mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-12 09:16:52 +00:00
faster: output skip LDS
This commit is contained in:
Chao Liu
286
src/include/direct_convolution_3.cuh
Normal file
286
src/include/direct_convolution_3.cuh
Normal file
@@ -0,0 +1,286 @@
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#pragma once
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#include "constant_tensor_descriptor.cuh"
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#include "blockwise_tensor_op.cuh"
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#include "blockwise_convolution.cuh"
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#include "threadwise_tensor_op.cuh"
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#include "threadwise_convolution.cuh"
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template <class TFloat,
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class InGlobalDesc,
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class WeiGlobalDesc,
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class OutGlobalDesc,
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unsigned OutTileSizeH,
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unsigned OutTileSizeW,
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unsigned NPerBlock,
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unsigned KPerBlock,
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unsigned CPerBlock,
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unsigned YPerBlock,
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unsigned XPerBlock,
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unsigned NPerThread,
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unsigned KPerThread,
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unsigned CPerThread,
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unsigned NBlockOpLen0,
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unsigned NBlockOpLen1,
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unsigned NBlockOpLen2,
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unsigned NBlockOpLen3,
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unsigned BlockSize,
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unsigned GridSize>
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__global__ void gridwise_convolution(InGlobalDesc,
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TFloat* const __restrict__ p_in_global,
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WeiGlobalDesc,
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TFloat* const __restrict__ p_wei_global,
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OutGlobalDesc,
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TFloat* __restrict__ p_out_global)
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{
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constexpr auto I0 = Index<0>{};
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constexpr auto I1 = Index<1>{};
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constexpr auto I2 = Index<2>{};
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constexpr auto I3 = Index<3>{};
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constexpr auto in_global_desc = InGlobalDesc{};
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constexpr auto wei_global_desc = WeiGlobalDesc{};
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constexpr auto out_global_desc = OutGlobalDesc{};
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constexpr unsigned S = wei_global_desc.GetLength(I2);
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constexpr unsigned R = wei_global_desc.GetLength(I3);
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constexpr unsigned HoPerBlock = OutTileSizeH * YPerBlock;
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constexpr unsigned WoPerBlock = OutTileSizeW * XPerBlock;
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constexpr unsigned HiPerBlock = YPerBlock * OutTileSizeH + S - 1;
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constexpr unsigned WiPerBlock = XPerBlock * OutTileSizeW + R - 1;
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constexpr auto in_block_global_desc = make_ConstantTensorDescriptor(
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Sequence<NPerBlock, CPerBlock, HiPerBlock, WiPerBlock>{}, in_global_desc.GetStrides());
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constexpr auto wei_block_global_desc = make_ConstantTensorDescriptor(
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Sequence<KPerBlock, CPerBlock, S, R>{}, wei_global_desc.GetStrides());
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constexpr auto in_block_desc = make_ConstantTensorDescriptor(in_block_global_desc.GetLengths());
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constexpr auto wei_block_desc =
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make_ConstantTensorDescriptor(wei_block_global_desc.GetLengths());
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// shared mem
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constexpr unsigned in_block_size = in_block_desc.GetElementSpace();
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constexpr unsigned wei_block_size = wei_block_desc.GetElementSpace();
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__shared__ TFloat p_in_block[in_block_size];
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__shared__ TFloat p_wei_block[wei_block_size];
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// threadwise tensors
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constexpr unsigned InTileSizeH = OutTileSizeH + S - 1;
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constexpr unsigned InTileSizeW = OutTileSizeW + R - 1;
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constexpr auto in_thread_block_desc = make_ConstantTensorDescriptor(
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Sequence<NPerThread, CPerThread, InTileSizeH, InTileSizeW>{}, in_block_desc.GetStrides());
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constexpr auto wei_thread_block_desc = make_ConstantTensorDescriptor(
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Sequence<KPerThread, CPerThread, S, R>{}, wei_block_desc.GetStrides());
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constexpr auto in_thread_desc =
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make_ConstantTensorDescriptor(in_thread_block_desc.GetLengths());
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constexpr auto wei_thread_desc =
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make_ConstantTensorDescriptor(wei_thread_block_desc.GetLengths());
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constexpr auto out_thread_desc =
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get_output_4d_tensor_descriptor(in_thread_desc, wei_thread_desc);
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constexpr auto out_thread_global_desc =
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make_ConstantTensorDescriptor(out_thread_desc.GetLengths(), out_global_desc.GetStrides());
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// register
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constexpr unsigned in_thread_size = in_thread_desc.GetElementSpace();
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constexpr unsigned wei_thread_size = wei_thread_desc.GetElementSpace();
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constexpr unsigned out_thread_size = out_thread_desc.GetElementSpace();
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TFloat p_in_thread[in_thread_size];
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TFloat p_wei_thread[wei_thread_size];
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TFloat p_out_thread[out_thread_size];
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// divide block work
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constexpr unsigned NBlockWork = (out_global_desc.GetLength(I0) + NPerBlock - 1) / NPerBlock;
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constexpr unsigned KBlockWork = (out_global_desc.GetLength(I1) + KPerBlock - 1) / KPerBlock;
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constexpr unsigned YBlockWork = (out_global_desc.GetLength(I2) + HoPerBlock - 1) / HoPerBlock;
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constexpr unsigned XBlockWork = (out_global_desc.GetLength(I3) + WoPerBlock - 1) / WoPerBlock;
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const unsigned block_id = blockIdx.x;
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unsigned itmp = block_id;
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const unsigned n_block_work_id = itmp / (KBlockWork * YBlockWork * XBlockWork);
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itmp -= n_block_work_id * (KBlockWork * YBlockWork * XBlockWork);
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const unsigned k_block_work_id = itmp / (YBlockWork * XBlockWork);
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itmp -= k_block_work_id * (YBlockWork * XBlockWork);
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const unsigned y_block_work_id = itmp / XBlockWork;
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const unsigned x_block_work_id = itmp - y_block_work_id * XBlockWork;
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const unsigned n_block_data_offset = n_block_work_id * NPerBlock;
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const unsigned k_block_data_offset = k_block_work_id * KPerBlock;
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const unsigned y_block_data_offset = y_block_work_id * YPerBlock;
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const unsigned x_block_data_offset = x_block_work_id * XPerBlock;
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const unsigned ho_block_data_offset = y_block_data_offset * OutTileSizeH;
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const unsigned wo_block_data_offset = x_block_data_offset * OutTileSizeW;
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const unsigned hi_block_data_offset = ho_block_data_offset; // minus padding
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const unsigned wi_block_data_offset = wo_block_data_offset; // minus padding
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// divide thread work
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constexpr unsigned NThreadWork = (NPerBlock + NPerThread - 1) / NPerThread;
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constexpr unsigned KThreadWork = (KPerBlock + KPerThread - 1) / KPerThread;
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constexpr unsigned YThreadWork = YPerBlock;
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constexpr unsigned XThreadWork = XPerBlock;
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const unsigned thread_id = threadIdx.x;
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itmp = thread_id;
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const unsigned n_thread_work_id = itmp / (KThreadWork * YThreadWork * XThreadWork);
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itmp -= n_thread_work_id * (KThreadWork * YThreadWork * XThreadWork);
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const unsigned k_thread_work_id = itmp / (YThreadWork * XThreadWork);
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itmp -= k_thread_work_id * (YThreadWork * XThreadWork);
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const unsigned y_thread_work_id = itmp / XThreadWork;
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const unsigned x_thread_work_id = itmp - y_thread_work_id * XThreadWork;
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const unsigned n_thread_data_offset = n_thread_work_id * NPerThread;
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const unsigned k_thread_data_offset = k_thread_work_id * KPerThread;
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const unsigned ho_thread_data_offset = y_thread_work_id * OutTileSizeH;
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const unsigned wo_thread_data_offset = x_thread_work_id * OutTileSizeW;
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const unsigned hi_thread_data_offset = ho_thread_data_offset;
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const unsigned wi_thread_data_offset = wo_thread_data_offset;
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// op
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auto f_set0 = [](TFloat& v) { v = TFloat(0); };
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auto f_copy = [](const TFloat& src, TFloat& dst) { dst = src; };
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#if 0
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if(threadIdx.x == 0)
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{
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print_ConstantTensorDescriptor(in_global_desc, "gridwise_convolution: in_global_desc: ");
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print_ConstantTensorDescriptor(wei_global_desc, "gridwise_convolution: wei_global_desc: ");
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print_ConstantTensorDescriptor(out_global_desc, "gridwise_convolution: out_global_desc: ");
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}
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printf("threadIdx.x %u \t"
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"n_thread_data_offset %u, k_thread_data_offset %u, ho_thread_data_offset %u, "
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"wo_thread_data_offset %u\n",
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threadIdx.x,
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n_thread_data_offset,
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k_thread_data_offset,
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ho_thread_data_offset,
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wo_thread_data_offset);
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#endif
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// set threadwise output tensor to 0
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threadwise_4d_tensor_op_unary<TFloat, decltype(out_thread_desc), decltype(f_set0)>(
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out_thread_desc, p_out_thread, f_set0);
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for(unsigned c_block_data_offset = 0; c_block_data_offset < in_global_desc.GetLength(I1);
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c_block_data_offset += CPerBlock, __syncthreads())
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{
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#if 0
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if(threadIdx.x == 0)
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{
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printf("c_block_data_offset: %u\n", c_block_data_offset);
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}
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#endif
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// copy input tensor to LDS
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blockwise_4d_tensor_op_binary<TFloat,
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decltype(in_block_global_desc),
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decltype(in_block_desc),
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NBlockOpLen0,
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NBlockOpLen1,
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NBlockOpLen2,
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NBlockOpLen3,
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decltype(f_copy),
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BlockSize>(
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in_block_global_desc,
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p_in_global + in_global_desc.Get1dIndex(n_block_data_offset,
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c_block_data_offset,
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hi_block_data_offset,
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wi_block_data_offset),
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in_block_desc,
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p_in_block,
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f_copy);
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// copy weight tensor to LDS
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blockwise_4d_tensor_op_binary<TFloat,
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decltype(wei_block_global_desc),
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decltype(wei_block_desc),
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NBlockOpLen0,
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NBlockOpLen1,
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NBlockOpLen2,
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NBlockOpLen3,
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decltype(f_copy),
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BlockSize>(
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wei_block_global_desc,
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p_wei_global +
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wei_global_desc.Get1dIndex(k_block_data_offset, c_block_data_offset, 0, 0),
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wei_block_desc,
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p_wei_block,
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f_copy);
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__syncthreads();
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for(unsigned c_thread_data_offset = 0; c_thread_data_offset < CPerBlock;
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c_thread_data_offset += CPerThread)
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{
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#if 0
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if(threadIdx.x == 0)
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{
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printf("c_thread_data_offset: %u\n", c_thread_data_offset);
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}
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#endif
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// copy input tensor into register
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threadwise_4d_tensor_op_binary<TFloat,
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decltype(in_thread_block_desc),
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decltype(in_thread_desc),
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decltype(f_copy)>(
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in_thread_block_desc,
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p_in_block + in_block_desc.Get1dIndex(n_thread_data_offset,
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c_thread_data_offset,
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hi_thread_data_offset,
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wi_thread_data_offset),
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in_thread_desc,
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p_in_thread,
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f_copy);
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// copy weight tensor into register
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threadwise_4d_tensor_op_binary<TFloat,
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decltype(wei_thread_block_desc),
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decltype(wei_thread_desc),
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decltype(f_copy)>(
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wei_thread_block_desc,
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p_wei_block +
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wei_block_desc.Get1dIndex(k_thread_data_offset, c_thread_data_offset, 0, 0),
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wei_thread_desc,
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p_wei_thread,
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f_copy);
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// threadwise convolution
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threadwise_direct_convolution<TFloat,
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decltype(in_thread_desc),
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decltype(wei_thread_desc),
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decltype(out_thread_desc)>(in_thread_desc,
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p_in_thread,
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wei_thread_desc,
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p_wei_thread,
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out_thread_desc,
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p_out_thread);
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}
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}
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// copy output tensor from register to global mem
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threadwise_4d_tensor_op_binary<TFloat,
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decltype(out_thread_desc),
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decltype(out_thread_global_desc),
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decltype(f_copy)>(
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out_thread_desc,
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p_out_thread,
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out_thread_global_desc,
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p_out_global + out_global_desc.Get1dIndex(n_block_data_offset + n_thread_data_offset,
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k_block_data_offset + k_thread_data_offset,
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ho_block_data_offset + ho_thread_data_offset,
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wo_block_data_offset + wo_thread_data_offset),
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f_copy);
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}
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@@ -21,9 +21,9 @@ __device__ void threadwise_direct_convolution(InDesc,
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#if 0
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if(threadIdx.x == 0)
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{
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print_ConstantTensorDescriptor(in_desc);
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print_ConstantTensorDescriptor(wei_desc);
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print_ConstantTensorDescriptor(out_desc);
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print_ConstantTensorDescriptor(in_desc, "threadwise_direct_convolution: ");
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print_ConstantTensorDescriptor(wei_desc, "threadwise_direct_convolution: ");
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print_ConstantTensorDescriptor(out_desc, "threadwise_direct_convolution: ");
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}
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#endif
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@@ -59,9 +59,9 @@ __device__ void threadwise_direct_convolution(InDesc,
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p_out[out_index] += p_wei[wei_index] * p_in[in_index];
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#if 0
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if(threadIdx.x == 0)
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// if(threadIdx.x == 0)
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{
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printf("threadwise_direct_convolution: 1: \t"
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printf("threadwise_direct_convolution: \t"
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"threadIdx.x %u\t"
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"out_index %u, p_out[out_index] %f, \t"
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"wei_index %u, p_wei[wei_index] %f, \t"
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@@ -4,7 +4,7 @@
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#define THREADWISE_TENSOR_OP_METHOD 0
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#if THREADWISE_TENSOR_OP_METHOD == 0
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template <class TFloat, class SrcDesc, class DstDesc, class F>
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template <class TFloat, class DstDesc, class F>
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__device__ void threadwise_4d_tensor_op_unary(DstDesc, TFloat* __restrict__ p_dst, F f)
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{
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constexpr auto I0 = Index<0>{};
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@@ -17,7 +17,7 @@ __device__ void threadwise_4d_tensor_op_unary(DstDesc, TFloat* __restrict__ p_ds
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#if 0
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if(threadIdx.x == 0)
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{
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print_ConstantTensorDescriptor(dst_desc);
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print_ConstantTensorDescriptor(dst_desc, "threadwise_4d_tensor_op_unary: ");
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}
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#endif
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@@ -34,6 +34,17 @@ __device__ void threadwise_4d_tensor_op_unary(DstDesc, TFloat* __restrict__ p_ds
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dst_desc.GetStride(I2) * did2 + dst_desc.GetStride(I3) * did3;
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f(p_dst[dindex]);
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#if 0
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if(threadIdx.x == 0)
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{
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printf("threadwise_4d_tensor_op_unary: thread id %u, \t"
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"dindex %u, p_dst[dindex] %f\n",
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threadIdx.x,
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dindex,
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p_dst[dindex]);
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}
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#endif
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}
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}
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}
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@@ -57,8 +68,8 @@ __device__ void threadwise_4d_tensor_op_binary(
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#if 0
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if(threadIdx.x == 0)
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{
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print_ConstantTensorDescriptor(src_desc);
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print_ConstantTensorDescriptor(dst_desc);
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print_ConstantTensorDescriptor(src_desc, "threadwise_4d_tensor_op_binary: src_desc: ");
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print_ConstantTensorDescriptor(dst_desc, "threadwise_4d_tensor_op_binary: dst_desc: ");
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}
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#endif
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@@ -79,6 +90,20 @@ __device__ void threadwise_4d_tensor_op_binary(
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dst_desc.GetStride(I2) * did2 + dst_desc.GetStride(I3) * did3;
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f(p_src[sindex], p_dst[dindex]);
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#if 0
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if(threadIdx.x == 0)
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{
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printf("threadwise_4d_tensor_op_binary: thread id %u, \t"
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"sindex %u, p_src[sindex] %f, \t"
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"dindex %u, p_dst[dindex] %f\n",
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threadIdx.x,
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sindex,
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p_src[sindex],
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dindex,
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p_dst[dindex]);
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}
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#endif
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}
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}
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}
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@@ -104,8 +129,8 @@ __device__ void threadwise_4d_tensor_op(
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#if 0
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if(threadIdx.x == 0)
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{
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print_ConstantTensorDescriptor(src_desc);
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print_ConstantTensorDescriptor(dst_desc);
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print_ConstantTensorDescriptor(src_desc, "threadwise_4d_tensor_op: src_desc: ");
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print_ConstantTensorDescriptor(dst_desc, "threadwise_4d_tensor_op: dst_desc: ");
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}
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#endif
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