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-rw-r--r--arm_compute/core/NEON/kernels/convolution/winograd/gemm/a64_sgemm.hpp355
-rw-r--r--arm_compute/core/NEON/kernels/convolution/winograd/gemm/a64_sgemm_4x16.hpp1446
2 files changed, 1801 insertions, 0 deletions
diff --git a/arm_compute/core/NEON/kernels/convolution/winograd/gemm/a64_sgemm.hpp b/arm_compute/core/NEON/kernels/convolution/winograd/gemm/a64_sgemm.hpp
new file mode 100644
index 0000000000..8073cb1896
--- /dev/null
+++ b/arm_compute/core/NEON/kernels/convolution/winograd/gemm/a64_sgemm.hpp
@@ -0,0 +1,355 @@
+/*
+ * Copyright (c) 2017 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+#pragma once
+#include <cassert>
+#include "arm_compute/core/NEON/kernels/convolution/common/utils.hpp"
+
+#ifdef __aarch64__
+
+template <>
+inline void BlockedGemm<8, 12, float, float>(
+ const float* const a, const float* const b, float *c,
+ const int M, const int K, const int N,
+ const int a_row_stride,
+ const int b_row_stride,
+ const int c_row_stride
+) {
+ const int M_BLOCK = 8;
+ const int N_BLOCK = 12;
+
+ const int m_blocks = iceildiv(M, M_BLOCK);
+ const int n_blocks = iceildiv(N, N_BLOCK);
+
+ // For each block of output rows
+ for (int mblock = 0; mblock < m_blocks; mblock++) {
+ // For each block of output columns
+ for (int nblock = 0; nblock < n_blocks; nblock++) {
+ const float *aptr = a + mblock*M_BLOCK*a_row_stride;
+ const float *bptr = b + nblock*N_BLOCK;
+ float *cptr = c + mblock*M_BLOCK*c_row_stride + nblock*N_BLOCK;
+ int k = K;
+
+ asm volatile (
+ // Create an 8x12 block of accumulators
+ " A_1 .req v27\n"
+ "sA_1 .req s27\n"
+ " A_2 .req v28\n"
+ "sA_2 .req s28\n"
+ " A_3 .req v29\n"
+ "sA_3 .req s29\n"
+ " A_4 .req v30\n"
+ "sA_4 .req s30\n"
+
+ " B_1 .req v24\n" " B_2 .req v25\n" " B_3 .req v26\n"
+ "qB_1 .req q24\n" "qB_2 .req q25\n" "qB_3 .req q26\n"
+
+ " C_11 .req v0\n" " C_12 .req v1\n" " C_13 .req v2\n"
+ " C_21 .req v3\n" " C_22 .req v4\n" " C_23 .req v5\n"
+ " C_31 .req v6\n" " C_32 .req v7\n" " C_33 .req v8\n"
+ " C_41 .req v9\n" " C_42 .req v10\n" " C_43 .req v11\n"
+ " C_51 .req v12\n" " C_52 .req v13\n" " C_53 .req v14\n"
+ " C_61 .req v15\n" " C_62 .req v16\n" " C_63 .req v17\n"
+ " C_71 .req v18\n" " C_72 .req v19\n" " C_73 .req v20\n"
+ " C_81 .req v21\n" " C_82 .req v22\n" " C_83 .req v23\n"
+
+ "qC_11 .req q0\n" "qC_12 .req q1\n" "qC_13 .req q2\n"
+ "qC_21 .req q3\n" "qC_22 .req q4\n" "qC_23 .req q5\n"
+ "qC_31 .req q6\n" "qC_32 .req q7\n" "qC_33 .req q8\n"
+ "qC_41 .req q9\n" "qC_42 .req q10\n" "qC_43 .req q11\n"
+ "qC_51 .req q12\n" "qC_52 .req q13\n" "qC_53 .req q14\n"
+ "qC_61 .req q15\n" "qC_62 .req q16\n" "qC_63 .req q17\n"
+ "qC_71 .req q18\n" "qC_72 .req q19\n" "qC_73 .req q20\n"
+ "qC_81 .req q21\n" "qC_82 .req q22\n" "qC_83 .req q23\n"
+
+ "aptr1 .req x17\n"
+ "aptr2 .req x18\n"
+ "aptr3 .req x19\n"
+ "aptr4 .req x20\n"
+ "aptr5 .req x21\n"
+ "aptr6 .req x22\n"
+ "aptr7 .req x23\n"
+
+ // Initialise accumulators with 0
+ // Initialise pointers
+ "movi C_11.4s, #0\n"
+ "add aptr1, %x[aptr], %x[a_row_stride]\n"
+ "movi C_12.4s, #0\n"
+ "add aptr2, aptr1, %x[a_row_stride]\n"
+ "movi C_13.4s, #0\n"
+ "add aptr3, aptr2, %x[a_row_stride]\n"
+ "movi C_21.4s, #0\n"
+ "add aptr4, aptr3, %x[a_row_stride]\n"
+ "movi C_22.4s, #0\n"
+ "add aptr5, aptr4, %x[a_row_stride]\n"
+ "movi C_23.4s, #0\n"
+ "add aptr6, aptr5, %x[a_row_stride]\n"
+ "movi C_31.4s, #0\n"
+ "add aptr7, aptr6, %x[a_row_stride]\n"
+ "movi C_32.4s, #0\n"
+ "ldr qB_1, [%x[bptr]]\n"
+ "movi C_33.4s, #0\n"
+ "ldr qB_2, [%x[bptr], #0x10]\n"
+ "movi C_41.4s, #0\n"
+ "prfm pldl1keep, [%x[bptr], #0x00]\n"
+ "movi C_42.4s, #0\n"
+ "prfm pldl1keep, [%x[bptr], #0x10]\n"
+ "movi C_43.4s, #0\n"
+ "prfm pldl1keep, [%x[bptr], #0x20]\n"
+ "movi C_51.4s, #0\n"
+ "prfm pldl1keep, [%x[aptr], #0x00]\n"
+ "movi C_52.4s, #0\n"
+ "prfm pldl1keep, [ aptr1, #0x00]\n"
+ "movi C_53.4s, #0\n"
+ "prfm pldl1keep, [ aptr2, #0x00]\n"
+ "movi C_61.4s, #0\n"
+ "prfm pldl1keep, [ aptr3, #0x00]\n"
+ "movi C_62.4s, #0\n"
+ "prfm pldl1keep, [ aptr4, #0x00]\n"
+ "movi C_63.4s, #0\n"
+ "prfm pldl1keep, [ aptr5, #0x00]\n"
+ "movi C_71.4s, #0\n"
+ "prfm pldl1keep, [ aptr6, #0x00]\n"
+ "movi C_72.4s, #0\n"
+ "prfm pldl1keep, [ aptr7, #0x00]\n"
+ "movi C_73.4s, #0\n"
+ "ldr sA_1, [%x[aptr]], #0x4\n"
+ "movi C_81.4s, #0\n"
+ "ldr sA_2, [ aptr1], #0x4\n"
+ "movi C_82.4s, #0\n"
+ "ldr sA_3, [ aptr2], #0x4\n"
+ "movi C_83.4s, #0\n"
+ "subs %x[k], %x[k], #1\n"
+ "beq 2f\n"
+
+ "1:"
+ "fmla C_11.4s, B_1.4s, A_1.s[0]\n"
+ "ldr qB_3, [%x[bptr], #0x20]\n"
+ "fmla C_12.4s, B_2.4s, A_1.s[0]\n"
+ "ldr sA_4, [ aptr3], #0x4\n"
+ "fmla C_13.4s, B_3.4s, A_1.s[0]\n"
+ "ldr sA_1, [ aptr4], #0x04\n"
+
+ "fmla C_21.4s, B_1.4s, A_2.s[0]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride]\n"
+ "fmla C_22.4s, B_2.4s, A_2.s[0]\n"
+ "prfm pldl1keep, [ aptr3, #0x10]\n"
+ "fmla C_23.4s, B_3.4s, A_2.s[0]\n"
+ "ldr sA_2, [ aptr5], #0x04\n"
+
+ "fmla C_31.4s, B_1.4s, A_3.s[0]\n"
+ "prfm pldl1keep, [%x[bptr], #0x00]\n"
+ "fmla C_32.4s, B_2.4s, A_3.s[0]\n"
+ "prfm pldl1keep, [%x[bptr], #0x10]\n"
+ "fmla C_33.4s, B_3.4s, A_3.s[0]\n"
+ "ldr sA_3, [ aptr6], #0x04\n"
+
+ "fmla C_41.4s, B_1.4s, A_4.s[0]\n"
+ "prfm pldl1keep, [%x[bptr], #0x20]\n"
+ "fmla C_42.4s, B_2.4s, A_4.s[0]\n"
+ "prfm pldl1keep, [ aptr4, #0x10]\n"
+ "fmla C_43.4s, B_3.4s, A_4.s[0]\n"
+ "ldr sA_4, [ aptr7], #0x04\n"
+
+ "fmla C_51.4s, B_1.4s, A_1.s[0]\n"
+ "prfm pldl1keep, [ aptr5, #0x10]\n"
+ "fmla C_52.4s, B_2.4s, A_1.s[0]\n"
+ "prfm pldl1keep, [ aptr6, #0x10]\n"
+ "fmla C_53.4s, B_3.4s, A_1.s[0]\n"
+ "ldr sA_1, [%x[aptr]], #0x04\n"
+
+ "fmla C_61.4s, B_1.4s, A_2.s[0]\n"
+ "prfm pldl1keep, [ aptr7, #0x10]\n"
+ "fmla C_62.4s, B_2.4s, A_2.s[0]\n"
+ "subs %x[k], %x[k], #1\n"
+ "fmla C_63.4s, B_3.4s, A_2.s[0]\n"
+ "ldr sA_2, [ aptr1], #0x04\n"
+
+ "fmla C_71.4s, B_1.4s, A_3.s[0]\n"
+ "prfm pldl1keep, [%x[aptr], #0x10]\n"
+ "fmla C_72.4s, B_2.4s, A_3.s[0]\n"
+ "prfm pldl1keep, [ aptr1, #0x10]\n"
+ "fmla C_73.4s, B_3.4s, A_3.s[0]\n"
+ "ldr sA_3, [ aptr2], #0x04\n"
+
+ "fmla C_81.4s, B_1.4s, A_4.s[0]\n"
+ "prfm pldl1keep, [ aptr2, #0x10]\n"
+ "fmla C_82.4s, B_2.4s, A_4.s[0]\n"
+ "ldp qB_1, qB_2, [%x[bptr]]\n"
+ "fmla C_83.4s, B_3.4s, A_4.s[0]\n"
+ "bne 1b\n"
+
+ "2:"
+ "fmla C_11.4s, B_1.4s, A_1.s[0]\n"
+ "ldr qB_3, [%x[bptr], #0x20]\n"
+ "fmla C_12.4s, B_2.4s, A_1.s[0]\n"
+ "stp qC_11, qC_12, [%x[cptr]]\n"
+ "fmla C_13.4s, B_3.4s, A_1.s[0]\n"
+ "str qC_13, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride]\n"
+ "ldr sA_1, [ aptr4], #0x04\n"
+
+ "fmla C_21.4s, B_1.4s, A_2.s[0]\n"
+ "ldr sA_4, [ aptr3], #0x4\n"
+ "fmla C_22.4s, B_2.4s, A_2.s[0]\n"
+ "stp qC_21, qC_22, [%x[cptr]]\n"
+ "fmla C_23.4s, B_3.4s, A_2.s[0]\n"
+ "str qC_23, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride]\n"
+ "ldr sA_2, [ aptr5], #0x04\n"
+
+ "fmla C_31.4s, B_1.4s, A_3.s[0]\n"
+ "fmla C_32.4s, B_2.4s, A_3.s[0]\n"
+ "stp qC_31, qC_32, [%x[cptr]]\n"
+ "fmla C_33.4s, B_3.4s, A_3.s[0]\n"
+ "str qC_33, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride]\n"
+ "ldr sA_3, [ aptr6], #0x04\n"
+
+ "fmla C_41.4s, B_1.4s, A_4.s[0]\n"
+ "fmla C_42.4s, B_2.4s, A_4.s[0]\n"
+ "stp qC_41, qC_42, [%x[cptr]]\n"
+ "fmla C_43.4s, B_3.4s, A_4.s[0]\n"
+ "str qC_43, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride]\n"
+ "ldr sA_4, [ aptr7], #0x04\n"
+
+ "fmla C_51.4s, B_1.4s, A_1.s[0]\n"
+ "fmla C_52.4s, B_2.4s, A_1.s[0]\n"
+ "stp qC_51, qC_52, [%x[cptr]]\n"
+ "fmla C_53.4s, B_3.4s, A_1.s[0]\n"
+ "str qC_53, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride]\n"
+
+ "fmla C_61.4s, B_1.4s, A_2.s[0]\n"
+ "fmla C_62.4s, B_2.4s, A_2.s[0]\n"
+ "stp qC_61, qC_62, [%x[cptr]]\n"
+ "fmla C_63.4s, B_3.4s, A_2.s[0]\n"
+ "str qC_63, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride]\n"
+
+ "fmla C_71.4s, B_1.4s, A_3.s[0]\n"
+ "fmla C_72.4s, B_2.4s, A_3.s[0]\n"
+ "stp qC_71, qC_72, [%x[cptr]]\n"
+ "fmla C_73.4s, B_3.4s, A_3.s[0]\n"
+ "str qC_73, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride]\n"
+
+ "fmla C_81.4s, B_1.4s, A_4.s[0]\n"
+ "fmla C_82.4s, B_2.4s, A_4.s[0]\n"
+ "stp qC_81, qC_82, [%x[cptr]]\n"
+ "fmla C_83.4s, B_3.4s, A_4.s[0]\n"
+ "str qC_83, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride]\n"
+
+ // Clear aliases
+ ".unreq aptr1\n"
+ ".unreq aptr2\n"
+ ".unreq aptr3\n"
+ ".unreq aptr4\n"
+ ".unreq aptr5\n"
+ ".unreq aptr6\n"
+ ".unreq aptr7\n"
+
+ ".unreq A_1\n" ".unreq A_2\n" ".unreq A_3\n" ".unreq A_4\n"
+ ".unreq sA_1\n" ".unreq sA_2\n" ".unreq sA_3\n" ".unreq sA_4\n"
+
+ ".unreq B_1\n" ".unreq B_2\n" ".unreq B_3\n"
+ ".unreq qB_1\n" ".unreq qB_2\n" ".unreq qB_3\n"
+
+ ".unreq C_11\n" ".unreq C_12\n" ".unreq C_13\n"
+ ".unreq C_21\n" ".unreq C_22\n" ".unreq C_23\n"
+ ".unreq C_31\n" ".unreq C_32\n" ".unreq C_33\n"
+ ".unreq C_41\n" ".unreq C_42\n" ".unreq C_43\n"
+ ".unreq C_51\n" ".unreq C_52\n" ".unreq C_53\n"
+ ".unreq C_61\n" ".unreq C_62\n" ".unreq C_63\n"
+ ".unreq C_71\n" ".unreq C_72\n" ".unreq C_73\n"
+ ".unreq C_81\n" ".unreq C_82\n" ".unreq C_83\n"
+
+ ".unreq qC_11\n" ".unreq qC_12\n" ".unreq qC_13\n"
+ ".unreq qC_21\n" ".unreq qC_22\n" ".unreq qC_23\n"
+ ".unreq qC_31\n" ".unreq qC_32\n" ".unreq qC_33\n"
+ ".unreq qC_41\n" ".unreq qC_42\n" ".unreq qC_43\n"
+ ".unreq qC_51\n" ".unreq qC_52\n" ".unreq qC_53\n"
+ ".unreq qC_61\n" ".unreq qC_62\n" ".unreq qC_63\n"
+ ".unreq qC_71\n" ".unreq qC_72\n" ".unreq qC_73\n"
+ ".unreq qC_81\n" ".unreq qC_82\n" ".unreq qC_83\n"
+ : [aptr] "+r" (aptr),
+ [bptr] "+r" (bptr),
+ [cptr] "+r" (cptr),
+ [k] "+r" (k)
+ : [a_row_stride] "r" (a_row_stride * sizeof(float)),
+ [b_row_stride] "r" (b_row_stride * sizeof(float)),
+ [c_row_stride] "r" (c_row_stride * sizeof(float))
+ : "cc", "memory",
+ "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10",
+ "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19",
+ "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28",
+ "v29", "v30", "x17", "x18", "x19", "x20", "x21", "x22", "x23"
+ );
+ }
+ }
+}
+
+/*****************************************************************************/
+/* 4x16 blocked GEMM with specialised tails
+ */
+#include "a64_sgemm_4x16.hpp"
+
+template <>
+inline void BlockedGemm<4, 16, float, float>(
+ const float* const a, const float* const b, float *c,
+ const int M, const int K, const int N,
+ const int a_row_stride,
+ const int b_row_stride,
+ const int c_row_stride
+) {
+ // Despatch based on tail of K
+ switch (K % 4) {
+ case 3:
+ sgemm_4x16_impl<3>(
+ a, b, c, M, K, N, a_row_stride, b_row_stride, c_row_stride
+ );
+ break;
+ case 2:
+ sgemm_4x16_impl<2>(
+ a, b, c, M, K, N, a_row_stride, b_row_stride, c_row_stride
+ );
+ break;
+ case 1:
+ sgemm_4x16_impl<1>(
+ a, b, c, M, K, N, a_row_stride, b_row_stride, c_row_stride
+ );
+ break;
+ case 0:
+ sgemm_4x16_impl<0>(
+ a, b, c, M, K, N, a_row_stride, b_row_stride, c_row_stride
+ );
+ break;
+ default:
+ assert(false);
+ }
+}
+
+#endif // __aarch64__
diff --git a/arm_compute/core/NEON/kernels/convolution/winograd/gemm/a64_sgemm_4x16.hpp b/arm_compute/core/NEON/kernels/convolution/winograd/gemm/a64_sgemm_4x16.hpp
new file mode 100644
index 0000000000..5cd37de7a0
--- /dev/null
+++ b/arm_compute/core/NEON/kernels/convolution/winograd/gemm/a64_sgemm_4x16.hpp
@@ -0,0 +1,1446 @@
+/*
+ * Copyright (c) 2017 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+template <const unsigned int tail>
+inline void sgemm_4x16_impl(
+ const float* const a, const float* const b, float *c,
+ const int M, const int K, const int N,
+ const int a_row_stride,
+ const int b_row_stride,
+ const int c_row_stride
+);
+
+template <>
+inline void sgemm_4x16_impl<0>(
+ const float* const a, const float* const b, float *c,
+ const int M, const int K, const int N,
+ const int a_row_stride,
+ const int b_row_stride,
+ const int c_row_stride
+) {
+ const int TAIL_SIZE = 0;
+ const int M_BLOCK = 4;
+ const int N_BLOCK = 16;
+
+ const int m_blocks = iceildiv(M, M_BLOCK);
+ const int n_blocks = iceildiv(N, N_BLOCK);
+
+ // For each block of output rows
+ for (int mblock = 0; mblock < m_blocks; mblock++) {
+ // For each block of output columns
+ for (int nblock = 0; nblock < n_blocks; nblock++) {
+ const float *aptr = a + mblock*M_BLOCK*a_row_stride;
+ const float *bptr = b + nblock*N_BLOCK;
+ float *cptr = c + mblock*M_BLOCK*c_row_stride + nblock*N_BLOCK;
+ int k = (K - TAIL_SIZE) / 4;
+
+ asm volatile(
+ "aptr2 .req X20\n"
+ "aptr3 .req X21\n"
+ "aptr4 .req X22\n"
+ "vC11 .req v0\n" "vC12 .req v1\n" "vC13 .req v2\n" "vC14 .req v3\n"
+ "qC11 .req q0\n" "qC12 .req q1\n" "qC13 .req q2\n" "qC14 .req q3\n"
+ "vC21 .req v4\n" "vC22 .req v5\n" "vC23 .req v6\n" "vC24 .req v7\n"
+ "qC21 .req q4\n" "qC22 .req q5\n" "qC23 .req q6\n" "qC24 .req q7\n"
+ "vC31 .req v8\n" "vC32 .req v9\n" "vC33 .req v10\n" "vC34 .req v11\n"
+ "qC31 .req q8\n" "qC32 .req q9\n" "qC33 .req q10\n" "qC34 .req q11\n"
+ "vC41 .req v12\n" "vC42 .req v13\n" "vC43 .req v14\n" "vC44 .req v15\n"
+ "qC41 .req q12\n" "qC42 .req q13\n" "qC43 .req q14\n" "qC44 .req q15\n"
+ "vA1 .req v16\n" "qA1 .req q16\n" "dA1 .req d16\n" "sA1 .req s16\n"
+ "vA2 .req v17\n" "qA2 .req q17\n" "dA2 .req d17\n" "sA2 .req s17\n"
+ "vA3 .req v18\n" "qA3 .req q18\n" "dA3 .req d18\n" "sA3 .req s18\n"
+ "vA4 .req v19\n" "qA4 .req q19\n" "dA4 .req d19\n" "sA4 .req s19\n"
+ "vB1 .req v20\n" "qB1 .req q20\n"
+ "vB2 .req v21\n" "qB2 .req q21\n"
+ "vB3 .req v22\n" "qB3 .req q22\n"
+ "vB4 .req v23\n" "qB4 .req q23\n"
+
+ // Clear accumulators, initialise pointers
+ "movi vC11.4s, #0\n"
+ "add aptr2, %x[aptr], %x[a_row_stride_bytes]\n"
+ "movi vC12.4s, #0\n"
+ "add aptr3, aptr2, %x[a_row_stride_bytes]\n"
+ "movi vC13.4s, #0\n"
+ "add aptr4, aptr3, %x[a_row_stride_bytes]\n"
+ "movi vC14.4s, #0\n"
+ "ldr qA1, [%x[aptr]], #0x10\n"
+ "movi vC21.4s, #0\n"
+ "ldr qA2, [ aptr2], #0x10\n"
+ "movi vC22.4s, #0\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "movi vC23.4s, #0\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "movi vC24.4s, #0\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "movi vC31.4s, #0\n"
+ "movi vC32.4s, #0\n"
+ "movi vC33.4s, #0\n"
+ "movi vC34.4s, #0\n"
+ "movi vC41.4s, #0\n"
+ "movi vC42.4s, #0\n"
+ "movi vC43.4s, #0\n"
+ "movi vC44.4s, #0\n"
+ "subs %x[k], %x[k], #1\n"
+ "beq 2f\n"
+
+ "1:" // Loop proper
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr qA3, [ aptr3], #0x10\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "ldr qA4, [ aptr4], #0x10\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[1]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[1]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[1]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[1]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[1]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[1]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[1]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[1]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[1]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[1]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[1]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[1]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[1]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[1]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[1]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[1]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[2]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[2]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[2]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[2]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[2]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[2]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[2]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[2]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[2]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[2]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[2]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[2]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[2]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[2]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[2]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[2]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[3]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[3]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[3]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[3]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[3]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[3]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[3]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[3]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[3]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[3]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[3]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[3]\n"
+ "subs %x[k], %x[k], #1\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[3]\n"
+ "ldr qA1, [%x[aptr]], #0x10\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[3]\n"
+ "ldr qA2, [ aptr2], #0x10\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[3]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[3]\n"
+ "bne 1b\n"
+
+ "2:" // Tail
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr qA3, [ aptr3], #0x10\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "ldr qA4, [ aptr4], #0x10\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[1]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[1]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[1]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[1]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[1]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[1]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[1]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[1]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[1]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[1]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[1]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[1]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[1]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[1]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[1]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[1]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[2]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[2]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[2]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[2]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[2]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[2]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[2]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[2]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[2]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[2]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[2]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[2]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[2]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[2]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[2]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[2]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[3]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[3]\n"
+ "stp qC11, qC12, [%x[cptr], #0x00]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[3]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[3]\n"
+ "stp qC13, qC14, [%x[cptr], #0x20]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[3]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[3]\n"
+ "stp qC21, qC22, [%x[cptr], #0x00]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[3]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[3]\n"
+ "stp qC23, qC24, [%x[cptr], #0x20]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[3]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[3]\n"
+ "stp qC31, qC32, [%x[cptr], #0x00]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[3]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[3]\n"
+ "stp qC33, qC34, [%x[cptr], #0x20]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[3]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[3]\n"
+ "stp qC41, qC42, [%x[cptr], #0x00]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[3]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[3]\n"
+ "stp qC43, qC44, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+
+ ".unreq vB4\n" ".unreq qB4\n"
+ ".unreq vB3\n" ".unreq qB3\n"
+ ".unreq vB2\n" ".unreq qB2\n"
+ ".unreq vB1\n" ".unreq qB1\n"
+ ".unreq vA4\n" ".unreq qA4\n" ".unreq dA4\n" ".unreq sA4\n"
+ ".unreq vA3\n" ".unreq qA3\n" ".unreq dA3\n" ".unreq sA3\n"
+ ".unreq vA2\n" ".unreq qA2\n" ".unreq dA2\n" ".unreq sA2\n"
+ ".unreq vA1\n" ".unreq qA1\n" ".unreq dA1\n" ".unreq sA1\n"
+ ".unreq qC41\n" ".unreq qC42\n" ".unreq qC43\n" ".unreq qC44\n"
+ ".unreq vC41\n" ".unreq vC42\n" ".unreq vC43\n" ".unreq vC44\n"
+ ".unreq qC31\n" ".unreq qC32\n" ".unreq qC33\n" ".unreq qC34\n"
+ ".unreq vC31\n" ".unreq vC32\n" ".unreq vC33\n" ".unreq vC34\n"
+ ".unreq qC21\n" ".unreq qC22\n" ".unreq qC23\n" ".unreq qC24\n"
+ ".unreq vC21\n" ".unreq vC22\n" ".unreq vC23\n" ".unreq vC24\n"
+ ".unreq qC11\n" ".unreq qC12\n" ".unreq qC13\n" ".unreq qC14\n"
+ ".unreq vC11\n" ".unreq vC12\n" ".unreq vC13\n" ".unreq vC14\n"
+ ".unreq aptr2\n"
+ ".unreq aptr3\n"
+ ".unreq aptr4\n"
+
+ : [aptr] "+r" (aptr),
+ [bptr] "+r" (bptr),
+ [cptr] "+r" (cptr),
+ [k] "+r" (k)
+ : [a_row_stride_bytes] "r" (a_row_stride * sizeof(float)),
+ [b_row_stride_bytes] "r" (b_row_stride * sizeof(float)),
+ [c_row_stride_bytes] "r" (c_row_stride * sizeof(float))
+ : "cc", "memory", "x20", "x21", "x22",
+ "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10",
+ "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20",
+ "v21", "v22", "v23"
+ );
+ }
+ }
+}
+
+template <>
+inline void sgemm_4x16_impl<1>(
+ const float* const a, const float* const b, float *c,
+ const int M, const int K, const int N,
+ const int a_row_stride,
+ const int b_row_stride,
+ const int c_row_stride
+) {
+ const int TAIL_SIZE = 1;
+ const int M_BLOCK = 4;
+ const int N_BLOCK = 16;
+
+ const int m_blocks = iceildiv(M, M_BLOCK);
+ const int n_blocks = iceildiv(N, N_BLOCK);
+
+ // For each block of output rows
+ for (int mblock = 0; mblock < m_blocks; mblock++) {
+ // For each block of output columns
+ for (int nblock = 0; nblock < n_blocks; nblock++) {
+ const float *aptr = a + mblock*M_BLOCK*a_row_stride;
+ const float *bptr = b + nblock*N_BLOCK;
+ float *cptr = c + mblock*M_BLOCK*c_row_stride + nblock*N_BLOCK;
+ int k = (K - TAIL_SIZE) / 4;
+
+ asm volatile(
+ "aptr2 .req X20\n"
+ "aptr3 .req X21\n"
+ "aptr4 .req X22\n"
+ "vC11 .req v0\n" "vC12 .req v1\n" "vC13 .req v2\n" "vC14 .req v3\n"
+ "qC11 .req q0\n" "qC12 .req q1\n" "qC13 .req q2\n" "qC14 .req q3\n"
+ "vC21 .req v4\n" "vC22 .req v5\n" "vC23 .req v6\n" "vC24 .req v7\n"
+ "qC21 .req q4\n" "qC22 .req q5\n" "qC23 .req q6\n" "qC24 .req q7\n"
+ "vC31 .req v8\n" "vC32 .req v9\n" "vC33 .req v10\n" "vC34 .req v11\n"
+ "qC31 .req q8\n" "qC32 .req q9\n" "qC33 .req q10\n" "qC34 .req q11\n"
+ "vC41 .req v12\n" "vC42 .req v13\n" "vC43 .req v14\n" "vC44 .req v15\n"
+ "qC41 .req q12\n" "qC42 .req q13\n" "qC43 .req q14\n" "qC44 .req q15\n"
+ "vA1 .req v16\n" "qA1 .req q16\n" "dA1 .req d16\n" "sA1 .req s16\n"
+ "vA2 .req v17\n" "qA2 .req q17\n" "dA2 .req d17\n" "sA2 .req s17\n"
+ "vA3 .req v18\n" "qA3 .req q18\n" "dA3 .req d18\n" "sA3 .req s18\n"
+ "vA4 .req v19\n" "qA4 .req q19\n" "dA4 .req d19\n" "sA4 .req s19\n"
+ "vB1 .req v20\n" "qB1 .req q20\n"
+ "vB2 .req v21\n" "qB2 .req q21\n"
+ "vB3 .req v22\n" "qB3 .req q22\n"
+ "vB4 .req v23\n" "qB4 .req q23\n"
+
+ // Clear accumulators, initialise pointers
+ "movi vC11.4s, #0\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "movi vC12.4s, #0\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "movi vC13.4s, #0\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "movi vC14.4s, #0\n"
+ "add aptr2, %x[aptr], %x[a_row_stride_bytes]\n"
+ "movi vC21.4s, #0\n"
+ "add aptr3, aptr2, %x[a_row_stride_bytes]\n"
+ "movi vC22.4s, #0\n"
+ "add aptr4, aptr3, %x[a_row_stride_bytes]\n"
+ "movi vC23.4s, #0\n"
+ "cbnz %x[k], 3f\n"
+
+ // Prepare for tail in K
+ "movi vC24.4s, #0\n"
+ "ldr sA1, [%x[aptr]], #0x04\n"
+ "movi vC31.4s, #0\n"
+ "ldr sA2, [ aptr2], #0x04\n"
+ "movi vC32.4s, #0\n"
+ "movi vC33.4s, #0\n"
+ "movi vC34.4s, #0\n"
+ "movi vC41.4s, #0\n"
+ "movi vC42.4s, #0\n"
+ "movi vC43.4s, #0\n"
+ "movi vC44.4s, #0\n"
+ "b 2f\n" // Jump to tail
+
+ "3:" // Prepare for loop over K
+ "movi vC24.4s, #0\n"
+ "ldr qA1, [%x[aptr]], #0x10\n"
+ "movi vC31.4s, #0\n"
+ "ldr qA2, [ aptr2], #0x10\n"
+ "movi vC32.4s, #0\n"
+ "movi vC33.4s, #0\n"
+ "movi vC34.4s, #0\n"
+ "movi vC41.4s, #0\n"
+ "movi vC42.4s, #0\n"
+ "movi vC43.4s, #0\n"
+ "movi vC44.4s, #0\n"
+ "subs %x[k], %x[k], #1\n"
+ "beq 4f\n"
+
+ "1:" // Loop proper
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr qA3, [ aptr3], #0x10\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "ldr qA4, [ aptr4], #0x10\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[1]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[1]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[1]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[1]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[1]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[1]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[1]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[1]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[1]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[1]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[1]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[1]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[1]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[1]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[1]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[1]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[2]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[2]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[2]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[2]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[2]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[2]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[2]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[2]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[2]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[2]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[2]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[2]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[2]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[2]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[2]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[2]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[3]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[3]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[3]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[3]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[3]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[3]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[3]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[3]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[3]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[3]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[3]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[3]\n"
+ "subs %x[k], %x[k], #1\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[3]\n"
+ "ldr qA1, [%x[aptr]], #0x10\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[3]\n"
+ "ldr qA2, [ aptr2], #0x10\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[3]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[3]\n"
+ "bne 1b\n"
+
+ "4:" // Tail iteration
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr qA3, [ aptr3], #0x10\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "ldr qA4, [ aptr4], #0x10\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[1]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[1]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[1]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[1]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[1]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[1]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[1]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[1]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[1]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[1]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[1]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[1]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[1]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[1]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[1]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[1]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[2]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[2]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[2]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[2]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[2]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[2]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[2]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[2]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[2]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[2]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[2]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[2]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[2]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[2]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[2]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[2]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[3]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[3]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[3]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[3]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[3]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[3]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[3]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[3]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[3]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[3]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[3]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[3]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[3]\n"
+ "ldr sA1, [%x[aptr]], #0x04\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[3]\n"
+ "ldr sA2, [ aptr2], #0x04\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[3]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[3]\n"
+
+ "2:" // Common tail
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "stp qC11, qC12, [%x[cptr], #0x00]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "ldr sA3, [ aptr3], #0x04\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "stp qC13, qC14, [%x[cptr], #0x20]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "stp qC21, qC22, [%x[cptr], #0x00]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "ldr sA4, [ aptr4], #0x04\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "stp qC23, qC24, [%x[cptr], #0x20]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "stp qC31, qC32, [%x[cptr], #0x00]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "stp qC33, qC34, [%x[cptr], #0x20]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "stp qC41, qC42, [%x[cptr], #0x00]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+ "stp qC43, qC44, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+
+ ".unreq vB4\n" ".unreq qB4\n"
+ ".unreq vB3\n" ".unreq qB3\n"
+ ".unreq vB2\n" ".unreq qB2\n"
+ ".unreq vB1\n" ".unreq qB1\n"
+ ".unreq vA4\n" ".unreq qA4\n" ".unreq dA4\n" ".unreq sA4\n"
+ ".unreq vA3\n" ".unreq qA3\n" ".unreq dA3\n" ".unreq sA3\n"
+ ".unreq vA2\n" ".unreq qA2\n" ".unreq dA2\n" ".unreq sA2\n"
+ ".unreq vA1\n" ".unreq qA1\n" ".unreq dA1\n" ".unreq sA1\n"
+ ".unreq qC41\n" ".unreq qC42\n" ".unreq qC43\n" ".unreq qC44\n"
+ ".unreq vC41\n" ".unreq vC42\n" ".unreq vC43\n" ".unreq vC44\n"
+ ".unreq qC31\n" ".unreq qC32\n" ".unreq qC33\n" ".unreq qC34\n"
+ ".unreq vC31\n" ".unreq vC32\n" ".unreq vC33\n" ".unreq vC34\n"
+ ".unreq qC21\n" ".unreq qC22\n" ".unreq qC23\n" ".unreq qC24\n"
+ ".unreq vC21\n" ".unreq vC22\n" ".unreq vC23\n" ".unreq vC24\n"
+ ".unreq qC11\n" ".unreq qC12\n" ".unreq qC13\n" ".unreq qC14\n"
+ ".unreq vC11\n" ".unreq vC12\n" ".unreq vC13\n" ".unreq vC14\n"
+ ".unreq aptr2\n"
+ ".unreq aptr3\n"
+ ".unreq aptr4\n"
+
+ : [aptr] "+r" (aptr),
+ [bptr] "+r" (bptr),
+ [cptr] "+r" (cptr),
+ [k] "+r" (k)
+ : [a_row_stride_bytes] "r" (a_row_stride * sizeof(float)),
+ [b_row_stride_bytes] "r" (b_row_stride * sizeof(float)),
+ [c_row_stride_bytes] "r" (c_row_stride * sizeof(float))
+ : "cc", "memory", "x20", "x21", "x22",
+ "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10",
+ "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20",
+ "v21", "v22", "v23"
+ );
+ }
+ }
+}
+
+template <>
+inline void sgemm_4x16_impl<2>(
+ const float* const a, const float* const b, float *c,
+ const int M, const int K, const int N,
+ const int a_row_stride,
+ const int b_row_stride,
+ const int c_row_stride
+) {
+ const int TAIL_SIZE = 2;
+ const int M_BLOCK = 4;
+ const int N_BLOCK = 16;
+
+ const int m_blocks = iceildiv(M, M_BLOCK);
+ const int n_blocks = iceildiv(N, N_BLOCK);
+
+ // For each block of output rows
+ for (int mblock = 0; mblock < m_blocks; mblock++) {
+ // For each block of output columns
+ for (int nblock = 0; nblock < n_blocks; nblock++) {
+ const float *aptr = a + mblock*M_BLOCK*a_row_stride;
+ const float *bptr = b + nblock*N_BLOCK;
+ float *cptr = c + mblock*M_BLOCK*c_row_stride + nblock*N_BLOCK;
+ int k = (K - TAIL_SIZE) / 4;
+
+ asm volatile(
+ "aptr2 .req X20\n"
+ "aptr3 .req X21\n"
+ "aptr4 .req X22\n"
+ "vC11 .req v0\n" "vC12 .req v1\n" "vC13 .req v2\n" "vC14 .req v3\n"
+ "qC11 .req q0\n" "qC12 .req q1\n" "qC13 .req q2\n" "qC14 .req q3\n"
+ "vC21 .req v4\n" "vC22 .req v5\n" "vC23 .req v6\n" "vC24 .req v7\n"
+ "qC21 .req q4\n" "qC22 .req q5\n" "qC23 .req q6\n" "qC24 .req q7\n"
+ "vC31 .req v8\n" "vC32 .req v9\n" "vC33 .req v10\n" "vC34 .req v11\n"
+ "qC31 .req q8\n" "qC32 .req q9\n" "qC33 .req q10\n" "qC34 .req q11\n"
+ "vC41 .req v12\n" "vC42 .req v13\n" "vC43 .req v14\n" "vC44 .req v15\n"
+ "qC41 .req q12\n" "qC42 .req q13\n" "qC43 .req q14\n" "qC44 .req q15\n"
+ "vA1 .req v16\n" "qA1 .req q16\n" "dA1 .req d16\n" "sA1 .req s16\n"
+ "vA2 .req v17\n" "qA2 .req q17\n" "dA2 .req d17\n" "sA2 .req s17\n"
+ "vA3 .req v18\n" "qA3 .req q18\n" "dA3 .req d18\n" "sA3 .req s18\n"
+ "vA4 .req v19\n" "qA4 .req q19\n" "dA4 .req d19\n" "sA4 .req s19\n"
+ "vB1 .req v20\n" "qB1 .req q20\n"
+ "vB2 .req v21\n" "qB2 .req q21\n"
+ "vB3 .req v22\n" "qB3 .req q22\n"
+ "vB4 .req v23\n" "qB4 .req q23\n"
+
+ // Clear accumulators, initialise pointers
+ "movi vC11.4s, #0\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "movi vC12.4s, #0\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "movi vC13.4s, #0\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "movi vC14.4s, #0\n"
+ "add aptr2, %x[aptr], %x[a_row_stride_bytes]\n"
+ "movi vC21.4s, #0\n"
+ "add aptr3, aptr2, %x[a_row_stride_bytes]\n"
+ "movi vC22.4s, #0\n"
+ "add aptr4, aptr3, %x[a_row_stride_bytes]\n"
+ "movi vC23.4s, #0\n"
+ "cbnz %x[k], 3f\n"
+
+ // Prepare for tail in K
+ "movi vC24.4s, #0\n"
+ "ldr dA1, [%x[aptr]], #0x08\n"
+ "movi vC31.4s, #0\n"
+ "ldr dA2, [ aptr2], #0x08\n"
+ "movi vC32.4s, #0\n"
+ "movi vC33.4s, #0\n"
+ "movi vC34.4s, #0\n"
+ "movi vC41.4s, #0\n"
+ "movi vC42.4s, #0\n"
+ "movi vC43.4s, #0\n"
+ "movi vC44.4s, #0\n"
+ "b 2f\n" // Jump to tail
+
+ "3:" // Prepare for loop over K
+ "movi vC24.4s, #0\n"
+ "ldr qA1, [%x[aptr]], #0x10\n"
+ "movi vC31.4s, #0\n"
+ "ldr qA2, [ aptr2], #0x10\n"
+ "movi vC32.4s, #0\n"
+ "movi vC33.4s, #0\n"
+ "movi vC34.4s, #0\n"
+ "movi vC41.4s, #0\n"
+ "movi vC42.4s, #0\n"
+ "movi vC43.4s, #0\n"
+ "movi vC44.4s, #0\n"
+ "subs %x[k], %x[k], #1\n"
+ "beq 4f\n"
+
+ "1:" // Loop proper
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr qA3, [ aptr3], #0x10\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "ldr qA4, [ aptr4], #0x10\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[1]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[1]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[1]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[1]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[1]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[1]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[1]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[1]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[1]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[1]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[1]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[1]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[1]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[1]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[1]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[1]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[2]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[2]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[2]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[2]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[2]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[2]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[2]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[2]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[2]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[2]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[2]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[2]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[2]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[2]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[2]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[2]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[3]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[3]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[3]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[3]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[3]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[3]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[3]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[3]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[3]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[3]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[3]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[3]\n"
+ "subs %x[k], %x[k], #1\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[3]\n"
+ "ldr qA1, [%x[aptr]], #0x10\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[3]\n"
+ "ldr qA2, [ aptr2], #0x10\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[3]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[3]\n"
+ "bne 1b\n"
+
+ "4:" // Tail iteration
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr qA3, [ aptr3], #0x10\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "ldr qA4, [ aptr4], #0x10\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[1]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[1]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[1]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[1]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[1]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[1]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[1]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[1]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[1]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[1]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[1]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[1]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[1]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[1]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[1]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[1]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[2]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[2]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[2]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[2]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[2]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[2]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[2]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[2]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[2]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[2]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[2]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[2]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[2]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[2]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[2]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[2]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[3]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[3]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[3]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[3]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[3]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[3]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[3]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[3]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[3]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[3]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[3]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[3]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[3]\n"
+ "ldr dA1, [%x[aptr]], #0x08\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[3]\n"
+ "ldr dA2, [ aptr2], #0x08\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[3]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[3]\n"
+
+ "2:" // Common tail
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr dA3, [ aptr3], #0x08\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "ldr dA4, [ aptr4], #0x08\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[1]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[1]\n"
+ "stp qC11, qC12, [%x[cptr], #0x00]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[1]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[1]\n"
+ "stp qC13, qC14, [%x[cptr], #0x20]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[1]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[1]\n"
+ "stp qC21, qC22, [%x[cptr], #0x00]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[1]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[1]\n"
+ "stp qC23, qC24, [%x[cptr], #0x20]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[1]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[1]\n"
+ "stp qC31, qC32, [%x[cptr], #0x00]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[1]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[1]\n"
+ "stp qC33, qC34, [%x[cptr], #0x20]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[1]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[1]\n"
+ "stp qC41, qC42, [%x[cptr], #0x00]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[1]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[1]\n"
+ "stp qC43, qC44, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+
+ ".unreq vB4\n" ".unreq qB4\n"
+ ".unreq vB3\n" ".unreq qB3\n"
+ ".unreq vB2\n" ".unreq qB2\n"
+ ".unreq vB1\n" ".unreq qB1\n"
+ ".unreq vA4\n" ".unreq qA4\n" ".unreq dA4\n" ".unreq sA4\n"
+ ".unreq vA3\n" ".unreq qA3\n" ".unreq dA3\n" ".unreq sA3\n"
+ ".unreq vA2\n" ".unreq qA2\n" ".unreq dA2\n" ".unreq sA2\n"
+ ".unreq vA1\n" ".unreq qA1\n" ".unreq dA1\n" ".unreq sA1\n"
+ ".unreq qC41\n" ".unreq qC42\n" ".unreq qC43\n" ".unreq qC44\n"
+ ".unreq vC41\n" ".unreq vC42\n" ".unreq vC43\n" ".unreq vC44\n"
+ ".unreq qC31\n" ".unreq qC32\n" ".unreq qC33\n" ".unreq qC34\n"
+ ".unreq vC31\n" ".unreq vC32\n" ".unreq vC33\n" ".unreq vC34\n"
+ ".unreq qC21\n" ".unreq qC22\n" ".unreq qC23\n" ".unreq qC24\n"
+ ".unreq vC21\n" ".unreq vC22\n" ".unreq vC23\n" ".unreq vC24\n"
+ ".unreq qC11\n" ".unreq qC12\n" ".unreq qC13\n" ".unreq qC14\n"
+ ".unreq vC11\n" ".unreq vC12\n" ".unreq vC13\n" ".unreq vC14\n"
+ ".unreq aptr2\n"
+ ".unreq aptr3\n"
+ ".unreq aptr4\n"
+
+ : [aptr] "+r" (aptr),
+ [bptr] "+r" (bptr),
+ [cptr] "+r" (cptr),
+ [k] "+r" (k)
+ : [a_row_stride_bytes] "r" (a_row_stride * sizeof(float)),
+ [b_row_stride_bytes] "r" (b_row_stride * sizeof(float)),
+ [c_row_stride_bytes] "r" (c_row_stride * sizeof(float))
+ : "cc", "memory", "x20", "x21", "x22",
+ "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10",
+ "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20",
+ "v21", "v22", "v23"
+ );
+ }
+ }
+}
+
+template <>
+inline void sgemm_4x16_impl<3>(
+ const float* const a, const float* const b, float *c,
+ const int M, const int K, const int N,
+ const int a_row_stride,
+ const int b_row_stride,
+ const int c_row_stride
+) {
+ const int TAIL_SIZE = 3;
+ const int M_BLOCK = 4;
+ const int N_BLOCK = 16;
+
+ const int m_blocks = iceildiv(M, M_BLOCK);
+ const int n_blocks = iceildiv(N, N_BLOCK);
+
+ // For each block of output rows
+ for (int mblock = 0; mblock < m_blocks; mblock++) {
+ // For each block of output columns
+ for (int nblock = 0; nblock < n_blocks; nblock++) {
+ const float *aptr = a + mblock*M_BLOCK*a_row_stride;
+ const float *bptr = b + nblock*N_BLOCK;
+ float *cptr = c + mblock*M_BLOCK*c_row_stride + nblock*N_BLOCK;
+ int k = (K - TAIL_SIZE) / 4;
+
+ asm volatile(
+ "aptr2 .req X20\n"
+ "aptr3 .req X21\n"
+ "aptr4 .req X22\n"
+ "vC11 .req v0\n" "vC12 .req v1\n" "vC13 .req v2\n" "vC14 .req v3\n"
+ "qC11 .req q0\n" "qC12 .req q1\n" "qC13 .req q2\n" "qC14 .req q3\n"
+ "vC21 .req v4\n" "vC22 .req v5\n" "vC23 .req v6\n" "vC24 .req v7\n"
+ "qC21 .req q4\n" "qC22 .req q5\n" "qC23 .req q6\n" "qC24 .req q7\n"
+ "vC31 .req v8\n" "vC32 .req v9\n" "vC33 .req v10\n" "vC34 .req v11\n"
+ "qC31 .req q8\n" "qC32 .req q9\n" "qC33 .req q10\n" "qC34 .req q11\n"
+ "vC41 .req v12\n" "vC42 .req v13\n" "vC43 .req v14\n" "vC44 .req v15\n"
+ "qC41 .req q12\n" "qC42 .req q13\n" "qC43 .req q14\n" "qC44 .req q15\n"
+ "vA1 .req v16\n" "qA1 .req q16\n" "dA1 .req d16\n" "sA1 .req s16\n"
+ "vA2 .req v17\n" "qA2 .req q17\n" "dA2 .req d17\n" "sA2 .req s17\n"
+ "vA3 .req v18\n" "qA3 .req q18\n" "dA3 .req d18\n" "sA3 .req s18\n"
+ "vA4 .req v19\n" "qA4 .req q19\n" "dA4 .req d19\n" "sA4 .req s19\n"
+ "vB1 .req v20\n" "qB1 .req q20\n"
+ "vB2 .req v21\n" "qB2 .req q21\n"
+ "vB3 .req v22\n" "qB3 .req q22\n"
+ "vB4 .req v23\n" "qB4 .req q23\n"
+
+ // Clear accumulators, initialise pointers
+ "movi vC11.4s, #0\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "movi vC12.4s, #0\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "movi vC13.4s, #0\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "movi vC14.4s, #0\n"
+ "add aptr2, %x[aptr], %x[a_row_stride_bytes]\n"
+ "movi vC21.4s, #0\n"
+ "add aptr3, aptr2, %x[a_row_stride_bytes]\n"
+ "movi vC22.4s, #0\n"
+ "add aptr4, aptr3, %x[a_row_stride_bytes]\n"
+ "movi vC23.4s, #0\n"
+ "cbnz %x[k], 3f\n"
+
+ // Prepare for tail in K
+ "movi vC24.4s, #0\n"
+ "ldr dA1, [%x[aptr]], #0x08\n"
+ "movi vC31.4s, #0\n"
+ "ldr dA2, [ aptr2], #0x08\n"
+ "movi vC32.4s, #0\n"
+ "movi vC33.4s, #0\n"
+ "movi vC34.4s, #0\n"
+ "movi vC41.4s, #0\n"
+ "movi vC42.4s, #0\n"
+ "movi vC43.4s, #0\n"
+ "movi vC44.4s, #0\n"
+ "b 2f\n" // Jump to tail
+
+ "3:" // Prepare for loop over K
+ "movi vC24.4s, #0\n"
+ "ldr qA1, [%x[aptr]], #0x10\n"
+ "movi vC31.4s, #0\n"
+ "ldr qA2, [ aptr2], #0x10\n"
+ "movi vC32.4s, #0\n"
+ "movi vC33.4s, #0\n"
+ "movi vC34.4s, #0\n"
+ "movi vC41.4s, #0\n"
+ "movi vC42.4s, #0\n"
+ "movi vC43.4s, #0\n"
+ "movi vC44.4s, #0\n"
+ "subs %x[k], %x[k], #1\n"
+ "beq 4f\n"
+
+ "1:" // Loop proper
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr qA3, [ aptr3], #0x10\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "ldr qA4, [ aptr4], #0x10\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[1]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[1]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[1]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[1]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[1]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[1]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[1]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[1]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[1]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[1]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[1]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[1]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[1]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[1]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[1]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[1]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[2]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[2]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[2]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[2]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[2]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[2]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[2]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[2]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[2]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[2]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[2]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[2]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[2]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[2]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[2]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[2]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[3]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[3]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[3]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[3]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[3]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[3]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[3]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[3]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[3]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[3]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[3]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[3]\n"
+ "subs %x[k], %x[k], #1\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[3]\n"
+ "ldr qA1, [%x[aptr]], #0x10\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[3]\n"
+ "ldr qA2, [ aptr2], #0x10\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[3]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[3]\n"
+ "bne 1b\n"
+
+ "4:" // Tail iteration
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr qA3, [ aptr3], #0x10\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "ldr qA4, [ aptr4], #0x10\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[1]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[1]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[1]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[1]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[1]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[1]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[1]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[1]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[1]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[1]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[1]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[1]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[1]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[1]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[1]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[1]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[2]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[2]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[2]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[2]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[2]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[2]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[2]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[2]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[2]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[2]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[2]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[2]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[2]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[2]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[2]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[2]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[3]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[3]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[3]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[3]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[3]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[3]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[3]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[3]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[3]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[3]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[3]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[3]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[3]\n"
+ "ldr dA1, [%x[aptr]], #0x08\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[3]\n"
+ "ldr dA2, [ aptr2], #0x08\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[3]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[3]\n"
+
+ "2:" // Common tail
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr dA3, [ aptr3], #0x08\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "ldr dA4, [ aptr4], #0x08\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[1]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[1]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[1]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[1]\n"
+ "add %x[bptr], %x[bptr], %x[b_row_stride_bytes]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[1]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[1]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[1]\n"
+ "ldr qB1, [%x[bptr], #0x00]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[1]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[1]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[1]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[1]\n"
+ "ldr qB2, [%x[bptr], #0x10]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[1]\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[1]\n"
+ "ldr sA1, [%x[aptr]], #0x04\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[1]\n"
+ "ldr sA2, [ aptr2], #0x04\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[1]\n"
+ "ldr qB3, [%x[bptr], #0x20]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[1]\n"
+
+ "fmla vC11.4s, vB1.4s, vA1.s[0]\n"
+ "ldr qB4, [%x[bptr], #0x30]\n"
+ "fmla vC12.4s, vB2.4s, vA1.s[0]\n"
+ "stp qC11, qC12, [%x[cptr], #0x00]\n"
+ "fmla vC13.4s, vB3.4s, vA1.s[0]\n"
+ "ldr sA3, [ aptr3], #0x04\n"
+ "fmla vC14.4s, vB4.4s, vA1.s[0]\n"
+ "stp qC13, qC14, [%x[cptr], #0x20]\n"
+ "fmla vC21.4s, vB1.4s, vA2.s[0]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC22.4s, vB2.4s, vA2.s[0]\n"
+ "stp qC21, qC22, [%x[cptr], #0x00]\n"
+ "fmla vC23.4s, vB3.4s, vA2.s[0]\n"
+ "ldr sA4, [ aptr4], #0x04\n"
+ "fmla vC24.4s, vB4.4s, vA2.s[0]\n"
+ "stp qC23, qC24, [%x[cptr], #0x20]\n"
+ "fmla vC31.4s, vB1.4s, vA3.s[0]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC32.4s, vB2.4s, vA3.s[0]\n"
+ "stp qC31, qC32, [%x[cptr], #0x00]\n"
+ "fmla vC33.4s, vB3.4s, vA3.s[0]\n"
+ "fmla vC34.4s, vB4.4s, vA3.s[0]\n"
+ "stp qC33, qC34, [%x[cptr], #0x20]\n"
+ "fmla vC41.4s, vB1.4s, vA4.s[0]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+ "fmla vC42.4s, vB2.4s, vA4.s[0]\n"
+ "stp qC41, qC42, [%x[cptr], #0x00]\n"
+ "fmla vC43.4s, vB3.4s, vA4.s[0]\n"
+ "fmla vC44.4s, vB4.4s, vA4.s[0]\n"
+ "stp qC43, qC44, [%x[cptr], #0x20]\n"
+ "add %x[cptr], %x[cptr], %x[c_row_stride_bytes]\n"
+
+ ".unreq vB4\n" ".unreq qB4\n"
+ ".unreq vB3\n" ".unreq qB3\n"
+ ".unreq vB2\n" ".unreq qB2\n"
+ ".unreq vB1\n" ".unreq qB1\n"
+ ".unreq vA4\n" ".unreq qA4\n" ".unreq dA4\n" ".unreq sA4\n"
+ ".unreq vA3\n" ".unreq qA3\n" ".unreq dA3\n" ".unreq sA3\n"
+ ".unreq vA2\n" ".unreq qA2\n" ".unreq dA2\n" ".unreq sA2\n"
+ ".unreq vA1\n" ".unreq qA1\n" ".unreq dA1\n" ".unreq sA1\n"
+ ".unreq qC41\n" ".unreq qC42\n" ".unreq qC43\n" ".unreq qC44\n"
+ ".unreq vC41\n" ".unreq vC42\n" ".unreq vC43\n" ".unreq vC44\n"
+ ".unreq qC31\n" ".unreq qC32\n" ".unreq qC33\n" ".unreq qC34\n"
+ ".unreq vC31\n" ".unreq vC32\n" ".unreq vC33\n" ".unreq vC34\n"
+ ".unreq qC21\n" ".unreq qC22\n" ".unreq qC23\n" ".unreq qC24\n"
+ ".unreq vC21\n" ".unreq vC22\n" ".unreq vC23\n" ".unreq vC24\n"
+ ".unreq qC11\n" ".unreq qC12\n" ".unreq qC13\n" ".unreq qC14\n"
+ ".unreq vC11\n" ".unreq vC12\n" ".unreq vC13\n" ".unreq vC14\n"
+ ".unreq aptr2\n"
+ ".unreq aptr3\n"
+ ".unreq aptr4\n"
+
+ : [aptr] "+r" (aptr),
+ [bptr] "+r" (bptr),
+ [cptr] "+r" (cptr),
+ [k] "+r" (k)
+ : [a_row_stride_bytes] "r" (a_row_stride * sizeof(float)),
+ [b_row_stride_bytes] "r" (b_row_stride * sizeof(float)),
+ [c_row_stride_bytes] "r" (c_row_stride * sizeof(float))
+ : "cc", "memory", "x20", "x21", "x22",
+ "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10",
+ "v11", "v12", "v13", "v14", "v15", "v16", "v17", "v18", "v19", "v20",
+ "v21", "v22", "v23"
+ );
+ }
+ }
+}