: disable=raising-bad-type | ||
else: | ||
submitted_tasks = _handle_output(results_queue) | ||
return TaskAddCollectionResult(value=submitted_tasks) | ||
bulk_add_collection.metadata = {'url': '/jobs/{jobId}/addtaskcollection'} |
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