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Commit 747dd16c authored by coderfeli's avatar coderfeli
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result correct but strange

parent 14099622
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Showing with 100 additions and 43 deletions
example/ck_tile/15_fused_moe/main.cpp
View file @ 747dd16c
......@@ -11,19 +11,24 @@
template <typename DataType>
auto get_elimit()
{
double rtol = 1e-2;
double atol = 1e-2;
double rtol = 2e-2;
double atol = 2e-2;
return ck_tile::make_tuple(rtol, atol);
}
template <>
auto get_elimit<ck_tile::bf16_t>()
{
double rtol = 1e-2;
double atol = 1e-2;
double rtol = 1e-1;
double atol = 1e-1;
return ck_tile::make_tuple(rtol, atol);
}
template<typename T>
void fill(T * x, int len, T val) {
for(int i = 0; i <len; i++){
x[i] = val;
}
}
// mfma_type, 0:32x32, 1:16x16
// TODO: padding?
template <typename T>
......@@ -133,9 +138,9 @@ auto create_args(int argc, char* argv[])
.insert("tp", "8", "tensor parallel size")
.insert("v", "1", "cpu validation or not")
.insert("kname", "1", "print kernel name or not")
.insert("prec_i", "bf16", "input precision")
.insert("prec_w", "bf16", "weight precision")
.insert("prec_o", "bf16", "output precision")
.insert("prec_i", "fp16", "input precision")
.insert("prec_w", "fp16", "weight precision")
.insert("prec_o", "fp16", "output precision")
.insert("prec_st", "auto", "token scale data type. auto will set to fp32")
.insert("prec_sw", "auto", "weight scale data type. auto will set to fp32")
.insert("prec_sq", "auto", "(dynamic) smooth quant data type. auto will set to fp32")
......@@ -304,14 +309,46 @@ bool run(const ck_tile::ArgParser& arg_parser)
}
else if(init == 3)
{
ck_tile::FillConstant<ADataType>{}(a_host);
ck_tile::FillConstant<GDataType>{}(g_host);
ck_tile::FillConstant<DDataType>{}(d_host);
ck_tile::FillConstant<AScaleDataType>{}(sa_host);
ck_tile::FillConstant<GScaleDataType>{}(sg_host);
ck_tile::FillConstant<DScaleDataType>{}(sd_host);
ck_tile::FillConstant<YSmoothScaleDataType>{}(sy_host);
ck_tile::FillConstant<TopkWeightDataType>{}(topk_weight_host);
// ck_tile::FillConstant<ADataType>{}(a_host);
// ck_tile::FillStepRange<ADataType>{0.f, 16384.f, 1.f}(a_host);
// for (int i = 0 ; i < tokens; i++){
// for (int j = 0; j < hidden_size; j++) {
// a_host.mData[i * hidden_size + j] = ck_tile::type_convert<ADataType>(float(i+1) * 0.1 + float(i * j % 116) * 0.0012);
// }
// }
ck_tile::FillUniformDistribution<ADataType>{0.f, 1.f, seed, true}(a_host);
ck_tile::FillUniformDistribution<GDataType>{0.f, 1.f, seed, true}(g_host);
ck_tile::FillUniformDistribution<DDataType>{0.f, 1.f, seed, true}(d_host);
ck_tile::FillUniformDistribution<AScaleDataType>{-.5f, .5f, seed, true}(sa_host);
ck_tile::FillUniformDistribution<GScaleDataType>{-.5f, .5f, seed, true}(sg_host);
ck_tile::FillUniformDistribution<DScaleDataType>{-.5f, .5f, seed, true}(sd_host);
ck_tile::FillUniformDistribution<YSmoothScaleDataType>{-.5f, .5f, seed, true}(sy_host);
ck_tile::FillUniformDistribution<TopkWeightDataType>{-.5f, .5f, seed, true}(
topk_weight_host);
// a_host.savetxt("a.txt");
// fill((ADataType *)a_host.mData.data(), a_host.size(), ck_tile::type_convert<ADataType>(0.1f));
// fill((GDataType *)g_host.mData.data(), g_host.size(), ck_tile::type_convert<GDataType>(0.1f));
// fill((DDataType *)d_host.mData.data(), d_host.size(), ck_tile::type_convert<DDataType>(0.1f));
// fill((AScaleDataType *)sa_host.mData.data(), sa_host.size(), ck_tile::type_convert<AScaleDataType>(1.f));
// fill((GScaleDataType *)sg_host.mData.data(), sg_host.size(), ck_tile::type_convert<GScaleDataType>(1.f));
// fill((DScaleDataType *)sd_host.mData.data(), sd_host.size(), ck_tile::type_convert<DScaleDataType>(1.f));
// fill((DScaleDataType *)sd_host.mData.data(), sd_host.size(), ck_tile::type_convert<DScaleDataType>(1.f));
// fill((YSmoothScaleDataType *)sy_host.mData.data(), sy_host.size(), ck_tile::type_convert<YSmoothScaleDataType>(1.f));
// fill((TopkWeightDataType *)topk_weight_host.mData.data(), topk_weight_host.size(), ck_tile::type_convert<TopkWeightDataType>(1.f));
// ck_tile::FillNormalDistribution<ADataType>{.1f, .1f, seed, true}(a_host);
// ck_tile::FillNormalDistribution<GDataType>{.1f, .1f, seed, true}(g_host);
// ck_tile::FillNormalDistribution<DDataType>{.1f, .1f, seed, true}(d_host);
// ck_tile::FillNormalDistribution<AScaleDataType>{1.f, 1.f, seed, true}(sa_host);
// ck_tile::FillNormalDistribution<GScaleDataType>{1.f, 1.f, seed, true}(sg_host);
// ck_tile::FillNormalDistribution<DScaleDataType>{1.f, 1.f, seed, true}(sd_host);
// ck_tile::FillNormalDistribution<YSmoothScaleDataType>{1.f, 1.f, seed, true}(sy_host);
// ck_tile::FillNormalDistribution<TopkWeightDataType>{1.f, 1.f, seed, true}(topk_weight_host);
// ck_tile::FillNormalDistribution<DDataType>{0.f, 1.f, seed, true}(d_host);
// ck_tile::FillNormalDistribution<DScaleDataType>{0.f, 1.f, seed, true}(sd_host);
// ck_tile::FillNormalDistribution<YSmoothScaleDataType>{0.f, 1.f, seed, true}(sy_host);
// ck_tile::FillNormalDistribution<TopkWeightDataType>{0.f, 1.f, seed, true}(topk_weight_host);
}
// permute weight
......@@ -498,6 +535,7 @@ bool run(const ck_tile::ArgParser& arg_parser)
auto o_dev = o_buf.ToHost<ODataType>();
o_dev.savetxt("gpu-out.txt", "float");
o_host.savetxt("ref.txt", "float");
auto [rtol, atol] = get_elimit<ADataType>();
pass &= ck_tile::check_err(
o_dev, o_host, std::string("OUT Error: Incorrect results!"), rtol, atol);
......@@ -583,7 +621,7 @@ bool run(const ck_tile::ArgParser& arg_parser)
if(do_validation)
{
ck_tile::reference_fused_moe<AccDataType, ck_tile::element_wise::Gelu>(
ck_tile::reference_fused_moe<AccDataType, ck_tile::element_wise::Silu>(
a_host,
g_host,
d_host,
......
include/ck_tile/host/fill.hpp
View file @ 747dd16c
......@@ -339,7 +339,7 @@ struct FillStepRange
template <typename T>
struct FillConstant
{
T value_{type_convert<T>(1.0f)};
T value_{type_convert<T>(1.f)};
template <typename ForwardIter>
void operator()(ForwardIter first, ForwardIter last) const
......
include/ck_tile/host/reference/reference_fused_moe.hpp
View file @ 747dd16c
......@@ -157,7 +157,7 @@ void reference_fused_moe(
{
AccDataType tmp;
Activation{}(tmp, acc_0(0, i_n));
y(0, i_n) = tmp * acc_0(0, i_n + intermediate_size_1); // TODO: elementwise mul
y(0, i_n) = tmp + acc_0(0, i_n + intermediate_size_1); // TODO: elementwise mul
}
}
......
include/ck_tile/ops/flatmm/block/flatmm_sn_32x128x256_1x4x1_16x16x32_itl.hpp
View file @ 747dd16c
......@@ -201,7 +201,6 @@ struct FlatmmSn_32x128x256_1x4x1_16x16x32_BF16_itl : public FlatmmSn_32x128x256_
// [v_os_b5]"v"(static_cast<index_t>(cached_coords_b[number<5>{}] * sizeof(BDataType))),
// [v_os_b6]"v"(static_cast<index_t>(cached_coords_b[number<6>{}] * sizeof(BDataType))),
// [v_os_b7]"v"(static_cast<index_t>(cached_coords_b[number<7>{}] * sizeof(BDataType))),
[s_tile_os_o]"s"(tile_stride_o_bytes),
[s_tile_os_b]"s"(tile_stride_b_bytes),
[scale_0]"v"(s0),
......@@ -217,7 +216,7 @@ struct FlatmmSn_32x128x256_1x4x1_16x16x32_BF16_itl : public FlatmmSn_32x128x256_
[s_execflag_6]"s"(o_flags[number<6>{}]),
[s_execflag_7]"s"(o_flags[number<7>{}])
:
"memory", "a0", "a1", "a2", "a3", "a4", "a5", "a6", "a7", "a8", "a9",
"memory", "exec","m0","vcc", "scc", "a0", "a1", "a2", "a3", "a4", "a5", "a6", "a7", "a8", "a9",
"a10", "a11", "a12", "a13", "a14", "a15", "a16", "a17", "a18", "a19",
"a20", "a21", "a22", "a23", "a24", "a25", "a26", "a27", "a28", "a29",
"a30", "a31", "a32", "a33", "a34", "a35", "a36", "a37", "a38", "a39",
......@@ -275,14 +274,14 @@ struct FlatmmSn_32x128x256_1x4x1_16x16x32_BF16_itl : public FlatmmSn_32x128x256_
);
#pragma clang diagnostic pop
// clang-format on
if(1) {
printf("\n%d %.1f, %.1f, %.1f, %.1f, %.1f, %.1f, %.1f, %.1f\n",
threadIdx.x,
type_convert<float>(v_debug.x), type_convert<float>(v_debug.y),
type_convert<float>(v_debug1.x), type_convert<float>(v_debug1.y),
type_convert<float>(v_debug2.x), type_convert<float>(v_debug2.y),
type_convert<float>(v_debug3.x), type_convert<float>(v_debug3.y));
// if(threadIdx.x==0) {
// printf("%d\n", threadIdx.x);
// }
if(threadIdx.x == 0) {
printf("%d \n", threadIdx.x);
}
// }
// __syncthreads();
}
};
......@@ -356,6 +355,14 @@ struct FlatmmSn_32x128x256_1x4x1_16x16x32_FP16_itl : public FlatmmSn_32x128x256_
register float v_c29 asm("v93");
register float v_c30 asm("v94");
register float v_c31 asm("v95");
register fp16x2_t v_debug asm("v160");
register fp16x2_t v_debug1 asm("v161");
register fp16x2_t v_debug2 asm("v162");
register fp16x2_t v_debug3 asm("v163");
register fp16x2_t v_debug4 asm("v164");
register fp16x2_t v_debug5 asm("v165");
register fp16x2_t v_debug6 asm("v166");
register fp16x2_t v_debug7 asm("v167");
int32_t nan_hi = 0x7fff0000;
int32_t nan_lo = 0x00007fff;
......@@ -424,7 +431,15 @@ struct FlatmmSn_32x128x256_1x4x1_16x16x32_FP16_itl : public FlatmmSn_32x128x256_
[c28]"+v"(v_c28),
[c29]"+v"(v_c29),
[c30]"+v"(v_c30),
[c31]"+v"(v_c31)
[c31]"+v"(v_c31),
[debug0]"+v"(v_debug),
[debug1]"+v"(v_debug1),
[debug2]"+v"(v_debug2),
[debug3]"+v"(v_debug3),
[debug4]"+v"(v_debug4),
[debug5]"+v"(v_debug5),
[debug6]"+v"(v_debug6),
[debug7]"+v"(v_debug7)
:
[sld_a_base]"n"(0),
[shfl_base]"n"(0),
......@@ -471,7 +486,7 @@ struct FlatmmSn_32x128x256_1x4x1_16x16x32_FP16_itl : public FlatmmSn_32x128x256_
[s_execflag_6]"s"(o_flags[number<6>{}]),
[s_execflag_7]"s"(o_flags[number<7>{}])
:
"memory", "a0", "a1", "a2", "a3", "a4", "a5", "a6", "a7", "a8", "a9",
"memory", "exec","m0","vcc", "scc", "a0", "a1", "a2", "a3", "a4", "a5", "a6", "a7", "a8", "a9",
"a10", "a11", "a12", "a13", "a14", "a15", "a16", "a17", "a18", "a19",
"a20", "a21", "a22", "a23", "a24", "a25", "a26", "a27", "a28", "a29",
"a30", "a31", "a32", "a33", "a34", "a35", "a36", "a37", "a38", "a39",
......@@ -529,6 +544,9 @@ struct FlatmmSn_32x128x256_1x4x1_16x16x32_FP16_itl : public FlatmmSn_32x128x256_
);
#pragma clang diagnostic pop
// clang-format on
if(threadIdx.x == 0) {
printf("%d \n", threadIdx.x);
}
}
};
......
include/ck_tile/ops/fused_moe/pipeline/fused_moegemm_pipeline_flatmm_uk.hpp
View file @ 747dd16c
......@@ -70,10 +70,10 @@ struct FusedMoeGemmPipeline_FlatmmUk
CK_TILE_HOST_DEVICE static constexpr ck_tile::index_t GetSmemSize()
{
constexpr index_t smem_0 = Policy::template GetUK_0<Problem>().GetSmemSize();
constexpr index_t smem_1 = Policy::template GetUK_1<Problem>().GetSmemSize();
constexpr index_t smem_bridge =
BlockShape::Block_M0 * BlockShape::Block_N0;
// constexpr index_t smem_0 = Policy::template GetUK_0<Problem>().GetSmemSize();
// constexpr index_t smem_1 = Policy::template GetUK_1<Problem>().GetSmemSize();
// constexpr index_t smem_bridge =
// BlockShape::Block_M0 * BlockShape::Block_N0;
return 32768;//max(smem_0, max(smem_1, smem_bridge));
}
......@@ -329,7 +329,7 @@ struct FusedMoeGemmPipeline_FlatmmUk
BlockShape::Block_K0, // tile offset for B matrix each unroll
BlockShape::Block_Kr0 *
BlockShape::Block_W0); // tile offset for B matrix each unroll
// for(auto i = 0; i < 8; i++)
// for(auto i = 0; i < 16; i++)
// {
// if(threadIdx.x==0) {
// printf("%d, %.1f, %.1f, %.1f, %.1f\n",i, acc_0_full.get_thread_buffer()[4 * (i) + 0], acc_0_full.get_thread_buffer()[4 * (i) + 1], acc_0_full.get_thread_buffer()[4 * (i) + 2], acc_0_full.get_thread_buffer()[4 * (i) + 3]);
......@@ -366,12 +366,13 @@ struct FusedMoeGemmPipeline_FlatmmUk
}
if (!IsGateOnly) {
for(auto i = 0; i < BlockShape::Repeat_N0 * BlockShape::Repeat_M0; i++)
constexpr auto REPEATS = BlockShape::Repeat_N0 * BlockShape::Repeat_M0;
for(auto i = 0; i < REPEATS; i++)
{
acc_0.get_thread_buffer()[4 * i + 0] *= acc_0_full.get_thread_buffer()[4 * (i + BlockShape::Repeat_N0) + 0];
acc_0.get_thread_buffer()[4 * i + 1] *= acc_0_full.get_thread_buffer()[4 * (i + BlockShape::Repeat_N0) + 1];
acc_0.get_thread_buffer()[4 * i + 2] *= acc_0_full.get_thread_buffer()[4 * (i + BlockShape::Repeat_N0) + 2];
acc_0.get_thread_buffer()[4 * i + 3] *= acc_0_full.get_thread_buffer()[4 * (i + BlockShape::Repeat_N0) + 3];
acc_0.get_thread_buffer()[4 * i + 0] += acc_0_full.get_thread_buffer()[4 * (i + REPEATS) + 0];
acc_0.get_thread_buffer()[4 * i + 1] += acc_0_full.get_thread_buffer()[4 * (i + REPEATS) + 1];
acc_0.get_thread_buffer()[4 * i + 2] += acc_0_full.get_thread_buffer()[4 * (i + REPEATS) + 2];
acc_0.get_thread_buffer()[4 * i + 3] += acc_0_full.get_thread_buffer()[4 * (i + REPEATS) + 3];
}
}
block_sync_lds();
......
script/cmake-ck-dev.sh
View file @ 747dd16c
......@@ -17,7 +17,7 @@ fi
cmake \
-D CMAKE_PREFIX_PATH=/opt/rocm/ \
-D CMAKE_CXX_COMPILER=/opt/rocm/bin/hipcc \
-D CMAKE_CXX_FLAGS="-Xclang -mllvm -Xclang -enable-post-misched=0 -std=c++17 -O3 -ftemplate-backtrace-limit=0 -fPIE -Wno-gnu-line-marker -g -v --save-temps -Wno-gnu-line-marker " \
-D CMAKE_CXX_FLAGS="-Xclang -mllvm -Xclang -enable-post-misched=0 -std=c++17 -O3 -ftemplate-backtrace-limit=0 -fPIE -Wno-gnu-line-marker " \
-D CMAKE_BUILD_TYPE=Release \
-D BUILD_DEV=ON \
-D GPU_TARGETS=$GPU_TARGETS \
......
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