COMPMID-3578: Update FP32/int8 kernel selection.

Upgrade the current 'is_preferred()' mechanism with a new framework,
where kernels instead provide an estimated cycle count figure.
Compatibility with old mechanism is achieved via a wrapper which
replaces a "true" result with an estimate of 0, and a "false" result
with UINT64_MAX.

This mechanism is then used to select between 'interleaved' and
'hybrid' FP32 NEON kernels.  This uses a simple system based on
counting MACs performed and bytes of data transferred (for
rearrange/merge operations) and dividing by fixed performance figures,
which are provided for A53, A55, A73 and 'default' figures (based on
A76).

Separately, a new route for performing int8 GEMMs by using the int16
kernel is provided.  This performs significantly (for uint8) or
slightly (for int8) better on A53 than the existing int8 route.
Optimized 8-to-16 bit transforms are also included.

Change-Id: I53b2e59eb9368793c78c2081e17d2445361bcc47
Signed-off-by: David Mansell <David.Mansell@arm.com>
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/250120
Tested-by: bsgcomp <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Comments-Addressed: bsgcomp <bsgcomp@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3609
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>

1 files changed, 224 insertions, 0 deletions

diff --git a/src/core/NEON/kernels/arm_gemm/transforms/a64_interleave_8way_s8_to_s16.hpp b/src/core/NEON/kernels/arm_gemm/transforms/a64_interleave_8way_s8_to_s16.hpp
new file mode 100644
index 0000000000..37344a82a9
--- /dev/null
+++ b/src/core/NEON/kernels/arm_gemm/transforms/a64_interleave_8way_s8_to_s16.hpp
@@ -0,0 +1,224 @@
+/*
+ * Copyright (c) 2017-2020 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_FP16_ARGS)
+
+#include <arm_neon.h>
+#include <cstdint>
+
+#include "../asmlib.hpp"
+
+template<>
+template<>
+inline void TransformImpl<8, 1, false, 2, 1, false>::Transform(int16_t *out, const int8_t *in, int ldin, int y0, int ymax, int k0, int kmax) {
+    int16_t *outptr = out;
+    const int8_t *inptr = in;
+    bool first = true;
+
+    int8_t zerobuff[32] = { 0 }; // 16 for asm loop plus up to 15 for overflow loop
+
+    for (int y=y0; y<ymax; y+=8) {
+        const int8_t *inptr0 = inptr + y * ldin + k0;
+        const int8_t *inptr1 = inptr0 + ldin;
+        const int8_t *inptr2 = inptr1 + ldin;
+        const int8_t *inptr3 = inptr2 + ldin;
+        const int8_t *inptr4 = inptr3 + ldin;
+        const int8_t *inptr5 = inptr4 + ldin;
+        const int8_t *inptr6 = inptr5 + ldin;
+        const int8_t *inptr7 = inptr6 + ldin;
+
+        prefetch_2x(inptr0);
+        prefetch_2x(inptr1);
+        prefetch_2x(inptr2);
+        prefetch_2x(inptr3);
+        prefetch_2x(inptr4);
+        prefetch_2x(inptr5);
+        prefetch_2x(inptr6);
+        prefetch_2x(inptr7);
+
+        int x=(kmax-k0);
+        for (;(x>15) || first;x-=16) {
+            /* Cope with ragged cases by copying from a buffer of zeroes instead */
+            /* 'first' forces this to always run at least once, needed if the total size is <=7. */
+            if ((y + 7) >= ymax) {
+                switch ((y + 7) - ymax) {
+                    case 6:
+                        inptr1 = zerobuff;
+                        // fall through
+                    case 5:
+                        inptr2 = zerobuff;
+                        // fall through
+                    case 4:
+                        inptr3 = zerobuff;
+                        // fall through
+                    case 3:
+                        inptr4 = zerobuff;
+                        // fall through
+                    case 2:
+                        inptr5 = zerobuff;
+                        // fall through
+                    case 1:
+                        inptr6 = zerobuff;
+                        // fall through
+                    case 0:
+                        inptr7 = zerobuff;
+                        break;
+
+                    default:
+                        UNREACHABLE("Impossible.");
+                }
+            }
+
+            if (first) {
+                if (x<=15) {
+                    break;
+                }
+
+                first = false;
+            }
+
+            __asm __volatile (
+                // Load up 16 elements (1 source vector, 2 destination vectors) from each of 8 sources.
+                "LDR	q0, [%[inptr0]], #16\n"
+                "LDR	q2, [%[inptr1]], #16\n"
+                "SSHLL2 v1.8h, v0.16b, #0\n"
+                "SSHLL  v0.8h, v0.8b, #0\n"
+                "LDR	q4, [%[inptr2]], #16\n" // q4=C0C1C2C3
+                "SSHLL2 v3.8h, v2.16b, #0\n"
+                "SSHLL  v2.8h, v2.8b, #0\n"
+                "SSHLL2 v5.8h, v4.16b, #0\n"
+                "SSHLL  v4.8h, v4.8b, #0\n"
+                "ZIP1	v16.8h, v0.8h, v4.8h\n" // q16=A0C0A1C1
+                ASM_PREFETCH("[%[inptr0], #128]")
+                "LDR	q6, [%[inptr3]], #16\n" // q6=D0D1D2D3
+                "SSHLL2 v7.8h, v6.16b, #0\n"
+                "SSHLL  v6.8h, v6.8b, #0\n"
+                "ZIP1	v17.8h, v2.8h, v6.8h\n" // q17=B0D0B1D1
+                "LDR	q8, [%[inptr4]], #16\n"
+                "LDR	q10, [%[inptr5]], #16\n"
+                "SSHLL2 v9.8h, v8.16b, #0\n"
+                "SSHLL  v8.8h, v8.8b, #0\n"
+                ASM_PREFETCH("[%[inptr1], #128]")
+                "LDR	q12, [%[inptr6]], #16\n"
+                "SSHLL2 v11.8h, v10.16b, #0\n"
+                "SSHLL  v10.8h, v10.8b, #0\n"
+                "SSHLL2 v13.8h, v12.16b, #0\n"
+                "SSHLL  v12.8h, v12.8b, #0\n"
+                "ZIP1	v18.8h, v8.8h, v12.8h\n"
+                "LDR	q14, [%[inptr7]], #16\n"
+                "SSHLL2 v15.8h, v14.16b, #0\n"
+                "SSHLL  v14.8h, v14.8b, #0\n"
+                "ZIP1	v19.8h, v10.8h, v14.8h\n"
+
+                ASM_PREFETCH("[%[inptr2], #128]")
+                "ZIP1	v20.8h, v16.8h, v17.8h\n" // q20=A0B0C0D0A1B1C1D1
+                "ZIP1	v21.8h, v18.8h, v19.8h\n" // q21=E0F0G0H0E1F1G1H1
+                "ZIP2	v22.8h, v16.8h, v17.8h\n" // q22=A2B2C2D2A3B3C3D3
+                "ZIP2	v23.8h, v18.8h, v19.8h\n" // q23=E2F2G2H1E3F3G3H3
+                ASM_PREFETCH("[%[inptr3], #128]")
+
+                "ZIP2	v16.8h, v0.8h, v4.8h\n"
+                "ZIP2	v17.8h, v2.8h, v6.8h\n"
+                "TRN1	v24.2d, v20.2d, v21.2d\n"
+                "TRN2	v25.2d, v20.2d, v21.2d\n"
+
+                "ZIP2	v18.8h, v8.8h, v12.8h\n"
+                ASM_PREFETCH("[%[inptr4], #128]")
+                "ZIP2	v19.8h, v10.8h, v14.8h\n"
+                "STP	q24, q25, [%[outptr]], #32\n" // Write back the first element of each source
+                "TRN1	v24.2d, v22.2d, v23.2d\n"
+                "TRN2	v25.2d, v22.2d, v23.2d\n"
+
+                "ZIP1	v20.8h, v16.8h, v17.8h\n"
+                "ZIP1	v21.8h, v18.8h, v19.8h\n"
+                ASM_PREFETCH("[%[inptr5], #128]")
+                "ZIP2	v22.8h, v16.8h, v17.8h\n"
+                "ZIP2	v23.8h, v18.8h, v19.8h\n"
+                "STP	q24, q25, [%[outptr]], #32\n" // Write back the second element of each source
+
+                "ZIP1	v16.8h, v1.8h, v5.8h\n"
+                "ZIP1	v17.8h, v3.8h, v7.8h\n"
+                ASM_PREFETCH("[%[inptr6], #128]")
+                "TRN1	v24.2d, v20.2d, v21.2d\n"
+                "TRN2	v25.2d, v20.2d, v21.2d\n"
+
+                "ZIP1	v18.8h, v9.8h, v13.8h\n"
+                "ZIP1	v19.8h, v11.8h, v15.8h\n"
+                "STP	q24, q25, [%[outptr]], #32\n" // Third element
+                "TRN1	v24.2d, v22.2d, v23.2d\n"
+                "TRN2	v25.2d, v22.2d, v23.2d\n"
+                ASM_PREFETCH("[%[inptr7], #128]")
+
+                "ZIP1	v20.8h, v16.8h, v17.8h\n"
+                "ZIP1	v21.8h, v18.8h, v19.8h\n"
+                "STP	q24, q25, [%[outptr]], #32\n" // Fourth element
+                "ZIP2	v22.8h, v16.8h, v17.8h\n"
+                "ZIP2	v23.8h, v18.8h, v19.8h\n"
+
+                "ZIP2	v16.8h, v1.8h, v5.8h\n"
+                "ZIP2	v17.8h, v3.8h, v7.8h\n"
+                "TRN1	v24.2d, v20.2d, v21.2d\n"
+                "TRN2	v25.2d, v20.2d, v21.2d\n"
+
+                "ZIP2	v18.8h, v9.8h, v13.8h\n"
+                "ZIP2	v19.8h, v11.8h, v15.8h\n"
+                "STP	q24, q25, [%[outptr]], #32\n" // Fifth element
+                "TRN1	v24.2d, v22.2d, v23.2d\n"
+                "TRN2	v25.2d, v22.2d, v23.2d\n"
+
+                "ZIP1	v20.8h, v16.8h, v17.8h\n"
+                "ZIP1	v21.8h, v18.8h, v19.8h\n"
+                "STP	q24, q25, [%[outptr]], #32\n" // Sixth element
+                "TRN1	v24.2d, v20.2d, v21.2d\n"
+                "TRN2	v25.2d, v20.2d, v21.2d\n"
+
+                "ZIP2	v22.8h, v16.8h, v17.8h\n"
+                "ZIP2	v23.8h, v18.8h, v19.8h\n"
+                "STP	q24, q25, [%[outptr]], #32\n" // Seventh element
+                "TRN1	v24.2d, v22.2d, v23.2d\n"
+                "TRN2	v25.2d, v22.2d, v23.2d\n"
+                "STP	q24, q25, [%[outptr]], #32\n" // Eighth element
+                : [inptr0] "+r" (inptr0), [inptr1] "+r" (inptr1), [inptr2] "+r" (inptr2), [inptr3] "+r" (inptr3),
+                  [inptr4] "+r" (inptr4), [inptr5] "+r" (inptr5), [inptr6] "+r" (inptr6), [inptr7] "+r" (inptr7), [outptr] "+r" (outptr)
+                :
+                : "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", "memory"
+            );
+        }
+
+        for (;x>0;x--) {
+            *outptr++ = *inptr0++;
+            *outptr++ = *inptr1++;
+            *outptr++ = *inptr2++;
+            *outptr++ = *inptr3++;
+            *outptr++ = *inptr4++;
+            *outptr++ = *inptr5++;
+            *outptr++ = *inptr6++;
+            *outptr++ = *inptr7++;
+        }
+    }
+}
+
+#endif // __aarch64__ && __ARM_FP16_ARGS