/usr/local/lib64/python3.6/site-packages/torch/include/ATen
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core/-0755rm
cpu/-0755rm
cuda/-0755rm
cudnn/-0755rm
detail/-0755rm
hip/-0755rm
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quantized/-0755rm
AccumulateType.h44380644editdlrm
ArrayRef.h440644editdlrm
ATen.h9980644editdlrm
autocast_mode.h67160644editdlrm
Backend.h430644editdlrm
Backtrace.h460644editdlrm
BatchedFallback.h9650644editdlrm
BatchedTensorImpl.h53830644editdlrm
CompositeExplicitAutogradFunctions.h16220644editdlrm
CompositeExplicitAutogradFunctions_inl.h540750644editdlrm
CompositeImplicitAutogradFunctions.h16220644editdlrm
CompositeImplicitAutogradFunctions_inl.h1420820644editdlrm
Config.h7340644editdlrm
Context.h127670644editdlrm
cpp_custom_type_hack.h53260644editdlrm
CPUApplyUtils.h125820644editdlrm
CPUFixedAllocator.h8300644editdlrm
CPUFunctions.h16000644editdlrm
CPUFunctions_inl.h1719240644editdlrm
CPUGeneratorImpl.h14310644editdlrm
CUDAFunctions.h16010644editdlrm
CUDAFunctions_inl.h1856960644editdlrm
CUDAGeneratorImpl.h46950644editdlrm
Device.h420644editdlrm
DeviceGuard.h11340644editdlrm
Dimname.h310644editdlrm
DimVector.h460644editdlrm
Dispatch.h521370644editdlrm
div_rtn.h2040644editdlrm
DLConvertor.h5760644editdlrm
dlpack.h52440644editdlrm
DynamicLibrary.h3690644editdlrm
ExpandUtils.h145060644editdlrm
Formatting.h340644editdlrm
Functions.h8463260644editdlrm
Generator.h460644editdlrm
InferSize.h21430644editdlrm
InitialTensorOptions.h4450644editdlrm
Layout.h420644editdlrm
MapAllocator.h29990644editdlrm
MatrixRef.h30160644editdlrm
MemoryOverlap.h11170644editdlrm
MetaFunctions.h16010644editdlrm
MetaFunctions_inl.h840060644editdlrm
NamedTensor.h350644editdlrm
NamedTensorUtils.h57470644editdlrm
NativeFunctions.h3546510644editdlrm
NativeMetaFunctions.h354450644editdlrm
NumericUtils.h27870644editdlrm
OpaqueTensorImpl.h60800644editdlrm
Operators.h17071990644editdlrm
OpMathType.h4600644editdlrm
Parallel.h48750644editdlrm
ParallelNative.h24430644editdlrm
ParallelNativeTBB.h29340644editdlrm
ParallelOpenMP.h30490644editdlrm
PTThreadPool.h3940644editdlrm
record_function.h240440644editdlrm
RedispatchFunctions.h11128860644editdlrm
RegistrationDeclarations.h5457770644editdlrm
SavedTensorHooks.h3280644editdlrm
Scalar.h440644editdlrm
ScalarOps.h22720644editdlrm
ScalarType.h1290644editdlrm
SequenceNumber.h3730644editdlrm
SmallVector.h470644editdlrm
SparseCsrTensorImpl.h20450644editdlrm
SparseCsrTensorUtils.h5230644editdlrm
SparseTensorImpl.h124170644editdlrm
SparseTensorUtils.h42190644editdlrm
Storage.h430644editdlrm
Tensor.h480644editdlrm
TensorAccessor.h510644editdlrm
TensorGeometry.h18550644editdlrm
TensorIndexing.h219230644editdlrm
TensorIterator.h299620644editdlrm
TensorIteratorInternal.h18620644editdlrm
TensorMeta.h29170644editdlrm
TensorNames.h25190644editdlrm
TensorOperators.h32750644editdlrm
TensorOptions.h490644editdlrm
TensorUtils.h56870644editdlrm
ThreadLocalState.h32890644editdlrm
TracerMode.h55760644editdlrm
TypeDefault.h6800644editdlrm
Utils.h59930644editdlrm
Version.h3400644editdlrm
VmapMode.h9520644editdlrm
VmapTransforms.h76540644editdlrm
WrapDimUtils.h34380644editdlrm
WrapDimUtilsMulti.h7680644editdlrm
Edit: /usr/local/lib64/python3.6/site-packages/torch/include/ATen/Dispatch.h (52137B)
#pragma once #include #include #include #include #include #include #include #ifdef TEMPLATE_SELECTIVE_BUILD #include #else namespace at { /** * The method should_include_kernel_dtype() returns true/false * based on whether the switching code for a specific dtype should be * included based on build time constants generated from tracing model * execution. This method will be implmeneted via code-generation and * included in this file when code-gen is ready. */ inline constexpr bool should_include_kernel_dtype( const char *kernel_tag_str, at::ScalarType scalar_type ) { return true; } } #endif /** * In the Facebook internal build (using BUCK), this macro is enabled by * passing in -c pt.enable_record_kernel_dtype=1 when building the tracer * binary. */ #if defined ENABLE_RECORD_KERNEL_FUNCTION_DTYPE namespace detail { void record_kernel_function_dtype(std::string name); } #define RECORD_KERNEL_FUNCTION_DTYPE(NAME, enum_type) \ at::detail::record_kernel_function_dtype( \ std::string(NAME) + "$" + toString(enum_type)) #else #define RECORD_KERNEL_FUNCTION_DTYPE(NAME, enum_type) #endif #if defined __cpp_if_constexpr #define AT_PRIVATE_CASE_TYPE_USING_HINT(NAME, enum_type, type, HINT, ...) \ case enum_type: { \ if constexpr (!at::should_include_kernel_dtype(NAME, enum_type)) { \ AT_ERROR("dtype '", toString(enum_type), "' not selected for kernel tag ", #NAME); \ } \ using HINT = type; \ return __VA_ARGS__(); \ } #else #define AT_PRIVATE_CASE_TYPE_USING_HINT(NAME, enum_type, type, HINT, ...) \ case enum_type: { \ at::guts::if_constexpr<(!at::should_include_kernel_dtype(NAME, enum_type))>( \ [] { \ AT_ERROR("dtype '" #enum_type "' not selected for kernel tag " #NAME); \ } \ ); \ using HINT = type; \ return __VA_ARGS__(); \ } #endif \ #define AT_PRIVATE_CASE_TYPE(NAME, enum_type, type, ...) \ AT_PRIVATE_CASE_TYPE_USING_HINT(NAME, enum_type, type, scalar_t, __VA_ARGS__) // Workaround for C10_UNUSED because CUDA 10.1 and below fails to handle unused // attribute in the type aliasing context. Keep name long and verbose to avoid // macro collisions. #if defined(__CUDACC__) && CUDA_VERSION <= 10100 #define C10_UNUSED_DISPATCH_CUDA_WORKAROUND #else #define C10_UNUSED_DISPATCH_CUDA_WORKAROUND C10_UNUSED #endif // defined(__CUDACC__) && CUDA_VERSION <= 10100 #if defined __cpp_if_constexpr #define AT_QINT_PRIVATE_CASE_TYPE( \ NAME, enum_type, type, underlying_enum, underlying_type, ...) \ case enum_type: { \ if constexpr (!at::should_include_kernel_dtype(NAME, enum_type)) { \ AT_ERROR("dtype '", toString(enum_type), "' not selected for kernel tag ", #NAME); \ } \ using scalar_t = type; \ using underlying_t C10_UNUSED_DISPATCH_CUDA_WORKAROUND = \ scalar_t::underlying; \ const auto& SCALAR_TYPE C10_UNUSED_DISPATCH_CUDA_WORKAROUND = enum_type; \ const auto& UNDERLYING_TYPE C10_UNUSED_DISPATCH_CUDA_WORKAROUND = \ toUnderlying(enum_type); \ (void)SCALAR_TYPE; /* Suppress unused-var compiler warning */ \ /* TODO: Use [[maybe-unused]] when C++17 becomes the standard */ \ return __VA_ARGS__(); \ } #else #define AT_QINT_PRIVATE_CASE_TYPE( \ NAME, enum_type, type, underlying_enum, underlying_type, ...) \ case enum_type: { \ at::guts::if_constexpr<(!at::should_include_kernel_dtype(NAME, enum_type))>( \ [] { \ AT_ERROR("dtype '" #enum_type "' not selected for kernel tag " #NAME); \ } \ ); \ using scalar_t = type; \ using underlying_t C10_UNUSED_DISPATCH_CUDA_WORKAROUND = \ scalar_t::underlying; \ const auto& SCALAR_TYPE C10_UNUSED_DISPATCH_CUDA_WORKAROUND = enum_type; \ const auto& UNDERLYING_TYPE C10_UNUSED_DISPATCH_CUDA_WORKAROUND = \ toUnderlying(enum_type); \ (void)SCALAR_TYPE; /* Suppress unused-var compiler warning */ \ /* TODO: Use [[maybe-unused]] when C++17 becomes the standard */ \ return __VA_ARGS__(); \ } #endif #if defined __cpp_if_constexpr #define AT_QINT_SUB_BYTE_PRIVATE_CASE_TYPE( \ NAME, enum_type, type, underlying_type, bitwidth, qmin, qmax, ...) \ case enum_type: { \ if constexpr (!at::should_include_kernel_dtype(NAME, enum_type)) { \ AT_ERROR("dtype '", toString(enum_type), "' not selected for kernel tag ", #NAME); \ } \ using scalar_t = type; \ using underlying_t C10_UNUSED_DISPATCH_CUDA_WORKAROUND = \ scalar_t::underlying; \ const auto& SCALAR_TYPE C10_UNUSED_DISPATCH_CUDA_WORKAROUND = enum_type; \ const auto& UNDERLYING_TYPE C10_UNUSED_DISPATCH_CUDA_WORKAROUND = \ toUnderlying(enum_type); \ int bit_width = bitwidth; \ int64_t quant_min = qmin; \ int64_t quant_max = qmax; \ (void)bit_width; /* Suppress unused variable warning */ \ (void)quant_min; /* Suppress unused variable warning */ \ (void)quant_max; /* Suppress unused variable warning */ \ return __VA_ARGS__(); \ } #else #define AT_QINT_SUB_BYTE_PRIVATE_CASE_TYPE( \ NAME, enum_type, type, underlying_type, bitwidth, qmin, qmax, ...) \ case enum_type: { \ at::guts::if_constexpr<(!at::should_include_kernel_dtype(NAME, enum_type))>( \ [] { \ AT_ERROR("dtype '" #enum_type "' not selected for kernel tag " #NAME); \ } \ ); \ using scalar_t = type; \ using underlying_t C10_UNUSED_DISPATCH_CUDA_WORKAROUND = \ scalar_t::underlying; \ const auto& SCALAR_TYPE C10_UNUSED_DISPATCH_CUDA_WORKAROUND = enum_type; \ const auto& UNDERLYING_TYPE C10_UNUSED_DISPATCH_CUDA_WORKAROUND = \ toUnderlying(enum_type); \ int bit_width = bitwidth; \ int64_t quant_min = qmin; \ int64_t quant_max = qmax; \ (void)bit_width; /* Suppress unused variable warning */ \ (void)quant_min; /* Suppress unused variable warning */ \ (void)quant_max; /* Suppress unused variable warning */ \ return __VA_ARGS__(); \ } #endif namespace detail { inline at::ScalarType scalar_type(at::ScalarType s) { return s; } C10_DEPRECATED_MESSAGE( "passing at::DeprecatedTypeProperties to an AT_DISPATCH macro is deprecated, " "pass an at::ScalarType instead") inline at::ScalarType scalar_type(const at::DeprecatedTypeProperties& t) { return t.scalarType(); } C10_DEPRECATED_MESSAGE( "AT_DISPATCH_ALL_TYPES_AND_HALF is deprecated, " "use AT_DISPATCH_ALL_TYPES_AND(at::ScalarType::Half, ...) instead") inline void deprecated_AT_DISPATCH_ALL_TYPES_AND_HALF() {} C10_DEPRECATED_MESSAGE( "AT_DISPATCH_ALL_TYPES_AND_HALF_AND_COMPLEX is deprecated, " "use AT_DISPATCH_ALL_TYPES_AND_COMPLEX_AND(at::ScalarType::Half, ...) " "instead") inline void deprecated_AT_DISPATCH_ALL_TYPES_AND_HALF_AND_COMPLEX() {} } // namespace detail // The AT_DISPATCH_* family of macros provides the ability to // conveniently generate specializations of a kernel over all of the // dtypes we care about in PyTorch. We call it "dispatch" because // we are "dispatching" to the correct, dtype-specific kernel. // // A standard usage looks like: // // AT_DISPATCH_ALL_TYPES(self.scalar_type(), "op_name", [&] { // // Your code here, with 'scalar_t' now defined to // // be the dtype in question // }) // // There are many variations of this macro, so it's important to // understand exactly /which/ dtypes you want to get instantiated, as // well as what the "default" set is. // // The default set of dtypes that are instantiated (e.g., by // AT_DISPATCH_ALL_TYPES) are floating point types (float, double), // and integral types (int32_t, int64_t, int16_t, int8_t, uint8_t), // but NOT booleans (bool), half-precision floats (Half) or // complex number (c10::complex, c10::complex). // This "cut" is somewhat historical (the default types are the // ones that TH historically supported), but it also reflects the // fact that the non-default types are "poorly" behaved (booleans // are NOT integers mod 2, half precision operations ~essentially // don't exist on CPU, complex numbers are an experimental application). // // Here are the questions you should generally ask to decide which // dispatch you want: // // 1. Is this an integral or floating point specific operation? // (If so, you'll want one of the FLOATING or INTEGRAL macros.) // // 2. Should half be supported? (If you're on CPU, the answer is almost // definitely no. If you do want support, use one of the AND_HALF // macros) // // Much rarer situations: // // 3. Should bool be supported? (You often have to write your kernel // differently if arithmetic operations are involved.) If so, // Use AT_DISPATCH_ALL_TYPES_AND along with ScalarType::Bool // // 4. Should complex be supported? The answer is almost always no, // unless you are working on "generic" code that should work on // all dtypes. // // Parameters: // ----------- // // 1. The NAME argument is a "tag" that is used to trace and then // conditionally compile fragments of the case statements such // that the kernel functions are specialized only for the dtypes // that are needed. The NAME parameter *must* be a build time // cons char* (can't be std::string, etc...) // // Please ensure that the NAME is unique for every implementation // or you run the risk of over-including code for the kernel // functions. There is no risk of missing out on any code, so // it's mostly a risk of a Type-2 error, and not a Type-1 error. // // NB: the the_type variable is not used, but we have kept it for // backwards compatibility. It's probably not used by anyone though; // but we're just being safe (and it doesn't hurt.) Note we must // use it to shut up warnings about unused store. #define AT_DISPATCH_FLOATING_TYPES(TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_FLOATING_TYPES_AND_HALF(TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Half, at::Half, __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_FLOATING_TYPES_AND(SCALARTYPE, TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, \ SCALARTYPE, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(TYPE), "'"); \ } \ }() #define AT_DISPATCH_FLOATING_TYPES_AND2( \ SCALARTYPE1, SCALARTYPE2, TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE1, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE2, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(TYPE), "'"); \ } \ }() #define AT_DISPATCH_FLOATING_AND_COMPLEX_TYPES(TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ at::ScalarType::ComplexDouble, \ c10::complex, \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ at::ScalarType::ComplexFloat, \ c10::complex, \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_FLOATING_AND_COMPLEX_TYPES_AND1( \ SCALARTYPE, TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ at::ScalarType::ComplexDouble, c10::complex, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ at::ScalarType::ComplexFloat, c10::complex, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_FLOATING_AND_COMPLEX_TYPES_AND2( \ SCALARTYPE1, SCALARTYPE2, TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ at::ScalarType::ComplexDouble, \ c10::complex, \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ at::ScalarType::ComplexFloat, \ c10::complex, \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE1, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE2, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_INTEGRAL_TYPES(TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Byte, uint8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Char, int8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Int, int32_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Long, int64_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Short, int16_t, __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_INTEGRAL_TYPES_AND(SCALARTYPE, TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Byte, uint8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Char, int8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Int, int32_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Long, int64_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Short, int16_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, \ SCALARTYPE, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_ALL_TYPES(TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Byte, uint8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Char, int8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Int, int32_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Long, int64_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Short, int16_t, __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_COMPLEX_TYPES(TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE( \ NAME, \ at::ScalarType::ComplexFloat, \ c10::complex, \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ at::ScalarType::ComplexDouble, \ c10::complex, \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_QINT_TYPES(TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_QINT_PRIVATE_CASE_TYPE( \ NAME, at::kQInt8, at::qint8, at::kChar, int8_t, __VA_ARGS__) \ AT_QINT_PRIVATE_CASE_TYPE( \ NAME, at::kQUInt8, at::quint8, at::kByte, uint8_t, __VA_ARGS__) \ AT_QINT_PRIVATE_CASE_TYPE( \ NAME, at::kQInt32, at::qint32, at::kInt, int, __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(TYPE), "'"); \ } \ }() #define AT_DISPATCH_QINT_AND_SUB_BYTE_TYPES(TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_QINT_SUB_BYTE_PRIVATE_CASE_TYPE( \ NAME, at::kQInt8, at::qint8, int8_t, CHAR_BIT, SCHAR_MIN, SCHAR_MAX, __VA_ARGS__) \ AT_QINT_SUB_BYTE_PRIVATE_CASE_TYPE( \ NAME, at::kQUInt8, at::quint8, uint8_t, CHAR_BIT, 0, UCHAR_MAX, __VA_ARGS__) \ AT_QINT_SUB_BYTE_PRIVATE_CASE_TYPE( \ NAME, at::kQInt32, at::qint32, int, CHAR_BIT * sizeof(int), INT_MIN, INT_MAX, __VA_ARGS__) \ AT_QINT_SUB_BYTE_PRIVATE_CASE_TYPE( \ NAME, at::kQUInt4x2, at::quint4x2, uint8_t, 4, 0, 15, __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(TYPE), "'"); \ } \ }() #define AT_DISPATCH_ALL_TYPES_AND_COMPLEX(TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op*/ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Byte, uint8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Char, int8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Int, int32_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Long, int64_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Short, int16_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, \ at::ScalarType::ComplexFloat, c10::complex, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, \ at::ScalarType::ComplexDouble, c10::complex, __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_ALL_TYPES_AND(SCALARTYPE, TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op*/ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Byte, uint8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Char, int8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Int, int32_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Long, int64_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Short, int16_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_ALL_TYPES_AND_COMPLEX_AND(SCALARTYPE, TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op*/ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Byte, uint8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Char, int8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Int, int32_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Long, int64_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Short, int16_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ at::ScalarType::ComplexFloat, \ c10::complex, \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ at::ScalarType::ComplexDouble, \ c10::complex, \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_ALL_TYPES_AND2(SCALARTYPE1, SCALARTYPE2, TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op*/ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Byte, uint8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Char, int8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Int, int32_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Long, int64_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Short, int16_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE1, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE2, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_ALL_TYPES_AND_COMPLEX_AND2( \ SCALARTYPE1, SCALARTYPE2, TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op*/ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Byte, uint8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Char, int8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Int, int32_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Long, int64_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Short, int16_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, at::ScalarType::ComplexFloat, c10::complex, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, at::ScalarType::ComplexDouble, c10::complex, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE1, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE2, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_ALL_TYPES_AND3( \ SCALARTYPE1, SCALARTYPE2, SCALARTYPE3, TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op*/ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Byte, uint8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Char, int8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Int, int32_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Long, int64_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Short, int16_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE1, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE2, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE3, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_ALL_TYPES_AND_COMPLEX_AND3( \ SCALARTYPE1, SCALARTYPE2, SCALARTYPE3, TYPE, NAME, ...) \ [&] { \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op*/ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Byte, uint8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Char, int8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Int, int32_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Long, int64_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Short, int16_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, at::ScalarType::ComplexFloat, c10::complex, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, at::ScalarType::ComplexDouble, c10::complex, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE1, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE2, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE( \ NAME, \ SCALARTYPE3, \ decltype(c10::impl::ScalarTypeToCPPType::t), \ __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }() #define AT_DISPATCH_INDEX_TYPES(TYPE, NAME, ...) \ [&] { \ const auto& the_index_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _it = ::detail::scalar_type(the_index_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _it) \ switch (_it) { \ AT_PRIVATE_CASE_TYPE_USING_HINT(NAME, at::ScalarType::Int, int32_t, index_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE_USING_HINT(NAME, at::ScalarType::Long, int64_t, index_t, __VA_ARGS__)\ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_it), "'"); \ } \ }() // ---------------------------------------------------------------------------- // DEPRECATED MACROS, DON'T USE THESE // ---------------------------------------------------------------------------- #define AT_DISPATCH_ALL_TYPES_AND_HALF(TYPE, NAME, ...) \ [&] { \ detail::deprecated_AT_DISPATCH_ALL_TYPES_AND_HALF(); \ const auto& the_type = TYPE; \ /* don't use TYPE again in case it is an expensive or side-effect op */ \ at::ScalarType _st = ::detail::scalar_type(the_type); \ RECORD_KERNEL_FUNCTION_DTYPE(NAME, _st); \ switch (_st) { \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Byte, uint8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Char, int8_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Double, double, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Float, float, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Int, int32_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Long, int64_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Short, int16_t, __VA_ARGS__) \ AT_PRIVATE_CASE_TYPE(NAME, at::ScalarType::Half, at::Half, __VA_ARGS__) \ default: \ AT_ERROR(#NAME, " not implemented for '", toString(_st), "'"); \ } \ }()