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####################################################################################################
# This file is part of the CLBlast project. The project is licensed under Apache Version 2.0.
# This file follows uses a max-width of 100 characters per line.
#
# Author(s):
# Cedric Nugteren <www.cedricnugteren.nl>
#
# This file defines the Python interface to CLBlast. It is inspired by:
# https://github.com/hunse/pyopencl_blas
#
####################################################################################################
import numpy as np
import pyopencl as cl
from pyopencl.array import Array
from libcpp cimport bool
####################################################################################################
# CLBlast and OpenCL data-types
####################################################################################################
cdef extern from "clblast_c.h":
# Status codes
ctypedef enum CLBlastStatusCode:
CLBlastSuccess
CLBlastOpenCLCompilerNotAvailable
CLBlastTempBufferAllocFailure
CLBlastOpenCLOutOfResources
CLBlastOpenCLOutOfHostMemory
CLBlastOpenCLBuildProgramFailure
CLBlastInvalidValue
CLBlastInvalidCommandQueue
CLBlastInvalidMemObject
CLBlastInvalidBinary
CLBlastInvalidBuildOptions
CLBlastInvalidProgram
CLBlastInvalidProgramExecutable
CLBlastInvalidKernelName
CLBlastInvalidKernelDefinition
CLBlastInvalidKernel
CLBlastInvalidArgIndex
CLBlastInvalidArgValue
CLBlastInvalidArgSize
CLBlastInvalidKernelArgs
CLBlastInvalidLocalNumDimensions
CLBlastInvalidLocalThreadsTotal
CLBlastInvalidLocalThreadsDim
CLBlastInvalidGlobalOffset
CLBlastInvalidEventWaitList
CLBlastInvalidEvent
CLBlastInvalidOperation
CLBlastInvalidBufferSize
CLBlastInvalidGlobalWorkSize
CLBlastNotImplemented
CLBlastInvalidMatrixA
CLBlastInvalidMatrixB
CLBlastInvalidMatrixC
CLBlastInvalidVectorX
CLBlastInvalidVectorY
CLBlastInvalidDimension
CLBlastInvalidLeadDimA
CLBlastInvalidLeadDimB
CLBlastInvalidLeadDimC
CLBlastInvalidIncrementX
CLBlastInvalidIncrementY
CLBlastInsufficientMemoryA
CLBlastInsufficientMemoryB
CLBlastInsufficientMemoryC
CLBlastInsufficientMemoryX
CLBlastInsufficientMemoryY
CLBlastInvalidBatchCount
CLBlastInvalidOverrideKernel
CLBlastMissingOverrideParameter
CLBlastInvalidLocalMemUsage
CLBlastNoHalfPrecision
CLBlastNoDoublePrecision
CLBlastInvalidVectorScalar
CLBlastInsufficientMemoryScalar
CLBlastDatabaseError
CLBlastUnknownError
CLBlastUnexpectedError
# OpenCL data-types
ctypedef float cl_float
ctypedef double cl_double
ctypedef unsigned int cl_uint
ctypedef struct cl_float2:
cl_float x
cl_float y
ctypedef struct cl_double2:
cl_double x
cl_double y
# OpenCL special data-types
struct _cl_mem:
pass
struct _cl_command_queue:
pass
struct _cl_event:
pass
ctypedef _cl_mem* cl_mem
ctypedef _cl_command_queue* cl_command_queue
ctypedef _cl_event* cl_event
# Matrix layout and transpose types
ctypedef enum CLBlastLayout:
CLBlastLayoutRowMajor
CLBlastLayoutColMajor
ctypedef enum CLBlastTranspose:
CLBlastTransposeNo
CLBlastTransposeYes
CLBlastTransposeConjugate
ctypedef enum CLBlastTriangle:
CLBlastTriangleUpper
CLBlastTriangleLower
ctypedef enum CLBlastDiagonal:
CLBlastDiagonalNonUnit
CLBlastDiagonalUnit
ctypedef enum CLBlastSide:
CLBlastSideLeft
CLBlastSideRight
# Precision enum
ctypedef enum CLBlastPrecision:
CLBlastPrecisionSingle
CLBlastPrecisionDouble
CLBlastPrecisionComplexSingle
CLBlastPrecisionComplexDouble
# Translates status codes into readable messages
cdef get_status_message(CLBlastStatusCode status):
if status == CLBlastSuccess:
return "CLBlastSuccess"
if status == CLBlastOpenCLCompilerNotAvailable:
return "CLBlastOpenCLCompilerNotAvailable: CL_COMPILER_NOT_AVAILABLE"
if status == CLBlastTempBufferAllocFailure:
return "CLBlastTempBufferAllocFailure: CL_MEM_OBJECT_ALLOCATION_FAILURE"
if status == CLBlastOpenCLOutOfResources:
return "CLBlastOpenCLOutOfResources: CL_OUT_OF_RESOURCES"
if status == CLBlastOpenCLOutOfHostMemory:
return "CLBlastOpenCLOutOfHostMemory: CL_OUT_OF_HOST_MEMORY"
if status == CLBlastOpenCLBuildProgramFailure:
return "CLBlastOpenCLBuildProgramFailure: CL_BUILD_PROGRAM_FAILURE: OpenCL compilation error"
if status == CLBlastInvalidValue:
return "CLBlastInvalidValue: CL_INVALID_VALUE"
if status == CLBlastInvalidCommandQueue:
return "CLBlastInvalidCommandQueue: CL_INVALID_COMMAND_QUEUE"
if status == CLBlastInvalidMemObject:
return "CLBlastInvalidMemObject: CL_INVALID_MEM_OBJECT"
if status == CLBlastInvalidBinary:
return "CLBlastInvalidBinary: CL_INVALID_BINARY"
if status == CLBlastInvalidBuildOptions:
return "CLBlastInvalidBuildOptions: CL_INVALID_BUILD_OPTIONS"
if status == CLBlastInvalidProgram:
return "CLBlastInvalidProgram: CL_INVALID_PROGRAM"
if status == CLBlastInvalidProgramExecutable:
return "CLBlastInvalidProgramExecutable: CL_INVALID_PROGRAM_EXECUTABLE"
if status == CLBlastInvalidKernelName:
return "CLBlastInvalidKernelName: CL_INVALID_KERNEL_NAME"
if status == CLBlastInvalidKernelDefinition:
return "CLBlastInvalidKernelDefinition: CL_INVALID_KERNEL_DEFINITION"
if status == CLBlastInvalidKernel:
return "CLBlastInvalidKernel: CL_INVALID_KERNEL"
if status == CLBlastInvalidArgIndex:
return "CLBlastInvalidArgIndex: CL_INVALID_ARG_INDEX"
if status == CLBlastInvalidArgValue:
return "CLBlastInvalidArgValue: CL_INVALID_ARG_VALUE"
if status == CLBlastInvalidArgSize:
return "CLBlastInvalidArgSize: CL_INVALID_ARG_SIZE"
if status == CLBlastInvalidKernelArgs:
return "CLBlastInvalidKernelArgs: CL_INVALID_KERNEL_ARGS"
if status == CLBlastInvalidLocalNumDimensions:
return "CLBlastInvalidLocalNumDimensions: CL_INVALID_WORK_DIMENSION: Too many thread dimensions"
if status == CLBlastInvalidLocalThreadsTotal:
return "CLBlastInvalidLocalThreadsTotal: CL_INVALID_WORK_GROUP_SIZE: Too many threads in total"
if status == CLBlastInvalidLocalThreadsDim:
return "CLBlastInvalidLocalThreadsDim: CL_INVALID_WORK_ITEM_SIZE: ... or for a specific dimension"
if status == CLBlastInvalidGlobalOffset:
return "CLBlastInvalidGlobalOffset: CL_INVALID_GLOBAL_OFFSET"
if status == CLBlastInvalidEventWaitList:
return "CLBlastInvalidEventWaitList: CL_INVALID_EVENT_WAIT_LIST"
if status == CLBlastInvalidEvent:
return "CLBlastInvalidEvent: CL_INVALID_EVENT"
if status == CLBlastInvalidOperation:
return "CLBlastInvalidOperation: CL_INVALID_OPERATION"
if status == CLBlastInvalidBufferSize:
return "CLBlastInvalidBufferSize: CL_INVALID_BUFFER_SIZE"
if status == CLBlastInvalidGlobalWorkSize:
return "CLBlastInvalidGlobalWorkSize: CL_INVALID_GLOBAL_WORK_SIZE"
if status == CLBlastNotImplemented:
return "CLBlastNotImplemented: Routine or functionality not implemented yet"
if status == CLBlastInvalidMatrixA:
return "CLBlastInvalidMatrixA: Matrix A is not a valid OpenCL buffer"
if status == CLBlastInvalidMatrixB:
return "CLBlastInvalidMatrixB: Matrix B is not a valid OpenCL buffer"
if status == CLBlastInvalidMatrixC:
return "CLBlastInvalidMatrixC: Matrix C is not a valid OpenCL buffer"
if status == CLBlastInvalidVectorX:
return "CLBlastInvalidVectorX: Vector X is not a valid OpenCL buffer"
if status == CLBlastInvalidVectorY:
return "CLBlastInvalidVectorY: Vector Y is not a valid OpenCL buffer"
if status == CLBlastInvalidDimension:
return "CLBlastInvalidDimension: Dimensions M, N, and K have to be larger than zero"
if status == CLBlastInvalidLeadDimA:
return "CLBlastInvalidLeadDimA: LD of A is smaller than the matrix's first dimension"
if status == CLBlastInvalidLeadDimB:
return "CLBlastInvalidLeadDimB: LD of B is smaller than the matrix's first dimension"
if status == CLBlastInvalidLeadDimC:
return "CLBlastInvalidLeadDimC: LD of C is smaller than the matrix's first dimension"
if status == CLBlastInvalidIncrementX:
return "CLBlastInvalidIncrementX: Increment of vector X cannot be zero"
if status == CLBlastInvalidIncrementY:
return "CLBlastInvalidIncrementY: Increment of vector Y cannot be zero"
if status == CLBlastInsufficientMemoryA:
return "CLBlastInsufficientMemoryA: Matrix A's OpenCL buffer is too small"
if status == CLBlastInsufficientMemoryB:
return "CLBlastInsufficientMemoryB: Matrix B's OpenCL buffer is too small"
if status == CLBlastInsufficientMemoryC:
return "CLBlastInsufficientMemoryC: Matrix C's OpenCL buffer is too small"
if status == CLBlastInsufficientMemoryX:
return "CLBlastInsufficientMemoryX: Vector X's OpenCL buffer is too small"
if status == CLBlastInsufficientMemoryY:
return "CLBlastInsufficientMemoryY: Vector Y's OpenCL buffer is too small"
if status == CLBlastInvalidBatchCount:
return "CLBlastInvalidBatchCount: The batch count needs to be positive"
if status == CLBlastInvalidOverrideKernel:
return "CLBlastInvalidOverrideKernel: Trying to override parameters for an invalid kernel"
if status == CLBlastMissingOverrideParameter:
return "CLBlastMissingOverrideParameter: Missing override parameter(s) for the target kernel"
if status == CLBlastInvalidLocalMemUsage:
return "CLBlastInvalidLocalMemUsage: Not enough local memory available on this device"
if status == CLBlastNoHalfPrecision:
return "CLBlastNoHalfPrecision: Half precision (16-bits) not supported by the device"
if status == CLBlastNoDoublePrecision:
return "CLBlastNoDoublePrecision: Double precision (64-bits) not supported by the device"
if status == CLBlastInvalidVectorScalar:
return "CLBlastInvalidVectorScalar: The unit-sized vector is not a valid OpenCL buffer"
if status == CLBlastInsufficientMemoryScalar:
return "CLBlastInsufficientMemoryScalar: The unit-sized vector's OpenCL buffer is too small"
if status == CLBlastDatabaseError:
return "CLBlastDatabaseError: Entry for the device was not found in the database"
if status == CLBlastUnknownError:
return "CLBlastUnknownError: A catch-all error code representing an unspecified error"
if status == CLBlastUnexpectedError:
return "CLBlastUnexpectedError: A catch-all error code representing an unexpected exception"
return "PyCLBlast: unrecognized CLBlast status code (code %d)" % status
####################################################################################################
# Generic helpers
####################################################################################################
dtype_size = {np.dtype('float32'): 4,
np.dtype('float64'): 8,
np.dtype('complex64'): 8,
np.dtype('complex128'): 16}
def dtypes_str(dtypes):
if len(dtypes) == 1:
return "'%s'" % dtypes[0]
return "one of %s" % dtypes
def check_dtype(args, dtypes):
dtype = args[0].dtype
if not all(arg.dtype == dtype for arg in args):
raise ValueError("PyCLBlast: All arguments must have the same dtype (%s)" % dtypes_str(dtypes))
if dtype not in dtypes:
raise ValueError("PyCLBlast: Data type must be %s" % dtypes_str(dtypes))
return dtype
def check_array(a, ndim, name):
if not isinstance(a, Array):
raise ValueError("PyCLBlast: '%s' must be a PyOpenCL Array" % name)
if not len(a.shape) == ndim:
raise ValueError("PyCLBlast: '%s' must have %d dimensions (got %d)" % (name, ndim, len(a.shape)))
def check_matrix(a, name):
check_array(a, 2, name)
def check_vector(a, name):
check_array(a, 1, name)
def check_shape_dim(shape, dim, target, name):
if shape[dim] != target:
raise ValueError("PyCLBlast: '%s.shape[%d]' must be %d (got %d)" % (name, dim, target, shape[dim]))
####################################################################################################
# Swap two vectors: SSWAP/DSWAP/CSWAP/ZSWAP/HSWAP
####################################################################################################
cdef extern from "clblast_c.h":
CLBlastStatusCode CLBlastSswap(
const size_t n,
cl_mem x_buffer,
const size_t x_offset,
const size_t x_inc,
cl_mem y_buffer,
const size_t y_offset,
const size_t y_inc,
cl_command_queue* queue,
cl_event* event)
CLBlastStatusCode CLBlastDswap(
const size_t n,
cl_mem x_buffer,
const size_t x_offset,
const size_t x_inc,
cl_mem y_buffer,
const size_t y_offset,
const size_t y_inc,
cl_command_queue* queue,
cl_event* event)
CLBlastStatusCode CLBlastCswap(
const size_t n,
cl_mem x_buffer,
const size_t x_offset,
const size_t x_inc,
cl_mem y_buffer,
const size_t y_offset,
const size_t y_inc,
cl_command_queue* queue,
cl_event* event)
CLBlastStatusCode CLBlastZswap(
const size_t n,
cl_mem x_buffer,
const size_t x_offset,
const size_t x_inc,
cl_mem y_buffer,
const size_t y_offset,
const size_t y_inc,
cl_command_queue* queue,
cl_event* event)
def swap(queue, x, y):
"""y, x = x, y"""
dtype = check_dtype([x, y], ["float32", "float64", "complex64", "complex128"])
check_vector(x, "x")
check_vector(y, "y")
cdef size_t N = x.shape[0]
check_shape_dim(y.shape, 0, N, "y")
cdef size_t element_size = dtype_size[dtype]
cdef cl_mem xdata = <cl_mem><size_t>x.base_data.int_ptr
cdef size_t offx = x.offset / element_size
cdef int incx = x.strides[0] / element_size
cdef cl_mem ydata = <cl_mem><size_t>y.base_data.int_ptr
cdef size_t offy = y.offset / element_size
cdef int incy = y.strides[0] / element_size
cdef cl_command_queue commandQueue = <cl_command_queue><size_t>queue.int_ptr
cdef cl_event event = NULL
cdef CLBlastStatusCode
if dtype == np.dtype("float32"):
err = CLBlastSswap(N, xdata, offx, incx, ydata, offy, incy, &commandQueue, &event)
elif dtype == np.dtype("float64"):
err = CLBlastDswap(N, xdata, offx, incx, ydata, offy, incy, &commandQueue, &event)
elif dtype == np.dtype("complex64"):
err = CLBlastCswap(N, xdata, offx, incx, ydata, offy, incy, &commandQueue, &event)
elif dtype == np.dtype("complex128"):
err = CLBlastZswap(N, xdata, offx, incx, ydata, offy, incy, &commandQueue, &event)
else:
raise ValueError("PyCLBlast: Unrecognized dtype '%s'" % dtype)
if err != CLBlastSuccess:
raise RuntimeError("PyCLBlast: 'CLBlastXswap' failed: %s" % get_status_message(err))
return cl.Event.from_int_ptr(<size_t>event)
####################################################################################################
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