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Original file line number | Diff line number | Diff line change |
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import importlib | ||
import os | ||
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from distributed import WorkerPlugin | ||
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from .utils import get_rmm_log_file_name, parse_device_memory_limit | ||
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class CPUAffinity(WorkerPlugin): | ||
def __init__(self, cores): | ||
self.cores = cores | ||
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def setup(self, worker=None): | ||
os.sched_setaffinity(0, self.cores) | ||
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class RMMSetup(WorkerPlugin): | ||
def __init__( | ||
self, | ||
initial_pool_size, | ||
maximum_pool_size, | ||
managed_memory, | ||
async_alloc, | ||
release_threshold, | ||
log_directory, | ||
track_allocations, | ||
): | ||
if initial_pool_size is None and maximum_pool_size is not None: | ||
raise ValueError( | ||
"`rmm_maximum_pool_size` was specified without specifying " | ||
"`rmm_pool_size`.`rmm_pool_size` must be specified to use RMM pool." | ||
) | ||
if async_alloc is True: | ||
if managed_memory is True: | ||
raise ValueError( | ||
"`rmm_managed_memory` is incompatible with the `rmm_async`." | ||
) | ||
if async_alloc is False and release_threshold is not None: | ||
raise ValueError("`rmm_release_threshold` requires `rmm_async`.") | ||
|
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self.initial_pool_size = initial_pool_size | ||
self.maximum_pool_size = maximum_pool_size | ||
self.managed_memory = managed_memory | ||
self.async_alloc = async_alloc | ||
self.release_threshold = release_threshold | ||
self.logging = log_directory is not None | ||
self.log_directory = log_directory | ||
self.rmm_track_allocations = track_allocations | ||
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||
def setup(self, worker=None): | ||
if self.initial_pool_size is not None: | ||
self.initial_pool_size = parse_device_memory_limit( | ||
self.initial_pool_size, alignment_size=256 | ||
) | ||
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if self.async_alloc: | ||
import rmm | ||
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if self.release_threshold is not None: | ||
self.release_threshold = parse_device_memory_limit( | ||
self.release_threshold, alignment_size=256 | ||
) | ||
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mr = rmm.mr.CudaAsyncMemoryResource( | ||
initial_pool_size=self.initial_pool_size, | ||
release_threshold=self.release_threshold, | ||
) | ||
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if self.maximum_pool_size is not None: | ||
self.maximum_pool_size = parse_device_memory_limit( | ||
self.maximum_pool_size, alignment_size=256 | ||
) | ||
mr = rmm.mr.LimitingResourceAdaptor( | ||
mr, allocation_limit=self.maximum_pool_size | ||
) | ||
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rmm.mr.set_current_device_resource(mr) | ||
if self.logging: | ||
rmm.enable_logging( | ||
log_file_name=get_rmm_log_file_name( | ||
worker, self.logging, self.log_directory | ||
) | ||
) | ||
elif self.initial_pool_size is not None or self.managed_memory: | ||
import rmm | ||
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pool_allocator = False if self.initial_pool_size is None else True | ||
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if self.initial_pool_size is not None: | ||
if self.maximum_pool_size is not None: | ||
self.maximum_pool_size = parse_device_memory_limit( | ||
self.maximum_pool_size, alignment_size=256 | ||
) | ||
|
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rmm.reinitialize( | ||
pool_allocator=pool_allocator, | ||
managed_memory=self.managed_memory, | ||
initial_pool_size=self.initial_pool_size, | ||
maximum_pool_size=self.maximum_pool_size, | ||
logging=self.logging, | ||
log_file_name=get_rmm_log_file_name( | ||
worker, self.logging, self.log_directory | ||
), | ||
) | ||
if self.rmm_track_allocations: | ||
import rmm | ||
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mr = rmm.mr.get_current_device_resource() | ||
rmm.mr.set_current_device_resource(rmm.mr.TrackingResourceAdaptor(mr)) | ||
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class PreImport(WorkerPlugin): | ||
def __init__(self, libraries): | ||
if libraries is None: | ||
libraries = [] | ||
elif isinstance(libraries, str): | ||
libraries = libraries.split(",") | ||
self.libraries = libraries | ||
|
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def setup(self, worker=None): | ||
for l in self.libraries: | ||
importlib.import_module(l) |
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