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authorPablo Tello <pablo.tello@arm.com>2018-02-23 13:43:50 +0000
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:49:16 +0000
commiteb82fd2aa786715c3b6a941dc6d6deac4ce8e2a0 (patch)
tree42cca378eed97c07348f28e1ec708d9c7ed531ce /src/core/NEON/kernels/arm_gemm/merges
parent8df6c452820719d201ee79596cde8445c2071db5 (diff)
downloadComputeLibrary-eb82fd2aa786715c3b6a941dc6d6deac4ce8e2a0.tar.gz
COMPMID-881: RSH new arm_gemm interface.
Change-Id: I1e2a1a77097d8017c274af3f97eba6964f80f5fa Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122592 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Diffstat (limited to 'src/core/NEON/kernels/arm_gemm/merges')
-rw-r--r--src/core/NEON/kernels/arm_gemm/merges/a32_merge_float_8x6.hpp167
-rw-r--r--src/core/NEON/kernels/arm_gemm/merges/a64_merge_float_12x8.hpp233
-rw-r--r--src/core/NEON/kernels/arm_gemm/merges/a64_merge_float_to_half_12x8.hpp273
-rw-r--r--src/core/NEON/kernels/arm_gemm/merges/a64_merge_half_24x8.hpp233
-rw-r--r--src/core/NEON/kernels/arm_gemm/merges/a64_merge_int32_12x8.hpp289
-rw-r--r--src/core/NEON/kernels/arm_gemm/merges/list.hpp29
6 files changed, 1224 insertions, 0 deletions
diff --git a/src/core/NEON/kernels/arm_gemm/merges/a32_merge_float_8x6.hpp b/src/core/NEON/kernels/arm_gemm/merges/a32_merge_float_8x6.hpp
new file mode 100644
index 0000000000..b44e56499f
--- /dev/null
+++ b/src/core/NEON/kernels/arm_gemm/merges/a32_merge_float_8x6.hpp
@@ -0,0 +1,167 @@
+/*
+ * Copyright (c) 2017-2018 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
+
+#ifdef __arm__
+
+#include <arm_neon.h>
+
+template <>
+inline void MergeResults<8, 6>(float *out, const float *in, const int ldout, const int y0, const int ymax, const int x0, const int xmax, const float alpha, const float beta)
+{
+ const float *inptr = in;
+ prefetch_6x(inptr);
+ prefetch_6x(inptr + 96);
+
+ float32x4_t av = vdupq_n_f32(alpha);
+ float32x4_t bv = vdupq_n_f32(beta);
+
+ for(int y = y0; y < ymax; y += 8)
+ {
+ float *outptr0 = out + (y * ldout) + x0;
+ float *outptr1 = outptr0 + ldout;
+ float *outptr2 = outptr1 + ldout;
+ float *outptr3 = outptr2 + ldout;
+ float *outptr4 = outptr3 + ldout;
+ float *outptr5 = outptr4 + ldout;
+
+ prefetch_2x(outptr0);
+ prefetch_2x(outptr1);
+ prefetch_2x(outptr2);
+ prefetch_2x(outptr3);
+ prefetch_2x(outptr4);
+ prefetch_2x(outptr5);
+
+ for(int i = x0; i < xmax; i += 8)
+ {
+ float dummyres[8];
+
+ /* Make sure we throw away results if Y isn't a multiple of 8.
+ * We do this by pointing the result pointer at a dummy buffer
+ * we later discard. */
+ if((y + 5) >= ymax)
+ {
+ switch((y + 5) - ymax)
+ {
+ case 4:
+ outptr1 = dummyres;
+ case 3:
+ outptr2 = dummyres;
+ case 2:
+ outptr3 = dummyres;
+ case 1:
+ outptr4 = dummyres;
+ case 0:
+ outptr5 = dummyres;
+ break;
+
+ default:
+ UNREACHABLE("Impossible.");
+ }
+ }
+
+ /* For ragged X, manually copy over the valid results. */
+ if((i + 7) >= xmax)
+ {
+ for(int xi = 0; xi < 8; xi++)
+ {
+ if((i + xi) < xmax)
+ {
+ *outptr0 = (alpha * inptr[xi]) + (*outptr0 * beta);
+ outptr0++;
+ *outptr1 = (alpha * inptr[xi + 8]) + (*outptr1 * beta);
+ outptr1++;
+ *outptr2 = (alpha * inptr[xi + 16]) + (*outptr2 * beta);
+ outptr2++;
+ *outptr3 = (alpha * inptr[xi + 24]) + (*outptr3 * beta);
+ outptr3++;
+ *outptr4 = (alpha * inptr[xi + 32]) + (*outptr4 * beta);
+ outptr4++;
+ *outptr5 = (alpha * inptr[xi + 40]) + (*outptr5 * beta);
+ outptr5++;
+ }
+ }
+ inptr += 48;
+ }
+ else
+ {
+ /* Optimized routine to copy an entire block */
+ __asm __volatile(
+ // Rows 0-1
+ "VLD1.32 {d8-d11}, [%[outptr0]]\n"
+ "VMUL.f32 q4, q4, %q[bv]\n"
+ "VLD1.32 {d12-d15}, [%[outptr1]]\n"
+ "VMUL.f32 q5, q5, %q[bv]\n"
+ "VLD1.32 {d0-d3}, [%[inptr]]!\n"
+ "VMUL.f32 q6, q6, %q[bv]\n"
+ "VLD1.32 {d4-d7}, [%[inptr]]!\n"
+ "VMUL.f32 q7, q7, %q[bv]\n"
+
+ "VMLA.f32 q4, q0, %q[av]\n" ASM_PREFETCH("[%[inptr], #352]")
+ "VMLA.f32 q5, q1, %q[av]\n"
+ "VST1.32 {d8-d11}, [%[outptr0]]!\n" ASM_PREFETCH("[%[inptr], #416]") "VMLA.f32 q6, q2, %q[av]\n" ASM_PREFETCH("[%[inptr], #480]")
+ "VMLA.f32 q7, q3, %q[av]\n"
+ "VST1.32 {d12-d15}, [%[outptr1]]!\n"
+
+ // Rows 2-3
+ "VLD1.32 {d8-d11}, [%[outptr2]]\n"
+ "VMUL.f32 q4, q4, %q[bv]\n"
+ "VLD1.32 {d12-d15}, [%[outptr3]]\n"
+ "VMUL.f32 q5, q5, %q[bv]\n"
+ "VLD1.32 {d0-d3}, [%[inptr]]!\n"
+ "VMUL.f32 q6, q6, %q[bv]\n"
+ "VLD1.32 {d4-d7}, [%[inptr]]!\n"
+ "VMUL.f32 q7, q7, %q[bv]\n"
+
+ "VMLA.f32 q4, q0, %q[av]\n" ASM_PREFETCH("[%[outptr0], #96]")
+ "VMLA.f32 q5, q1, %q[av]\n"
+ "VST1.32 {d8-d11}, [%[outptr2]]!\n" ASM_PREFETCH("[%[outptr1], #96]") "VMLA.f32 q6, q2, %q[av]\n" ASM_PREFETCH("[%[outptr2], #96]")
+ "VMLA.f32 q7, q3, %q[av]\n"
+ "VST1.32 {d12-d15}, [%[outptr3]]!\n"
+
+ // Rows 4-5
+ "VLD1.32 {d8-d11}, [%[outptr4]]\n"
+ "VMUL.f32 q4, q4, %q[bv]\n"
+ "VLD1.32 {d12-d15}, [%[outptr5]]\n"
+ "VMUL.f32 q5, q5, %q[bv]\n"
+ "VLD1.32 {d0-d3}, [%[inptr]]!\n"
+ "VMUL.f32 q6, q6, %q[bv]\n"
+ "VLD1.32 {d4-d7}, [%[inptr]]!\n"
+ "VMUL.f32 q7, q7, %q[bv]\n"
+
+ "VMLA.f32 q4, q0, %q[av]\n" ASM_PREFETCH("[%[outptr3], #96]")
+ "VMLA.f32 q5, q1, %q[av]\n"
+ "VST1.32 {d8-d11}, [%[outptr4]]!\n" ASM_PREFETCH("[%[outptr4], #96]") "VMLA.f32 q6, q2, %q[av]\n" ASM_PREFETCH("[%[outptr5], #128]")
+ "VMLA.f32 q7, q3, %q[av]\n"
+ "VST1.32 {d12-d15}, [%[outptr5]]!\n"
+ : [outptr0] "+r"(outptr0), [outptr1] "+r"(outptr1), [outptr2] "+r"(outptr2), [outptr3] "+r"(outptr3),
+ [outptr4] "+r"(outptr4), [outptr5] "+r"(outptr5), [inptr] "+r"(inptr)
+ : [av] "w"(av), [bv] "w"(bv)
+ : "q0", "q1", "q2", "q3", "q4", "q5", "q6", "q7");
+ }
+ }
+ }
+}
+
+#endif // __arm__
diff --git a/src/core/NEON/kernels/arm_gemm/merges/a64_merge_float_12x8.hpp b/src/core/NEON/kernels/arm_gemm/merges/a64_merge_float_12x8.hpp
new file mode 100644
index 0000000000..3b59a43c52
--- /dev/null
+++ b/src/core/NEON/kernels/arm_gemm/merges/a64_merge_float_12x8.hpp
@@ -0,0 +1,233 @@
+/*
+ * Copyright (c) 2017-2018 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
+
+#ifdef __aarch64__
+
+template <>
+inline void MergeResults<12, 8>(float *out, const float *in, const int ldout, const int y0, const int ymax, const int x0, const int xmax, const float alpha, const float beta)
+{
+ const float *inptr = in;
+ prefetch_6x(inptr);
+ prefetch_6x(inptr + 96);
+
+ float32x4_t av = vdupq_n_f32(alpha);
+ float32x4_t bv = vdupq_n_f32(beta);
+
+ for(int y = y0; y < ymax; y += 8)
+ {
+ float *outptr0 = out + (y * ldout) + x0;
+ float *outptr1 = outptr0 + ldout;
+ float *outptr2 = outptr1 + ldout;
+ float *outptr3 = outptr2 + ldout;
+ float *outptr4 = outptr3 + ldout;
+ float *outptr5 = outptr4 + ldout;
+ float *outptr6 = outptr5 + ldout;
+ float *outptr7 = outptr6 + ldout;
+
+ prefetch_2x(outptr0);
+ prefetch_2x(outptr1);
+ prefetch_2x(outptr2);
+ prefetch_2x(outptr3);
+ prefetch_2x(outptr4);
+ prefetch_2x(outptr5);
+ prefetch_2x(outptr6);
+ prefetch_2x(outptr7);
+
+ for(int i = x0; i < xmax; i += 12)
+ {
+ float dummyres[12];
+
+ /* Make sure we throw away results if Y isn't a multiple of 8.
+ * We do this by pointing the result pointer at a dummy buffer
+ * we later discard. */
+ if((y + 7) >= ymax)
+ {
+ switch((y + 7) - ymax)
+ {
+ case 6:
+ outptr1 = dummyres;
+ case 5:
+ outptr2 = dummyres;
+ case 4:
+ outptr3 = dummyres;
+ case 3:
+ outptr4 = dummyres;
+ case 2:
+ outptr5 = dummyres;
+ case 1:
+ outptr6 = dummyres;
+ case 0:
+ outptr7 = dummyres;
+ break;
+
+ default:
+ UNREACHABLE("Impossible.");
+ }
+ }
+
+ /* For ragged X, manually copy over the valid results. */
+ if((i + 11) >= xmax)
+ {
+ for(int xi = 0; xi < 12; xi++)
+ {
+ if((i + xi) < xmax)
+ {
+ *outptr0 = (alpha * inptr[xi]) + (*outptr0 * beta);
+ outptr0++;
+ *outptr1 = (alpha * inptr[xi + 12]) + (*outptr1 * beta);
+ outptr1++;
+ *outptr2 = (alpha * inptr[xi + 24]) + (*outptr2 * beta);
+ outptr2++;
+ *outptr3 = (alpha * inptr[xi + 36]) + (*outptr3 * beta);
+ outptr3++;
+ *outptr4 = (alpha * inptr[xi + 48]) + (*outptr4 * beta);
+ outptr4++;
+ *outptr5 = (alpha * inptr[xi + 60]) + (*outptr5 * beta);
+ outptr5++;
+ *outptr6 = (alpha * inptr[xi + 72]) + (*outptr6 * beta);
+ outptr6++;
+ *outptr7 = (alpha * inptr[xi + 84]) + (*outptr7 * beta);
+ outptr7++;
+ }
+ }
+ inptr += 96;
+ }
+ else
+ {
+ /* Optimized routine to copy an entire block */
+ __asm __volatile(
+ // Rows 0-1
+ "LDP q16, q17, [%[outptr0]]\n"
+ "FMUL v16.4s, v16.4s, %[bv].4s\n"
+ "LDR q18, [%[outptr0], #32]\n"
+ "FMUL v17.4s, v17.4s, %[bv].4s\n"
+ "LDP q19, q20, [%[outptr1]]\n"
+ "FMUL v18.4s, v18.4s, %[bv].4s\n"
+ "LDR q21, [%[outptr1], #32]\n" ASM_PREFETCH("[%[inptr], #768]")
+ "FMUL v19.4s, v19.4s, %[bv].4s\n"
+ "LDP q0, q1, [%[inptr]]\n"
+ "FMUL v20.4s, v20.4s, %[bv].4s\n"
+ "LDP q2, q3, [%[inptr], #32]\n"
+ "FMUL v21.4s, v21.4s, %[bv].4s\n"
+ "LDP q4, q5, [%[inptr], #64]\n"
+ "FMLA v16.4s, v0.4s, %[av].4s\n" ASM_PREFETCH("[%[inptr], #832]")
+ "FMLA v17.4s, v1.4s, %[av].4s\n"
+ "STP q16, q17, [%[outptr0]], #32\n"
+ "FMLA v18.4s, v2.4s, %[av].4s\n"
+ "STR q18, [%[outptr0]], #16\n"
+ "FMLA v19.4s, v3.4s, %[av].4s\n" ASM_PREFETCH("[%[inptr], #896]")
+ "FMLA v20.4s, v4.4s, %[av].4s\n"
+ "STP q19, q20, [%[outptr1]], #32\n"
+ "FMLA v21.4s, v5.4s, %[av].4s\n"
+ "STR q21, [%[outptr1]], #16\n"
+
+ // Rows 2-3
+ "LDP q16, q17, [%[outptr2]]\n"
+ "FMUL v16.4s, v16.4s, %[bv].4s\n"
+ "LDR q18, [%[outptr2], #32]\n"
+ "FMUL v17.4s, v17.4s, %[bv].4s\n"
+ "LDP q19, q20, [%[outptr3]]\n"
+ "FMUL v18.4s, v18.4s, %[bv].4s\n"
+ "LDR q21, [%[outptr3], #32]\n" ASM_PREFETCH("[%[inptr], #960]")
+ "FMUL v19.4s, v19.4s, %[bv].4s\n"
+ "LDP q0, q1, [%[inptr], #96]\n"
+ "FMUL v20.4s, v20.4s, %[bv].4s\n"
+ "LDP q2, q3, [%[inptr], #128]\n"
+ "FMUL v21.4s, v21.4s, %[bv].4s\n"
+ "LDP q4, q5, [%[inptr], #160]\n"
+ "FMLA v16.4s, v0.4s, %[av].4s\n" ASM_PREFETCH("[%[inptr], #1024]")
+ "FMLA v17.4s, v1.4s, %[av].4s\n"
+ "STP q16, q17, [%[outptr2]], #32\n"
+ "FMLA v18.4s, v2.4s, %[av].4s\n"
+ "STR q18, [%[outptr2]], #16\n"
+ "FMLA v19.4s, v3.4s, %[av].4s\n" ASM_PREFETCH("[%[inptr], #1088]")
+ "FMLA v20.4s, v4.4s, %[av].4s\n"
+ "STP q19, q20, [%[outptr3]], #32\n"
+ "FMLA v21.4s, v5.4s, %[av].4s\n"
+ "STR q21, [%[outptr3]], #16\n"
+
+ // Rows 4-5
+ ASM_PREFETCH("[%[outptr0], #80]")
+ "LDP q16, q17, [%[outptr4]]\n"
+ "FMUL v16.4s, v16.4s, %[bv].4s\n"
+ "LDR q18, [%[outptr4], #32]\n"
+ "FMUL v17.4s, v17.4s, %[bv].4s\n"
+ "LDP q19, q20, [%[outptr5]]\n"
+ "FMUL v18.4s, v18.4s, %[bv].4s\n"
+ "LDR q21, [%[outptr5], #32]\n" ASM_PREFETCH("[%[outptr1], #80]")
+ "FMUL v19.4s, v19.4s, %[bv].4s\n"
+ "LDP q0, q1, [%[inptr], #192]\n"
+ "FMUL v20.4s, v20.4s, %[bv].4s\n"
+ "LDP q2, q3, [%[inptr], #224]\n"
+ "FMUL v21.4s, v21.4s, %[bv].4s\n"
+ "LDP q4, q5, [%[inptr], #256]\n"
+ "FMLA v16.4s, v0.4s, %[av].4s\n" ASM_PREFETCH("[%[outptr2], #80]")
+ "FMLA v17.4s, v1.4s, %[av].4s\n"
+ "STP q16, q17, [%[outptr4]], #32\n"
+ "FMLA v18.4s, v2.4s, %[av].4s\n"
+ "STR q18, [%[outptr4]], #16\n"
+ "FMLA v19.4s, v3.4s, %[av].4s\n" ASM_PREFETCH("[%[outptr3], #80]")
+ "FMLA v20.4s, v4.4s, %[av].4s\n"
+ "STP q19, q20, [%[outptr5]], #32\n"
+ "FMLA v21.4s, v5.4s, %[av].4s\n"
+ "STR q21, [%[outptr5]], #16\n"
+
+ // Rows 6-7
+ ASM_PREFETCH("[%[outptr4], #80]")
+ "LDP q16, q17, [%[outptr6]]\n"
+ "FMUL v16.4s, v16.4s, %[bv].4s\n"
+ "LDR q18, [%[outptr6], #32]\n"
+ "FMUL v17.4s, v17.4s, %[bv].4s\n"
+ "LDP q19, q20, [%[outptr7]]\n"
+ "FMUL v18.4s, v18.4s, %[bv].4s\n"
+ "LDR q21, [%[outptr7], #32]\n" ASM_PREFETCH("[%[outptr5], #80]")
+ "FMUL v19.4s, v19.4s, %[bv].4s\n"
+ "LDP q0, q1, [%[inptr], #288]\n"
+ "FMUL v20.4s, v20.4s, %[bv].4s\n"
+ "LDP q2, q3, [%[inptr], #320]\n"
+ "FMUL v21.4s, v21.4s, %[bv].4s\n"
+ "LDP q4, q5, [%[inptr], #352]\n"
+ "FMLA v16.4s, v0.4s, %[av].4s\n" ASM_PREFETCH("[%[outptr6], #128]")
+ "FMLA v17.4s, v1.4s, %[av].4s\n"
+ "STP q16, q17, [%[outptr6]], #32\n"
+ "FMLA v18.4s, v2.4s, %[av].4s\n"
+ "STR q18, [%[outptr6]], #16\n"
+ "FMLA v19.4s, v3.4s, %[av].4s\n" ASM_PREFETCH("[%[outptr7], #128]")
+ "FMLA v20.4s, v4.4s, %[av].4s\n"
+ "STP q19, q20, [%[outptr7]], #32\n"
+ "FMLA v21.4s, v5.4s, %[av].4s\n"
+ "STR q21, [%[outptr7]], #16\n"
+ "ADD %[inptr], %[inptr], #384\n"
+ : [outptr0] "+r"(outptr0), [outptr1] "+r"(outptr1), [outptr2] "+r"(outptr2), [outptr3] "+r"(outptr3),
+ [outptr4] "+r"(outptr4), [outptr5] "+r"(outptr5), [outptr6] "+r"(outptr6), [outptr7] "+r"(outptr7),
+ [inptr] "+r"(inptr)
+ : [av] "w"(av), [bv] "w"(bv)
+ : "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v16", "v17", "v18", "v19", "v20", "v21");
+ }
+ }
+ }
+}
+
+#endif // __aarch64__ \ No newline at end of file
diff --git a/src/core/NEON/kernels/arm_gemm/merges/a64_merge_float_to_half_12x8.hpp b/src/core/NEON/kernels/arm_gemm/merges/a64_merge_float_to_half_12x8.hpp
new file mode 100644
index 0000000000..12a090112d
--- /dev/null
+++ b/src/core/NEON/kernels/arm_gemm/merges/a64_merge_float_to_half_12x8.hpp
@@ -0,0 +1,273 @@
+/*
+ * Copyright (c) 2017-2018 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
+
+#if defined(__aarch64__) && defined(__ARM_FEATURE_FP16_SCALAR_ARITHMETIC)
+
+#include <arm_neon.h>
+
+template <>
+inline void MergeResults<12, 8>(__fp16 *out, const float *in, int ldout, int y0, int ymax, int x0, int xmax, const __fp16 alpha, const __fp16 beta)
+{
+ const float *inptr = in;
+ prefetch_6x(inptr);
+ prefetch_6x(inptr + 24);
+
+ float32x4_t av = vdupq_n_f32(alpha);
+ float32x4_t bv = vdupq_n_f32(beta);
+
+ for(int y = y0; y < ymax; y += 8)
+ {
+ __fp16 *outptr0 = out + (y * ldout) + x0;
+ __fp16 *outptr1 = outptr0 + ldout;
+ __fp16 *outptr2 = outptr1 + ldout;
+ __fp16 *outptr3 = outptr2 + ldout;
+ __fp16 *outptr4 = outptr3 + ldout;
+ __fp16 *outptr5 = outptr4 + ldout;
+ __fp16 *outptr6 = outptr5 + ldout;
+ __fp16 *outptr7 = outptr6 + ldout;
+
+ prefetch_2x(outptr0);
+ prefetch_2x(outptr1);
+ prefetch_2x(outptr2);
+ prefetch_2x(outptr3);
+ prefetch_2x(outptr4);
+ prefetch_2x(outptr5);
+ prefetch_2x(outptr6);
+ prefetch_2x(outptr7);
+
+ for(int i = x0; i < xmax; i += 12)
+ {
+ __fp16 dummyres[12];
+
+ /* Make sure we throw away results if Y isn't a multiple of 8.
+ * We do this by pointing the result pointer at a dummy buffer
+ * we later discard. */
+ if((y + 7) >= ymax)
+ {
+ switch((y + 7) - ymax)
+ {
+ case 6:
+ outptr1 = dummyres;
+ case 5:
+ outptr2 = dummyres;
+ case 4:
+ outptr3 = dummyres;
+ case 3:
+ outptr4 = dummyres;
+ case 2:
+ outptr5 = dummyres;
+ case 1:
+ outptr6 = dummyres;
+ case 0:
+ outptr7 = dummyres;
+ break;
+
+ default:
+ UNREACHABLE("Impossible.");
+ }
+ }
+
+ /* For ragged X, manually copy over the valid results. */
+ if((i + 11) >= xmax)
+ {
+ for(int xi = 0; xi < 12; xi++)
+ {
+ if((i + xi) < xmax)
+ {
+ *outptr0 = (alpha * inptr[xi]) + (*outptr0 * beta);
+ outptr0++;
+ *outptr1 = (alpha * inptr[xi + 12]) + (*outptr1 * beta);
+ outptr1++;
+ *outptr2 = (alpha * inptr[xi + 24]) + (*outptr2 * beta);
+ outptr2++;
+ *outptr3 = (alpha * inptr[xi + 36]) + (*outptr3 * beta);
+ outptr3++;
+ *outptr4 = (alpha * inptr[xi + 48]) + (*outptr4 * beta);
+ outptr4++;
+ *outptr5 = (alpha * inptr[xi + 60]) + (*outptr5 * beta);
+ outptr5++;
+ *outptr6 = (alpha * inptr[xi + 72]) + (*outptr6 * beta);
+ outptr6++;
+ *outptr7 = (alpha * inptr[xi + 84]) + (*outptr7 * beta);
+ outptr7++;
+ }
+ }
+ inptr += 96;
+ }
+ else
+ {
+ /* Optimized routine to copy an entire block */
+ __asm __volatile(
+ // Rows 0-1
+ "LDR q16, [%[outptr0]]\n"
+ "FCVTL2 v17.4s, v16.8h\n"
+ "LDR d18, [%[outptr0], #16]\n"
+ "FCVTL v16.4s, v16.4h\n"
+ "LDR q19, [%[outptr1]]\n"
+ "FMUL v17.4s, v17.4s, %[bv].4s\n"
+ "LDR d21, [%[outptr1], #16]\n"
+ "FMUL v16.4s, v16.4s, %[bv].4s\n"
+ "LDP q0, q1, [%[inptr]]\n"
+ "FCVTL v18.4s, v18.4h\n"
+ "LDP q2, q3, [%[inptr], #32]\n"
+ "FCVTL2 v20.4s, v19.8h\n"
+ "LDP q4, q5, [%[inptr], #64]\n"
+ "FCVTL v19.4s, v19.4h\n" ASM_PREFETCH("[%[inptr], #768]") "FCVTL v21.4s, v21.4h\n" ASM_PREFETCH("[%[inptr], #832]") "FMUL v18.4s, v18.4s, %[bv].4s\n" ASM_PREFETCH("[%[inptr], #896]")
+ "FMUL v20.4s, v20.4s, %[bv].4s\n" ASM_PREFETCH("[%[inptr], #960]")
+ "FMUL v19.4s, v19.4s, %[bv].4s\n"
+ "FMUL v21.4s, v21.4s, %[bv].4s\n"
+ "FMLA v16.4s, v0.4s, %[av].4s\n"
+ "FMLA v17.4s, v1.4s, %[av].4s\n"
+ "FCVTN v16.4h, v16.4s\n"
+ "FCVTN2 v16.8h, v17.4s\n"
+ "FMLA v18.4s, v2.4s, %[av].4s\n"
+ "STR q16, [%[outptr0]], #16\n"
+ "FCVTN v18.4h, v18.4s\n"
+ "STR d18, [%[outptr0]], #8\n"
+ "FMLA v19.4s, v3.4s, %[av].4s\n"
+ "FMLA v20.4s, v4.4s, %[av].4s\n"
+ "FCVTN v19.4h, v19.4s\n"
+ "FCVTN2 v19.8h, v20.4s\n"
+ "STR q19, [%[outptr1]], #16\n"
+ "FMLA v21.4s, v5.4s, %[av].4s\n"
+ "FCVTN v21.4h, v21.4s\n"
+ "STR d21, [%[outptr1]], #8\n"
+
+ // Rows 2-3
+ "LDR q16, [%[outptr2]]\n"
+ "FCVTL2 v17.4s, v16.8h\n"
+ "LDR d18, [%[outptr2], #16]\n"
+ "FCVTL v16.4s, v16.4h\n"
+ "LDR q19, [%[outptr3]]\n"
+ "FMUL v17.4s, v17.4s, %[bv].4s\n"
+ "LDR d21, [%[outptr3], #16]\n"
+ "FMUL v16.4s, v16.4s, %[bv].4s\n"
+ "LDP q0, q1, [%[inptr], #96]\n"
+ "FCVTL v18.4s, v18.4h\n"
+ "LDP q2, q3, [%[inptr], #128]\n"
+ "FCVTL2 v20.4s, v19.8h\n"
+ "LDP q4, q5, [%[inptr], #160]\n"
+ "FCVTL v19.4s, v19.4h\n" ASM_PREFETCH("[%[inptr], #1024]") "FCVTL v21.4s, v21.4h\n" ASM_PREFETCH("[%[inptr], #1088]") "FMUL v18.4s, v18.4s, %[bv].4s\n" ASM_PREFETCH("[%[outptr0], #64]")
+ "FMUL v20.4s, v20.4s, %[bv].4s\n" ASM_PREFETCH("[%[outptr1], #64]")
+ "FMUL v19.4s, v19.4s, %[bv].4s\n"
+ "FMUL v21.4s, v21.4s, %[bv].4s\n"
+ "FMLA v16.4s, v0.4s, %[av].4s\n"
+ "FMLA v17.4s, v1.4s, %[av].4s\n"
+ "FCVTN v16.4h, v16.4s\n"
+ "FCVTN2 v16.8h, v17.4s\n"
+ "FMLA v18.4s, v2.4s, %[av].4s\n"
+ "STR q16, [%[outptr2]], #16\n"
+ "FCVTN v18.4h, v18.4s\n"
+ "STR d18, [%[outptr2]], #8\n"
+ "FMLA v19.4s, v3.4s, %[av].4s\n"
+ "FMLA v20.4s, v4.4s, %[av].4s\n"
+ "FCVTN v19.4h, v19.4s\n"
+ "FCVTN2 v19.8h, v20.4s\n"
+ "STR q19, [%[outptr3]], #16\n"
+ "FMLA v21.4s, v5.4s, %[av].4s\n"
+ "FCVTN v21.4h, v21.4s\n"
+ "STR d21, [%[outptr3]], #8\n"
+
+ // Rows 4-5
+ "LDR q16, [%[outptr4]]\n"
+ "FCVTL2 v17.4s, v16.8h\n"
+ "LDR d18, [%[outptr4], #16]\n"
+ "FCVTL v16.4s, v16.4h\n"
+ "LDR q19, [%[outptr5]]\n"
+ "FMUL v17.4s, v17.4s, %[bv].4s\n"
+ "LDR d21, [%[outptr5], #16]\n"
+ "FMUL v16.4s, v16.4s, %[bv].4s\n"
+ "LDP q0, q1, [%[inptr], #192]\n"
+ "FCVTL v18.4s, v18.4h\n"
+ "LDP q2, q3, [%[inptr], #224]\n"
+ "FCVTL2 v20.4s, v19.8h\n"
+ "LDP q4, q5, [%[inptr], #256]\n"
+ "FCVTL v19.4s, v19.4h\n" ASM_PREFETCH("[%[outptr2], #64]") "FCVTL v21.4s, v21.4h\n" ASM_PREFETCH("[%[outptr3], #64]") "FMUL v18.4s, v18.4s, %[bv].4s\n" ASM_PREFETCH("[%[outptr4], #88]")
+ "FMUL v20.4s, v20.4s, %[bv].4s\n"
+ "FMUL v19.4s, v19.4s, %[bv].4s\n"
+ "FMUL v21.4s, v21.4s, %[bv].4s\n"
+ "FMLA v16.4s, v0.4s, %[av].4s\n"
+ "FMLA v17.4s, v1.4s, %[av].4s\n"
+ "FCVTN v16.4h, v16.4s\n"
+ "FCVTN2 v16.8h, v17.4s\n"
+ "FMLA v18.4s, v2.4s, %[av].4s\n"
+ "STR q16, [%[outptr4]], #16\n"
+ "FCVTN v18.4h, v18.4s\n"
+ "STR d18, [%[outptr4]], #8\n"
+ "FMLA v19.4s, v3.4s, %[av].4s\n"
+ "FMLA v20.4s, v4.4s, %[av].4s\n"
+ "FCVTN v19.4h, v19.4s\n"
+ "FCVTN2 v19.8h, v20.4s\n"
+ "STR q19, [%[outptr5]], #16\n"
+ "FMLA v21.4s, v5.4s, %[av].4s\n"
+ "FCVTN v21.4h, v21.4s\n"
+ "STR d21, [%[outptr5]], #8\n"
+
+ // Rows 6-7
+ "LDR q16, [%[outptr6]]\n"
+ "FCVTL2 v17.4s, v16.8h\n"
+ "LDR d18, [%[outptr6], #16]\n"
+ "FCVTL v16.4s, v16.4h\n"
+ "LDR q19, [%[outptr7]]\n"
+ "FMUL v17.4s, v17.4s, %[bv].4s\n"
+ "LDR d21, [%[outptr7], #16]\n"
+ "FMUL v16.4s, v16.4s, %[bv].4s\n"
+ "LDP q0, q1, [%[inptr], #288]\n"
+ "FCVTL v18.4s, v18.4h\n"
+ "LDP q2, q3, [%[inptr], #320]\n"
+ "FCVTL2 v20.4s, v19.8h\n"
+ "LDP q4, q5, [%[inptr], #352]\n"
+ "FCVTL v19.4s, v19.4h\n" ASM_PREFETCH("[%[outptr5], #64]") "FCVTL v21.4s, v21.4h\n" ASM_PREFETCH("[%[outptr6], #88]") "FMUL v18.4s, v18.4s, %[bv].4s\n" ASM_PREFETCH("[%[outptr7], #88]")
+ "FMUL v20.4s, v20.4s, %[bv].4s\n"
+ "FMUL v19.4s, v19.4s, %[bv].4s\n"
+ "FMUL v21.4s, v21.4s, %[bv].4s\n"
+ "FMLA v16.4s, v0.4s, %[av].4s\n"
+ "FMLA v17.4s, v1.4s, %[av].4s\n"
+ "FCVTN v16.4h, v16.4s\n"
+ "FCVTN2 v16.8h, v17.4s\n"
+ "FMLA v18.4s, v2.4s, %[av].4s\n"
+ "STR q16, [%[outptr6]], #16\n"
+ "FCVTN v18.4h, v18.4s\n"
+ "STR d18, [%[outptr6]], #8\n"
+ "FMLA v19.4s, v3.4s, %[av].4s\n"
+ "FMLA v20.4s, v4.4s, %[av].4s\n"
+ "FCVTN v19.4h, v19.4s\n"
+ "FCVTN2 v19.8h, v20.4s\n"
+ "STR q19, [%[outptr7]], #16\n"
+ "FMLA v21.4s, v5.4s, %[av].4s\n"
+ "FCVTN v21.4h, v21.4s\n"
+ "STR d21, [%[outptr7]], #8\n"
+ "ADD %[inptr], %[inptr], #384\n"
+ : [outptr0] "+r"(outptr0), [outptr1] "+r"(outptr1), [outptr2] "+r"(outptr2), [outptr3] "+r"(outptr3),
+ [outptr4] "+r"(outptr4), [outptr5] "+r"(outptr5), [outptr6] "+r"(outptr6), [outptr7] "+r"(outptr7),
+ [inptr] "+r"(inptr)
+ : [av] "w"(av), [bv] "w"(bv)
+ : "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v16", "v17", "v18", "v19", "v20", "v21");
+ }
+ }
+ }
+}
+
+#endif // __aarch64__ && __ARM_FEATURE_FP16_SCALAR_ARITHMETIC
diff --git a/src/core/NEON/kernels/arm_gemm/merges/a64_merge_half_24x8.hpp b/src/core/NEON/kernels/arm_gemm/merges/a64_merge_half_24x8.hpp
new file mode 100644
index 0000000000..08cfc00523
--- /dev/null
+++ b/src/core/NEON/kernels/arm_gemm/merges/a64_merge_half_24x8.hpp
@@ -0,0 +1,233 @@
+/*
+ * Copyright (c) 2017-2018 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
+
+#if defined(__aarch64__) && defined(__ARM_FEATURE_FP16_SCALAR_ARITHMETIC)
+
+template <>
+inline void MergeResults<24, 8>(__fp16 *out, const __fp16 *in, const int ldout, const int y0, const int ymax,
+ const int x0, const int xmax, const __fp16 alpha, const __fp16 beta)
+{
+ const __fp16 *inptr = in;
+ prefetch_6x(inptr);
+ prefetch_6x(inptr + 48);
+
+ float16x8_t va = vdupq_n_f16(alpha);
+ float16x8_t vb = vdupq_n_f16(beta);
+
+ for(int y = y0; y < ymax; y += 8)
+ {
+ __fp16 *outptr0 = out + (y * ldout) + x0;
+ __fp16 *outptr1 = outptr0 + ldout;
+ __fp16 *outptr2 = outptr1 + ldout;
+ __fp16 *outptr3 = outptr2 + ldout;
+ __fp16 *outptr4 = outptr3 + ldout;
+ __fp16 *outptr5 = outptr4 + ldout;
+ __fp16 *outptr6 = outptr5 + ldout;
+ __fp16 *outptr7 = outptr6 + ldout;
+
+ prefetch_2x(outptr0);
+ prefetch_2x(outptr1);
+ prefetch_2x(outptr2);
+ prefetch_2x(outptr3);
+ prefetch_2x(outptr4);
+ prefetch_2x(outptr5);
+ prefetch_2x(outptr6);
+ prefetch_2x(outptr7);
+
+ for(int i = x0; i < xmax; i += 24)
+ {
+ __fp16 dummyres[24];
+
+ /* Make sure we throw away results if Y isn't a multiple of 8.
+ * We do this by pointing the result pointer at a dummy buffer
+ * we later discard. */
+ if((y + 7) >= ymax)
+ {
+ switch((y + 7) - ymax)
+ {
+ case 6:
+ outptr1 = dummyres;
+ case 5:
+ outptr2 = dummyres;
+ case 4:
+ outptr3 = dummyres;
+ case 3:
+ outptr4 = dummyres;
+ case 2:
+ outptr5 = dummyres;
+ case 1:
+ outptr6 = dummyres;
+ case 0:
+ outptr7 = dummyres;
+ break;
+
+ default:
+ UNREACHABLE("Impossible.");
+ }
+ }
+
+ /* For ragged X, manually copy over the valid results. */
+ if((i + 23) >= xmax)
+ {
+ for(int xi = 0; xi < 24; xi++)
+ {
+ if((i + xi) < xmax)
+ {
+ *outptr0 = (alpha * inptr[xi]) + (*outptr0 * beta);
+ outptr0++;
+ *outptr1 = (alpha * inptr[xi + 24]) + (*outptr1 * beta);
+ outptr1++;
+ *outptr2 = (alpha * inptr[xi + 48]) + (*outptr2 * beta);
+ outptr2++;
+ *outptr3 = (alpha * inptr[xi + 72]) + (*outptr3 * beta);
+ outptr3++;
+ *outptr4 = (alpha * inptr[xi + 96]) + (*outptr4 * beta);
+ outptr4++;
+ *outptr5 = (alpha * inptr[xi + 120]) + (*outptr5 * beta);
+ outptr5++;
+ *outptr6 = (alpha * inptr[xi + 144]) + (*outptr6 * beta);
+ outptr6++;
+ *outptr7 = (alpha * inptr[xi + 168]) + (*outptr7 * beta);
+ outptr7++;
+ }
+ }
+ inptr += 192;
+ }
+ else
+ {
+ /* Optimized routine to copy an entire block */
+ __asm __volatile(
+ ".arch armv8.2-a+fp16\n"
+ // Rows 0-1
+ "LDP q16, q17, [%[outptr0]]\n"
+ "FMUL v16.8h, v16.8h, %[vb].8h\n"
+ "LDR q18, [%[outptr0], #32]\n"
+ "FMUL v17.8h, v17.8h, %[vb].8h\n"
+ "LDP q19, q20, [%[outptr1]]\n"
+ "FMUL v18.8h, v18.8h, %[vb].8h\n" ASM_PREFETCH("[%[inptr], #768]")
+ "LDR q21, [%[outptr1], #32]\n"
+ "FMUL v19.8h, v19.8h, %[vb].8h\n"
+ "LDP q0, q1, [%[inptr]]\n"
+ "FMUL v20.8h, v20.8h, %[vb].8h\n"
+ "LDP q2, q3, [%[inptr], #32]\n"
+ "FMUL v21.8h, v21.8h, %[vb].8h\n"
+ "LDP q4, q5, [%[inptr], #64]\n"
+ "FMLA v16.8h, v0.8h, %[va].8h\n" ASM_PREFETCH("[%[inptr], #832]")
+ "FMLA v17.8h, v1.8h, %[va].8h\n"
+ "STP q16, q17, [%[outptr0]], #32\n"
+ "FMLA v18.8h, v2.8h, %[va].8h\n"
+ "STR q18, [%[outptr0]], #16\n"
+ "FMLA v19.8h, v3.8h, %[va].8h\n" ASM_PREFETCH("[%[inptr], #896]")
+ "FMLA v20.8h, v4.8h, %[va].8h\n"
+ "STP q19, q20, [%[outptr1]], #32\n"
+ "FMLA v21.8h, v5.8h, %[va].8h\n"
+ "STR q21, [%[outptr1]], #16\n" ASM_PREFETCH("[%[inptr], #960]")
+
+ // Rows 2-3
+ "LDP q16, q17, [%[outptr2]]\n"
+ "FMUL v16.8h, v16.8h, %[vb].8h\n"
+ "LDR q18, [%[outptr2], #32]\n"
+ "FMUL v17.8h, v17.8h, %[vb].8h\n"
+ "LDP q19, q20, [%[outptr3]]\n"
+ "FMUL v18.8h, v18.8h, %[vb].8h\n" ASM_PREFETCH("[%[inptr], #1024]")
+ "LDR q21, [%[outptr3], #32]\n"
+ "FMUL v19.8h, v19.8h, %[vb].8h\n"
+ "LDP q0, q1, [%[inptr], #96]\n"
+ "FMUL v20.8h, v20.8h, %[vb].8h\n"
+ "LDP q2, q3, [%[inptr], #128]\n"
+ "FMUL v21.8h, v21.8h, %[vb].8h\n"
+ "LDP q4, q5, [%[inptr], #160]\n"
+ "FMLA v16.8h, v0.8h, %[va].8h\n" ASM_PREFETCH("[%[inptr], #1088]")
+ "FMLA v17.8h, v1.8h, %[va].8h\n"
+ "STP q16, q17, [%[outptr2]], #32\n"
+ "FMLA v18.8h, v2.8h, %[va].8h\n"
+ "STR q18, [%[outptr2]], #16\n"
+ "FMLA v19.8h, v3.8h, %[va].8h\n" ASM_PREFETCH("[%[outptr0], #80]")
+ "FMLA v20.8h, v4.8h, %[va].8h\n"
+ "STP q19, q20, [%[outptr3]], #32\n"
+ "FMLA v21.8h, v5.8h, %[va].8h\n"
+ "STR q21, [%[outptr3]], #16\n" ASM_PREFETCH("[%[outptr1], #80]")
+
+ // Rows 4-5
+ "LDP q16, q17, [%[outptr4]]\n"
+ "FMUL v16.8h, v16.8h, %[vb].8h\n"
+ "LDR q18, [%[outptr4], #32]\n"
+ "FMUL v17.8h, v17.8h, %[vb].8h\n"
+ "LDP q19, q20, [%[outptr5]]\n"
+ "FMUL v18.8h, v18.8h, %[vb].8h\n" ASM_PREFETCH("[%[outptr2], #80]")
+ "LDR q21, [%[outptr5], #32]\n"
+ "FMUL v19.8h, v19.8h, %[vb].8h\n"
+ "LDP q0, q1, [%[inptr], #192]\n"
+ "FMUL v20.8h, v20.8h, %[vb].8h\n"
+ "LDP q2, q3, [%[inptr], #224]\n"
+ "FMUL v21.8h, v21.8h, %[vb].8h\n"
+ "LDP q4, q5, [%[inptr], #256]\n"
+ "FMLA v16.8h, v0.8h, %[va].8h\n" ASM_PREFETCH("[%[outptr3], #80]")
+ "FMLA v17.8h, v1.8h, %[va].8h\n"
+ "STP q16, q17, [%[outptr4]], #32\n"
+ "FMLA v18.8h, v2.8h, %[va].8h\n"
+ "STR q18, [%[outptr4]], #16\n"
+ "FMLA v19.8h, v3.8h, %[va].8h\n" ASM_PREFETCH("[%[outptr4], #80]")
+ "FMLA v20.8h, v4.8h, %[va].8h\n"
+ "STP q19, q20, [%[outptr5]], #32\n"
+ "FMLA v21.8h, v5.8h, %[va].8h\n"
+ "STR q21, [%[outptr5]], #16\n"
+
+ // Rows 6-7
+ "LDP q16, q17, [%[outptr6]]\n"
+ "FMUL v16.8h, v16.8h, %[vb].8h\n"
+ "LDR q18, [%[outptr6], #32]\n"
+ "FMUL v17.8h, v17.8h, %[vb].8h\n"
+ "LDP q19, q20, [%[outptr7]]\n" ASM_PREFETCH("[%[outptr5], #80]")
+ "FMUL v18.8h, v18.8h, %[vb].8h\n"
+ "LDR q21, [%[outptr7], #32]\n"
+ "FMUL v19.8h, v19.8h, %[vb].8h\n"
+ "LDP q0, q1, [%[inptr], #288]\n"
+ "FMUL v20.8h, v20.8h, %[vb].8h\n"
+ "LDP q2, q3, [%[inptr], #320]\n"
+ "FMUL v21.8h, v21.8h, %[vb].8h\n"
+ "LDP q4, q5, [%[inptr], #352]\n"
+ "FMLA v16.8h, v0.8h, %[va].8h\n" ASM_PREFETCH("[%[outptr6], #128]")
+ "FMLA v17.8h, v1.8h, %[va].8h\n"
+ "STP q16, q17, [%[outptr6]], #32\n"
+ "FMLA v18.8h, v2.8h, %[va].8h\n"
+ "STR q18, [%[outptr6]], #16\n"
+ "FMLA v19.8h, v3.8h, %[va].8h\n" ASM_PREFETCH("[%[outptr7], #128]")
+ "FMLA v20.8h, v4.8h, %[va].8h\n"
+ "STP q19, q20, [%[outptr7]], #32\n"
+ "FMLA v21.8h, v5.8h, %[va].8h\n"
+ "STR q21, [%[outptr7]], #16\n"
+ "ADD %[inptr], %[inptr], #384\n"
+ : [outptr0] "+r"(outptr0), [outptr1] "+r"(outptr1), [outptr2] "+r"(outptr2), [outptr3] "+r"(outptr3),
+ [outptr4] "+r"(outptr4), [outptr5] "+r"(outptr5), [outptr6] "+r"(outptr6), [outptr7] "+r"(outptr7),
+ [inptr] "+r"(inptr)
+ : [va] "w"(va), [vb] "w"(vb)
+ : "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v16", "v17", "v18", "v19", "v20", "v21");
+ }
+ }
+ }
+}
+
+#endif // __aarch64__ && __ARM_FEATURE_FP16_SCALAR_ARITHMETIC
diff --git a/src/core/NEON/kernels/arm_gemm/merges/a64_merge_int32_12x8.hpp b/src/core/NEON/kernels/arm_gemm/merges/a64_merge_int32_12x8.hpp
new file mode 100644
index 0000000000..dc247aad37
--- /dev/null
+++ b/src/core/NEON/kernels/arm_gemm/merges/a64_merge_int32_12x8.hpp
@@ -0,0 +1,289 @@
+/*
+ * Copyright (c) 2017-2018 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
+
+#ifdef __aarch64__
+
+template <>
+inline void MergeResults<12, 8>(int32_t *out, const int32_t *in, const int ldout, const int y0, const int ymax, const int x0, const int xmax, const int32_t alpha, const int32_t beta)
+{
+ const int32_t *inptr = in;
+ prefetch_6x(inptr);
+ prefetch_6x(inptr + 96);
+
+ int32x4_t alpha_value = vdupq_n_s32(alpha);
+ int32x4_t beta_value = vdupq_n_s32(beta);
+
+ for(int y = y0; y < ymax; y += 8)
+ {
+ int32_t *outptr0 = out + (y * ldout) + x0;
+ int32_t *outptr1 = outptr0 + ldout;
+ int32_t *outptr2 = outptr1 + ldout;
+ int32_t *outptr3 = outptr2 + ldout;
+ int32_t *outptr4 = outptr3 + ldout;
+ int32_t *outptr5 = outptr4 + ldout;
+ int32_t *outptr6 = outptr5 + ldout;
+ int32_t *outptr7 = outptr6 + ldout;
+
+ prefetch_2x(outptr0);
+ prefetch_2x(outptr1);
+ prefetch_2x(outptr2);
+ prefetch_2x(outptr3);
+ prefetch_2x(outptr4);
+ prefetch_2x(outptr5);
+ prefetch_2x(outptr6);
+ prefetch_2x(outptr7);
+
+ for(int i = x0; i < xmax; i += 12)
+ {
+ int32_t dummyres[12];
+
+ /* Make sure we throw away results if Y isn't a multiple of 8.
+ * We do this by pointing the result pointer at a dummy buffer
+ * we later discard. */
+ if((y + 7) >= ymax)
+ {
+ switch((y + 7) - ymax)
+ {
+ case 6:
+ outptr1 = dummyres;
+ case 5:
+ outptr2 = dummyres;
+ case 4:
+ outptr3 = dummyres;
+ case 3:
+ outptr4 = dummyres;
+ case 2:
+ outptr5 = dummyres;
+ case 1:
+ outptr6 = dummyres;
+ case 0:
+ outptr7 = dummyres;
+ break;
+
+ default:
+ UNREACHABLE("Impossible.");
+ }
+ }
+
+ /* For ragged X, manually copy over the valid results. */
+ if((i + 11) >= xmax)
+ {
+ for(int xi = 0; xi < 12; xi++)
+ {
+ if((i + xi) < xmax)
+ {
+ *outptr0 = (alpha * inptr[xi]) + (*outptr0 * beta);
+ outptr0++;
+ *outptr1 = (alpha * inptr[xi + 12]) + (*outptr1 * beta);
+ outptr1++;
+ *outptr2 = (alpha * inptr[xi + 24]) + (*outptr2 * beta);
+ outptr2++;
+ *outptr3 = (alpha * inptr[xi + 36]) + (*outptr3 * beta);
+ outptr3++;
+ *outptr4 = (alpha * inptr[xi + 48]) + (*outptr4 * beta);
+ outptr4++;
+ *outptr5 = (alpha * inptr[xi + 60]) + (*outptr5 * beta);
+ outptr5++;
+ *outptr6 = (alpha * inptr[xi + 72]) + (*outptr6 * beta);
+ outptr6++;
+ *outptr7 = (alpha * inptr[xi + 84]) + (*outptr7 * beta);
+ outptr7++;
+ }
+ }
+ inptr += 96;
+ }
+ else
+ {
+ /* Optimized routine to copy an entire block */
+ __asm __volatile(
+ // Row 0
+ ASM_PREFETCH("[%x[outptr1], #192]")
+ "ldr q3, [%x[outptr0]]\n"
+ "ldr q4, [%x[outptr0], #0x10]\n"
+ "ldr q5, [%x[outptr0], #0x20]\n"
+ "mul v3.4s, v3.4s, %[alpha_value].4s\n"
+ "ldr q6, [%x[inptr]]\n"
+ "mul v4.4s, v4.4s, %[alpha_value].4s\n"
+ "ldr q7, [%x[inptr], #0x10]\n"
+ "mul v5.4s, v5.4s, %[alpha_value].4s\n"
+ "ldr q8, [%x[inptr], #0x20]\n"
+ "mla v3.4s, v6.4s, %[beta_value].4s\n"
+ "ldr q0, [%x[outptr1]]\n"
+ "mla v4.4s, v7.4s, %[beta_value].4s\n"
+ "ldr q1, [%x[outptr1], #0x10]\n"
+ "mla v5.4s, v8.4s, %[beta_value].4s\n"
+ "ldr q2, [%x[outptr1], #0x20]\n"
+
+ // Row 1
+ ASM_PREFETCH("[%x[outptr2], #192]")
+ "mul v0.4s, v0.4s, %[alpha_value].4s\n"
+ "ldr q6, [%x[inptr], #0x30]\n"
+ "str q3, [%x[outptr0]], #0x10\n"
+ "mul v1.4s, v1.4s, %[alpha_value].4s\n"
+ "ldr q7, [%x[inptr], #0x40]\n"
+ "str q4, [%x[outptr0]], #0x10\n"
+ "mul v2.4s, v2.4s, %[alpha_value].4s\n"
+ "ldr q8, [%x[inptr], #0x50]\n"
+ "str q5, [%x[outptr0]], #0x10\n"
+ "mla v0.4s, v6.4s, %[beta_value].4s\n"
+ "ldr q3, [%x[outptr2]]\n"
+ "mla v1.4s, v7.4s, %[beta_value].4s\n"
+ "ldr q4, [%x[outptr2], #0x10]\n"
+ "mla v2.4s, v8.4s, %[beta_value].4s\n"
+ "ldr q5, [%x[outptr2], #0x20]\n"
+
+ // Row 2
+ ASM_PREFETCH("[%x[outptr3], #192]")
+ "mul v3.4s, v3.4s, %[alpha_value].4s\n"
+ "ldr q6, [%x[inptr], #0x60]\n"
+ "str q0, [%x[outptr1]], #0x10\n"
+ "mul v4.4s, v4.4s, %[alpha_value].4s\n"
+ "ldr q7, [%x[inptr], #0x70]\n"
+ "str q1, [%x[outptr1]], #0x10\n"
+ "mul v5.4s, v5.4s, %[alpha_value].4s\n"
+ "ldr q8, [%x[inptr], #0x80]\n"
+ "str q2, [%x[outptr1]], #0x10\n"
+ "mla v3.4s, v6.4s, %[beta_value].4s\n"
+ "ldr q0, [%x[outptr3]]\n"
+ "mla v4.4s, v7.4s, %[beta_value].4s\n"
+ "ldr q1, [%x[outptr3], #0x10]\n"
+ "mla v5.4s, v8.4s, %[beta_value].4s\n"
+ "ldr q2, [%x[outptr3], #0x20]\n"
+
+ // Row 3
+ ASM_PREFETCH("[%x[outptr4], #192]")
+ "mul v0.4s, v0.4s, %[alpha_value].4s\n"
+ "ldr q6, [%x[inptr], #0x90]\n"
+ "str q3, [%x[outptr2]], #0x10\n"
+ "mul v1.4s, v1.4s, %[alpha_value].4s\n"
+ "ldr q7, [%x[inptr], #0xa0]\n"
+ "str q4, [%x[outptr2]], #0x10\n"
+ "mul v2.4s, v2.4s, %[alpha_value].4s\n"
+ "ldr q8, [%x[inptr], #0xb0]\n"
+ "str q5, [%x[outptr2]], #0x10\n"
+ "mla v0.4s, v6.4s, %[beta_value].4s\n"
+ "ldr q3, [%x[outptr4]]\n"
+ "mla v1.4s, v7.4s, %[beta_value].4s\n"
+ "ldr q4, [%x[outptr4], #0x10]\n"
+ "mla v2.4s, v8.4s, %[beta_value].4s\n"
+ "ldr q5, [%x[outptr4], #0x20]\n"
+
+ // Row 4
+ ASM_PREFETCH("[%x[outptr5], #192]")
+ "mul v3.4s, v3.4s, %[alpha_value].4s\n"
+ "ldr q6, [%x[inptr], #0xc0]\n"
+ "str q0, [%x[outptr3]], #0x10\n"
+ "mul v4.4s, v4.4s, %[alpha_value].4s\n"
+ "ldr q7, [%x[inptr], #0xd0]\n"
+ "str q1, [%x[outptr3]], #0x10\n"
+ "mul v5.4s, v5.4s, %[alpha_value].4s\n"
+ "ldr q8, [%x[inptr], #0xe0]\n"
+ "str q2, [%x[outptr3]], #0x10\n"
+ "mla v3.4s, v6.4s, %[beta_value].4s\n"
+ "ldr q0, [%x[outptr5]]\n"
+ "mla v4.4s, v7.4s, %[beta_value].4s\n"
+ "ldr q1, [%x[outptr5], #0x10]\n"
+ "mla v5.4s, v8.4s, %[beta_value].4s\n"
+ "ldr q2, [%x[outptr5], #0x20]\n"
+
+ // Row 5
+ ASM_PREFETCH("[%x[outptr6], #192]")
+ "mul v0.4s, v0.4s, %[alpha_value].4s\n"
+ "ldr q6, [%x[inptr], #0xf0]\n"
+ "str q3, [%x[outptr4]], #0x10\n"
+ "mul v1.4s, v1.4s, %[alpha_value].4s\n"
+ "ldr q7, [%x[inptr], #0x100]\n"
+ "str q4, [%x[outptr4]], #0x10\n"
+ "mul v2.4s, v2.4s, %[alpha_value].4s\n"
+ "ldr q8, [%x[inptr], #0x110]\n"
+ "str q5, [%x[outptr4]], #0x10\n"
+ "mla v0.4s, v6.4s, %[beta_value].4s\n"
+ "ldr q3, [%x[outptr6]]\n"
+ "mla v1.4s, v7.4s, %[beta_value].4s\n"
+ "ldr q4, [%x[outptr6], #0x10]\n"
+ "mla v2.4s, v8.4s, %[beta_value].4s\n"
+ "ldr q5, [%x[outptr6], #0x20]\n"
+
+ // Row 6
+ ASM_PREFETCH("[%x[outptr7], #192]")
+ "mul v3.4s, v3.4s, %[alpha_value].4s\n"
+ "ldr q6, [%x[inptr], #0x120]\n"
+ "str q0, [%x[outptr5]], #0x10\n"
+ "mul v4.4s, v4.4s, %[alpha_value].4s\n"
+ "ldr q7, [%x[inptr], #0x130]\n"
+ "str q1, [%x[outptr5]], #0x10\n"
+ "mul v5.4s, v5.4s, %[alpha_value].4s\n"
+ "ldr q8, [%x[inptr], #0x140]\n"
+ "str q2, [%x[outptr5]], #0x10\n"
+ "mla v3.4s, v6.4s, %[beta_value].4s\n"
+ "ldr q0, [%x[outptr7]]\n"
+ "mla v4.4s, v7.4s, %[beta_value].4s\n"
+ "ldr q1, [%x[outptr7], #0x10]\n"
+ "mla v5.4s, v8.4s, %[beta_value].4s\n"
+ "ldr q2, [%x[outptr7], #0x20]\n"
+
+ // Row 7
+ "mul v0.4s, v0.4s, %[alpha_value].4s\n"
+ "ldr q6, [%x[inptr], #0x150]\n"
+ "str q3, [%x[outptr6]], #0x10\n"
+ "mul v1.4s, v1.4s, %[alpha_value].4s\n"
+ "ldr q7, [%x[inptr], #0x160]\n"
+ "str q4, [%x[outptr6]], #0x10\n"
+ "mul v2.4s, v2.4s, %[alpha_value].4s\n"
+ "ldr q8, [%x[inptr], #0x170]\n"
+ "str q5, [%x[outptr6]], #0x10\n"
+ "mla v0.4s, v6.4s, %[beta_value].4s\n"
+ "mla v1.4s, v7.4s, %[beta_value].4s\n"
+ "mla v2.4s, v8.4s, %[beta_value].4s\n"
+ "str q0, [%x[outptr7]], #0x10\n"
+ "str q1, [%x[outptr7]], #0x10\n"
+ "str q2, [%x[outptr7]], #0x10\n"
+
+ "add %x[inptr], %x[inptr], #0x180\n"
+ : [outptr0] "+r"(outptr0),
+ [outptr1] "+r"(outptr1),
+ [outptr2] "+r"(outptr2),
+ [outptr3] "+r"(outptr3),
+ [outptr4] "+r"(outptr4),
+ [outptr5] "+r"(outptr5),
+ [outptr6] "+r"(outptr6),
+ [outptr7] "+r"(outptr7),
+ [inptr] "+r"(inptr)
+ : [alpha_value] "w"(alpha_value),
+ [beta_value] "w"(beta_value)
+ : "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8");
+ }
+ }
+ }
+}
+
+template <>
+inline void MergeResults<12, 8>(uint32_t *out, const uint32_t *in, const int ldout, const int y0, const int ymax, const int x0, const int xmax, const uint32_t alpha, const uint32_t beta)
+{
+ // Since the above code uses only MUL and MLA instructions discard the "unsignedness" and proceed safely.
+ MergeResults<12, 8>(reinterpret_cast<int32_t *>(out), reinterpret_cast<const int32_t *>(in), ldout, y0, ymax, x0, xmax, static_cast<const int32_t>(alpha), static_cast<const int32_t>(beta));
+}
+
+#endif // __aarch64__
diff --git a/src/core/NEON/kernels/arm_gemm/merges/list.hpp b/src/core/NEON/kernels/arm_gemm/merges/list.hpp
new file mode 100644
index 0000000000..7d56e58f44
--- /dev/null
+++ b/src/core/NEON/kernels/arm_gemm/merges/list.hpp
@@ -0,0 +1,29 @@
+/*
+ * Copyright (c) 2018 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.
+ */
+
+#include "a32_merge_float_8x6.hpp"
+#include "a64_merge_float_12x8.hpp"
+#include "a64_merge_float_to_half_12x8.hpp"
+#include "a64_merge_half_24x8.hpp"
+#include "a64_merge_int32_12x8.hpp"