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@@ -349,8 +349,8 @@ struct BlockFmhaFwdDecodePipelineQRKSVS
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k_dram_window = make_tile_window(k_dram_block_window,
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Policy::template MakeKDramTileDistribution<Problem>());
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// constexpr index_t k_vmem_insts = k_dram_window.get_num_of_access();
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// constexpr index_t v_vmem_insts = v_dram_window.get_num_of_access();
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constexpr index_t k_vmem_insts = k_dram_window.get_num_of_access();
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constexpr index_t v_vmem_insts = v_dram_window.get_num_of_access();
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do
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{
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@@ -370,12 +370,50 @@ struct BlockFmhaFwdDecodePipelineQRKSVS
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}
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async_load_tile(v_lds_write_window, v_dram_window); // prefetch load v tile
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// auto v_temp = load_tile(v_dram_window);
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// printf("Tid: %02d, v_temp: %04x %04x %04x %04x %04x %04x %04x %04x| %04x %04x %04x
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// %04x %04x %04x %04x %04x| %04x %04x %04x %04x %04x %04x %04x %04x| %04x %04x %04x
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// %04x %04x %04x %04x %04x|\n",
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// get_thread_local_1d_id(),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<0>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<1>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<2>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<3>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<4>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<5>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<6>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<7>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<8+0>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<8+1>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<8+2>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<8+3>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<8+4>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<8+5>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<8+6>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<8+7>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<16+0>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<16+1>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<16+2>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<16+3>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<16+4>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<16+5>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<16+6>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<16+7>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<24+0>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<24+1>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<24+2>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<24+3>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<24+4>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<24+5>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<24+6>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_temp.get_thread_buffer()(number<24+7>{})))));
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// move V tile windows
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i_page_block_v =
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v_page_block_navigator.move_tile_window(i_page_block_v, v_dram_window, {kK1, 0});
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// CK_PRINT<decltype(v_dram_window.get_num_of_access())>();
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// block_sync_lds_direct_load<v_vmem_insts>();
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block_sync_lds_direct_load<v_vmem_insts>();
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auto k_tile = load_tile(k_lds_read_window);
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gemm_0(
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@@ -385,6 +423,17 @@ struct BlockFmhaFwdDecodePipelineQRKSVS
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get_slice_tile(
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k_tile, sequence<0, (k0_loops - 1) * kK0>{}, sequence<kN0, k0_loops * kK0>{}));
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// printf("Tid: %02d, SAcc: %.0lf %.0lf %.0lf %.0lf %.0lf %.0lf %.0lf %.0lf\n",
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// get_thread_local_1d_id(),
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// s_acc.get_thread_buffer()(number<0>{}),
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// s_acc.get_thread_buffer()(number<1>{}),
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// s_acc.get_thread_buffer()(number<2>{}),
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// s_acc.get_thread_buffer()(number<3>{}),
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// s_acc.get_thread_buffer()(number<4>{}),
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// s_acc.get_thread_buffer()(number<5>{}),
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// s_acc.get_thread_buffer()(number<6>{}),
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// s_acc.get_thread_buffer()(number<7>{}));
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// STAGE 2, scale_s, add bias, mask, softmax
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if constexpr(BiasEnum == BlockAttentionBiasEnum::ELEMENTWISE_BIAS)
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{
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@@ -592,6 +641,28 @@ struct BlockFmhaFwdDecodePipelineQRKSVS
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Policy::template MakePRegTileDistribution<Problem>());
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p_tile.get_thread_buffer() = cast_tile<PDataType>(p_compute).get_thread_buffer();
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// printf("Tid: %02d, PCompute: %.0lf %.0lf %.0lf %.0lf %.0lf %.0lf %.0lf %.0lf\n",
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// get_thread_local_1d_id(),
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// p_compute.get_thread_buffer()(number<0>{}),
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// p_compute.get_thread_buffer()(number<1>{}),
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// p_compute.get_thread_buffer()(number<2>{}),
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// p_compute.get_thread_buffer()(number<3>{}),
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// p_compute.get_thread_buffer()(number<4>{}),
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// p_compute.get_thread_buffer()(number<5>{}),
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// p_compute.get_thread_buffer()(number<6>{}),
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// p_compute.get_thread_buffer()(number<7>{}));
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// printf("Tid: %02d, p_tile: %04x %04x %04x %04x %04x %04x %04x %04x\n",
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// get_thread_local_1d_id(),
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// *(reinterpret_cast<uint16_t*>(&(p_tile.get_thread_buffer()(number<0>{})))),
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// *(reinterpret_cast<uint16_t*>(&(p_tile.get_thread_buffer()(number<1>{})))),
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// *(reinterpret_cast<uint16_t*>(&(p_tile.get_thread_buffer()(number<2>{})))),
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// *(reinterpret_cast<uint16_t*>(&(p_tile.get_thread_buffer()(number<3>{})))),
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// *(reinterpret_cast<uint16_t*>(&(p_tile.get_thread_buffer()(number<4>{})))),
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// *(reinterpret_cast<uint16_t*>(&(p_tile.get_thread_buffer()(number<5>{})))),
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// *(reinterpret_cast<uint16_t*>(&(p_tile.get_thread_buffer()(number<6>{})))),
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// *(reinterpret_cast<uint16_t*>(&(p_tile.get_thread_buffer()(number<7>{})))));
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// l{j}, Oacc{j}
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constexpr auto o_spans = decltype(o_acc)::get_distributed_spans();
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sweep_tile_span(o_spans[number<0>{}], [&](auto idx0) {
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@@ -629,9 +700,64 @@ struct BlockFmhaFwdDecodePipelineQRKSVS
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});
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});
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// block_sync_lds_direct_load<k_vmem_insts>();
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block_sync_lds_direct_load<k_vmem_insts>();
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auto v_tile = load_tile_transpose(v_lds_read_window);
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// printf("Tid: %02d, v_tile: %04x %04x %04x %04x %04x %04x %04x %04x| %04x %04x %04x
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// %04x %04x %04x %04x %04x| %04x %04x %04x %04x %04x %04x %04x %04x| %04x %04x %04x
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// %04x %04x %04x %04x %04x|\n",
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// get_thread_local_1d_id(),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<0>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<1>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<2>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<3>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<4>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<5>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<6>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<7>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<8+0>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<8+1>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<8+2>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<8+3>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<8+4>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<8+5>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<8+6>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<8+7>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<16+0>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<16+1>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<16+2>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<16+3>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<16+4>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<16+5>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<16+6>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<16+7>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<24+0>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<24+1>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<24+2>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<24+3>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<24+4>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<24+5>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<24+6>{})))),
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// *(reinterpret_cast<uint16_t*>(&(v_tile.get_thread_buffer()(number<24+7>{})))));
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// block_sync_lds();
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// CK_PRINT<decltype(p_tile)>();
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// ck_tile::tile_distribution_encoding<
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// ck_tile::sequence<1>,
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// ck_tile::tuple<ck_tile::sequence<1, 1, 16>, ck_tile::sequence<1, 2, 4, 4>>,
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// ck_tile::tuple<ck_tile::sequence<1, 0>, ck_tile::sequence<2, 1>>,
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// ck_tile::tuple<ck_tile::sequence<1, 0>, ck_tile::sequence<2, 2>>,
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// ck_tile::sequence<1, 2, 2, 2>,
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// ck_tile::sequence<0, 0, 1, 3>>;
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// CK_PRINT<decltype(v_tile)>();
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// ck_tile::tile_distribution_encoding<
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// ck_tile::sequence<1>,
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// ck_tile::tuple<ck_tile::sequence<4, 1, 16>, ck_tile::sequence<1, 2, 4, 4>>,
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// ck_tile::tuple<ck_tile::sequence<0, 1>, ck_tile::sequence<2, 1>>,
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// ck_tile::tuple<ck_tile::sequence<0, 1>, ck_tile::sequence<2, 2>>,
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// ck_tile::sequence<1, 2, 2, 2>,
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// ck_tile::sequence<0, 0, 1, 3>>;
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gemm_1(
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o_acc,
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get_slice_tile(
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