From fc94f4d23abd4bc427b701f54ad85282e9ec7872 Mon Sep 17 00:00:00 2001 From: Michael Tyler Date: Tue, 4 Jun 2024 15:47:37 +0100 Subject: Update CPU kernels and add mixed sign GEMM support - Add support for mixed sign quantized convolution. - Add support for mixed sign dequantized GEMM. - Add SME FP16 GEMV kernel. - Change SME vector length function to use RDSVL instead of static variable. - Add GEMM dilation support internally (not exposed yet). - Remove unused "get_default_activation_values" functions. - Add SVE fixed format interleaved BF16 DOT kernel. - Updates and optimizations to assembly kernels. Resolves COMPMID-6926 Change-Id: I227f502502611d4cc4111c89e30c53ce94079544 Signed-off-by: Michael Tyler Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/11570 Tested-by: Arm Jenkins Reviewed-by: Gunes Bayir Comments-Addressed: Arm Jenkins Benchmark: Arm Jenkins --- .../a64_transpose_interleave_24_bf16fp32.hpp | 347 +++++++++++---------- 1 file changed, 184 insertions(+), 163 deletions(-) (limited to 'src/core/NEON/kernels/arm_gemm/transforms/a64_transpose_interleave_24_bf16fp32.hpp') diff --git a/src/core/NEON/kernels/arm_gemm/transforms/a64_transpose_interleave_24_bf16fp32.hpp b/src/core/NEON/kernels/arm_gemm/transforms/a64_transpose_interleave_24_bf16fp32.hpp index dcaf69d2a8..94c442b772 100644 --- a/src/core/NEON/kernels/arm_gemm/transforms/a64_transpose_interleave_24_bf16fp32.hpp +++ b/src/core/NEON/kernels/arm_gemm/transforms/a64_transpose_interleave_24_bf16fp32.hpp @@ -1,5 +1,5 @@ /* - * Copyright (c) 2021, 2023 Arm Limited. + * Copyright (c) 2021, 2023-2024 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -34,245 +34,266 @@ void a64_transpose_interleave_24_bf16fp32(float *out, const bfloat16 *in, size_t __asm__ __volatile__( "cmp %x[height], #0x4\n" - "blt 10f\n" + "blt 11f\n" "1:" // Main row loop: Head "mov x25, %x[in]\n" "mov x24, %x[width]\n" - "add x23, x25, %x[in_stride]\n" - "add x22, x23, %x[in_stride]\n" - "add x20, x22, %x[in_stride]\n" + "mov x23, %x[out]\n" + "sub %x[height], %x[height], #0x4\n" + "add x22, x25, %x[in_stride]\n" + "add x21, x22, %x[in_stride]\n" + "add x20, x21, %x[in_stride]\n" "cmp x24, #0x18\n" "add %x[in], x20, %x[in_stride]\n" - "mov x21, %x[out]\n" - "sub %x[height], %x[height], #0x4\n" "blt 3f\n" "2:" // Main row loop: Unroll column loop - "ldr q18, [x25], #0x10\n" - "ldr q17, [x23], #0x10\n" - "sub x24, x24, #0x18\n" - "shll v26.4s, v18.4h, #0x10\n" - "ldr q16, [x22], #0x10\n" - "ldr q25, [x20], #0x10\n" - "shll2 v24.4s, v18.8h, #0x10\n" - "shll v5.4s, v17.4h, #0x10\n" - "ldr q23, [x25], #0x10\n" - "ldr q22, [x23], #0x10\n" - "shll v21.4s, v23.4h, #0x10\n" - "shll2 v4.4s, v17.8h, #0x10\n" - "ldr q20, [x22], #0x10\n" - "ldr q3, [x20], #0x10\n" - "shll v2.4s, v22.4h, #0x10\n" - "shll v1.4s, v16.4h, #0x10\n" "ldr q19, [x25], #0x10\n" - "ldr q18, [x23], #0x10\n" - "shll2 v0.4s, v16.8h, #0x10\n" - "shll v31.4s, v20.4h, #0x10\n" - "ldr q17, [x22], #0x10\n" - "ldr q16, [x20], #0x10\n" - "shll v30.4s, v25.4h, #0x10\n" - "shll2 v29.4s, v25.8h, #0x10\n" - "shll v28.4s, v3.4h, #0x10\n" - "str q26, [x21, #0x0]\n" + "ldr q18, [x22], #0x10\n" + "sub x24, x24, #0x18\n" + "ldr q17, [x21], #0x10\n" + "ldr q27, [x20], #0x10\n" "cmp x24, #0x18\n" - "shll2 v27.4s, v23.8h, #0x10\n" - "str q24, [x21, #0x10]\n" - "shll v26.4s, v19.4h, #0x10\n" + "ldr q26, [x25], #0x10\n" + "ldr q3, [x22], #0x10\n" + "ldr q2, [x21], #0x10\n" + "shll v16.4s, v19.4h, #0x10\n" "shll2 v25.4s, v19.8h, #0x10\n" - "str q21, [x21, #0x20]\n" - "shll2 v24.4s, v22.8h, #0x10\n" + "ldr q1, [x20], #0x10\n" + "ldr q24, [x25], #0x10\n" "shll v23.4s, v18.4h, #0x10\n" - "str q5, [x21, #0x30]\n" "shll2 v22.4s, v18.8h, #0x10\n" - "shll2 v21.4s, v20.8h, #0x10\n" - "str q4, [x21, #0x40]\n" - "shll v20.4s, v17.4h, #0x10\n" - "shll2 v19.4s, v17.8h, #0x10\n" - "str q2, [x21, #0x50]\n" - "shll2 v18.4s, v3.8h, #0x10\n" - "shll v17.4s, v16.4h, #0x10\n" - "str q1, [x21, #0x60]\n" - "shll2 v16.4s, v16.8h, #0x10\n" - "str q0, [x21, #0x70]\n" - "str q31, [x21, #0x80]\n" - "str q30, [x21, #0x90]\n" - "str q29, [x21, #0xa0]\n" - "str q28, [x21, #0xb0]\n" - "add x21, x21, %x[out_stride]\n" - "str q27, [x21, #0x0]\n" - "str q26, [x21, #0x10]\n" - "str q25, [x21, #0x20]\n" - "str q24, [x21, #0x30]\n" - "str q23, [x21, #0x40]\n" - "str q22, [x21, #0x50]\n" - "str q21, [x21, #0x60]\n" - "str q20, [x21, #0x70]\n" - "str q19, [x21, #0x80]\n" - "str q18, [x21, #0x90]\n" - "str q17, [x21, #0xa0]\n" - "str q16, [x21, #0xb0]\n" - "add x21, x21, %x[out_stride]\n" + "ldr q21, [x22], #0x10\n" + "ldr q0, [x21], #0x10\n" + "shll v20.4s, v26.4h, #0x10\n" + "shll v19.4s, v3.4h, #0x10\n" + "ldr q31, [x20], #0x10\n" + "shll v18.4s, v17.4h, #0x10\n" + "shll2 v17.4s, v17.8h, #0x10\n" + "str q16, [x23, #0x0]\n" + "shll v16.4s, v2.4h, #0x10\n" + "shll v30.4s, v27.4h, #0x10\n" + "str q25, [x23, #0x10]\n" + "shll2 v29.4s, v27.8h, #0x10\n" + "shll v28.4s, v1.4h, #0x10\n" + "str q20, [x23, #0x20]\n" + "str q23, [x23, #0x30]\n" + "shll2 v27.4s, v26.8h, #0x10\n" + "shll v26.4s, v24.4h, #0x10\n" + "str q22, [x23, #0x40]\n" + "shll2 v25.4s, v24.8h, #0x10\n" + "shll2 v24.4s, v3.8h, #0x10\n" + "str q19, [x23, #0x50]\n" + "shll v23.4s, v21.4h, #0x10\n" + "shll2 v22.4s, v21.8h, #0x10\n" + "str q18, [x23, #0x60]\n" + "shll2 v21.4s, v2.8h, #0x10\n" + "shll v20.4s, v0.4h, #0x10\n" + "str q17, [x23, #0x70]\n" + "shll2 v19.4s, v0.8h, #0x10\n" + "shll2 v18.4s, v1.8h, #0x10\n" + "str q16, [x23, #0x80]\n" + "shll v17.4s, v31.4h, #0x10\n" + "shll2 v16.4s, v31.8h, #0x10\n" + "str q30, [x23, #0x90]\n" + "str q29, [x23, #0xa0]\n" + "str q28, [x23, #0xb0]\n" + "add x23, x23, %x[out_stride]\n" + "str q27, [x23, #0x0]\n" + "str q26, [x23, #0x10]\n" + "str q25, [x23, #0x20]\n" + "str q24, [x23, #0x30]\n" + "str q23, [x23, #0x40]\n" + "str q22, [x23, #0x50]\n" + "str q21, [x23, #0x60]\n" + "str q20, [x23, #0x70]\n" + "str q19, [x23, #0x80]\n" + "str q18, [x23, #0x90]\n" + "str q17, [x23, #0xa0]\n" + "str q16, [x23, #0xb0]\n" + "add x23, x23, %x[out_stride]\n" "bge 2b\n" "3:" // Main row loop: Unroll column loop skip "cmp x24, #0xc\n" "blt 5f\n" "4:" // Main row loop: Column loop "ldr q16, [x25], #0x10\n" - "ldr q21, [x23], #0x10\n" + "ldr q22, [x22], #0x10\n" "sub x24, x24, #0xc\n" + "ldr q27, [x21], #0x10\n" + "ldr q26, [x20], #0x10\n" "cmp x24, #0xc\n" - "ldr q20, [x22], #0x10\n" - "ldr q27, [x20], #0x10\n" - "shll v19.4s, v16.4h, #0x10\n" - "shll2 v26.4s, v16.8h, #0x10\n" - "ldr d16, [x25], #0x8\n" - "ldr d18, [x23], #0x8\n" - "shll v25.4s, v16.4h, #0x10\n" - "shll v24.4s, v21.4h, #0x10\n" - "ldr d17, [x22], #0x8\n" + "ldr d21, [x25], #0x8\n" + "ldr d20, [x22], #0x8\n" + "ldr d19, [x21], #0x8\n" + "shll v18.4s, v16.4h, #0x10\n" + "shll2 v17.4s, v16.8h, #0x10\n" "ldr d16, [x20], #0x8\n" - "shll2 v23.4s, v21.8h, #0x10\n" - "shll v22.4s, v18.4h, #0x10\n" - "shll v21.4s, v20.4h, #0x10\n" - "shll2 v20.4s, v20.8h, #0x10\n" - "str q19, [x21, #0x0]\n" - "shll v19.4s, v17.4h, #0x10\n" - "shll v18.4s, v27.4h, #0x10\n" - "str q26, [x21, #0x10]\n" - "shll2 v17.4s, v27.8h, #0x10\n" + "shll v25.4s, v22.4h, #0x10\n" + "shll2 v24.4s, v22.8h, #0x10\n" + "shll v23.4s, v21.4h, #0x10\n" + "shll v22.4s, v20.4h, #0x10\n" + "shll v21.4s, v27.4h, #0x10\n" + "shll2 v20.4s, v27.8h, #0x10\n" + "str q18, [x23, #0x0]\n" + "shll v19.4s, v19.4h, #0x10\n" + "shll v18.4s, v26.4h, #0x10\n" + "str q17, [x23, #0x10]\n" + "shll2 v17.4s, v26.8h, #0x10\n" "shll v16.4s, v16.4h, #0x10\n" - "str q25, [x21, #0x20]\n" - "str q24, [x21, #0x30]\n" - "str q23, [x21, #0x40]\n" - "str q22, [x21, #0x50]\n" - "str q21, [x21, #0x60]\n" - "str q20, [x21, #0x70]\n" - "str q19, [x21, #0x80]\n" - "str q18, [x21, #0x90]\n" - "str q17, [x21, #0xa0]\n" - "str q16, [x21, #0xb0]\n" - "add x21, x21, %x[out_stride]\n" + "str q23, [x23, #0x20]\n" + "str q25, [x23, #0x30]\n" + "str q24, [x23, #0x40]\n" + "str q22, [x23, #0x50]\n" + "str q21, [x23, #0x60]\n" + "str q20, [x23, #0x70]\n" + "str q19, [x23, #0x80]\n" + "str q18, [x23, #0x90]\n" + "str q17, [x23, #0xa0]\n" + "str q16, [x23, #0xb0]\n" + "add x23, x23, %x[out_stride]\n" "bge 4b\n" "5:" // Main row loop: Column loop skip + "cbz x24, 10f\n" "cmp x24, #0x4\n" + "movi v16.16b, #0x0\n" + "str q16, [x23, #0x0]\n" + "str q16, [x23, #0x10]\n" + "str q16, [x23, #0x20]\n" + "str q16, [x23, #0x30]\n" + "str q16, [x23, #0x40]\n" + "str q16, [x23, #0x50]\n" + "str q16, [x23, #0x60]\n" + "str q16, [x23, #0x70]\n" + "str q16, [x23, #0x80]\n" + "str q16, [x23, #0x90]\n" + "str q16, [x23, #0xa0]\n" + "str q16, [x23, #0xb0]\n" "blt 7f\n" "6:" // Main row loop: width 4 loop: loop "ldr d19, [x25], #0x8\n" - "ldr d18, [x23], #0x8\n" + "ldr d18, [x22], #0x8\n" "sub x24, x24, #0x4\n" - "cmp x24, #0x4\n" - "ldr d17, [x22], #0x8\n" + "ldr d17, [x21], #0x8\n" "ldr d16, [x20], #0x8\n" + "cmp x24, #0x4\n" "shll v19.4s, v19.4h, #0x10\n" "shll v18.4s, v18.4h, #0x10\n" "shll v17.4s, v17.4h, #0x10\n" "shll v16.4s, v16.4h, #0x10\n" - "str q19, [x21, #0x0]\n" - "str q18, [x21, #0x30]\n" - "str q17, [x21, #0x60]\n" - "str q16, [x21, #0x90]\n" - "add x21, x21, #0x10\n" + "str q19, [x23, #0x0]\n" + "str q18, [x23, #0x30]\n" + "str q17, [x23, #0x60]\n" + "str q16, [x23, #0x90]\n" + "add x23, x23, #0x10\n" "bge 6b\n" "7:" // Main row loop: width 4 loop: skip "cmp x24, #0x1\n" "blt 9f\n" "8:" // Main row loop: width 1 loop: loop "ldr h19, [x25], #0x2\n" - "ldr h18, [x23], #0x2\n" + "ldr h18, [x22], #0x2\n" "sub x24, x24, #0x1\n" - "cmp x24, #0x1\n" - "ldr h17, [x22], #0x2\n" + "ldr h17, [x21], #0x2\n" "ldr h16, [x20], #0x2\n" + "cmp x24, #0x1\n" "shll v19.4s, v19.4h, #0x10\n" "shll v18.4s, v18.4h, #0x10\n" "shll v17.4s, v17.4h, #0x10\n" "shll v16.4s, v16.4h, #0x10\n" - "str s19, [x21, #0x0]\n" - "str s18, [x21, #0x30]\n" - "str s17, [x21, #0x60]\n" - "str s16, [x21, #0x90]\n" - "add x21, x21, #0x4\n" + "str s19, [x23, #0x0]\n" + "str s18, [x23, #0x30]\n" + "str s17, [x23, #0x60]\n" + "str s16, [x23, #0x90]\n" + "add x23, x23, #0x4\n" "bge 8b\n" "9:" // Main row loop: width 1 loop: skip + "10:" // Main row loop: odd col skip "cmp %x[height], #0x4\n" "add %x[out], %x[out], #0xc0\n" "bge 1b\n" - "cbz %x[height], 20f\n" - "10:" // Main loop skip - "11:" // Tail row loop: Head + "cbz %x[height], 22f\n" + "11:" // Main loop skip + "12:" // Tail row loop: Head "mov x20, %x[width]\n" "mov x25, %x[in]\n" + "mov x23, %x[out]\n" + "sub %x[height], %x[height], #0x1\n" "cmp x20, #0x18\n" "add %x[in], x25, %x[in_stride]\n" - "mov x21, %x[out]\n" - "sub %x[height], %x[height], #0x1\n" - "blt 13f\n" - "12:" // Tail row loop: Unroll column loop + "blt 14f\n" + "13:" // Tail row loop: Unroll column loop "ldr q16, [x25], #0x10\n" - "ldr q20, [x25], #0x10\n" "sub x20, x20, #0x18\n" - "shll v18.4s, v16.4h, #0x10\n" - "ldr q19, [x25], #0x10\n" - "shll2 v17.4s, v16.8h, #0x10\n" - "shll v16.4s, v20.4h, #0x10\n" - "str q18, [x21, #0x0]\n" - "str q17, [x21, #0x10]\n" + "ldr q18, [x25], #0x10\n" + "ldr q20, [x25], #0x10\n" "cmp x20, #0x18\n" - "shll2 v18.4s, v20.8h, #0x10\n" - "shll v17.4s, v19.4h, #0x10\n" - "str q16, [x21, #0x20]\n" - "add x21, x21, %x[out_stride]\n" - "shll2 v16.4s, v19.8h, #0x10\n" - "str q18, [x21, #0x0]\n" - "str q17, [x21, #0x10]\n" - "str q16, [x21, #0x20]\n" - "add x21, x21, %x[out_stride]\n" - "bge 12b\n" - "13:" // Tail row loop: Unroll column loop skip + "shll v17.4s, v16.4h, #0x10\n" + "shll2 v16.4s, v16.8h, #0x10\n" + "shll v19.4s, v18.4h, #0x10\n" + "shll2 v18.4s, v18.8h, #0x10\n" + "str q17, [x23, #0x0]\n" + "str q16, [x23, #0x10]\n" + "shll v17.4s, v20.4h, #0x10\n" + "shll2 v16.4s, v20.8h, #0x10\n" + "str q19, [x23, #0x20]\n" + "add x23, x23, %x[out_stride]\n" + "str q18, [x23, #0x0]\n" + "str q17, [x23, #0x10]\n" + "str q16, [x23, #0x20]\n" + "add x23, x23, %x[out_stride]\n" + "bge 13b\n" + "14:" // Tail row loop: Unroll column loop skip "cmp x20, #0xc\n" - "blt 15f\n" - "14:" // Tail row loop: Column loop + "blt 16f\n" + "15:" // Tail row loop: Column loop "ldr q17, [x25], #0x10\n" - "ldr d18, [x25], #0x8\n" "sub x20, x20, #0xc\n" + "ldr d16, [x25], #0x8\n" "cmp x20, #0xc\n" - "shll v16.4s, v17.4h, #0x10\n" + "shll v18.4s, v17.4h, #0x10\n" "shll2 v17.4s, v17.8h, #0x10\n" - "str q16, [x21, #0x0]\n" - "shll v16.4s, v18.4h, #0x10\n" - "str q17, [x21, #0x10]\n" - "str q16, [x21, #0x20]\n" - "add x21, x21, %x[out_stride]\n" - "bge 14b\n" - "15:" // Tail row loop: Column loop skip + "shll v16.4s, v16.4h, #0x10\n" + "str q18, [x23, #0x0]\n" + "str q17, [x23, #0x10]\n" + "str q16, [x23, #0x20]\n" + "add x23, x23, %x[out_stride]\n" + "bge 15b\n" + "16:" // Tail row loop: Column loop skip + "cbz x20, 21f\n" "cmp x20, #0x4\n" - "blt 17f\n" - "16:" // Tail row loop: width 4 loop: loop + "movi v16.16b, #0x0\n" + "str q16, [x23, #0x0]\n" + "str q16, [x23, #0x10]\n" + "str q16, [x23, #0x20]\n" + "blt 18f\n" + "17:" // Tail row loop: width 4 loop: loop "ldr d16, [x25], #0x8\n" "sub x20, x20, #0x4\n" "cmp x20, #0x4\n" "shll v16.4s, v16.4h, #0x10\n" - "str q16, [x21, #0x0]\n" - "add x21, x21, #0x10\n" - "bge 16b\n" - "17:" // Tail row loop: width 4 loop: skip + "str q16, [x23, #0x0]\n" + "add x23, x23, #0x10\n" + "bge 17b\n" + "18:" // Tail row loop: width 4 loop: skip "cmp x20, #0x1\n" - "blt 19f\n" - "18:" // Tail row loop: width 1 loop: loop + "blt 20f\n" + "19:" // Tail row loop: width 1 loop: loop "ldr h16, [x25], #0x2\n" "sub x20, x20, #0x1\n" "cmp x20, #0x1\n" "shll v16.4s, v16.4h, #0x10\n" - "str s16, [x21, #0x0]\n" - "add x21, x21, #0x4\n" - "bge 18b\n" - "19:" // Tail row loop: width 1 loop: skip + "str s16, [x23, #0x0]\n" + "add x23, x23, #0x4\n" + "bge 19b\n" + "20:" // Tail row loop: width 1 loop: skip + "21:" // Tail row loop: odd col skip "cmp %x[height], #0x1\n" "add %x[out], %x[out], #0x30\n" - "bge 11b\n" - "20:" // Done + "bge 12b\n" + "22:" // Done : [height] "+&r" (height), [in] "+&r" (in), [out] "+&r" (out) : [in_stride] "r" (in_stride), [out_stride] "r" (out_stride), [width] "r" (width) - : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31", "x20", "x21", "x22", "x23", "x24", "x25" + : "cc", "memory", "v0", "v1", "v2", "v3", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31", "x20", "x21", "x22", "x23", "x24", "x25" ); } -- cgit v1.2.1