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apacheGH-41126: [Python] Basic bindings for Device and MemoryManager …
…classes (apache#41685) ### Rationale for this change Add bindings for the C++ `arrow::Device` and `arrow::MemoryManager` classes. ### What changes are included in this PR? Basic bindings by adding the `pyarrow.Device` and `pyarrow.MemoryManager` classes, and just tested for CPU. What is not included here are additional methods on the `MemoryManager` class (eg to allocate or copy buffers), and this is also not yet tested for CUDA. Planning to do this as follow-ups, and first doing those basic bindings should enable further enhancements to be done in parallel. ### Are these changes tested? Yes, for the CPU device only. * GitHub Issue: apache#41126 Authored-by: Joris Van den Bossche <[email protected]> Signed-off-by: Joris Van den Bossche <[email protected]>
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# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
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# cython: profile=False | ||
# distutils: language = c++ | ||
# cython: embedsignature = True | ||
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cpdef enum DeviceAllocationType: | ||
CPU = <char> CDeviceAllocationType_kCPU | ||
CUDA = <char> CDeviceAllocationType_kCUDA | ||
CUDA_HOST = <char> CDeviceAllocationType_kCUDA_HOST | ||
OPENCL = <char> CDeviceAllocationType_kOPENCL | ||
VULKAN = <char> CDeviceAllocationType_kVULKAN | ||
METAL = <char> CDeviceAllocationType_kMETAL | ||
VPI = <char> CDeviceAllocationType_kVPI | ||
ROCM = <char> CDeviceAllocationType_kROCM | ||
ROCM_HOST = <char> CDeviceAllocationType_kROCM_HOST | ||
EXT_DEV = <char> CDeviceAllocationType_kEXT_DEV | ||
CUDA_MANAGED = <char> CDeviceAllocationType_kCUDA_MANAGED | ||
ONEAPI = <char> CDeviceAllocationType_kONEAPI | ||
WEBGPU = <char> CDeviceAllocationType_kWEBGPU | ||
HEXAGON = <char> CDeviceAllocationType_kHEXAGON | ||
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cdef object _wrap_device_allocation_type(CDeviceAllocationType device_type): | ||
return DeviceAllocationType(<char> device_type) | ||
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cdef class Device(_Weakrefable): | ||
""" | ||
Abstract interface for hardware devices | ||
This object represents a device with access to some memory spaces. | ||
When handling a Buffer or raw memory address, it allows deciding in which | ||
context the raw memory address should be interpreted | ||
(e.g. CPU-accessible memory, or embedded memory on some particular GPU). | ||
""" | ||
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def __init__(self): | ||
raise TypeError("Do not call Device's constructor directly, " | ||
"use the device attribute of the MemoryManager instead.") | ||
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cdef void init(self, const shared_ptr[CDevice]& device): | ||
self.device = device | ||
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@staticmethod | ||
cdef wrap(const shared_ptr[CDevice]& device): | ||
cdef Device self = Device.__new__(Device) | ||
self.init(device) | ||
return self | ||
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def __eq__(self, other): | ||
if not isinstance(other, Device): | ||
return False | ||
return self.device.get().Equals(deref((<Device>other).device.get())) | ||
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def __repr__(self): | ||
return "<pyarrow.Device: {}>".format(frombytes(self.device.get().ToString())) | ||
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@property | ||
def type_name(self): | ||
""" | ||
A shorthand for this device's type. | ||
""" | ||
return frombytes(self.device.get().type_name()) | ||
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@property | ||
def device_id(self): | ||
""" | ||
A device ID to identify this device if there are multiple of this type. | ||
If there is no "device_id" equivalent (such as for the main CPU device on | ||
non-numa systems) returns -1. | ||
""" | ||
return self.device.get().device_id() | ||
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@property | ||
def is_cpu(self): | ||
""" | ||
Whether this device is the main CPU device. | ||
This shorthand method is very useful when deciding whether a memory address | ||
is CPU-accessible. | ||
""" | ||
return self.device.get().is_cpu() | ||
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@property | ||
def device_type(self): | ||
""" | ||
Return the DeviceAllocationType of this device. | ||
""" | ||
return _wrap_device_allocation_type(self.device.get().device_type()) | ||
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cdef class MemoryManager(_Weakrefable): | ||
""" | ||
An object that provides memory management primitives. | ||
A MemoryManager is always tied to a particular Device instance. | ||
It can also have additional parameters (such as a MemoryPool to | ||
allocate CPU memory). | ||
""" | ||
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def __init__(self): | ||
raise TypeError("Do not call MemoryManager's constructor directly, " | ||
"use pyarrow.default_cpu_memory_manager() instead.") | ||
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cdef void init(self, const shared_ptr[CMemoryManager]& mm): | ||
self.memory_manager = mm | ||
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@staticmethod | ||
cdef wrap(const shared_ptr[CMemoryManager]& mm): | ||
cdef MemoryManager self = MemoryManager.__new__(MemoryManager) | ||
self.init(mm) | ||
return self | ||
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def __repr__(self): | ||
return "<pyarrow.MemoryManager device: {}>".format( | ||
frombytes(self.memory_manager.get().device().get().ToString()) | ||
) | ||
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@property | ||
def device(self): | ||
""" | ||
The device this MemoryManager is tied to. | ||
""" | ||
return Device.wrap(self.memory_manager.get().device()) | ||
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@property | ||
def is_cpu(self): | ||
""" | ||
Whether this MemoryManager is tied to the main CPU device. | ||
This shorthand method is very useful when deciding whether a memory | ||
address is CPU-accessible. | ||
""" | ||
return self.memory_manager.get().is_cpu() | ||
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def default_cpu_memory_manager(): | ||
""" | ||
Return the default CPU MemoryManager instance. | ||
The returned singleton instance uses the default MemoryPool. | ||
""" | ||
return MemoryManager.wrap(c_default_cpu_memory_manager()) |
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# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
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import pyarrow as pa | ||
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def test_device_memory_manager(): | ||
mm = pa.default_cpu_memory_manager() | ||
assert mm.is_cpu | ||
device = mm.device | ||
assert device.is_cpu | ||
assert device.device_id == -1 | ||
assert device.device_type == pa.DeviceAllocationType.CPU | ||
assert device.type_name == "arrow::CPUDevice" | ||
assert device == device | ||
assert repr(device) == "<pyarrow.Device: CPUDevice()>" | ||
assert repr(mm) == "<pyarrow.MemoryManager device: CPUDevice()>" | ||
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def test_buffer_device(): | ||
arr = pa.array([0, 1, 2]) | ||
buf = arr.buffers()[1] | ||
assert buf.device_type == pa.DeviceAllocationType.CPU | ||
assert isinstance(buf.device, pa.Device) | ||
assert isinstance(buf.memory_manager, pa.MemoryManager) | ||
assert buf.is_cpu | ||
assert buf.device.is_cpu | ||
assert buf.device == pa.default_cpu_memory_manager().device | ||
assert buf.memory_manager.is_cpu |
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