####################################################### # Copyright (c) 2015, ArrayFire # All rights reserved. # # This file is distributed under 3-clause BSD license. # The complete license agreement can be obtained at: # http://arrayfire.com/licenses/BSD-3-Clause ######################################################## """ Functions to handle the available devices in the backend. """ from .library import * from .util import (safe_call, to_str, get_version) def init(): """ Note ----- This function may need to be called when interoperating with other libraries """ safe_call(backend.get().af_init()) def info(): """ Displays the information about the following: - ArrayFire build and version number. - The number of devices available. - The names of the devices. - The current device being used. """ safe_call(backend.get().af_info()) def device_info(): """ Returns a map with the following fields: - 'device': Name of the current device. - 'backend': The current backend being used. - 'toolkit': The toolkit version for the backend. - 'compute': The compute version of the device. """ c_char_256 = ct.c_char * 256 device_name = c_char_256() backend_name = c_char_256() toolkit = c_char_256() compute = c_char_256() safe_call(backend.get().af_device_info(ct.pointer(device_name), ct.pointer(backend_name), ct.pointer(toolkit), ct.pointer(compute))) dev_info = {} dev_info['device'] = to_str(device_name) dev_info['backend'] = to_str(backend_name) dev_info['toolkit'] = to_str(toolkit) dev_info['compute'] = to_str(compute) return dev_info def get_device_count(): """ Returns the number of devices available. """ c_num = ct.c_int(0) safe_call(backend.get().af_get_device_count(ct.pointer(c_num))) return c_num.value def get_device(): """ Returns the id of the current device. """ c_dev = ct.c_int(0) safe_call(backend.get().af_get_device(ct.pointer(c_dev))) return c_dev.value def set_device(num): """ Change the active device to the specified id. Parameters --------- num: int. id of the desired device. """ safe_call(backend.get().af_set_device(num)) def info_str(verbose = False): """ Returns information about the following as a string: - ArrayFire version number. - The number of devices available. - The names of the devices. - The current device being used. """ import platform res_str = 'ArrayFire' major, minor, patch = get_version() dev_info = device_info() backend_str = dev_info['backend'] res_str += ' v' + str(major) + '.' + str(minor) + '.' + str(patch) res_str += ' (' + backend_str + ' ' + platform.architecture()[0] + ')\n' num_devices = get_device_count() curr_device_id = get_device() for n in range(num_devices): # To suppress warnings on CPU if (n != curr_device_id): set_device(n) if (n == curr_device_id): res_str += '[%d] ' % n else: res_str += '-%d- ' % n dev_info = device_info() if (backend_str.lower() == 'opencl'): res_str += dev_info['toolkit'] res_str += ': ' + dev_info['device'] if (backend_str.lower() != 'cpu'): res_str += ' (Compute ' + dev_info['compute'] + ')' res_str += '\n' # To suppress warnings on CPU if (curr_device_id != get_device()): set_device(curr_device_id) return res_str def is_dbl_supported(device=None): """ Check if double precision is supported on specified device. Parameters --------- device: optional: int. default: None. id of the desired device. Returns -------- - True if double precision supported. - False if double precision not supported. """ dev = device if device is not None else get_device() res = ct.c_bool(False) safe_call(backend.get().af_get_dbl_support(ct.pointer(res), dev)) return res.value def sync(device=None): """ Block until all the functions on the device have completed execution. Parameters --------- device: optional: int. default: None. id of the desired device. """ dev = device if device is not None else get_device() safe_call(backend.get().af_sync(dev)) def __eval(*args): for A in args: if isinstance(A, tuple): __eval(*A) if isinstance(A, list): __eval(*A) if isinstance(A, Array): safe_call(backend.get().af_eval(A.arr)) def eval(*args): """ Evaluate the input Parameters ----------- args : arguments to be evaluated """ __eval(args) def device_mem_info(): """ Returns a map with the following fields: - 'alloc': Contains the map of the following - 'buffers' : Total number of buffers allocated by memory manager. - 'bytes' : Total number of bytes allocated by memory manager. - 'lock': Contains the map of the following - 'buffers' : Total number of buffers currently in scope. - 'bytes' : Total number of bytes currently in scope. Note ----- ArrayFire does not free memory when array goes out of scope. The memory is marked for reuse. - The difference between alloc buffers and lock buffers equals the number of free buffers. - The difference between alloc bytes and lock bytes equals the number of free bytes. """ alloc_bytes = ct.c_size_t(0) alloc_buffers = ct.c_size_t(0) lock_bytes = ct.c_size_t(0) lock_buffers = ct.c_size_t(0) safe_call(backend.get().af_device_mem_info(ct.pointer(alloc_bytes), ct.pointer(alloc_buffers), ct.pointer(lock_bytes), ct.pointer(lock_buffers))) mem_info = {} mem_info['alloc'] = {'buffers' : alloc_buffers.value, 'bytes' : alloc_bytes.value} mem_info['lock'] = {'buffers' : lock_buffers.value, 'bytes' : lock_bytes.value} return mem_info def device_gc(): """ Ask the garbage collector to free all unlocked memory """ safe_call(backend.get().af_device_gc()) def get_device_ptr(a): """ Get the raw device pointer of an array Parameters ---------- a: af.Array - A multi dimensional arrayfire array. Returns ------- - internal device pointer held by a Note ----- - The device pointer of `a` is not freed by memory manager until `unlock_device_ptr()` is called. - This function enables the user to interoperate arrayfire with other CUDA/OpenCL/C libraries. """ ptr = ct.c_void_p(0) safe_call(backend.get().af_get_device_ptr(ct.pointer(ptr), a.arr)) return ptr def lock_device_ptr(a): """ Ask arrayfire to not perform garbage collection on raw data held by an array. Parameters ---------- a: af.Array - A multi dimensional arrayfire array. Note ----- - The device pointer of `a` is not freed by memory manager until `unlock_device_ptr()` is called. """ ptr = ct.c_void_p(0) safe_call(backend.get().af_lock_device_ptr(a.arr)) def unlock_device_ptr(a): """ Tell arrayfire to resume garbage collection on raw data held by an array. Parameters ---------- a: af.Array - A multi dimensional arrayfire array. """ ptr = ct.c_void_p(0) safe_call(backend.get().af_unlock_device_ptr(a.arr)) from .array import Array