sgemm_tcore: Split global DMEM load into a function
This commit is contained in:
@@ -239,9 +239,69 @@ inline void write_results(volatile float *local_warp_results,
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asm volatile ("fsw f23, %0" :: "m"(global_offset_C[dim_n * (local_row + 2) + (local_col + 5)]));
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asm volatile ("fsw f23, %0" :: "m"(global_offset_C[dim_n * (local_row + 2) + (local_col + 5)]));
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}
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}
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void threadblock_barrier(unsigned int tid_in_threadblock, unsigned int barrier_id, unsigned int count) {
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inline void threadblock_barrier(unsigned int tid_in_threadblock,
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vx_fence();
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unsigned int barrier_id, unsigned int count) {
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vx_barrier(barrier_id, count);
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vx_fence();
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vx_barrier(barrier_id, count);
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}
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inline void
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global_dmem_load(const uint32_t dim_n, const uint32_t dim_k, const uint32_t k,
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const float *A, const float *B, volatile float *local_a,
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volatile float *local_b, const uint32_t threadblock_id_x,
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const uint32_t threadblock_id_y, const uint32_t local_a_row,
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const uint32_t local_a_col, const uint32_t local_as_row,
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const uint32_t local_as_col, const uint32_t local_b_row,
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const uint32_t local_b_col) {
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// Data move from GMEM to SMEM
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//
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// Make sure global offset values for A and B are contiguous between
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// neighboring threads to ensure GMEM coalescing.
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//
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// TODO: Sharedmem swizzling is important here
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if constexpr (!TRANSPOSE_AS) {
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const uint32_t global_a_row = BM * threadblock_id_y + local_a_row;
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// number of rows a full TB can read at a time
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constexpr uint32_t row_stride_a = (BM * BN) / ELEM_PER_THREAD / BK;
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#pragma GCC unroll 1
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for (uint32_t local_row_offset = 0; local_row_offset < BM;
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local_row_offset += row_stride_a) {
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const uint32_t global_a_offset =
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dim_k * (global_a_row + local_row_offset) + (k + local_a_col);
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// NOTE: all threads in TB will do this load; make sure this is not
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// out-of-bounds of BM*BK
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local_a[BK * (local_a_row + local_row_offset) + local_a_col] =
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A[global_a_offset];
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}
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} else {
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const uint32_t global_a_row = BM * threadblock_id_y + local_as_col;
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// const uint32_t global_a_row = BM * threadblock_id_y + local_as_row;
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constexpr uint32_t row_stride_as = (BM * BN) / ELEM_PER_THREAD / BM;
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#pragma GCC unroll 1
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for (uint32_t local_row_offset = 0; local_row_offset < BK;
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local_row_offset += row_stride_as) {
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// @perf: bank conflicts here
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const uint32_t global_a_offset =
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dim_k * (global_a_row) + (k + local_as_row + local_row_offset);
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// FIXME experimenting with global coalescing
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// const uint32_t global_a_offset =
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// dim_k * (global_a_row + local_row_offset) + (k + local_as_col);
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local_a[BM * (local_as_row + local_row_offset) + local_as_col] =
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A[global_a_offset];
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}
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}
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constexpr uint32_t row_stride_b = (BM * BN) / ELEM_PER_THREAD / BN;
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const uint32_t global_b_col = BN * threadblock_id_x + local_b_col;
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#pragma GCC unroll 1
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for (uint32_t load_offset = 0; load_offset < BK;
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load_offset += row_stride_b) {
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const uint32_t global_b_offset =
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dim_n * (k + local_b_row + load_offset) + global_b_col;
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local_b[BN * (local_b_row + load_offset) + local_b_col] =
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B[global_b_offset];
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}
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}
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}
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void thread_block_gemm(kernel_arg_t *__UNIFORM__ arg,
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void thread_block_gemm(kernel_arg_t *__UNIFORM__ arg,
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@@ -293,49 +353,10 @@ void thread_block_gemm(kernel_arg_t *__UNIFORM__ arg,
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#pragma GCC unroll 1
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#pragma GCC unroll 1
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for (uint32_t k = 0; k < dim_k; k += BK) {
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for (uint32_t k = 0; k < dim_k; k += BK) {
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// Data move from GMEM to SMEM
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global_dmem_load(dim_n, dim_k, k, A, B, local_a, local_b,
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//
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threadblock_id_x, threadblock_id_y, local_a_row,
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// Make sure global offset values for A and B are contiguous between
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local_a_col, local_as_row, local_as_col, local_b_row,
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// neighboring threads to ensure GMEM coalescing.
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local_b_col);
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//
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// TODO: Sharedmem swizzling is important here
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if constexpr (!TRANSPOSE_AS) {
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const uint32_t global_a_row = BM * threadblock_id_y + local_a_row;
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// number of rows a full TB can read at a time
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constexpr uint32_t row_stride_a = (BM * BN) / ELEM_PER_THREAD / BK;
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#pragma GCC unroll 1
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for (uint32_t local_row_offset = 0; local_row_offset < BM;
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local_row_offset += row_stride_a) {
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const uint32_t global_a_offset =
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dim_k * (global_a_row + local_row_offset) + (k + local_a_col);
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// NOTE: all threads in TB will do this load; make sure this is not
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// out-of-bounds of BM*BK
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local_a[BK * (local_a_row + local_row_offset) + local_a_col] =
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A[global_a_offset];
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}
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} else {
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const uint32_t global_a_row = BM * threadblock_id_y + local_as_col;
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constexpr uint32_t row_stride_as = (BM * BN) / ELEM_PER_THREAD / BM;
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#pragma GCC unroll 1
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for (uint32_t local_row_offset = 0; local_row_offset < BK;
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local_row_offset += row_stride_as) {
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// @perf: bank conflicts here
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const uint32_t global_a_offset =
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dim_k * (global_a_row) + (k + local_as_row + local_row_offset);
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local_a[BM * (local_as_row + local_row_offset) + local_as_col] =
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A[global_a_offset];
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}
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}
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constexpr uint32_t row_stride_b = (BM * BN) / ELEM_PER_THREAD / BN;
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const uint32_t global_b_col = BN * threadblock_id_x + local_b_col;
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#pragma GCC unroll 1
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for (uint32_t load_offset = 0; load_offset < BK; load_offset += row_stride_b) {
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const uint32_t global_b_offset =
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dim_n * (k + local_b_row + load_offset) + global_b_col;
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local_b[BN * (local_b_row + load_offset) + local_b_col] =
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B[global_b_offset];
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}
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threadblock_barrier(tid_in_threadblock, threadblock_id_in_cluster,
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threadblock_barrier(tid_in_threadblock, threadblock_id_in_cluster,
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threadblock_dim_y);
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threadblock_dim_y);
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@@ -370,8 +391,8 @@ void thread_block_gemm(kernel_arg_t *__UNIFORM__ arg,
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// asm volatile("addi a0, a0, 0");
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// asm volatile("addi a0, a0, 0");
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// }
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// }
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// SMEM -> RF
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// SMEM -> RF
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vx_wmma_load(local_a, local_b, local_k, warp_col, warp_row, wn_iter,
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vx_wmma_load(local_a, local_b, local_k, warp_col, warp_row,
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wm_iter, tid_in_warp);
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wn_iter, wm_iter, tid_in_warp);
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// compute
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// compute
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vx_wmma();
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vx_wmma();
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#if TC_SINGLE_WARP
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#if TC_SINGLE_WARP
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@@ -382,6 +403,9 @@ void thread_block_gemm(kernel_arg_t *__UNIFORM__ arg,
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}
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}
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}
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}
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threadblock_barrier(tid_in_threadblock, threadblock_id_in_cluster,
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threadblock_dim_y);
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#else
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#else
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// Compute single tile*tile matmul
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// Compute single tile*tile matmul
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@@ -413,10 +437,10 @@ void thread_block_gemm(kernel_arg_t *__UNIFORM__ arg,
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}
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}
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}
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}
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}
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}
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#endif
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threadblock_barrier(tid_in_threadblock, threadblock_id_in_cluster,
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threadblock_barrier(tid_in_threadblock, threadblock_id_in_cluster,
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threadblock_dim_y);
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threadblock_dim_y);
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#endif
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}
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}
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#if USE_TENSOR_CORE
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#if USE_TENSOR_CORE
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