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Python EventHubs load balancing #6901
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| Original file line number | Diff line number | Diff line change |
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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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| import time | ||
| import random | ||
| import math | ||
| from typing import List | ||
| from collections import Counter, defaultdict | ||
| from azure.eventhub.aio import EventHubClient | ||
| from .partition_manager import PartitionManager | ||
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| class OwnershipManager(object): | ||
| """Increases or decreases the number of partitions owned by an EventProcessor | ||
| so the number of owned partitions are balanced among multiple EventProcessors | ||
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| An EventProcessor calls claim_ownership() of this class every x seconds, | ||
| where x is set by keyword argument "polling_interval" in EventProcessor, | ||
| to claim the ownership of partitions, create tasks for the claimed ownership, and cancel tasks that no longer belong | ||
| to the claimed ownership. | ||
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| """ | ||
| def __init__( | ||
| self, eventhub_client: EventHubClient, consumer_group_name: str, owner_id: str, | ||
| partition_manager: PartitionManager, ownership_timeout: float | ||
| ): | ||
| self.cached_parition_ids = [] # type: List[str] | ||
| self.eventhub_client = eventhub_client | ||
| self.eventhub_name = eventhub_client.eh_name | ||
| self.consumer_group_name = consumer_group_name | ||
| self.owner_id = owner_id | ||
| self.partition_manager = partition_manager | ||
| self.ownership_timeout = ownership_timeout | ||
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| async def claim_ownership(self): | ||
| """Claims ownership for this EventProcessor | ||
| 1. Retrieves all partition ids of an event hub from azure event hub service | ||
| 2. Retrieves current ownership list via this EventProcessor's PartitionManager. | ||
| 3. Balances number of ownership. Refer to _balance_ownership() for details. | ||
| 4. Claims the ownership for the balanced number of partitions. | ||
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| :return: List[Dict[Any]] | ||
| """ | ||
| if not self.cached_parition_ids: | ||
| await self._retrieve_partition_ids() | ||
| to_claim = await self._balance_ownership(self.cached_parition_ids) | ||
| claimed_list = await self.partition_manager.claim_ownership(to_claim) if to_claim else None | ||
|
Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. What does returning
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. No difference between [ ] and None. |
||
| return claimed_list | ||
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| async def _retrieve_partition_ids(self): | ||
| """List all partition ids of the event hub that the EventProcessor is working on. | ||
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| :return: List[str] | ||
| """ | ||
| self.cached_parition_ids = await self.eventhub_client.get_partition_ids() | ||
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| async def _balance_ownership(self, all_partition_ids): | ||
| """Balances and claims ownership of partitions for this EventProcessor. | ||
| The balancing algorithm is: | ||
| 1. Find partitions with inactive ownership and partitions that haven never been claimed before | ||
| 2. Find the number of active owners, including this EventProcessor, for all partitions. | ||
| 3. Calculate the average count of partitions that an owner should own. | ||
| (number of partitions // number of active owners) | ||
| 4. Calculate the largest allowed count of partitions that an owner can own. | ||
| math.ceil(number of partitions / number of active owners). | ||
| This should be equal or 1 greater than the average count | ||
| 5. Adjust the number of partitions owned by this EventProcessor (owner) | ||
| a. if this EventProcessor owns more than largest allowed count, abandon one partition | ||
| b. if this EventProcessor owns less than average count, add one from the inactive or unclaimed partitions, | ||
| or steal one from another owner that has the largest number of ownership among all owners (EventProcessors) | ||
| c. Otherwise, no change to the ownership | ||
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| The balancing algorithm adjust one partition at a time to gradually build the balanced ownership. | ||
| Ownership must be renewed to keep it active. So the returned result includes both existing ownership and | ||
| the newly adjusted ownership. | ||
| This method balances but doesn't claim ownership. The caller of this method tries to claim the result ownership | ||
| list. But it may not successfully claim all of them because of concurrency. Other EventProcessors may happen to | ||
| claim a partition at that time. Since balancing and claiming are run in infinite repeatedly, | ||
| it achieves balancing among all EventProcessors after some time of running. | ||
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| :return: List[Dict[str, Any]], A list of ownership. | ||
| """ | ||
| ownership_list = await self.partition_manager.list_ownership( | ||
|
Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I would try to remove the
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I guess dict.values() creates a new list every time it's called so it's an O(n) operation. |
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| self.eventhub_name, self.consumer_group_name | ||
| ) | ||
| now = time.time() | ||
| ownership_dict = {x["partition_id"]: x for x in ownership_list} # put the list to dict for fast lookup | ||
| not_owned_partition_ids = [pid for pid in all_partition_ids if pid not in ownership_dict] | ||
| timed_out_partition_ids = [ownership["partition_id"] for ownership in ownership_list | ||
| if ownership["last_modified_time"] + self.ownership_timeout < now] | ||
| claimable_partition_ids = not_owned_partition_ids + timed_out_partition_ids | ||
| active_ownership = [ownership for ownership in ownership_list | ||
| if ownership["last_modified_time"] + self.ownership_timeout >= now] | ||
| active_ownership_by_owner = defaultdict(list) | ||
| for ownership in active_ownership: | ||
| active_ownership_by_owner[ownership["owner_id"]].append(ownership) | ||
| active_ownership_self = active_ownership_by_owner[self.owner_id] | ||
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| # calculate expected count per owner | ||
| all_partition_count = len(all_partition_ids) | ||
| # owners_count is the number of active owners. If self.owner_id is not yet among the active owners, | ||
| # then plus 1 to include self. This will make owners_count >= 1. | ||
| owners_count = len(active_ownership_by_owner) + \ | ||
|
Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. This needs a comment to describe what it is doing.
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Added comment |
||
| (0 if self.owner_id in active_ownership_by_owner else 1) | ||
| expected_count_per_owner = all_partition_count // owners_count | ||
| most_count_allowed_per_owner = math.ceil(all_partition_count / owners_count) | ||
| # end of calculating expected count per owner | ||
|
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| to_claim = active_ownership_self | ||
| if len(active_ownership_self) > most_count_allowed_per_owner: # needs to abandon a partition | ||
| to_claim.pop() # abandon one partition if owned too many | ||
| elif len(active_ownership_self) < expected_count_per_owner: | ||
| # Either claims an inactive partition, or steals from other owners | ||
| if claimable_partition_ids: # claim an inactive partition if there is | ||
| random_partition_id = random.choice(claimable_partition_ids) | ||
| random_chosen_to_claim = ownership_dict.get(random_partition_id, | ||
| {"partition_id": random_partition_id, | ||
| "eventhub_name": self.eventhub_name, | ||
| "consumer_group_name": self.consumer_group_name | ||
| }) | ||
| random_chosen_to_claim["owner_id"] = self.owner_id | ||
| to_claim.append(random_chosen_to_claim) | ||
| else: # steal from another owner that has the most count | ||
| active_ownership_count_group_by_owner = Counter( | ||
| dict((x, len(y)) for x, y in active_ownership_by_owner.items())) | ||
| most_frequent_owner_id = active_ownership_count_group_by_owner.most_common(1)[0][0] | ||
| # randomly choose a partition to steal from the most_frequent_owner | ||
| to_steal_partition = random.choice(active_ownership_by_owner[most_frequent_owner_id]) | ||
| to_steal_partition["owner_id"] = self.owner_id | ||
| to_claim.append(to_steal_partition) | ||
| return to_claim | ||
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Missing type annotations...
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This is internal stuff, so I guess wo don't need type annotations? The module name starts with _ even though this method doesn't.