Implemented a load scheduler that groups tests by scope.
This commit is contained in:
10
setup.py
10
setup.py
@@ -1,5 +1,13 @@
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from sys import version_info
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from setuptools import setup, find_packages
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from setuptools import setup, find_packages
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install_requires = ['execnet>=1.1', 'pytest>=3.0.0']
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if version_info < (2, 7):
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install_requires.append('ordereddict')
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setup(
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setup(
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name="pytest-xdist",
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name="pytest-xdist",
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use_scm_version={'write_to': 'xdist/_version.py'},
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use_scm_version={'write_to': 'xdist/_version.py'},
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@@ -20,7 +28,7 @@ setup(
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],
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],
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},
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},
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zip_safe=False,
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zip_safe=False,
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install_requires=['execnet>=1.1', 'pytest>=3.0.0'],
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install_requires=install_requires,
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setup_requires=['setuptools_scm'],
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setup_requires=['setuptools_scm'],
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classifiers=[
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classifiers=[
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'Development Status :: 5 - Production/Stable',
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'Development Status :: 5 - Production/Stable',
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@@ -5,6 +5,7 @@ from xdist.slavemanage import NodeManager
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from xdist.scheduler import (
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from xdist.scheduler import (
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EachScheduling,
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EachScheduling,
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LoadScheduling,
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LoadScheduling,
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LoadScopeScheduling,
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)
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)
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@@ -97,6 +98,7 @@ class DSession:
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schedulers = {
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schedulers = {
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'each': EachScheduling,
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'each': EachScheduling,
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'load': LoadScheduling,
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'load': LoadScheduling,
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'loadscope': LoadScopeScheduling,
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}
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}
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return schedulers[dist](config, log)
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return schedulers[dist](config, log)
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@@ -31,12 +31,14 @@ def pytest_addoption(parser):
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"when crashed (set to zero to disable this feature)")
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"when crashed (set to zero to disable this feature)")
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group._addoption(
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group._addoption(
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'--dist', metavar="distmode",
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'--dist', metavar="distmode",
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action="store", choices=['each', 'load', 'no'],
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action="store", choices=['each', 'load', 'loadscope', 'no'],
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dest="dist", default="no",
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dest="dist", default="no",
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help=("set mode for distributing tests to exec environments.\n\n"
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help=("set mode for distributing tests to exec environments.\n\n"
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"each: send each test to all available environments.\n\n"
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"each: send each test to all available environments.\n\n"
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"load: load balance by sending any pending test to any"
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"load: load balance by sending any pending test to any"
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" available environment.\n\n"
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" available environment.\n\n"
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"loadscope: load balance by sending pending groups of tests in"
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" the same scope to any available environment.\n\n"
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"(default) no: run tests inprocess, don't distribute."))
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"(default) no: run tests inprocess, don't distribute."))
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group._addoption(
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group._addoption(
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'--tx', dest="tx", action="append", default=[],
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'--tx', dest="tx", action="append", default=[],
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@@ -1,2 +1,3 @@
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from xdist.scheduler.each import EachScheduling # noqa
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from xdist.scheduler.each import EachScheduling # noqa
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from xdist.scheduler.load import LoadScheduling # noqa
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from xdist.scheduler.load import LoadScheduling # noqa
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from xdist.scheduler.loadscope import LoadScopeScheduling # noqa
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428
xdist/scheduler/loadscope.py
Normal file
428
xdist/scheduler/loadscope.py
Normal file
@@ -0,0 +1,428 @@
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try:
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from collections import OrderedDict
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except ImportError:
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# Support for Python 2.6
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from ordereddict import OrderedDict
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from py.log import Producer
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from _pytest.runner import CollectReport
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from xdist.slavemanage import parse_spec_config
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from xdist.report import report_collection_diff
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class LoadScopeScheduling:
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"""Implement load scheduling across nodes, but grouping test by scope.
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This distributes the tests collected across all nodes so each test is run
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just once. All nodes collect and submit the list of tests and when all
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collections are received it is verified they are identical collections.
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Then the collection gets divided up in work units, grouped by test scope,
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and those work units get submitted to nodes. Whenever a node finishes an
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item, it calls ``.mark_test_complete()`` which will trigger the scheduler
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to assign more work units if the number of pending tests for the node falls
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below a low-watermark.
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When created, ``numnodes`` defines how many nodes are expected to submit a
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collection. This is used to know when all nodes have finished collection.
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Attributes:
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:numnodes: The expected number of nodes taking part. The actual number of
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nodes will vary during the scheduler's lifetime as nodes are added by
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the DSession as they are brought up and removed either because of a dead
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node or normal shutdown. This number is primarily used to know when the
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initial collection is completed.
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:collection: The final list of tests collected by all nodes once it is
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validated to be identical between all the nodes. It is initialised to
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None until ``.schedule()`` is called.
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:workqueue: Ordered dictionary that maps all available scopes with their
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associated tests (nodeid). Nodeids are in turn associated with their
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completion status. One entry of the workqueue is called a work unit.
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In turn, a collection of work unit is called a workload.
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::
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workqueue = {
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'<full>/<path>/<to>/test_module.py': {
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'<full>/<path>/<to>/test_module.py::test_case1': False,
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'<full>/<path>/<to>/test_module.py::test_case2': False,
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(...)
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},
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(...)
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}
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:assigned_work: Ordered dictionary that maps worker nodes with their
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assigned work units.
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::
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assigned_work = {
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'<worker node A>': {
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'<full>/<path>/<to>/test_module.py': {
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'<full>/<path>/<to>/test_module.py::test_case1': False,
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'<full>/<path>/<to>/test_module.py::test_case2': False,
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(...)
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},
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(...)
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},
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(...)
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}
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:registered_collections: Ordered dictionary that maps worker nodes with
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their collection of tests gathered during test discovery.
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::
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registered_collections = {
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'<worker node A>': [
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'<full>/<path>/<to>/test_module.py::test_case1',
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'<full>/<path>/<to>/test_module.py::test_case2',
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],
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(...)
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}
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:log: A py.log.Producer instance.
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:config: Config object, used for handling hooks.
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"""
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def __init__(self, config, log=None):
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self.numnodes = len(parse_spec_config(config))
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self.collection = None
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self.workqueue = OrderedDict()
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self.assigned_work = OrderedDict()
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self.registered_collections = OrderedDict()
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if log is None:
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self.log = Producer('loadscopesched')
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else:
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self.log = log.loadscopesched
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self.config = config
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@property
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def nodes(self):
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"""A list of all active nodes in the scheduler."""
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return list(self.assigned_work.keys())
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@property
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def collection_is_completed(self):
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"""Boolean indication initial test collection is complete.
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This is a boolean indicating all initial participating nodes have
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finished collection. The required number of initial nodes is defined
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by ``.numnodes``.
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"""
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return len(self.registered_collections) >= self.numnodes
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@property
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def tests_finished(self):
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"""Return True if all tests have been executed by the nodes."""
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if not self.collection_is_completed:
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return False
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if self.workqueue:
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return False
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for assigned_unit in self.assigned_work.values():
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if self._pending_of(assigned_unit) >= 2:
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return False
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return True
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@property
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def has_pending(self):
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"""Return True if there are pending test items.
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This indicates that collection has finished and nodes are still
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processing test items, so this can be thought of as
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"the scheduler is active".
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"""
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if self.workqueue:
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return True
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for assigned_unit in self.assigned_work.values():
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if self._pending_of(assigned_unit) > 0:
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return True
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return False
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def add_node(self, node):
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"""Add a new node to the scheduler.
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From now on the node will be assigned work units to be executed.
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Called by the ``DSession.slave_slaveready`` hook when it successfully
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bootstraps a new node.
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"""
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assert node not in self.assigned_work
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self.assigned_work[node] = OrderedDict()
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def remove_node(self, node):
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"""Remove a node from the scheduler.
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This should be called either when the node crashed or at shutdown time.
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In the former case any pending items assigned to the node will be
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re-scheduled.
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Called by the hooks:
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- ``DSession.slave_slavefinished``.
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- ``DSession.slave_errordown``.
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Return the item being executed while the node crashed or None if the
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node has no more pending items.
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"""
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workload = self.assigned_work.pop(node)
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if not self._pending_of(workload):
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return None
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# The node crashed, identify test that crashed
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for work_unit in workload.values():
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for nodeid, completed in work_unit.items():
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if not completed:
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crashitem = nodeid
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break
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else:
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continue
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break
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else:
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raise RuntimeError(
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'Unable to identify crashitem on a workload with '
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'pending items'
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)
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# Made uncompleted work unit available again
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self.workqueue.update(workload)
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for node in self.assigned_work:
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self._reschedule(node)
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return crashitem
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def add_node_collection(self, node, collection):
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"""Add the collected test items from a node.
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The collection is stored in the ``.registered_collections`` dictionary.
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Called by the hook:
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- ``DSession.slave_collectionfinish``.
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"""
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# Check that add_node() was called on the node before
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assert node in self.assigned_work
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# A new node has been added later, perhaps an original one died.
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if self.collection_is_completed:
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# Assert that .schedule() should have been called by now
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assert self.collection
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# Check that the new collection matches the official collection
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if collection != self.collection:
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other_node = next(iter(self.registered_collections.keys()))
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msg = report_collection_diff(
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self.collection,
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collection,
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other_node.gateway.id,
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node.gateway.id
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)
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self.log(msg)
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return
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self.registered_collections[node] = list(collection)
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def mark_test_complete(self, node, item_index, duration=0):
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"""Mark test item as completed by node.
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Called by the hook:
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|
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- ``DSession.slave_testreport``.
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"""
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nodeid = self.registered_collections[node][item_index]
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scope = self._split_scope(nodeid)
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self.assigned_work[node][scope][nodeid] = True
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self._reschedule(node)
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def _assign_work_unit(self, node):
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|
"""Assign a work unit to a node."""
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assert self.workqueue
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# Grab a unit of work
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scope, work_unit = self.workqueue.popitem(last=False)
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# Keep track of the assigned work
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assigned_to_node = self.assigned_work.setdefault(
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|
node, default=OrderedDict()
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)
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assigned_to_node[scope] = work_unit
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# Ask the node to execute the workload
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worker_collection = self.registered_collections[node]
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|
nodeids_indexes = [
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|
worker_collection.index(nodeid)
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|
for nodeid, completed in work_unit.items()
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|
if not completed
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|
]
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|
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node.send_runtest_some(nodeids_indexes)
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|
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def _split_scope(self, nodeid):
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|
"""Determine the scope (grouping) of a nodeid.
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|
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|
There are usually 3 cases for a nodeid::
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|
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||||||
|
example/loadsuite/test/test_beta.py::test_beta0
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|
example/loadsuite/test/test_delta.py::Delta1::test_delta0
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|
example/loadsuite/epsilon/__init__.py::epsilon.epsilon
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|
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|
#. Function in a test module.
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|
#. Method of a class in a test module.
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#. Doctest in a function in a package.
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|
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|
This function will group tests with the scope determined by splitting
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|
the first ``::`` from the right. That is, classes will be grouped in a
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single work unit, and functions from a test module will be grouped by
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their module. In the above example, scopes will be::
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|
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|
example/loadsuite/test/test_beta.py
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|
example/loadsuite/test/test_delta.py::Delta1
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|
example/loadsuite/epsilon/__init__.py
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"""
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return nodeid.rsplit('::', 1)[0]
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def _pending_of(self, workload):
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|
"""Return the number of pending tests in a workload."""
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|
pending = sum(
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list(scope.values()).count(False)
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|
for scope in workload.values()
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)
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return pending
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|
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def _reschedule(self, node):
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|
"""Maybe schedule new items on the node.
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|
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If there are any globally pending work units left then this will check
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|
if the given node should be given any more tests.
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"""
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|
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|
# Do not add more work to a node shutting down
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|
if node.shutting_down:
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|
return
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|
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||||||
|
# Check that more work is available
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|
if not self.workqueue:
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|
return
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|
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||||||
|
self.log('Number of units waiting for node:', len(self.workqueue))
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|
|
||||||
|
# Check that the node is almost depleted of work
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|
# 2: Heuristic of minimum tests to enqueue more work
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||||||
|
if self._pending_of(self.assigned_work[node]) > 2:
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||||||
|
return
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||||||
|
|
||||||
|
# Pop one unit of work and assign it
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||||||
|
self._assign_work_unit(node)
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|
|
||||||
|
def schedule(self):
|
||||||
|
"""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 ``._reschedule()`` on all
|
||||||
|
nodes so that newly added nodes will start to be used.
|
||||||
|
|
||||||
|
If ``.collection_is_completed`` is True, this is called by the hook:
|
||||||
|
|
||||||
|
- ``DSession.slave_collectionfinish``.
|
||||||
|
"""
|
||||||
|
assert self.collection_is_completed
|
||||||
|
|
||||||
|
# Initial distribution already happened, reschedule on all nodes
|
||||||
|
if self.collection is not None:
|
||||||
|
for node in self.nodes:
|
||||||
|
self._reschedule(node)
|
||||||
|
return
|
||||||
|
|
||||||
|
# Check that all nodes collected the same tests
|
||||||
|
if not self._check_nodes_have_same_collection():
|
||||||
|
self.log('**Different tests collected, aborting run**')
|
||||||
|
return
|
||||||
|
|
||||||
|
# Collections are identical, create the final list of items
|
||||||
|
self.collection = list(
|
||||||
|
next(iter(self.registered_collections.values()))
|
||||||
|
)
|
||||||
|
if not self.collection:
|
||||||
|
return
|
||||||
|
|
||||||
|
# Determine chunks of work (scopes)
|
||||||
|
for nodeid in self.collection:
|
||||||
|
scope = self._split_scope(nodeid)
|
||||||
|
work_unit = self.workqueue.setdefault(scope, default=OrderedDict())
|
||||||
|
work_unit[nodeid] = False
|
||||||
|
|
||||||
|
# Avoid having more workers than work
|
||||||
|
extra_nodes = len(self.nodes) - len(self.workqueue)
|
||||||
|
|
||||||
|
if extra_nodes > 0:
|
||||||
|
self.log('Shuting down {} nodes'.format(extra_nodes))
|
||||||
|
|
||||||
|
for _ in range(extra_nodes):
|
||||||
|
unused_node, assigned = self.assigned_work.popitem(last=True)
|
||||||
|
|
||||||
|
self.log('Shuting down unused node {}'.format(unused_node))
|
||||||
|
unused_node.shutdown()
|
||||||
|
|
||||||
|
# Assign initial workload
|
||||||
|
for node in self.nodes:
|
||||||
|
self._assign_work_unit(node)
|
||||||
|
|
||||||
|
# Initial distribution sent all tests, start node shutdown
|
||||||
|
if not self.workqueue:
|
||||||
|
for node in self.nodes:
|
||||||
|
node.shutdown()
|
||||||
|
|
||||||
|
def _check_nodes_have_same_collection(self):
|
||||||
|
"""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.registered_collections.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 not msg:
|
||||||
|
continue
|
||||||
|
|
||||||
|
same_collection = False
|
||||||
|
self.log(msg)
|
||||||
|
|
||||||
|
if self.config is None:
|
||||||
|
continue
|
||||||
|
|
||||||
|
rep = CollectReport(
|
||||||
|
node.gateway.id,
|
||||||
|
'failed',
|
||||||
|
longrepr=msg,
|
||||||
|
result=[]
|
||||||
|
)
|
||||||
|
self.config.hook.pytest_collectreport(report=rep)
|
||||||
|
|
||||||
|
return same_collection
|
||||||
Reference in New Issue
Block a user