[CK_TILE] Migrate CK Tile examples to Tests to autorun on CI (#2421)

[CK_TILE] Add new ck tile unit test

* Add new ck tile unit test smoke-gemm-universal
* Add new ck tile unit test smoke-gemm-basic
* Add new ck tile unit test topk_softmax
* Add new ck tile unit test add_rmsnorm2d_rdquant_fwd
This commit is contained in:
Cong Ma
2025-07-22 08:15:18 -06:00
committed by GitHub
parent c9886109b4
commit f102eedfb3
61 changed files with 6298 additions and 0 deletions

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function(create_tile_add_rmsnorm2d_rdquant_fwd SUFFIX)
set(TILE_ADD_RMSNORM2D_RDQUANT_FWD "test_ck_tile_add_rmsnorm2d_rdquant_fwd_${SUFFIX}")
message(DEBUG "adding ${TILE_ADD_RMSNORM2D_RDQUANT_FWD}")
file(GLOB INSTANCE_SRCS instances/*.cpp)
add_test_executable(${TILE_ADD_RMSNORM2D_RDQUANT_FWD} add_rmsnorm2d_rdquant_fwd_${SUFFIX}.cpp)
target_include_directories(${TILE_ADD_RMSNORM2D_RDQUANT_FWD} PRIVATE ${CMAKE_CURRENT_LIST_DIR})
target_sources(${TILE_ADD_RMSNORM2D_RDQUANT_FWD} PRIVATE ${INSTANCE_SRCS})
set(TILE_ADD_RMSNORM2D_RDQUANT_FWD_COMPILE_OPTIONS)
# NOTE: we turn off undefined-func-template to let source compile without explicit declare function specializations
list(APPEND TILE_ADD_RMSNORM2D_RDQUANT_FWD_COMPILE_OPTIONS -Wno-undefined-func-template -Wno-float-equal)
target_compile_options(${TILE_ADD_RMSNORM2D_RDQUANT_FWD} PRIVATE ${TILE_ADD_RMSNORM2D_RDQUANT_FWD_COMPILE_OPTIONS})
# TODO: we have to turn off this global prop, otherwise the progress bar generated
# by cmake will print too many files, execvp: /bin/sh: Argument list too long
# however, this property may affect global
# TODO: consider codegen a makefile by us
set_property(GLOBAL PROPERTY RULE_MESSAGES OFF)
endfunction()
if(GPU_TARGETS MATCHES "gfx9")
create_tile_add_rmsnorm2d_rdquant_fwd("fp16")
create_tile_add_rmsnorm2d_rdquant_fwd("bf16")
else()
message(DEBUG "Skipping ck tile add_rmsnorm2d_rdquant_fwd tests for current target")
endif()

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include "ck_tile/core.hpp"
#include "ck_tile/host/kernel_launch.hpp"
#include "ck_tile/ops/add_rmsnorm2d_rdquant.hpp"
#include <string>
template <typename InputDataType, typename QuantizedDataType>
struct AddRmsnormRdquantTypeConfig;
template <>
struct AddRmsnormRdquantTypeConfig<ck_tile::half_t, ck_tile::int8_t>
{
using ADataType = ck_tile::half_t;
using BDataType = ck_tile::half_t;
using GammaDataType = ck_tile::half_t;
using XDataType = ck_tile::half_t;
using YScaleDataType = float;
using QYDataType = ck_tile::int8_t;
using ComputeDataType = float;
};
template <>
struct AddRmsnormRdquantTypeConfig<ck_tile::bf16_t, ck_tile::int8_t>
{
using ADataType = ck_tile::bf16_t;
using BDataType = ck_tile::bf16_t;
using GammaDataType = ck_tile::bf16_t;
using XDataType = ck_tile::bf16_t;
using YScaleDataType = float;
using QYDataType = ck_tile::int8_t;
using ComputeDataType = float;
};
template <>
struct AddRmsnormRdquantTypeConfig<ck_tile::half_t, ck_tile::fp8_t>
{
using ADataType = ck_tile::half_t;
using BDataType = ck_tile::half_t;
using GammaDataType = ck_tile::half_t;
using XDataType = ck_tile::half_t;
using YScaleDataType = float;
using QYDataType = ck_tile::fp8_t;
using ComputeDataType = float;
};
template <>
struct AddRmsnormRdquantTypeConfig<ck_tile::bf16_t, ck_tile::fp8_t>
{
using ADataType = ck_tile::bf16_t;
using BDataType = ck_tile::bf16_t;
using GammaDataType = ck_tile::bf16_t;
using XDataType = ck_tile::bf16_t;
using YScaleDataType = float;
using QYDataType = ck_tile::fp8_t;
using ComputeDataType = float;
};
// runtime args
struct add_rmsnorm2d_rdquant_fwd_args : public ck_tile::AddRmsnorm2dRdquantFwdHostArgs
{
};
// this is used to pattern-match internl kernel implementation, not to instantiate kernel
template <typename InputDataType_,
typename QuantizedDataType_,
ck_tile::index_t Repeat_M_, // each thread repeat along M
ck_tile::index_t Repeat_N_, // each thread repeat along N
ck_tile::index_t ThreadPerBlock_M_, // num threads along M
ck_tile::index_t ThreadPerBlock_N_, // num threads along N
ck_tile::index_t Vector_N_, // vector size along N
bool kPadN_,
bool kSaveX_,
bool kThreePass_>
struct add_rmsnorm2d_rdquant_fwd_traits_
{
using InputDataType = ck_tile::remove_cvref_t<InputDataType_>;
using QuantizedDataType = ck_tile::remove_cvref_t<QuantizedDataType_>;
static constexpr auto WarpSize = ck_tile::get_warp_size();
static constexpr bool is_warp_per_row = ThreadPerBlock_N_ <= WarpSize;
static_assert((ThreadPerBlock_M_ * ThreadPerBlock_N_) % WarpSize == 0);
static constexpr ck_tile::index_t total_warps =
(ThreadPerBlock_M_ * ThreadPerBlock_N_) / WarpSize;
// num of warps along m
static constexpr ck_tile::index_t BlockWarps_M = []() {
if constexpr(is_warp_per_row)
{
static_assert(WarpSize % ThreadPerBlock_N_ == 0);
return total_warps * (WarpSize / ThreadPerBlock_N_);
}
else
{
// static_assert(WarpSize % ThreadPerBlock_M_ == 0);
return total_warps / (ThreadPerBlock_N_ / WarpSize);
}
}();
// num of warps along n
static constexpr ck_tile::index_t BlockWarps_N = []() {
if constexpr(is_warp_per_row)
{
static_assert(WarpSize % ThreadPerBlock_N_ == 0);
return 1;
}
else
{
static_assert(ThreadPerBlock_N_ % WarpSize == 0);
return ThreadPerBlock_N_ / WarpSize;
}
}();
static constexpr ck_tile::index_t Repeat_M = Repeat_M_;
static constexpr ck_tile::index_t Repeat_N = Repeat_N_;
static constexpr ck_tile::index_t Block_M = Repeat_M_ * ThreadPerBlock_M_;
static constexpr ck_tile::index_t Block_N = Repeat_N_ * ThreadPerBlock_N_ * Vector_N_;
static constexpr ck_tile::index_t Warp_M = ThreadPerBlock_M_ / BlockWarps_M;
static constexpr ck_tile::index_t Warp_N = ThreadPerBlock_N_ / BlockWarps_N * Vector_N_;
using BlockTile = ck_tile::sequence<Block_M, Block_N>;
using BlockWarps = ck_tile::sequence<BlockWarps_M, BlockWarps_N>;
using WarpTile = ck_tile::sequence<Warp_M, Warp_N>;
using Vector = ck_tile::sequence<1, Vector_N_>;
using Shape = ck_tile::Generic2dBlockShape<BlockTile, BlockWarps, WarpTile, Vector>;
static constexpr bool kPadN = kPadN_;
static constexpr bool kSaveX = kSaveX_;
static constexpr bool kThreePass = kThreePass_;
};
template <typename Traits_>
float add_rmsnorm2d_rdquant_fwd_(const ck_tile::stream_config& s, add_rmsnorm2d_rdquant_fwd_args a);
// This is the public API, will be generated by script
struct add_rmsnorm2d_rdquant_fwd_traits
{
std::string input_data_type;
std::string quantized_data_type;
bool save_x;
};
float add_rmsnorm2d_rdquant_fwd(add_rmsnorm2d_rdquant_fwd_traits,
add_rmsnorm2d_rdquant_fwd_args,
const ck_tile::stream_config&);

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include "ck_tile/host.hpp"
#include "add_rmsnorm2d_rdquant_fwd.hpp"
#include <cstring>
// different threshold for different dtype
template <typename InputDataType>
auto get_elimit()
{
double rtol = 1e-2;
double atol = 1e-2;
return ck_tile::make_tuple(rtol, atol);
}
template <>
auto get_elimit<ck_tile::bf16_t>()
{
double rtol = 1e-2;
double atol = 1e-2;
return ck_tile::make_tuple(rtol, atol);
}
template <>
auto get_elimit<ck_tile::int8_t>()
{
// due to rounding, int8 quantization might have 1 abs error
double rtol = 1;
double atol = 1;
return ck_tile::make_tuple(rtol, atol);
}
auto create_args(int argc, char* argv[])
{
ck_tile::ArgParser arg_parser;
arg_parser.insert("m", "3328", "m dimension")
.insert("n", "4096", "n dimension")
.insert("stride", "-1", "stride per row, if -1 then equal to n")
.insert("e", "1e-5", "epsilon")
.insert("save_x", "1", "save rms(invrms) or not. set to 1 in training case")
.insert("v", "1", "cpu validation or not")
.insert("kname", "1", "print kernel name or not")
.insert("prec", "fp16", "precision")
.insert("quant", "int8", "precision")
.insert("warmup", "5", "cold iter")
.insert("repeat", "20", "hot iter");
bool result = arg_parser.parse(argc, argv);
return std::make_tuple(result, arg_parser);
}
template <typename InputDataType, typename QuantizedDataType, bool SaveX>
bool run(const ck_tile::ArgParser& arg_parser)
{
ck_tile::index_t m = arg_parser.get_int("m");
ck_tile::index_t n = arg_parser.get_int("n");
ck_tile::index_t stride = arg_parser.get_int("stride");
if(stride < 0)
stride = n;
float epsilon = arg_parser.get_float("e");
std::string input_data_type = arg_parser.get_str("prec");
std::string quantized_data_type = arg_parser.get_str("quant");
int kname = arg_parser.get_int("kname");
int do_validation = arg_parser.get_int("v");
int warmup = arg_parser.get_int("warmup");
int repeat = arg_parser.get_int("repeat");
assert(stride >= n);
using TypeConfig = AddRmsnormRdquantTypeConfig<InputDataType, QuantizedDataType>;
using ADataType = typename TypeConfig::ADataType;
using BDataType = typename TypeConfig::BDataType;
using GammaDataType = typename TypeConfig::GammaDataType;
using XDataType = typename TypeConfig::XDataType;
using YScaleDataType = typename TypeConfig::YScaleDataType;
using QYDataType = typename TypeConfig::QYDataType;
using ComputeDataType = float;
using UnquantYDataType = ck_tile::null_type;
// host verify
ck_tile::HostTensor<ADataType> a_host({m, n}, {stride, 1});
ck_tile::HostTensor<BDataType> b_host({m, n}, {stride, 1});
ck_tile::HostTensor<GammaDataType> gamma_host({n});
ck_tile::HostTensor<XDataType> x_host_ref({m, n}, {stride, 1});
ck_tile::HostTensor<XDataType> x_host_dev({m, n}, {stride, 1});
ck_tile::HostTensor<YScaleDataType> yscale_host_ref({m}, {1});
ck_tile::HostTensor<YScaleDataType> yscale_host_dev({m}, {1});
ck_tile::HostTensor<QYDataType> qy_host_ref({m, n}, {stride, 1});
ck_tile::HostTensor<QYDataType> qy_host_dev({m, n}, {stride, 1});
ck_tile::FillUniformDistribution<ADataType>{-.5f, .5f}(a_host);
ck_tile::FillUniformDistribution<BDataType>{-.5f, .5f}(b_host);
ck_tile::FillUniformDistribution<GammaDataType>{-.5f, .5f}(gamma_host);
ck_tile::DeviceMem a_buf(a_host.get_element_space_size_in_bytes());
ck_tile::DeviceMem b_buf(b_host.get_element_space_size_in_bytes());
ck_tile::DeviceMem gamma_buf(gamma_host.get_element_space_size_in_bytes());
ck_tile::DeviceMem x_buf(x_host_dev.get_element_space_size_in_bytes());
ck_tile::DeviceMem yscale_buf(yscale_host_dev.get_element_space_size_in_bytes());
ck_tile::DeviceMem qy_buf(qy_host_dev.get_element_space_size_in_bytes());
a_buf.ToDevice(a_host.data());
b_buf.ToDevice(b_host.data());
gamma_buf.ToDevice(gamma_host.data());
std::cout << "[" << input_data_type << ", " << quantized_data_type << "]"
<< " m:" << m << ", n:" << n << ", stride:" << stride << std::flush;
add_rmsnorm2d_rdquant_fwd_traits traits{input_data_type, quantized_data_type, SaveX};
add_rmsnorm2d_rdquant_fwd_args args{a_buf.GetDeviceBuffer(),
b_buf.GetDeviceBuffer(),
gamma_buf.GetDeviceBuffer(),
x_buf.GetDeviceBuffer(),
yscale_buf.GetDeviceBuffer(),
qy_buf.GetDeviceBuffer(),
epsilon,
m,
n,
stride};
float ave_time = add_rmsnorm2d_rdquant_fwd(
traits, args, ck_tile::stream_config{nullptr, true, kname ? 1 : 0, warmup, repeat});
std::size_t num_byte = sizeof(ADataType) * m * n + sizeof(BDataType) * m * n +
sizeof(GammaDataType) * n + sizeof(YScaleDataType) * m +
sizeof(QYDataType) * m * n;
if constexpr(SaveX)
num_byte += sizeof(XDataType) * m * n;
float gb_per_sec = num_byte / 1.E6 / ave_time;
std::cout << ", " << ave_time * 1.E3 << " us, " << gb_per_sec << " GB/s" << std::endl;
bool pass = true;
if(do_validation)
{
using YDataType = ComputeDataType;
using InvRmsDataType = InputDataType;
// Add
{
auto op = [](const auto& v0, const auto& v1) { return v0 + v1; };
ck_tile::reference_binary_elementwise<ADataType, BDataType, XDataType, ComputeDataType>(
a_host, b_host, x_host_ref, op);
if constexpr(SaveX)
{
x_buf.FromDevice(x_host_dev.data());
auto [rtol, atol] = get_elimit<XDataType>();
if(stride == n)
{
pass = ck_tile::check_err(x_host_dev,
x_host_ref,
std::string("x Error: Incorrect results!"),
rtol,
atol);
}
else
{
for(int i_r = 0; i_r < m; i_r++)
{
std::vector<QYDataType> x_host_dev_row(x_host_dev.begin() + i_r * stride,
x_host_dev.begin() + i_r * stride +
n);
std::vector<QYDataType> x_host_ref_row(x_host_ref.begin() + i_r * stride,
x_host_ref.begin() + i_r * stride +
n);
pass &= ck_tile::check_err(x_host_dev_row,
x_host_ref_row,
std::string("x[") + std::to_string(i_r) +
std::string("] Error: Incorrect results!"),
rtol,
atol);
}
}
}
}
ck_tile::HostTensor<YDataType> y_host({m, n});
// Rmsnorm2d
{
ck_tile::HostTensor<InvRmsDataType> invRms_host_ref({m});
ck_tile::HostTensor<UnquantYDataType> unquant_y_host_ref({m, n});
// CAUSION: kernel use ComputeDataType version of x, but we use XDataType here for
// simplicity
ck_tile::reference_rmsnorm2d_fwd<XDataType,
GammaDataType,
ComputeDataType,
YDataType,
InvRmsDataType,
UnquantYDataType>(
x_host_ref, gamma_host, y_host, invRms_host_ref, unquant_y_host_ref, epsilon);
}
// yscale
{
ck_tile::HostTensor<YDataType> y_rowwise_amax_host({m});
using ReduceAmax = ck_tile::ReduceOp::AbsMax;
ck_tile::reference_reduce<YDataType, ComputeDataType, YDataType>(
y_host, y_rowwise_amax_host, ReduceAmax{});
auto op = [](const auto& v0) {
return v0 /
ck_tile::type_convert<ComputeDataType>(ck_tile::numeric<QYDataType>::max());
};
ck_tile::reference_unary_elementwise<YDataType, YScaleDataType, ComputeDataType>(
y_rowwise_amax_host, yscale_host_ref, op);
yscale_buf.FromDevice(yscale_host_dev.mData.data());
auto [rtol, atol] = get_elimit<YScaleDataType>();
pass &= ck_tile::check_err(yscale_host_dev,
yscale_host_ref,
std::string("yscale Error: Incorrect results!"),
rtol,
atol);
}
// rowwise quantization
{
ck_tile::reference_rowwise_quantization2d<YDataType, YScaleDataType, QYDataType>(
y_host, yscale_host_ref, qy_host_ref);
qy_buf.FromDevice(qy_host_dev.data());
auto [rtol, atol] = get_elimit<QYDataType>();
if(stride == n)
{
pass = ck_tile::check_err(qy_host_dev,
qy_host_ref,
std::string("qy Error: Incorrect results!"),
rtol,
atol);
}
else
{
for(int i_r = 0; i_r < m; i_r++)
{
std::vector<QYDataType> qy_host_dev_row(qy_host_dev.begin() + i_r * stride,
qy_host_dev.begin() + i_r * stride + n);
std::vector<QYDataType> qy_host_ref_row(qy_host_ref.begin() + i_r * stride,
qy_host_ref.begin() + i_r * stride + n);
pass &= ck_tile::check_err(qy_host_dev_row,
qy_host_ref_row,
std::string("qy[") + std::to_string(i_r) +
std::string("] Error: Incorrect results!"),
rtol,
atol);
}
}
}
std::cout << ", valid:" << (pass ? "y" : "n") << std::flush << std::endl;
}
return pass;
}
bool dispatch_by_type(int argc, char* argv[])
{
auto [result, arg_parser] = create_args(argc, argv);
if(!result)
return false;
const std::string input_data_type = arg_parser.get_str("prec");
const std::string quantized_data_type = arg_parser.get_str("quant");
int save_x = arg_parser.get_int("save_x");
if(input_data_type == "fp16" && quantized_data_type == "int8" && save_x)
{
return run<ck_tile::half_t, ck_tile::int8_t, true>(arg_parser);
}
else if(input_data_type == "fp16" && quantized_data_type == "int8" && !save_x)
{
return run<ck_tile::half_t, ck_tile::int8_t, false>(arg_parser);
}
else if(input_data_type == "bf16" && quantized_data_type == "int8" && save_x)
{
return run<ck_tile::bf16_t, ck_tile::int8_t, true>(arg_parser);
}
else if(input_data_type == "bf16" && quantized_data_type == "int8" && !save_x)
{
return run<ck_tile::bf16_t, ck_tile::int8_t, true>(arg_parser);
}
else if(input_data_type == "fp16" && quantized_data_type == "fp8" && save_x)
{
return run<ck_tile::half_t, ck_tile::fp8_t, true>(arg_parser);
}
else if(input_data_type == "fp16" && quantized_data_type == "fp8" && !save_x)
{
return run<ck_tile::half_t, ck_tile::fp8_t, false>(arg_parser);
}
else if(input_data_type == "bf16" && quantized_data_type == "fp8" && save_x)
{
return run<ck_tile::bf16_t, ck_tile::fp8_t, true>(arg_parser);
}
else if(input_data_type == "bf16" && quantized_data_type == "fp8" && !save_x)
{
return run<ck_tile::bf16_t, ck_tile::fp8_t, true>(arg_parser);
}
return false;
}
int run_add_rmsnorm2d_rdquant_combinations(std::string const& data_type)
{
constexpr size_t PARAM_COUNT = 11;
char bufs[PARAM_COUNT][64];
char* argv[PARAM_COUNT];
for(std::size_t i = 0; i < PARAM_COUNT; i++)
{
argv[i] = bufs[i];
}
std::vector<std::vector<std::string>> params = {
{"-m=99", "-n=13"},
{"-m=17", "-n=16"},
{"-m=1", "-n=100"},
{"-m=4", "-n=128"},
{"-m=80", "-n=127"},
{"-m=22", "-n=255", "-stride=256"},
{"-m=7", "-n=599"},
{"-m=19", "-n=512"},
{"-m=33", "-n=313", "-stride=1000"},
{"-m=11", "-n=510"},
{"-m=171", "-n=676", "-stride=818"},
{"-m=91", "-n=636"},
{"-m=12", "-n=768", "-stride=800"},
{"-m=100", "-n=766", "-stride=812"},
{"-m=31", "-n=1024"},
{"-m=64", "-n=1000", "-stride=1004"},
{"-m=8", "-n=1501"},
{"-m=3", "-n=1826"},
{"-m=5", "-n=2040"},
{"-m=7", "-n=2734"},
{"-m=1", "-n=3182"},
{"-m=9", "-n=4096"},
{"-m=3", "-n=8192"},
{"-m=1", "-n=10547"},
{"-m=3", "-n=17134"},
};
bool result = true;
std::string pr_i = "-prec=" + data_type;
strncpy(bufs[0], "add_rmsnorm2d_rdquant_fwd", 64);
strncpy(bufs[1], pr_i.c_str(), 64);
for(size_t i = 0; i < params.size(); i++)
{
for(size_t j = 0; j < params[i].size(); j++)
{
strncpy(bufs[j + 2], params[i][j].c_str(), 64);
}
int argc = params[i].size() + 2;
result = dispatch_by_type(argc, argv) && result;
}
return result ? 0 : -1;
}

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd.inc"
int main() { return run_add_rmsnorm2d_rdquant_combinations("bf16"); }

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd.inc"
int main() { return run_add_rmsnorm2d_rdquant_combinations("fp16"); }

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include <ck_tile/core.hpp>
#include "add_rmsnorm2d_rdquant_fwd.hpp"
template <typename InputDataType_,
typename QuantizedDataType_,
ck_tile::index_t Repeat_M_, // each thread repeat along M
ck_tile::index_t Repeat_N_, // each thread repeat along N
ck_tile::index_t ThreadPerBlock_M_, // num threads along M
ck_tile::index_t ThreadPerBlock_N_, // num threads along N
ck_tile::index_t Vector_N_, // vector size along N
bool kPadN_,
bool kSaveX_,
bool kThreePass_>
using trait_ = add_rmsnorm2d_rdquant_fwd_traits_<InputDataType_,
QuantizedDataType_,
Repeat_M_,
Repeat_N_,
ThreadPerBlock_M_,
ThreadPerBlock_N_,
Vector_N_,
kPadN_,
kSaveX_,
kThreePass_>;
template <typename input_data_type, typename quantized_data_type>
float add_rmsnorm2d_rdquant_fwd_b16_(add_rmsnorm2d_rdquant_fwd_traits t,
add_rmsnorm2d_rdquant_fwd_args a,
const ck_tile::stream_config& s)
{
float r = -1;
// clang-format off
// rm rn tm tn vn pd x 3p
if(a.n <= 64) {
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 1, 4, 64, 1, true, true, false>>(s, a);
}
else if(a.n <= 128) {
if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 1, 4, 64, 2, true, true, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 4, 64, 1, true, true, false>>(s, a);
}
else if(a.n <= 256) {
if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 1, 4, 64, 4, true, true, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 4, 64, 2, true, true, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 4, 64, 1, true, true, false>>(s, a);
}
else if(a.n <= 512) {
if (a.n % 8 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 1, 4, 64, 8, true, true, false>>(s, a);
else if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 4, 64, 4, true, true, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 4, 64, 2, true, true, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 8, 4, 64, 1, true, true, false>>(s, a);
}
else if(a.n <= 768) {
if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 3, 4, 64, 4, true, true, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 6, 4, 64, 2, true, true, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1,12, 4, 64, 1, true, true, false>>(s, a);
}
else if(a.n <= 1024) {
if (a.n % 8 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 1, 2, 128, 8, true, true, false>>(s, a);
else if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 2, 128, 4, true, true, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 2, 128, 2, true, true, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 256, 1, true, true, false>>(s, a);
}
else if(a.n <= 1536) {
if (a.n % 8 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 3, 4, 64, 8, true, true, false>>(s, a);
else if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 3, 2, 128, 4, true, true, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 3, 1, 256, 2, true, true, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 6, 1, 256, 1, true, true, false>>(s, a);
}
else if(a.n <= 2048) {
if (a.n % 8 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 1, 1, 256, 8, true, true, false>>(s, a);
else if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 1, 256, 4, true, true, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 256, 2, true, true, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 8, 1, 256, 1, true, true, false>>(s, a);
}
else if(a.n <= 3072) {
if (a.n % 8 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 3, 1, 128, 8, true, true, false>>(s, a);
else if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 3, 1, 256, 4, true, true, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 6, 1, 256, 2, true, true, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 3, 1, 1024, 1, true, true, false>>(s, a);
}
else if(a.n <= 4096) {
if (a.n % 8 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 1, 256, 8, true, true, false>>(s, a);
else if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 256, 4, true, true, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 1, 1024, 2, true, true, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 1024, 1, true, true, false>>(s, a);
}
else if(a.n <= 8192) {
if(a.n<8192){
if(t.save_x){
if (a.n % 8 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 1, 512, 8, true, true, false>>(s, a);
else if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 512, 4, true, true, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 1024, 2, true, true, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 8, 1, 1024, 1, true, true, false>>(s, a);
}
else{
if (a.n % 8 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 1, 512, 8, true, false, false>>(s, a);
else if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 512, 4, true, false, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 1024, 2, true, false, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 8, 1, 1024, 1, true, false, false>>(s, a);
}
}
else{
if(t.save_x){
if (a.n % 8 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 1, 512, 8, false, true, false>>(s, a);
else if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 512, 4, false, true, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 1024, 2, false, true, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 8, 1, 1024, 1, false, true, false>>(s, a);
}
else{
if (a.n % 8 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 1, 512, 8, false, false, false>>(s, a);
else if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 512, 4, false, false, false>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 1024, 2, false, false, false>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 8, 1, 1024, 1, false, false, false>>(s, a);
}
}
}
else if(a.n > 8192) {
if (a.n % 8 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 2, 1, 512, 8, true, true, true>>(s, a);
else if (a.n % 4 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 512, 4, true, true, true>>(s, a);
else if (a.n % 2 == 0)
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 4, 1, 1024, 2, true, true, true>>(s, a);
else
r = add_rmsnorm2d_rdquant_fwd_<trait_<input_data_type, quantized_data_type, 1, 8, 1, 1024, 1, true, true, true>>(s, a);
}
return r;
// clang-format on
}
float add_rmsnorm2d_rdquant_fwd(add_rmsnorm2d_rdquant_fwd_traits t,
add_rmsnorm2d_rdquant_fwd_args a,
const ck_tile::stream_config& s)
{
if(t.input_data_type.compare("fp16") == 0 && t.quantized_data_type.compare("int8") == 0 &&
t.save_x)
{
return add_rmsnorm2d_rdquant_fwd_b16_<ck_tile::fp16_t, ck_tile::int8_t>(t, a, s);
}
else if(t.input_data_type.compare("fp16") == 0 && t.quantized_data_type.compare("int8") == 0 &&
!t.save_x)
{
return add_rmsnorm2d_rdquant_fwd_b16_<ck_tile::fp16_t, ck_tile::int8_t>(t, a, s);
}
else if(t.input_data_type.compare("bf16") == 0 && t.quantized_data_type.compare("int8") == 0 &&
t.save_x)
{
return add_rmsnorm2d_rdquant_fwd_b16_<ck_tile::bf16_t, ck_tile::int8_t>(t, a, s);
}
else if(t.input_data_type.compare("bf16") == 0 && t.quantized_data_type.compare("int8") == 0 &&
!t.save_x)
{
return add_rmsnorm2d_rdquant_fwd_b16_<ck_tile::bf16_t, ck_tile::int8_t>(t, a, s);
}
else if(t.input_data_type.compare("fp16") == 0 && t.quantized_data_type.compare("fp8") == 0 &&
t.save_x)
{
return add_rmsnorm2d_rdquant_fwd_b16_<ck_tile::fp16_t, ck_tile::fp8_t>(t, a, s);
}
else if(t.input_data_type.compare("fp16") == 0 && t.quantized_data_type.compare("fp8") == 0 &&
!t.save_x)
{
return add_rmsnorm2d_rdquant_fwd_b16_<ck_tile::fp16_t, ck_tile::fp8_t>(t, a, s);
}
else if(t.input_data_type.compare("bf16") == 0 && t.quantized_data_type.compare("fp8") == 0 &&
t.save_x)
{
return add_rmsnorm2d_rdquant_fwd_b16_<ck_tile::bf16_t, ck_tile::fp8_t>(t, a, s);
}
else if(t.input_data_type.compare("bf16") == 0 && t.quantized_data_type.compare("fp8") == 0 &&
!t.save_x)
{
return add_rmsnorm2d_rdquant_fwd_b16_<ck_tile::bf16_t, ck_tile::fp8_t>(t, a, s);
}
else
throw std::runtime_error("Without supported instances!");
}

View File

@@ -0,0 +1,26 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
#if 0
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, 1, 2, 4, 64, 8, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, 1, 4, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, 1, 8, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, 1, 16, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, 1, 1, 1, 256, 4, true , true, false>>(const S&, A);
#endif
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 1, 2, 128, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 2, 128, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 2, 128, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 256, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 1, 2, 128, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 2, 128, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 2, 128, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 256, 1, true, true, false>>(const S&, A);
// clang-format on

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@@ -0,0 +1,17 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 3, 4, 64, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 3, 2, 128, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 3, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 6, 1, 256, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 3, 4, 64, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 3, 2, 128, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 3, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 6, 1, 256, 1, true, true, false>>(const S&, A);
// clang-format on

View File

@@ -0,0 +1,18 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 1, 1, 256, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 8, 1, 256, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 1, 1, 256, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 8, 1, 256, 1, true, true, false>>(const S&, A);
// clang-format on

View File

@@ -0,0 +1,15 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 1, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 1, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 4, 64, 1, true , true, false>>(const S&, A);
// clang-format on

View File

@@ -0,0 +1,17 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 3, 1, 128, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 3, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 6, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 3, 1, 1024, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 3, 1, 128, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 3, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 6, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 3, 1, 1024, 1, true, true, false>>(const S&, A);
// clang-format on

View File

@@ -0,0 +1,17 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 1, 256, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 1, 1024, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 1024, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 1, 256, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 1, 1024, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 1, true, true, false>>(const S&, A);
// clang-format on

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@@ -0,0 +1,17 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 1, 4, 64, 8, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 8, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 1, 4, 64, 8, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 8, 4, 64, 1, true , true, false>>(const S&, A);
// clang-format on

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@@ -0,0 +1,15 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 1, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 1, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 1, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 1, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 4, 64, 1, true , true, false>>(const S&, A);
// clang-format on

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@@ -0,0 +1,15 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 3, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 6, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 12, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 3, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 6, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 12, 4, 64, 1, true , true, false>>(const S&, A);
// clang-format on

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@@ -0,0 +1,42 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 1, 512, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 512, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 1024, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 8, 1, 1024, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 1, 512, 8, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 512, 4, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 1024, 2, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 8, 1, 1024, 1, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 1, 512, 8, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 512, 4, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 1024, 2, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 8, 1, 1024, 1, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 1, 512, 8, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 512, 4, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 1024, 2, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 8, 1, 1024, 1, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 1, 512, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 512, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 8, 1, 1024, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 1, 512, 8, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 512, 4, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 2, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 8, 1, 1024, 1, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 1, 512, 8, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 512, 4, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 2, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 8, 1, 1024, 1, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 1, 512, 8, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 512, 4, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 2, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 8, 1, 1024, 1, false, false, false>>(const S&, A);
// clang-format on

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@@ -0,0 +1,17 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 2, 1, 512, 8, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 512, 4, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 4, 1, 1024, 2, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::int8_t, 1, 8, 1, 1024, 1, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 2, 1, 512, 8, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 512, 4, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 2, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::bf16_t, ck_tile::fp8_t, 1, 8, 1, 1024, 1, true, true, true>>(const S&, A);
// clang-format on

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@@ -0,0 +1,26 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
#if 0
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, 1, 2, 4, 64, 8, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, 1, 4, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, 1, 8, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, 1, 16, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, 1, 1, 1, 256, 4, true , true, false>>(const S&, A);
#endif
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 1, 2, 128, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 2, 128, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 2, 128, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 256, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 1, 2, 128, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 2, 128, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 2, 128, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 256, 1, true, true, false>>(const S&, A);
// clang-format on

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@@ -0,0 +1,17 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 3, 4, 64, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 3, 2, 128, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 3, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 6, 1, 256, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 3, 4, 64, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 3, 2, 128, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 3, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 6, 1, 256, 1, true, true, false>>(const S&, A);
// clang-format on

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@@ -0,0 +1,18 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 1, 1, 256, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 8, 1, 256, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 1, 1, 256, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 8, 1, 256, 1, true, true, false>>(const S&, A);
// clang-format on

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@@ -0,0 +1,15 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 1, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 1, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 4, 64, 1, true , true, false>>(const S&, A);
// clang-format on

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@@ -0,0 +1,17 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 3, 1, 128, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 3, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 6, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 3, 1, 1024, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 3, 1, 128, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 3, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 6, 1, 256, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 3, 1, 1024, 1, true, true, false>>(const S&, A);
// clang-format on

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@@ -0,0 +1,17 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 1, 256, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 1, 1024, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 1024, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 1, 256, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 256, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 1, 1024, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 1, true, true, false>>(const S&, A);
// clang-format on

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 1, 4, 64, 8, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 8, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 1, 4, 64, 8, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 8, 4, 64, 1, true , true, false>>(const S&, A);
// clang-format on

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 1, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 1, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 1, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 1, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 4, 64, 1, true , true, false>>(const S&, A);
// clang-format on

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 3, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 6, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 12, 4, 64, 1, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 3, 4, 64, 4, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 6, 4, 64, 2, true , true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 12, 4, 64, 1, true , true, false>>(const S&, A);
// clang-format on

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 1, 512, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 512, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 1024, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 8, 1, 1024, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 1, 512, 8, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 512, 4, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 1024, 2, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 8, 1, 1024, 1, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 1, 512, 8, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 512, 4, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 1024, 2, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 8, 1, 1024, 1, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 1, 512, 8, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 512, 4, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 1024, 2, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 8, 1, 1024, 1, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 1, 512, 8, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 512, 4, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 2, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 8, 1, 1024, 1, true, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 1, 512, 8, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 512, 4, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 2, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 8, 1, 1024, 1, true, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 1, 512, 8, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 512, 4, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 2, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 8, 1, 1024, 1, false, false, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 1, 512, 8, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 512, 4, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 2, false, true, false>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 8, 1, 1024, 1, false, true, false>>(const S&, A);
// clang-format on

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "add_rmsnorm2d_rdquant_fwd_instance_common.hpp"
// clang-format off
// rm rn tm tn vn pd x 3p
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 2, 1, 512, 8, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 512, 4, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 4, 1, 1024, 2, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::int8_t, 1, 8, 1, 1024, 1, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 2, 1, 512, 8, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 512, 4, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 4, 1, 1024, 2, true, true, true>>(const S&, A);
template float add_rmsnorm2d_rdquant_fwd_<trait_<ck_tile::fp16_t, ck_tile::fp8_t, 1, 8, 1, 1024, 1, true, true, true>>(const S&, A);
// clang-format on

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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include <ck_tile/core.hpp>
#include "add_rmsnorm2d_rdquant_fwd.hpp"
#include <iostream>
#pragma once
using S = ck_tile::stream_config;
using A = add_rmsnorm2d_rdquant_fwd_args;
template <typename InputDataType_,
typename QuantizedDataType_,
ck_tile::index_t Repeat_M_, // each thread repeat along M
ck_tile::index_t Repeat_N_, // each thread repeat along N
ck_tile::index_t ThreadPerBlock_M_, // num threads along M
ck_tile::index_t ThreadPerBlock_N_, // num threads along N
ck_tile::index_t Vector_N_, // vector size along N
bool kPadN_,
bool kSaveInvRms_,
bool kTwoPass_>
using trait_ = add_rmsnorm2d_rdquant_fwd_traits_<InputDataType_,
QuantizedDataType_,
Repeat_M_,
Repeat_N_,
ThreadPerBlock_M_,
ThreadPerBlock_N_,
Vector_N_,
kPadN_,
kSaveInvRms_,
kTwoPass_>;
template <typename Traits_>
float add_rmsnorm2d_rdquant_fwd_(const S& s, A a)
{
using InputDataType = typename Traits_::InputDataType;
using QuantizedDataType = typename Traits_::QuantizedDataType;
using PipelineProblem = ck_tile::AddRmsnorm2dRdquantFwdPipelineProblem<
typename AddRmsnormRdquantTypeConfig<InputDataType, QuantizedDataType>::ADataType,
typename AddRmsnormRdquantTypeConfig<InputDataType, QuantizedDataType>::BDataType,
typename AddRmsnormRdquantTypeConfig<InputDataType, QuantizedDataType>::GammaDataType,
typename AddRmsnormRdquantTypeConfig<InputDataType, QuantizedDataType>::ComputeDataType,
typename AddRmsnormRdquantTypeConfig<InputDataType, QuantizedDataType>::XDataType,
typename AddRmsnormRdquantTypeConfig<InputDataType, QuantizedDataType>::YScaleDataType,
typename AddRmsnormRdquantTypeConfig<InputDataType, QuantizedDataType>::QYDataType,
typename Traits_::Shape,
Traits_::kPadN,
Traits_::kSaveX,
Traits_::kThreePass>;
using OnePassPipeline = ck_tile::AddRmsnorm2dRdquantFwdPipelineOnePass<PipelineProblem>;
using ThreePassPipeline = ck_tile::AddRmsnorm2dRdquantFwdPipelineThreePass<PipelineProblem>;
using Pipeline = std::conditional_t<Traits_::kThreePass, ThreePassPipeline, OnePassPipeline>;
using Kernel = ck_tile::AddRmsnorm2dRdquantFwd<Pipeline>;
const dim3 grids = Kernel::GridSize(a);
constexpr dim3 blocks = Kernel::BlockSize();
constexpr ck_tile::index_t kBlockPerCu = 1;
auto kargs = Kernel::MakeKargs(a);
if(s.log_level_ > 0)
std::cout << ", " << Kernel::GetName() << std::flush;
return ck_tile::launch_kernel(
s, ck_tile::make_kernel<blocks.x, kBlockPerCu>(Kernel{}, grids, blocks, 0, kargs));
}