dmlc--dgl
7bab1365e2
* add tvm as submodule * compilation is ok but calling fails * can call now * pack multiple modules, change names * upd * upd * upd * fix cmake * upd * upd * upd * upd * fix * relative path * upd * upd * upd * singleton * upd * trigger * fix * upd * count reducible * upd * upd * upd * upd * upd * upd * upd * upd * upd * only keep related files * upd * upd * upd * upd * lint * lint * lint * lint * pylint * upd * upd * compilation * fix * upd * upd * upd * upd * upd * upd * upd doc * refactor * fix * upd number Co-authored-by: Zhi Lin <linzhilynn@gmail.com> Co-authored-by: Ubuntu <ubuntu@ip-172-31-42-78.us-east-2.compute.internal> Co-authored-by: Ubuntu <ubuntu@ip-172-31-21-156.us-east-2.compute.internal> Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
277 行
13 KiB
C++
277 行
13 KiB
C++
/*!
|
|
* Copyright (c) 2020 by Contributors
|
|
* \file dgl/aten/macro.h
|
|
* \brief Common macros for aten package.
|
|
*/
|
|
|
|
#ifndef DGL_ATEN_MACRO_H_
|
|
#define DGL_ATEN_MACRO_H_
|
|
|
|
///////////////////////// Dispatchers //////////////////////////
|
|
|
|
/*
|
|
* Dispatch according to device:
|
|
*
|
|
* ATEN_XPU_SWITCH(array->ctx.device_type, XPU, {
|
|
* // Now XPU is a placeholder for array->ctx.device_type
|
|
* DeviceSpecificImplementation<XPU>(...);
|
|
* });
|
|
*/
|
|
#define ATEN_XPU_SWITCH(val, XPU, op, ...) do { \
|
|
if ((val) == kDLCPU) { \
|
|
constexpr auto XPU = kDLCPU; \
|
|
{__VA_ARGS__} \
|
|
} else { \
|
|
LOG(FATAL) << "Operator " << (op) << " does not support " \
|
|
<< dgl::runtime::DeviceTypeCode2Str(val) \
|
|
<< " device."; \
|
|
} \
|
|
} while (0)
|
|
|
|
/*
|
|
* Dispatch according to device:
|
|
*
|
|
* XXX(minjie): temporary macro that allows CUDA operator
|
|
*
|
|
* ATEN_XPU_SWITCH(array->ctx.device_type, XPU, {
|
|
* // Now XPU is a placeholder for array->ctx.device_type
|
|
* DeviceSpecificImplementation<XPU>(...);
|
|
* });
|
|
*/
|
|
#ifdef DGL_USE_CUDA
|
|
#define ATEN_XPU_SWITCH_CUDA(val, XPU, op, ...) do { \
|
|
if ((val) == kDLCPU) { \
|
|
constexpr auto XPU = kDLCPU; \
|
|
{__VA_ARGS__} \
|
|
} else if ((val) == kDLGPU) { \
|
|
constexpr auto XPU = kDLGPU; \
|
|
{__VA_ARGS__} \
|
|
} else { \
|
|
LOG(FATAL) << "Operator " << (op) << " does not support " \
|
|
<< dgl::runtime::DeviceTypeCode2Str(val) \
|
|
<< " device."; \
|
|
} \
|
|
} while (0)
|
|
#else // DGL_USE_CUDA
|
|
#define ATEN_XPU_SWITCH_CUDA ATEN_XPU_SWITCH
|
|
#endif // DGL_USE_CUDA
|
|
|
|
/*
|
|
* Dispatch according to integral type (either int32 or int64):
|
|
*
|
|
* ATEN_ID_TYPE_SWITCH(array->dtype, IdType, {
|
|
* // Now IdType is the type corresponding to data type in array.
|
|
* // For instance, one can do this for a CPU array:
|
|
* DType *data = static_cast<DType *>(array->data);
|
|
* });
|
|
*/
|
|
#define ATEN_ID_TYPE_SWITCH(val, IdType, ...) do { \
|
|
CHECK_EQ((val).code, kDLInt) << "ID must be integer type"; \
|
|
if ((val).bits == 32) { \
|
|
typedef int32_t IdType; \
|
|
{__VA_ARGS__} \
|
|
} else if ((val).bits == 64) { \
|
|
typedef int64_t IdType; \
|
|
{__VA_ARGS__} \
|
|
} else { \
|
|
LOG(FATAL) << "ID can only be int32 or int64"; \
|
|
} \
|
|
} while (0)
|
|
|
|
/*
|
|
* Dispatch according to bits (either int32 or int64):
|
|
*
|
|
* ATEN_ID_BITS_SWITCH(bits, IdType, {
|
|
* // Now IdType is the type corresponding to data type in array.
|
|
* // For instance, one can do this for a CPU array:
|
|
* DType *data = static_cast<DType *>(array->data);
|
|
* });
|
|
*/
|
|
#define ATEN_ID_BITS_SWITCH(bits, IdType, ...) \
|
|
do { \
|
|
CHECK((bits) == 32 || (bits) == 64) << "bits must be 32 or 64"; \
|
|
if ((bits) == 32) { \
|
|
typedef int32_t IdType; \
|
|
{ __VA_ARGS__ } \
|
|
} else if ((bits) == 64) { \
|
|
typedef int64_t IdType; \
|
|
{ __VA_ARGS__ } \
|
|
} else { \
|
|
LOG(FATAL) << "ID can only be int32 or int64"; \
|
|
} \
|
|
} while (0)
|
|
|
|
/*
|
|
* Dispatch according to float type (either float32 or float64):
|
|
*
|
|
* ATEN_FLOAT_TYPE_SWITCH(array->dtype, FloatType, {
|
|
* // Now FloatType is the type corresponding to data type in array.
|
|
* // For instance, one can do this for a CPU array:
|
|
* FloatType *data = static_cast<FloatType *>(array->data);
|
|
* });
|
|
*/
|
|
#define ATEN_FLOAT_TYPE_SWITCH(val, FloatType, val_name, ...) do { \
|
|
CHECK_EQ((val).code, kDLFloat) \
|
|
<< (val_name) << " must be float type"; \
|
|
if ((val).bits == 32) { \
|
|
typedef float FloatType; \
|
|
{__VA_ARGS__} \
|
|
} else if ((val).bits == 64) { \
|
|
typedef double FloatType; \
|
|
{__VA_ARGS__} \
|
|
} else { \
|
|
LOG(FATAL) << (val_name) << " can only be float32 or float64"; \
|
|
} \
|
|
} while (0)
|
|
|
|
#define ATEN_FLOAT_BITS_SWITCH(val, bits, val_name, ...) do { \
|
|
CHECK_EQ((val).code, kDLFloat) \
|
|
<< (val_name) << " must be float type"; \
|
|
if ((val).bits == 16) { \
|
|
constexpr int bits = 16; \
|
|
{__VA_ARGS__} \
|
|
} else if ((val).bits == 32) { \
|
|
constexpr int bits = 32; \
|
|
{__VA_ARGS__} \
|
|
} else if ((val).bits == 64) { \
|
|
constexpr int bits = 64; \
|
|
{__VA_ARGS__} \
|
|
} else { \
|
|
LOG(FATAL) << (val_name) << " can only be float32 or float64"; \
|
|
} \
|
|
} while (0)
|
|
|
|
/*
|
|
* Dispatch according to data type (int32, int64, float32 or float64):
|
|
*
|
|
* ATEN_DTYPE_SWITCH(array->dtype, DType, {
|
|
* // Now DType is the type corresponding to data type in array.
|
|
* // For instance, one can do this for a CPU array:
|
|
* DType *data = static_cast<DType *>(array->data);
|
|
* });
|
|
*/
|
|
#define ATEN_DTYPE_SWITCH(val, DType, val_name, ...) do { \
|
|
if ((val).code == kDLInt && (val).bits == 32) { \
|
|
typedef int32_t DType; \
|
|
{__VA_ARGS__} \
|
|
} else if ((val).code == kDLInt && (val).bits == 64) { \
|
|
typedef int64_t DType; \
|
|
{__VA_ARGS__} \
|
|
} else if ((val).code == kDLFloat && (val).bits == 32) { \
|
|
typedef float DType; \
|
|
{__VA_ARGS__} \
|
|
} else if ((val).code == kDLFloat && (val).bits == 64) { \
|
|
typedef double DType; \
|
|
{__VA_ARGS__} \
|
|
} else { \
|
|
LOG(FATAL) << (val_name) << " can only be int32, int64, float32 or float64"; \
|
|
} \
|
|
} while (0)
|
|
|
|
/*
|
|
* Dispatch according to integral type of CSR graphs.
|
|
* Identical to ATEN_ID_TYPE_SWITCH except for a different error message.
|
|
*/
|
|
#define ATEN_CSR_DTYPE_SWITCH(val, DType, ...) do { \
|
|
if ((val).code == kDLInt && (val).bits == 32) { \
|
|
typedef int32_t DType; \
|
|
{__VA_ARGS__} \
|
|
} else if ((val).code == kDLInt && (val).bits == 64) { \
|
|
typedef int64_t DType; \
|
|
{__VA_ARGS__} \
|
|
} else { \
|
|
LOG(FATAL) << "CSR matrix data can only be int32 or int64"; \
|
|
} \
|
|
} while (0)
|
|
|
|
// Macro to dispatch according to device context and index type.
|
|
#define ATEN_CSR_SWITCH(csr, XPU, IdType, op, ...) \
|
|
ATEN_XPU_SWITCH((csr).indptr->ctx.device_type, XPU, op, { \
|
|
ATEN_ID_TYPE_SWITCH((csr).indptr->dtype, IdType, { \
|
|
{__VA_ARGS__} \
|
|
}); \
|
|
});
|
|
|
|
// Macro to dispatch according to device context and index type.
|
|
#define ATEN_COO_SWITCH(coo, XPU, IdType, op, ...) \
|
|
ATEN_XPU_SWITCH((coo).row->ctx.device_type, XPU, op, { \
|
|
ATEN_ID_TYPE_SWITCH((coo).row->dtype, IdType, { \
|
|
{__VA_ARGS__} \
|
|
}); \
|
|
});
|
|
|
|
// Macro to dispatch according to device context (allowing cuda)
|
|
#ifdef DGL_USE_CUDA
|
|
#define ATEN_CSR_SWITCH_CUDA(csr, XPU, IdType, op, ...) \
|
|
ATEN_XPU_SWITCH_CUDA((csr).indptr->ctx.device_type, XPU, op, { \
|
|
ATEN_ID_TYPE_SWITCH((csr).indptr->dtype, IdType, { \
|
|
{__VA_ARGS__} \
|
|
}); \
|
|
});
|
|
|
|
// Macro to dispatch according to device context and index type.
|
|
#define ATEN_COO_SWITCH_CUDA(coo, XPU, IdType, op, ...) \
|
|
ATEN_XPU_SWITCH_CUDA((coo).row->ctx.device_type, XPU, op, { \
|
|
ATEN_ID_TYPE_SWITCH((coo).row->dtype, IdType, { \
|
|
{__VA_ARGS__} \
|
|
}); \
|
|
});
|
|
#else // DGL_USE_CUDA
|
|
#define ATEN_CSR_SWITCH_CUDA ATEN_CSR_SWITCH
|
|
#define ATEN_COO_SWITCH_CUDA ATEN_COO_SWITCH
|
|
#endif // DGL_USE_CUDA
|
|
|
|
///////////////////////// Array checks //////////////////////////
|
|
|
|
#define IS_INT32(a) \
|
|
((a)->dtype.code == kDLInt && (a)->dtype.bits == 32)
|
|
#define IS_INT64(a) \
|
|
((a)->dtype.code == kDLInt && (a)->dtype.bits == 64)
|
|
#define IS_FLOAT32(a) \
|
|
((a)->dtype.code == kDLFloat && (a)->dtype.bits == 32)
|
|
#define IS_FLOAT64(a) \
|
|
((a)->dtype.code == kDLFloat && (a)->dtype.bits == 64)
|
|
|
|
#define CHECK_IF(cond, prop, value_name, dtype_name) \
|
|
CHECK(cond) << "Expecting " << (prop) << " of " << (value_name) << " to be " << (dtype_name)
|
|
|
|
#define CHECK_INT32(value, value_name) \
|
|
CHECK_IF(IS_INT32(value), "dtype", value_name, "int32")
|
|
#define CHECK_INT64(value, value_name) \
|
|
CHECK_IF(IS_INT64(value), "dtype", value_name, "int64")
|
|
#define CHECK_INT(value, value_name) \
|
|
CHECK_IF(IS_INT32(value) || IS_INT64(value), "dtype", value_name, "int32 or int64")
|
|
#define CHECK_FLOAT32(value, value_name) \
|
|
CHECK_IF(IS_FLOAT32(value), "dtype", value_name, "float32")
|
|
#define CHECK_FLOAT64(value, value_name) \
|
|
CHECK_IF(IS_FLOAT64(value), "dtype", value_name, "float64")
|
|
#define CHECK_FLOAT(value, value_name) \
|
|
CHECK_IF(IS_FLOAT32(value) || IS_FLOAT64(value), "dtype", value_name, "float32 or float64")
|
|
|
|
#define CHECK_NDIM(value, _ndim, value_name) \
|
|
CHECK_IF((value)->ndim == (_ndim), "ndim", value_name, _ndim)
|
|
|
|
#define CHECK_SAME_DTYPE(VAR1, VAR2) \
|
|
CHECK((VAR1)->dtype == (VAR2)->dtype) \
|
|
<< "Expected " << (#VAR2) << " to be the same type as " << (#VAR1) << "(" \
|
|
<< (VAR1)->dtype << ")" \
|
|
<< ". But got " << (VAR2)->dtype << ".";
|
|
|
|
#define CHECK_SAME_CONTEXT(VAR1, VAR2) \
|
|
CHECK((VAR1)->ctx == (VAR2)->ctx) \
|
|
<< "Expected " << (#VAR2) << " to have the same device context as " << (#VAR1) << "(" \
|
|
<< (VAR1)->ctx << ")" \
|
|
<< ". But got " << (VAR2)->ctx << ".";
|
|
|
|
#define CHECK_NO_OVERFLOW(dtype, val) \
|
|
do { \
|
|
if (sizeof(val) == 8 && (dtype).bits == 32) \
|
|
CHECK_LE((val), 0x7FFFFFFFL) << "int32 overflow for argument " << (#val) << "."; \
|
|
} while (0);
|
|
|
|
#define CHECK_IS_ID_ARRAY(VAR) \
|
|
CHECK((VAR)->ndim == 1 && (IS_INT32(VAR) || IS_INT64(VAR))) \
|
|
<< "Expected argument " << (#VAR) << " to be an 1D integer array.";
|
|
|
|
#endif // DGL_ATEN_MACRO_H_
|