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worksteal.py
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from __future__ import annotations
from typing import NamedTuple
from typing import Sequence
import pytest
from xdist.remote import Producer
from xdist.report import report_collection_diff
from xdist.workermanage import parse_spec_config
from xdist.workermanage import WorkerController
class NodePending(NamedTuple):
node: WorkerController
pending: list[int]
# Every worker needs at least 2 tests in queue - the current and the next one.
MIN_PENDING = 2
class WorkStealingScheduling:
"""Implement work-stealing scheduling.
Initially, tests are distributed evenly among all nodes.
When some node completes most of its assigned tests (when only one pending
test remains), an attempt is made to reassign ("steal") some tests from
other nodes to this node.
Attributes::
:numnodes: The expected number of nodes taking part. The actual
number of nodes will vary during the scheduler's lifetime as
nodes are added by the DSession as they are brought up and
removed either because of a dead node or normal shutdown. This
number is primarily used to know when the initial collection is
completed.
:node2collection: Map of nodes and their test collection. All
collections should always be identical.
:node2pending: Map of nodes and the indices of their pending
tests. The indices are an index into ``.pending`` (which is
identical to their own collection stored in
``.node2collection``).
:collection: The one collection once it is validated to be
identical between all the nodes. It is initialised to None
until ``.schedule()`` is called.
:pending: List of indices of globally pending tests. These are
tests which have not yet been allocated to a chunk for a node
to process.
:log: A py.log.Producer instance.
:config: Config object, used for handling hooks.
:steal_requested_from_node: The node to which the current "steal" request
was sent. ``None`` if there is no request in progress. Only one request
can be in progress at any time, the scheduler doesn't send multiple
simultaneous requests.
"""
def __init__(self, config: pytest.Config, log: Producer | None = None) -> None:
self.numnodes = len(parse_spec_config(config))
self.node2collection: dict[WorkerController, list[str]] = {}
self.node2pending: dict[WorkerController, list[int]] = {}
self.pending: list[int] = []
self.collection: list[str] | None = None
self.group_markers: dict[str, str] = {}
if log is None:
self.log = Producer("workstealsched")
else:
self.log = log.workstealsched
self.config = config
self.steal_requested_from_node: WorkerController | None = None
def set_group_markers(self, group_markers: dict[str, str]) -> None:
self.group_markers = group_markers
@property
def nodes(self) -> list[WorkerController]:
"""A list of all nodes in the scheduler."""
return list(self.node2pending.keys())
@property
def collection_is_completed(self) -> bool:
"""Boolean indication initial test collection is complete.
This is a boolean indicating all initial participating nodes
have finished collection. The required number of initial
nodes is defined by ``.numnodes``.
"""
return len(self.node2collection) >= self.numnodes
@property
def tests_finished(self) -> bool:
"""Return True if all tests have been executed by the nodes."""
if not self.collection_is_completed:
return False
if self.pending:
return False
if self.steal_requested_from_node is not None:
return False
for pending in self.node2pending.values():
if len(pending) >= MIN_PENDING:
return False
return True
@property
def has_pending(self) -> bool:
"""Return True if there are pending test items.
This indicates that collection has finished and nodes are
still processing test items, so this can be thought of as
"the scheduler is active".
"""
if self.pending:
return True
for pending in self.node2pending.values():
if pending:
return True
return False
def add_node(self, node: WorkerController) -> None:
"""Add a new node to the scheduler.
From now on the node will be allocated chunks of tests to
execute.
Called by the ``DSession.worker_workerready`` hook when it
successfully bootstraps a new node.
"""
assert node not in self.node2pending
self.node2pending[node] = []
def add_node_collection(
self, node: WorkerController, collection: Sequence[str]
) -> None:
"""Add the collected test items from a node.
The collection is stored in the ``.node2collection`` map.
Called by the ``DSession.worker_collectionfinish`` hook.
"""
assert node in self.node2pending
if self.collection_is_completed:
# A new node has been added later, perhaps an original one died.
# .schedule() should have
# been called by now
assert self.collection
if collection != self.collection:
other_node = next(iter(self.node2collection.keys()))
msg = report_collection_diff(
self.collection, collection, other_node.gateway.id, node.gateway.id
)
self.log(msg)
return
self.node2collection[node] = list(collection)
def mark_test_complete(
self, node: WorkerController, item_index: int, duration: float | None = None
) -> None:
"""Mark test item as completed by node.
This is called by the ``DSession.worker_testreport`` hook.
"""
self.node2pending[node].remove(item_index)
self.check_schedule()
def mark_test_pending(self, item: str) -> None:
assert self.collection is not None
self.pending.insert(
0,
self.collection.index(item),
)
self.check_schedule()
def remove_pending_tests_from_node(
self,
node: WorkerController,
indices: Sequence[int],
) -> None:
"""Node returned some test indices back in response to 'steal' command.
This is called by ``DSession.worker_unscheduled``.
"""
assert node is self.steal_requested_from_node
self.steal_requested_from_node = None
indices_set = set(indices)
self.node2pending[node] = [
i for i in self.node2pending[node] if i not in indices_set
]
self.pending.extend(indices)
self.check_schedule()
def check_schedule(self) -> None:
"""Reschedule tests/perform load balancing."""
nodes_up = [
NodePending(node, pending)
for node, pending in self.node2pending.items()
if not node.shutting_down
]
def get_idle_nodes() -> list[WorkerController]:
return [node for node, pending in nodes_up if len(pending) < MIN_PENDING]
idle_nodes = get_idle_nodes()
if not idle_nodes:
return
if self.pending:
# Distribute pending tests evenly among idle nodes
for i, node in enumerate(idle_nodes):
nodes_remaining = len(idle_nodes) - i
num_send = len(self.pending) // nodes_remaining
self._send_tests(node, num_send)
idle_nodes = get_idle_nodes()
# No need to steal anything if all nodes have enough work to continue
if not idle_nodes:
return
# Only one active stealing request is allowed
if self.steal_requested_from_node is not None:
return
# Find the node that has the longest test queue
steal_from = max(
nodes_up, key=lambda node_pending: len(node_pending.pending), default=None
)
if steal_from is None:
num_steal = 0
else:
# Steal half of the test queue - but keep that node running too.
# If the node has 2 or less tests queued, stealing will fail
# anyway.
max_steal = max(0, len(steal_from.pending) - MIN_PENDING)
num_steal = min(len(steal_from.pending) // 2, max_steal)
if num_steal == 0:
# Can't get more work - shutdown idle nodes. This will force them
# to run the last test now instead of waiting for more tests.
for node in idle_nodes:
node.shutdown()
return
assert steal_from is not None
steal_from.node.send_steal(steal_from.pending[-num_steal:])
self.steal_requested_from_node = steal_from.node
def remove_node(self, node: WorkerController) -> str | None:
"""Remove a node from the scheduler.
This should be called either when the node crashed or at
shutdown time. In the former case any pending items assigned
to the node will be re-scheduled. Called by the
``DSession.worker_workerfinished`` and
``DSession.worker_errordown`` hooks.
Return the item which was being executing while the node
crashed or None if the node has no more pending items.
"""
pending = self.node2pending.pop(node)
# If node was removed without completing its assigned tests - it crashed
if pending:
assert self.collection is not None
crashitem = self.collection[pending.pop(0)]
else:
crashitem = None
self.pending.extend(pending)
# Dead node won't respond to "steal" request
if self.steal_requested_from_node is node:
self.steal_requested_from_node = None
self.check_schedule()
return crashitem
def schedule(self) -> None:
"""Initiate distribution of the test collection.
Initiate scheduling of the items across the nodes. If this
gets called again later it behaves the same as calling
``.check_schedule()`` on all nodes so that newly added nodes
will start to be used.
This is called by the ``DSession.worker_collectionfinish`` hook
if ``.collection_is_completed`` is True.
"""
assert self.collection_is_completed
# Initial distribution already happened, reschedule on all nodes
if self.collection is not None:
self.check_schedule()
return
if not self._check_nodes_have_same_collection():
self.log("**Different tests collected, aborting run**")
return
# Collections are identical, create the index of pending items.
self.collection = next(iter(self.node2collection.values()))
self.pending[:] = range(len(self.collection))
if not self.collection:
return
self.check_schedule()
def _send_tests(self, node: WorkerController, num: int) -> None:
tests_per_node = self.pending[:num]
if tests_per_node:
del self.pending[:num]
self.node2pending[node].extend(tests_per_node)
node.send_runtest_some(tests_per_node)
def _check_nodes_have_same_collection(self) -> bool:
"""Return True if all nodes have collected the same items.
If collections differ, this method returns False while logging
the collection differences and posting collection errors to
pytest_collectreport hook.
"""
node_collection_items = list(self.node2collection.items())
first_node, col = node_collection_items[0]
same_collection = True
for node, collection in node_collection_items[1:]:
msg = report_collection_diff(
col, collection, first_node.gateway.id, node.gateway.id
)
if msg:
same_collection = False
self.log(msg)
if self.config is not None:
rep = pytest.CollectReport(
nodeid=node.gateway.id,
outcome="failed",
longrepr=msg,
result=[],
)
self.config.hook.pytest_collectreport(report=rep)
return same_collection