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authorT.J. Alumbaugh <talumbau@google.com>2021-04-20 22:33:23 +0300
committerCopybara-Service <copybara-worker@google.com>2021-04-20 22:33:45 +0300
commit1c518e24f7a043ae26c5c6b8f6b7f0946bc013df (patch)
tree889c4a7f05d791cb64ed8e716cfb2cd5d7819fd0
parent38a9266b832767a3f535a74a9e0cf39f7892e594 (diff)
Fork 8bit Neon Dotprod kernel for X1 and support resolving to X1 core
PiperOrigin-RevId: 369496892
-rw-r--r--ruy/cpuinfo.cc12
-rw-r--r--ruy/cpuinfo.h1
-rw-r--r--ruy/kernel_arm.h9
-rw-r--r--ruy/kernel_arm64.cc1255
-rw-r--r--ruy/tune.cc8
-rw-r--r--ruy/tune.h8
6 files changed, 1288 insertions, 5 deletions
diff --git a/ruy/cpuinfo.cc b/ruy/cpuinfo.cc
index b1f54bc..a3e75d7 100644
--- a/ruy/cpuinfo.cc
+++ b/ruy/cpuinfo.cc
@@ -133,6 +133,17 @@ bool CpuInfo::CurrentCpuIsA55ish() {
}
}
+bool CpuInfo::CurrentCpuIsX1() {
+ if (!EnsureInitialized()) {
+ return false;
+ }
+ if (cpuinfo_get_uarch(cpuinfo_get_current_uarch_index())->uarch ==
+ cpuinfo_uarch_cortex_x1) {
+ return true;
+ }
+ return false;
+}
+
#else // not defined RUY_HAVE_CPUINFO
CpuInfo::~CpuInfo() {}
@@ -151,6 +162,7 @@ bool CpuInfo::Avx2Fma() { return false; }
bool CpuInfo::Avx512() { return false; }
bool CpuInfo::AvxVnni() { return false; }
bool CpuInfo::CurrentCpuIsA55ish() { return false; }
+bool CpuInfo::CurrentCpuIsX1() { return false; }
#endif
diff --git a/ruy/cpuinfo.h b/ruy/cpuinfo.h
index e45fa51..2c7bc6a 100644
--- a/ruy/cpuinfo.h
+++ b/ruy/cpuinfo.h
@@ -39,6 +39,7 @@ class CpuInfo final {
// Common features
const CpuCacheParams& CacheParams();
bool CurrentCpuIsA55ish();
+ bool CurrentCpuIsX1();
private:
enum class InitStatus {
diff --git a/ruy/kernel_arm.h b/ruy/kernel_arm.h
index 76cfc82..09c3206 100644
--- a/ruy/kernel_arm.h
+++ b/ruy/kernel_arm.h
@@ -49,6 +49,7 @@ void Kernel8bitNeonA55ish(const KernelParams8bit<4, 4>& params);
void Kernel8bitNeonDotprod(const KernelParams8bit<8, 8>& params);
void Kernel8bitNeonDotprod1Col(const KernelParams8bit<8, 8>& params);
void Kernel8bitNeonDotprodA55ish(const KernelParams8bit<8, 8>& params);
+void Kernel8bitNeonDotprodX1(const KernelParams8bit<8, 8>& params);
#if RUY_PLATFORM_NEON_64
template <typename DstScalar>
@@ -104,7 +105,8 @@ struct Kernel<Path::kNeon, std::int8_t, std::int8_t, std::int32_t, DstScalar> {
#if RUY_PLATFORM_NEON_64
template <typename DstScalar>
-struct Kernel<Path::kNeonDotprod, std::int8_t, std::int8_t, std::int32_t, DstScalar> {
+struct Kernel<Path::kNeonDotprod, std::int8_t, std::int8_t, std::int32_t,
+ DstScalar> {
static constexpr Path kPath = Path::kNeonDotprod;
Tuning tuning = Tuning::kAuto;
using LhsLayout = FixedKernelLayout<Order::kColMajor, 4, 8>;
@@ -121,6 +123,8 @@ struct Kernel<Path::kNeonDotprod, std::int8_t, std::int8_t, std::int32_t, DstSca
Kernel8bitNeonDotprod1Col(params);
} else if (__builtin_expect(tuning == Tuning::kA55ish, true)) {
Kernel8bitNeonDotprodA55ish(params);
+ } else if (tuning == Tuning::kX1) {
+ Kernel8bitNeonDotprodX1(params);
} else {
Kernel8bitNeonDotprod(params);
}
@@ -188,8 +192,7 @@ struct Kernel<Path::kNeonDotprod, float, float, float, float> {
Tuning tuning = Tuning::kAuto;
using LhsLayout = FixedKernelLayout<Order::kRowMajor, 1, 8>;
using RhsLayout = FixedKernelLayout<Order::kRowMajor, 1, 8>;
- using Base =
- Kernel<Path::kNeon, float, float, float, float>;
+ using Base = Kernel<Path::kNeon, float, float, float, float>;
explicit Kernel(Tuning tuning_) : tuning(tuning_) {}
void Run(const PMat<float>& lhs, const PMat<float>& rhs,
const MulParams<float, float>& mul_params, int start_row,
diff --git a/ruy/kernel_arm64.cc b/ruy/kernel_arm64.cc
index fe65d9c..f6769ba 100644
--- a/ruy/kernel_arm64.cc
+++ b/ruy/kernel_arm64.cc
@@ -4402,6 +4402,1261 @@ void Kernel8bitNeonDotprod(const KernelParams8bit<8, 8>& params) {
"v26", "v27", "v28", "v29", "v30", "v31");
}
+// A fork of the above 8bitNeonDotprod kernel but removes the max streaming
+// manual unrolling. Manually unrolling the inner loops benefits some GEMM
+// shapes on the Cortex-A76 but destroys performance on the X1 by increasing
+// backend stalls. Therefore, we remove the MAX_STREAMING option in this
+// kernel. The target CPU for this kernel is currently only the Cortex-X1.
+void Kernel8bitNeonDotprodX1(const KernelParams8bit<8, 8>& params) {
+ profiler::ScopeLabel label("Kernel (kNeonDotprod)");
+
+ CheckOffsetsInKernelParams8bit(params);
+
+ const std::int8_t* lhs_col_ptr = params.lhs_base_ptr;
+ const std::int8_t* rhs_col_ptr = params.rhs_base_ptr;
+ const std::int8_t* lhs_ptr = lhs_col_ptr;
+ const std::int8_t* rhs_ptr = rhs_col_ptr;
+ void* dst_col_ptr = params.dst_base_ptr;
+ void* dst_ptr = dst_col_ptr;
+ int row = params.start_row;
+ int col = params.start_col;
+
+ // The asm kernel below has the following NEON register allocation:
+ //
+ // v16 -- v31 are int32 accumulators.
+ // During accumulation, v0 -- v15 are used to load int8 data from LHS and
+ // RHS. At least v0 and v1 are used to load a 8x4 block of LHS, and v2 and
+ // v3 are used to load a 4x8 block of RHS, like this:
+ //
+ // int8 RHS 4x8 block
+ // /-----------------------------------------|
+ // |v2.b[0] ... v2.b[12] v3.b[0] ... v3.b[12]|
+ // | ... ... |
+ // |v2.b[3] ... v2.b[15] v3.b[3] ... v3.b[15]|
+ // \-----------------------------------------/
+ // int8 LHS 8x4 block
+ // /---------------------\ /-----------------------------------------|
+ // |v0.b[0] ... v0.b[3] | |v16.s[0] ... v30.s[0]|
+ // | ... ... | | ... ... |
+ // |v0.b[12] ... v0.b[15]| |v16.s[3] ... v30.s[3]|
+ // |v1.b[0] ... v1.b[3] | |v17.s[0] ... v31.s[0]|
+ // | ... ... | | ... ... |
+ // |v1.b[12] ... v1.b[15]| |v17.s[3] ... v31.s[3]|
+ // \---------------------/ \-----------------------------------------/
+ // int32 accumulators 8x8 block
+ //
+ // In the RUY_OPT_MAX_STREAMING part of the kernel, this elementary step
+ // is repeated 4 times, using 4x more registers for LHS and RHS, so that
+ // is where instead of using v0 -- v3 for LHS and RHS, we use v0 -- v15.
+ //
+ // Outside of the RUY_OPT_MAX_STREAMING part of the kernel, v4 -- v7 are
+ // unused, and v8 -- v15 are used for loading parameters used for the
+ // post-accumulation part of the kernel.
+ asm volatile(
+#define RUY_MAKE_ZERO(reg) "movi " #reg ".4s, #0\n"
+
+ // clang-format off
+
+ // Load some parameters into registers.
+ "ldr x5, [%[params], #" RUY_STR(RUY_OFFSET_LHS_BASE_PTR) "]\n"
+ "ldr w6, [%[params], #" RUY_STR(RUY_OFFSET_START_ROW) "]\n"
+ "ldr w7, [%[params], #" RUY_STR(RUY_OFFSET_LAST_ROW) "]\n"
+ "ldr w8, [%[params], #" RUY_STR(RUY_OFFSET_LAST_COL) "]\n"
+ "ldr w9, [%[params], #" RUY_STR(RUY_OFFSET_LHS_STRIDE) "]\n"
+ "ldr w10, [%[params], #" RUY_STR(RUY_OFFSET_RHS_STRIDE) "]\n"
+ "ldr w11, [%[params], #" RUY_STR(RUY_OFFSET_DST_STRIDE) "]\n"
+ "ldr w12, [%[params], #" RUY_STR(RUY_OFFSET_DEPTH) "]\n"
+
+ // Load the first 32 bytes of LHS and RHS data.
+ "ld1 {v0.16b}, [%[lhs_ptr]], #16\n"
+ "ld1 {v1.16b}, [%[lhs_ptr]], #16\n"
+ "ld1 {v2.16b}, [%[rhs_ptr]], #16\n"
+ "ld1 {v3.16b}, [%[rhs_ptr]], #16\n"
+
+ // Clear accumulators.
+ RUY_MAKE_ZERO(v16)
+ RUY_MAKE_ZERO(v17)
+ RUY_MAKE_ZERO(v18)
+ RUY_MAKE_ZERO(v19)
+ RUY_MAKE_ZERO(v20)
+ RUY_MAKE_ZERO(v21)
+ RUY_MAKE_ZERO(v22)
+ RUY_MAKE_ZERO(v23)
+ RUY_MAKE_ZERO(v24)
+ RUY_MAKE_ZERO(v25)
+ RUY_MAKE_ZERO(v26)
+ RUY_MAKE_ZERO(v27)
+ RUY_MAKE_ZERO(v28)
+ RUY_MAKE_ZERO(v29)
+ RUY_MAKE_ZERO(v30)
+ RUY_MAKE_ZERO(v31)
+
+ // w1 is the number of levels of depth that we have already loaded
+ // LHS and RHS data for. Corresponding to the initial ld1 instructions
+ // above, this is currently 4.
+ "mov w1, #4\n"
+
+ // Perform the first few multiply-adds on the data that we have already
+ // loaded.
+ ".word 0x4f82e010 // sdot v16.4s, v0.16b, v2.4b[0]\n"
+ ".word 0x4fa2e012 // sdot v18.4s, v0.16b, v2.4b[1]\n"
+ ".word 0x4f82e814 // sdot v20.4s, v0.16b, v2.4b[2]\n"
+ ".word 0x4fa2e816 // sdot v22.4s, v0.16b, v2.4b[3]\n"
+
+ // Main loop of the whole GEMM, over rows and columns of the
+ // destination matrix.
+ "1:\n"
+
+ // Kernel inner loop (over depth).
+ // Reminder - w1 is how many levels of depth we have already loaded
+ // data for, w12 is the total depth.
+ "cmp w1, w12\n"
+ "beq 79f\n"
+
+ "2:\n"
+
+ // Because of the data that we have already loaded, we can start the
+ // loop body right away with some multiply-adds.
+ ".word 0x4f83e018 // sdot v24.4s, v0.16b, v3.4b[0]\n"
+ ".word 0x4fa3e01a // sdot v26.4s, v0.16b, v3.4b[1]\n"
+ // Each iteration of this loop advances by 4 levels of depth.
+ "add w1, w1, #4\n"
+ ".word 0x4f83e81c // sdot v28.4s, v0.16b, v3.4b[2]\n"
+ ".word 0x4fa3e81e // sdot v30.4s, v0.16b, v3.4b[3]\n"
+ "ld1 {v0.16b}, [%[lhs_ptr]], #16\n"
+ ".word 0x4f82e031 // sdot v17.4s, v1.16b, v2.4b[0]\n"
+ ".word 0x4fa2e033 // sdot v19.4s, v1.16b, v2.4b[1]\n"
+ // Loop termination condition.
+ "cmp w1, w12\n"
+ ".word 0x4f82e835 // sdot v21.4s, v1.16b, v2.4b[2]\n"
+ ".word 0x4fa2e837 // sdot v23.4s, v1.16b, v2.4b[3]\n"
+ "ld1 {v2.16b}, [%[rhs_ptr]], #16\n"
+ ".word 0x4f83e039 // sdot v25.4s, v1.16b, v3.4b[0]\n"
+ ".word 0x4fa3e03b // sdot v27.4s, v1.16b, v3.4b[1]\n"
+ ".word 0x4f83e83d // sdot v29.4s, v1.16b, v3.4b[2]\n"
+ ".word 0x4fa3e83f // sdot v31.4s, v1.16b, v3.4b[3]\n"
+ "ld1 {v3.16b}, [%[rhs_ptr]], #16\n"
+ ".word 0x4f82e010 // sdot v16.4s, v0.16b, v2.4b[0]\n"
+ ".word 0x4fa2e012 // sdot v18.4s, v0.16b, v2.4b[1]\n"
+ ".word 0x4f82e814 // sdot v20.4s, v0.16b, v2.4b[2]\n"
+ ".word 0x4fa2e816 // sdot v22.4s, v0.16b, v2.4b[3]\n"
+ "ld1 {v1.16b}, [%[lhs_ptr]], #16\n"
+
+ "blt 2b\n"
+
+ "79:\n"
+ // End of the inner loop on depth. Now perform the remaining
+ // multiply-adds of the last 4 levels of depth, for which the LHS
+ // and RHS data is already loaded.
+
+ ".word 0x4f83e018 // sdot v24.4s, v0.16b, v3.4b[0]\n"
+ ".word 0x4fa3e01a // sdot v26.4s, v0.16b, v3.4b[1]\n"
+ ".word 0x4f83e81c // sdot v28.4s, v0.16b, v3.4b[2]\n"
+ ".word 0x4fa3e81e // sdot v30.4s, v0.16b, v3.4b[3]\n"
+ ".word 0x4f82e031 // sdot v17.4s, v1.16b, v2.4b[0]\n"
+ ".word 0x4fa2e033 // sdot v19.4s, v1.16b, v2.4b[1]\n"
+ ".word 0x4f82e835 // sdot v21.4s, v1.16b, v2.4b[2]\n"
+ ".word 0x4fa2e837 // sdot v23.4s, v1.16b, v2.4b[3]\n"
+ ".word 0x4f83e039 // sdot v25.4s, v1.16b, v3.4b[0]\n"
+ ".word 0x4fa3e03b // sdot v27.4s, v1.16b, v3.4b[1]\n"
+ ".word 0x4f83e83d // sdot v29.4s, v1.16b, v3.4b[2]\n"
+ ".word 0x4fa3e83f // sdot v31.4s, v1.16b, v3.4b[3]\n"
+
+ // End of accumulation. The registers v16 -- v31 contain the final
+ // int32 accumulator values of the current 8x8 destination block.
+ // We now have to compute the final 8-bit values from these int32
+ // accumulators, and advance to the next 8x8 block. We intertwine
+ // these two aspects whenever possible for optimal pipelining, both
+ // at the data flow level (prefetch data for next block as early as
+ // possible) and instruction pipelining level (some of the next-block
+ // work can dual-issue with some of the final work on the current
+ // block).
+
+ // Logic to advance to the next block in preparation for the next
+ // iteration of the main loop. For now, we only want to compute
+ // the LHS and RHS data pointers, lhs_col_ptr and rhs_col_ptr. We are
+ // not yet ready to update the values of row and col, as we still need
+ // the current values for the rest of the work on the current block.
+
+ "cmp %w[row], w7\n" // Have we finished the last row?
+ "bge 4f\n" // If finished last row, go to 4
+ // Not finished last row: then advance to next row.
+ "add %[lhs_col_ptr], %[lhs_col_ptr], x9, lsl #3\n"
+ "b 5f\n"
+ "4:\n" // Finished last row...
+ "mov %[lhs_col_ptr], x5\n" // Go back to first row
+ // Now we need to advance to the next column. If we already
+ // finished the last column, then in principle we are done, however
+ // we can't just return here, as we need to allow the end work of the
+ // current block to complete. The good news is that at this point it
+ // doesn't matter what data we load for the next column, since
+ // we will exit from the main loop below before actually storing
+ // anything computed from that data.
+ "cmp %w[col], w8\n" // Have we finished the last column?
+ "bge 5f\n" // If yes, just carry on without updating the column pointer.
+ // Not finished last column: then advance to next column.
+ "add %[rhs_col_ptr], %[rhs_col_ptr], x10, lsl #3\n"
+ "5:\n"
+
+ // Set the LHS and RHS data pointers to the start of the columns just
+ // computed.
+ "mov %[lhs_ptr], %[lhs_col_ptr]\n"
+ "mov %[rhs_ptr], %[rhs_col_ptr]\n"
+
+ // Load some parameters needed for the end work on current block.
+ "mvni v8.4s, #0\n"
+ "ldr w3, [%[params], #" RUY_STR(RUY_OFFSET_PROD_ZP_DEPTH) "]\n"
+ "ldrb w6, [%[params], #" RUY_STR(RUY_OFFSET_FLAGS) "]\n"
+ "dup v9.4s, w3\n" // create prod_zp_depth_vec
+
+ "ldr x1, [%[params], #" RUY_STR(RUY_OFFSET_BIAS) "]\n"
+ // Determine the channel index.
+ "tst w6, #" RUY_STR(RUY_ASM_FLAG_CHANNEL_DIMENSION_IS_COL) "\n"
+ "csel w3, %w[row], %w[col], eq\n"
+
+ // Offset the bias pointer as needed given the current row, col.
+ "add x5, x1, x3, lsl #2\n"
+
+ // If there is no bias, use no offset, just address the passed zero
+ // data.
+ "tst w6, #" RUY_STR(RUY_ASM_FLAG_HAS_BIAS) "\n"
+ "csel x1, x1, x5, eq\n"
+
+ // Load 8 bias values.
+ "ld1 {v14.4s}, [x1], #16\n"
+ "ld1 {v15.4s}, [x1]\n"
+
+ // Now that we know what LHS and RHS data the next iteration of the
+ // main loop will need to load, we start loading the first 32 bytes of
+ // each of LHS and RHS, into v0 -- v3, as we don't need v0 -- v3 anymore
+ // in the rest of the work on the current block.
+ "ld1 {v0.16b}, [%[lhs_ptr]], #16\n"
+ "ld1 {v1.16b}, [%[lhs_ptr]], #16\n"
+ "ld1 {v2.16b}, [%[rhs_ptr]], #16\n"
+ "ld1 {v3.16b}, [%[rhs_ptr]], #16\n"
+
+ // Add to the bias values the product (depth * lhs_zero_point * rhs_zero_point),
+ // See the term NZ1Z2 in equation (7) in https://arxiv.org/pdf/1712.05877.pdf
+ "add v14.4s, v14.4s, v9.4s\n"
+ "add v15.4s, v15.4s, v9.4s\n"
+
+ // Perform the bias-addition (per the above, we have just folded into
+ // the bias the (depth * lhs_zero_point * rhs_zero_point) term.)
+ // Jump based on channel dimension.
+ "tst w6, #" RUY_STR(RUY_ASM_FLAG_CHANNEL_DIMENSION_IS_COL) "\n"
+ "bne 6f\n"
+ // Case where channels are rows
+ "add v16.4s, v16.4s, v14.4s\n"
+ "add v17.4s, v17.4s, v15.4s\n"
+ "add v18.4s, v18.4s, v14.4s\n"
+ "add v19.4s, v19.4s, v15.4s\n"
+ "add v20.4s, v20.4s, v14.4s\n"
+ "add v21.4s, v21.4s, v15.4s\n"
+ "add v22.4s, v22.4s, v14.4s\n"
+ "add v23.4s, v23.4s, v15.4s\n"
+ "add v24.4s, v24.4s, v14.4s\n"
+ "add v25.4s, v25.4s, v15.4s\n"
+ "add v26.4s, v26.4s, v14.4s\n"
+ "add v27.4s, v27.4s, v15.4s\n"
+ "add v28.4s, v28.4s, v14.4s\n"
+ "add v29.4s, v29.4s, v15.4s\n"
+ "add v30.4s, v30.4s, v14.4s\n"
+ "add v31.4s, v31.4s, v15.4s\n"
+ "b 7f\n"
+
+ "6:\n"
+ // Case where channels are columns
+ "dup v10.4s, v14.s[0]\n"
+ "dup v11.4s, v14.s[1]\n"
+ "dup v12.4s, v14.s[2]\n"
+ "dup v13.4s, v14.s[3]\n"
+ "add v16.4s, v16.4s, v10.4s\n"
+ "add v17.4s, v17.4s, v10.4s\n"
+ "add v18.4s, v18.4s, v11.4s\n"
+ "add v19.4s, v19.4s, v11.4s\n"
+ "add v20.4s, v20.4s, v12.4s\n"
+ "add v21.4s, v21.4s, v12.4s\n"
+ "add v22.4s, v22.4s, v13.4s\n"
+ "add v23.4s, v23.4s, v13.4s\n"
+ "dup v10.4s, v15.s[0]\n"
+ "dup v11.4s, v15.s[1]\n"
+ "dup v12.4s, v15.s[2]\n"
+ "dup v13.4s, v15.s[3]\n"
+ "add v24.4s, v24.4s, v10.4s\n"
+ "add v25.4s, v25.4s, v10.4s\n"
+ "add v26.4s, v26.4s, v11.4s\n"
+ "add v27.4s, v27.4s, v11.4s\n"
+ "add v28.4s, v28.4s, v12.4s\n"
+ "add v29.4s, v29.4s, v12.4s\n"
+ "add v30.4s, v30.4s, v13.4s\n"
+ "add v31.4s, v31.4s, v13.4s\n"
+ "7:\n"
+
+ "tst w6, #" RUY_STR(RUY_ASM_FLAG_HAS_RHS_SUMS) "\n"
+ "beq 401f\n"
+ "ldr x3, [%[params], #" RUY_STR(RUY_OFFSET_RHS_SUMS) "]\n"
+ "add x3, x3, %x[col], lsl #2\n"
+ "ld1 {v14.4s}, [x3], #16\n"
+ "ld1 {v15.4s}, [x3]\n"
+ "ldr w5, [%[params], #" RUY_STR(RUY_OFFSET_LHS_ZERO_POINT) "]\n"
+ "dup v10.4s, w5\n" // create lhs_zero_point_vec
+ // Subtract rhs_sums * lhs_zero_point, per
+ // equation (7) in https://arxiv.org/pdf/1712.05877.pdf
+ "mls v16.4s, v10.4s, v14.s[0]\n"
+ "mls v17.4s, v10.4s, v14.s[0]\n"
+ "mls v18.4s, v10.4s, v14.s[1]\n"
+ "mls v19.4s, v10.4s, v14.s[1]\n"
+ "mls v20.4s, v10.4s, v14.s[2]\n"
+ "mls v21.4s, v10.4s, v14.s[2]\n"
+ "mls v22.4s, v10.4s, v14.s[3]\n"
+ "mls v23.4s, v10.4s, v14.s[3]\n"
+ "mls v24.4s, v10.4s, v15.s[0]\n"
+ "mls v25.4s, v10.4s, v15.s[0]\n"
+ "mls v26.4s, v10.4s, v15.s[1]\n"
+ "mls v27.4s, v10.4s, v15.s[1]\n"
+ "mls v28.4s, v10.4s, v15.s[2]\n"
+ "mls v29.4s, v10.4s, v15.s[2]\n"
+ "mls v30.4s, v10.4s, v15.s[3]\n"
+ "mls v31.4s, v10.4s, v15.s[3]\n"
+ "401:\n"
+
+ "tst w6, #" RUY_STR(RUY_ASM_FLAG_HAS_LHS_SUMS) "\n"
+ "beq 402f\n"
+ "ldr x2, [%[params], #" RUY_STR(RUY_OFFSET_LHS_SUMS) "]\n"
+ "add x2, x2, %x[row], lsl #2\n"
+ "ldr w5, [%[params], #" RUY_STR(RUY_OFFSET_RHS_ZERO_POINT) "]\n"
+ // Load 4 lhs_sums values.
+ "ld1 {v11.4s}, [x2], #16\n"
+ "ld1 {v12.4s}, [x2]\n"
+ "ins v13.s[1], w5\n" // rhs_zero_point
+ // Compute lhs_sums * rhs_zero_point.
+ "mul v11.4s, v11.4s, v13.s[1]\n"
+ "mul v12.4s, v12.4s, v13.s[1]\n"
+ // Subtract lhs_sums * rhs_zero_point, per
+ // equation (7) in https://arxiv.org/pdf/1712.05877.pdf
+ "sub v16.4s, v16.4s, v11.4s\n"
+ "sub v17.4s, v17.4s, v12.4s\n"
+ "sub v18.4s, v18.4s, v11.4s\n"
+ "sub v19.4s, v19.4s, v12.4s\n"
+ "sub v20.4s, v20.4s, v11.4s\n"
+ "sub v21.4s, v21.4s, v12.4s\n"
+ "sub v22.4s, v22.4s, v11.4s\n"
+ "sub v23.4s, v23.4s, v12.4s\n"
+ "sub v24.4s, v24.4s, v11.4s\n"
+ "sub v25.4s, v25.4s, v12.4s\n"
+ "sub v26.4s, v26.4s, v11.4s\n"
+ "sub v27.4s, v27.4s, v12.4s\n"
+ "sub v28.4s, v28.4s, v11.4s\n"
+ "sub v29.4s, v29.4s, v12.4s\n"
+ "sub v30.4s, v30.4s, v11.4s\n"
+ "sub v31.4s, v31.4s, v12.4s\n"
+
+ "cmp %w[dst_type_id], #" RUY_STR(RUY_ASM_TYPE_ID_INT32) "\n"
+ "beq " RUY_STR(RUY_ASM_LABEL_STORE_INT32) "f\n"
+
+ "402:\n"
+
+ // At this point we have computed the final int32 values. Now we
+ // start down-quantizing them to obtain the final 8bit values from them.
+
+ // As part of this down-quantization, our int32 values will be
+ // multiplied by a multiplier that has a fixed-point component and an
+ // exponent component.
+
+ //Load the exponent part of the multiplier.
+ "ldr x1, [%[params], #" RUY_STR(RUY_OFFSET_MULTIPLIER_EXPONENT) "]\n"
+ // Determine the channel index.
+ "tst w6, #" RUY_STR(RUY_ASM_FLAG_CHANNEL_DIMENSION_IS_COL) "\n"
+ "csel w3, %w[row], %w[col], eq\n"
+ // Compute the multiplier_exponent pointer
+ "tst w6, #" RUY_STR(RUY_ASM_FLAG_HAS_PERCHANNEL) "\n"
+ "add x5, x1, x3, lsl #2\n"
+ "csel x1, x1, x5, eq\n"
+ // Load multiplier_exponent
+ "ldr q9, [x1]\n"
+ "ldr q10, [x1, #16]\n"
+ // Separate positive and negative exponents
+ "smin v11.4s, v8.4s, v9.4s\n"
+ "smin v12.4s, v8.4s, v10.4s\n"
+ "sub v9.4s, v9.4s, v11.4s\n"
+ "sub v10.4s, v10.4s, v12.4s\n"
+
+ // Compute the multiplier_fixedpoint pointer
+ "ldr x4, [%[params], #" RUY_STR(RUY_OFFSET_MULTIPLIER_FIXEDPOINT) "]\n"
+ "add x5, x4, x3, lsl #2\n"
+ "csel x4, x4, x5, eq\n"
+ // Load multiplier_fixedpoint
+ "ldr q14, [x4]\n"
+ "ldr q15, [x4, #16]\n"
+
+ // Jump based on channel dimension.
+ "tst w6, #" RUY_STR(RUY_ASM_FLAG_CHANNEL_DIMENSION_IS_COL) "\n"
+ "bne 8f\n"
+ // Case where channels are rows
+
+ // Apply the positive exponent part of the multiplier.
+ "sshl v16.4s, v16.4s, v9.4s\n"
+ "sshl v17.4s, v17.4s, v10.4s\n"
+ "sshl v18.4s, v18.4s, v9.4s\n"
+ "sshl v19.4s, v19.4s, v10.4s\n"
+ "sshl v20.4s, v20.4s, v9.4s\n"
+ "sshl v21.4s, v21.4s, v10.4s\n"
+ "sshl v22.4s, v22.4s, v9.4s\n"
+ "sshl v23.4s, v23.4s, v10.4s\n"
+ "sshl v24.4s, v24.4s, v9.4s\n"
+ "sshl v25.4s, v25.4s, v10.4s\n"
+ "sshl v26.4s, v26.4s, v9.4s\n"
+ "sshl v27.4s, v27.4s, v10.4s\n"
+ "sshl v28.4s, v28.4s, v9.4s\n"
+ "sshl v29.4s, v29.4s, v10.4s\n"
+ "sshl v30.4s, v30.4s, v9.4s\n"
+ "sshl v31.4s, v31.4s, v10.4s\n"
+ "10:\n"
+
+ // Apply the fixed-point part of the multiplier.
+ "sqdmulh v16.4s, v16.4s, v14.4s\n"
+ "sqdmulh v17.4s, v17.4s, v15.4s\n"
+ "sqdmulh v18.4s, v18.4s, v14.4s\n"
+ "sqdmulh v19.4s, v19.4s, v15.4s\n"
+ "sqdmulh v20.4s, v20.4s, v14.4s\n"
+ "sqdmulh v21.4s, v21.4s, v15.4s\n"
+ "sqdmulh v22.4s, v22.4s, v14.4s\n"
+ "sqdmulh v23.4s, v23.4s, v15.4s\n"
+ "sqdmulh v24.4s, v24.4s, v14.4s\n"
+ "sqdmulh v25.4s, v25.4s, v15.4s\n"
+ "sqdmulh v26.4s, v26.4s, v14.4s\n"
+ "sqdmulh v27.4s, v27.4s, v15.4s\n"
+ "sqdmulh v28.4s, v28.4s, v14.4s\n"
+ "sqdmulh v29.4s, v29.4s, v15.4s\n"
+ "sqdmulh v30.4s, v30.4s, v14.4s\n"
+ "sqdmulh v31.4s, v31.4s, v15.4s\n"
+
+ // Apply the negative exponent part of the multiplier.
+ "srshl v16.4s, v16.4s, v11.4s\n"
+ "srshl v17.4s, v17.4s, v12.4s\n"
+ "srshl v18.4s, v18.4s, v11.4s\n"
+ "srshl v19.4s, v19.4s, v12.4s\n"
+ "srshl v20.4s, v20.4s, v11.4s\n"
+ "srshl v21.4s, v21.4s, v12.4s\n"
+ "srshl v22.4s, v22.4s, v11.4s\n"
+ "srshl v23.4s, v23.4s, v12.4s\n"
+ "srshl v24.4s, v24.4s, v11.4s\n"
+ "srshl v25.4s, v25.4s, v12.4s\n"
+ "srshl v26.4s, v26.4s, v11.4s\n"
+ "srshl v27.4s, v27.4s, v12.4s\n"
+ "srshl v28.4s, v28.4s, v11.4s\n"
+ "srshl v29.4s, v29.4s, v12.4s\n"
+ "srshl v30.4s, v30.4s, v11.4s\n"
+ "srshl v31.4s, v31.4s, v12.4s\n"
+ "b 9f\n"
+
+ "8:\n"
+ // Case where channels are columns
+
+ // Apply the positive exponent part of the multiplier.
+ "dup v4.4s, v9.s[0]\n"
+ "dup v5.4s, v9.s[1]\n"
+ "dup v6.4s, v9.s[2]\n"
+ "dup v7.4s, v9.s[3]\n"
+ "sshl v16.4s, v16.4s, v4.4s\n"
+ "sshl v17.4s, v17.4s, v4.4s\n"
+ "sshl v18.4s, v18.4s, v5.4s\n"
+ "sshl v19.4s, v19.4s, v5.4s\n"
+ "sshl v20.4s, v20.4s, v6.4s\n"
+ "sshl v21.4s, v21.4s, v6.4s\n"
+ "sshl v22.4s, v22.4s, v7.4s\n"
+ "sshl v23.4s, v23.4s, v7.4s\n"
+ "dup v4.4s, v10.s[0]\n"
+ "dup v5.4s, v10.s[1]\n"
+ "dup v6.4s, v10.s[2]\n"
+ "dup v7.4s, v10.s[3]\n"
+ "sshl v24.4s, v24.4s, v4.4s\n"
+ "sshl v25.4s, v25.4s, v4.4s\n"
+ "sshl v26.4s, v26.4s, v5.4s\n"
+ "sshl v27.4s, v27.4s, v5.4s\n"
+ "sshl v28.4s, v28.4s, v6.4s\n"
+ "sshl v29.4s, v29.4s, v6.4s\n"
+ "sshl v30.4s, v30.4s, v7.4s\n"
+ "sshl v31.4s, v31.4s, v7.4s\n"
+ "11:\n"
+
+ // Apply the fixed-point part of the multiplier.
+ "sqdmulh v16.4s, v16.4s, v14.s[0]\n"
+ "sqdmulh v17.4s, v17.4s, v14.s[0]\n"
+ "sqdmulh v18.4s, v18.4s, v14.s[1]\n"
+ "sqdmulh v19.4s, v19.4s, v14.s[1]\n"
+ "sqdmulh v20.4s, v20.4s, v14.s[2]\n"
+ "sqdmulh v21.4s, v21.4s, v14.s[2]\n"
+ "sqdmulh v22.4s, v22.4s, v14.s[3]\n"
+ "sqdmulh v23.4s, v23.4s, v14.s[3]\n"
+ "sqdmulh v24.4s, v24.4s, v15.s[0]\n"
+ "sqdmulh v25.4s, v25.4s, v15.s[0]\n"
+ "sqdmulh v26.4s, v26.4s, v15.s[1]\n"
+ "sqdmulh v27.4s, v27.4s, v15.s[1]\n"
+ "sqdmulh v28.4s, v28.4s, v15.s[2]\n"
+ "sqdmulh v29.4s, v29.4s, v15.s[2]\n"
+ "sqdmulh v30.4s, v30.4s, v15.s[3]\n"
+ "sqdmulh v31.4s, v31.4s, v15.s[3]\n"
+
+ // Apply the negative exponent part of the multiplier.
+ "dup v4.4s, v11.s[0]\n"
+ "dup v5.4s, v11.s[1]\n"
+ "dup v6.4s, v11.s[2]\n"
+ "dup v7.4s, v11.s[3]\n"
+ "srshl v16.4s, v16.4s, v4.4s\n"
+ "srshl v17.4s, v17.4s, v4.4s\n"
+ "srshl v18.4s, v18.4s, v5.4s\n"
+ "srshl v19.4s, v19.4s, v5.4s\n"
+ "srshl v20.4s, v20.4s, v6.4s\n"
+ "srshl v21.4s, v21.4s, v6.4s\n"
+ "srshl v22.4s, v22.4s, v7.4s\n"
+ "srshl v23.4s, v23.4s, v7.4s\n"
+ "dup v4.4s, v12.s[0]\n"
+ "dup v5.4s, v12.s[1]\n"
+ "dup v6.4s, v12.s[2]\n"
+ "dup v7.4s, v12.s[3]\n"
+ "srshl v24.4s, v24.4s, v4.4s\n"
+ "srshl v25.4s, v25.4s, v4.4s\n"
+ "srshl v26.4s, v26.4s, v5.4s\n"
+ "srshl v27.4s, v27.4s, v5.4s\n"
+ "srshl v28.4s, v28.4s, v6.4s\n"
+ "srshl v29.4s, v29.4s, v6.4s\n"
+ "srshl v30.4s, v30.4s, v7.4s\n"
+ "srshl v31.4s, v31.4s, v7.4s\n"
+ "9:\n"
+
+ "ldr w4, [%[params], #" RUY_STR(RUY_OFFSET_DST_ZERO_POINT) "]\n"
+ "ins v13.h[4], w4\n" // dst_zero_point
+
+ "cmp %w[dst_type_id], #" RUY_STR(RUY_ASM_TYPE_ID_INT16) "\n"
+ "beq " RUY_STR(RUY_ASM_LABEL_STORE_INT16) "f\n"
+ "cmp %w[dst_type_id], #" RUY_STR(RUY_ASM_TYPE_ID_INT8) "\n"
+ "beq " RUY_STR(RUY_ASM_LABEL_STORE_INT8) "f\n"
+
+ RUY_STR(RUY_ASM_LABEL_STORE_UINT8) ":\n"
+
+ // Cast-and-saturate from int32 to int16
+ "sqxtn v16.4h, v16.4s\n"
+ "sqxtn2 v16.8h, v17.4s\n"
+ "sqxtn v17.4h, v18.4s\n"
+ "sqxtn2 v17.8h, v19.4s\n"
+ "sqxtn v18.4h, v20.4s\n"
+ "sqxtn2 v18.8h, v21.4s\n"
+ "sqxtn v19.4h, v22.4s\n"
+ "sqxtn2 v19.8h, v23.4s\n"
+ "sqxtn v20.4h, v24.4s\n"
+ "sqxtn2 v20.8h, v25.4s\n"
+ "sqxtn v21.4h, v26.4s\n"
+ "sqxtn2 v21.8h, v27.4s\n"
+ "sqxtn v22.4h, v28.4s\n"
+ "sqxtn2 v22.8h, v29.4s\n"
+ "sqxtn v23.4h, v30.4s\n"
+ "sqxtn2 v23.8h, v31.4s\n"
+
+ // At this point, v24 -- v31 aren't used anymore for the current block,
+ // so we can start clearing these accumulators for the next block
+ // (next iteration of the main loop).
+ RUY_MAKE_ZERO(v24)
+ RUY_MAKE_ZERO(v25)
+ RUY_MAKE_ZERO(v26)
+ RUY_MAKE_ZERO(v27)
+ RUY_MAKE_ZERO(v28)
+ RUY_MAKE_ZERO(v29)
+ RUY_MAKE_ZERO(v30)
+ RUY_MAKE_ZERO(v31)
+
+ // Add the destination zero point
+ "dup v14.8h, v13.h[4]\n"
+ "add v16.8h, v16.8h, v14.8h\n"
+ "add v17.8h, v17.8h, v14.8h\n"
+ "add v18.8h, v18.8h, v14.8h\n"
+ "add v19.8h, v19.8h, v14.8h\n"
+ "add v20.8h, v20.8h, v14.8h\n"
+ "add v21.8h, v21.8h, v14.8h\n"
+ "add v22.8h, v22.8h, v14.8h\n"
+ "add v23.8h, v23.8h, v14.8h\n"
+
+ // Cast-and-saturate from int16 to uint8
+ "sqxtun v16.8b, v16.8h\n"
+ "sqxtun2 v16.16b, v17.8h\n"
+ "sqxtun v17.8b, v18.8h\n"
+ "sqxtun2 v17.16b, v19.8h\n"
+ "sqxtun v18.8b, v20.8h\n"
+ "sqxtun2 v18.16b, v21.8h\n"
+ "sqxtun v19.8b, v22.8h\n"
+ "sqxtun2 v19.16b, v23.8h\n"
+
+ // Load the clamp_min, clamp_max bounds
+ "ldrb w2, [%[params], #" RUY_STR(RUY_OFFSET_CLAMP_MIN) "]\n"
+ "ldrb w3, [%[params], #" RUY_STR(RUY_OFFSET_CLAMP_MAX) "]\n"
+ "dup v14.16b, w2\n" // clamp_min
+ "dup v15.16b, w3\n" // clamp_max
+
+ // Apply the clamp_min bound
+ "umax v16.16b, v16.16b, v14.16b\n"
+ "umax v17.16b, v17.16b, v14.16b\n"
+ "umax v18.16b, v18.16b, v14.16b\n"
+ "umax v19.16b, v19.16b, v14.16b\n"
+
+ // Apply the clamp_max bound
+ "umin v16.16b, v16.16b, v15.16b\n"
+ "umin v17.16b, v17.16b, v15.16b\n"
+ "umin v18.16b, v18.16b, v15.16b\n"
+ "umin v19.16b, v19.16b, v15.16b\n"
+
+ // Make it so that all of the final 8bit values are stored in the
+ // first 64bits of 128bit NEON registers, so they can be stored
+ // by 64bit st1 store instructions with byte alignment.
+ "dup d20, v16.d[1]\n"
+ "dup d21, v17.d[1]\n"
+ "dup d22, v18.d[1]\n"
+ "dup d23, v19.d[1]\n"
+
+ // Compute how much of the 8x8 block of destination 8bit values that
+ // we have computed, fit in the destination matrix. Typically, all of
+ // it fits, but when the destination matrix shape is not a multiple
+ // of 8x8, there are some 8x8 blocks along the boundaries that do
+ // not fit entirely.
+ "sub w1, %w[dst_rows], %w[row]\n"
+ "sub w2, %w[dst_cols], %w[col]\n"
+ "mov w3, #8\n"
+ "cmp w1, #8\n"
+ // Compute w1 = how many rows of the 8x8 block fit
+ "csel w1, w1, w3, le\n"
+ "cmp w2, #8\n"
+ // Compute w2 = how many cols of the 8x8 block fit
+ "csel w2, w2, w3, le\n"
+
+ // Test if w1==8 && w2 == 8, i.e. if all of the 8x8 block fits.
+ "cmp w1, w3\n"
+ "ccmp w2, w3, 0, eq\n"
+ // Yes, all of the 8x8 block fits, go to fast path.
+ "beq 30f\n"
+ // Not all of the 8x8 block fits.
+ // Set (x3 address, x4 stride) to write to dst_tmp_buf
+ "mov x3, %[dst_tmp_buf]\n"
+ "mov x4, #8\n"
+ "b 31f\n"
+ "30:\n"
+ // Yes, all of the 8x8 block fits.
+ // Set (x3 address, x4 stride) to write directly to destination matrix.
+ "mov x3, %[dst_ptr]\n"
+ "mov x4, x11\n"
+ "31:\n"
+
+ // Write our 8bit values to the destination described by
+ // (x3 address, x4 stride).
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v16.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v16)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v20.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v20)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v17.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v17)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v21.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v21)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v18.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v18)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v22.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v22)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v19.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v19)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v23.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v23)
+
+ // For the next block: perform the first few multiply-adds on the data
+ // that we have already loaded.
+ ".word 0x4f82e010 // sdot v16.4s, v0.16b, v2.4b[0]\n"
+ ".word 0x4fa2e012 // sdot v18.4s, v0.16b, v2.4b[1]\n"
+ ".word 0x4f82e814 // sdot v20.4s, v0.16b, v2.4b[2]\n"
+ ".word 0x4fa2e816 // sdot v22.4s, v0.16b, v2.4b[3]\n"
+
+ // If all of the 8x8 block fits, we just finished writing it to the
+ // destination, so we skip the next part.
+ "beq 41f\n"
+ // Not all of the 8x8 block fits in the destination matrix. We just
+ // wrote it to dst_tmp_buf. Now we perform the slow scalar loop over
+ // it to copy into the destination matrix the part that fits.
+ "mov x3, %[dst_tmp_buf]\n"
+ "mov x4, %[dst_ptr]\n"
+ "mov w6, #0\n"
+ "50:\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov w5, #0\n"
+ "51:\n"
+ "ldrb w7, [x3, w5, uxtw]\n"
+ "strb w7, [x4, w5, uxtw]\n"
+ "add w5, w5, #1\n"
+ "cmp w5, w1\n"
+ "blt 51b\n"
+ "add w6, w6, #1\n"
+ "add x3, x3, #8\n"
+ "add x4, x4, x11\n"
+ "cmp w6, w2\n"
+ "blt 50b\n"
+ "41:\n"
+ "add %[dst_ptr], %[dst_ptr], #8\n"
+ // At this point we have completely finished writing values to the
+ // destination matrix for the current block.
+
+ "b " RUY_STR(RUY_ASM_LABEL_AFTER_STORE) "f\n"
+
+ RUY_STR(RUY_ASM_LABEL_STORE_INT8) ":\n"
+
+ // Cast-and-saturate from int32 to int16
+ "sqxtn v16.4h, v16.4s\n"
+ "sqxtn2 v16.8h, v17.4s\n"
+ "sqxtn v17.4h, v18.4s\n"
+ "sqxtn2 v17.8h, v19.4s\n"
+ "sqxtn v18.4h, v20.4s\n"
+ "sqxtn2 v18.8h, v21.4s\n"
+ "sqxtn v19.4h, v22.4s\n"
+ "sqxtn2 v19.8h, v23.4s\n"
+ "sqxtn v20.4h, v24.4s\n"
+ "sqxtn2 v20.8h, v25.4s\n"
+ "sqxtn v21.4h, v26.4s\n"
+ "sqxtn2 v21.8h, v27.4s\n"
+ "sqxtn v22.4h, v28.4s\n"
+ "sqxtn2 v22.8h, v29.4s\n"
+ "sqxtn v23.4h, v30.4s\n"
+ "sqxtn2 v23.8h, v31.4s\n"
+
+ // At this point, v24 -- v31 aren't used anymore for the current block,
+ // so we can start clearing these accumulators for the next block
+ // (next iteration of the main loop).
+ RUY_MAKE_ZERO(v24)
+ RUY_MAKE_ZERO(v25)
+ RUY_MAKE_ZERO(v26)
+ RUY_MAKE_ZERO(v27)
+ RUY_MAKE_ZERO(v28)
+ RUY_MAKE_ZERO(v29)
+ RUY_MAKE_ZERO(v30)
+ RUY_MAKE_ZERO(v31)
+
+ // Add the destination zero point
+ "dup v14.8h, v13.h[4]\n"
+ "add v16.8h, v16.8h, v14.8h\n"
+ "add v17.8h, v17.8h, v14.8h\n"
+ "add v18.8h, v18.8h, v14.8h\n"
+ "add v19.8h, v19.8h, v14.8h\n"
+ "add v20.8h, v20.8h, v14.8h\n"
+ "add v21.8h, v21.8h, v14.8h\n"
+ "add v22.8h, v22.8h, v14.8h\n"
+ "add v23.8h, v23.8h, v14.8h\n"
+
+ // Cast-and-saturate from int16 to uint8
+ "sqxtn v16.8b, v16.8h\n"
+ "sqxtn2 v16.16b, v17.8h\n"
+ "sqxtn v17.8b, v18.8h\n"
+ "sqxtn2 v17.16b, v19.8h\n"
+ "sqxtn v18.8b, v20.8h\n"
+ "sqxtn2 v18.16b, v21.8h\n"
+ "sqxtn v19.8b, v22.8h\n"
+ "sqxtn2 v19.16b, v23.8h\n"
+
+ // Load the clamp_min, clamp_max bounds
+ "ldrb w2, [%[params], #" RUY_STR(RUY_OFFSET_CLAMP_MIN) "]\n"
+ "ldrb w3, [%[params], #" RUY_STR(RUY_OFFSET_CLAMP_MAX) "]\n"
+ "dup v14.16b, w2\n" // clamp_min
+ "dup v15.16b, w3\n" // clamp_max
+
+ // Apply the clamp_min bound
+ "smax v16.16b, v16.16b, v14.16b\n"
+ "smax v17.16b, v17.16b, v14.16b\n"
+ "smax v18.16b, v18.16b, v14.16b\n"
+ "smax v19.16b, v19.16b, v14.16b\n"
+
+ // Apply the clamp_max bound
+ "smin v16.16b, v16.16b, v15.16b\n"
+ "smin v17.16b, v17.16b, v15.16b\n"
+ "smin v18.16b, v18.16b, v15.16b\n"
+ "smin v19.16b, v19.16b, v15.16b\n"
+
+ // Make it so that all of the final 8bit values are stored in the
+ // first 64bits of 128bit NEON registers, so they can be stored
+ // by 64bit st1 store instructions with byte alignment.
+ "dup d20, v16.d[1]\n"
+ "dup d21, v17.d[1]\n"
+ "dup d22, v18.d[1]\n"
+ "dup d23, v19.d[1]\n"
+
+ // Compute how much of the 8x8 block of destination 8bit values that
+ // we have computed, fit in the destination matrix. Typically, all of
+ // it fits, but when the destination matrix shape is not a multiple
+ // of 8x8, there are some 8x8 blocks along the boundaries that do
+ // not fit entirely.
+ "sub w1, %w[dst_rows], %w[row]\n"
+ "sub w2, %w[dst_cols], %w[col]\n"
+ "mov w3, #8\n"
+ "cmp w1, #8\n"
+ // Compute w1 = how many rows of the 8x8 block fit
+ "csel w1, w1, w3, le\n"
+ "cmp w2, #8\n"
+ // Compute w2 = how many cols of the 8x8 block fit
+ "csel w2, w2, w3, le\n"
+
+ // Test if w1==8 && w2 == 8, i.e. if all of the 8x8 block fits.
+ "cmp w1, w3\n"
+ "ccmp w2, w3, 0, eq\n"
+ // Yes, all of the 8x8 block fits, go to fast path.
+ "beq 130f\n"
+ // Not all of the 8x8 block fits.
+ // Set (x3 address, x4 stride) to write to dst_tmp_buf
+ "mov x3, %[dst_tmp_buf]\n"
+ "mov x4, #8\n"
+ "b 131f\n"
+ "130:\n"
+ // Yes, all of the 8x8 block fits.
+ // Set (x3 address, x4 stride) to write directly to destination matrix.
+ "mov x3, %[dst_ptr]\n"
+ "mov x4, x11\n"
+ "131:\n"
+
+ // Write our 8bit values to the destination described by
+ // (x3 address, x4 stride).
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v16.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v16)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v20.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v20)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v17.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v17)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v21.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v21)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v18.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v18)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v22.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v22)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v19.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v19)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v23.8b}, [x3], x4\n"
+ RUY_MAKE_ZERO(v23)
+
+ // For the next block: perform the first few multiply-adds on the data
+ // that we have already loaded.
+ ".word 0x4f82e010 // sdot v16.4s, v0.16b, v2.4b[0]\n"
+ ".word 0x4fa2e012 // sdot v18.4s, v0.16b, v2.4b[1]\n"
+ ".word 0x4f82e814 // sdot v20.4s, v0.16b, v2.4b[2]\n"
+ ".word 0x4fa2e816 // sdot v22.4s, v0.16b, v2.4b[3]\n"
+
+ // If all of the 8x8 block fits, we just finished writing it to the
+ // destination, so we skip the next part.
+ "beq 141f\n"
+ // Not all of the 8x8 block fits in the destination matrix. We just
+ // wrote it to dst_tmp_buf. Now we perform the slow scalar loop over
+ // it to copy into the destination matrix the part that fits.
+ "mov x3, %[dst_tmp_buf]\n"
+ "mov x4, %[dst_ptr]\n"
+ "mov w6, #0\n"
+ "150:\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov w5, #0\n"
+ "151:\n"
+ "ldrb w7, [x3, w5, uxtw]\n"
+ "strb w7, [x4, w5, uxtw]\n"
+ "add w5, w5, #1\n"
+ "cmp w5, w1\n"
+ "blt 151b\n"
+ "add w6, w6, #1\n"
+ "add x3, x3, #8\n"
+ "add x4, x4, x11\n"
+ "cmp w6, w2\n"
+ "blt 150b\n"
+ "141:\n"
+ "add %[dst_ptr], %[dst_ptr], #8\n"
+ // At this point we have completely finished writing values to the
+ // destination matrix for the current block.
+
+ "b " RUY_STR(RUY_ASM_LABEL_AFTER_STORE) "f\n"
+
+ RUY_STR(RUY_ASM_LABEL_STORE_INT16) ":\n"
+
+ // Add the destination zero point
+ "dup v14.8h, v13.h[4]\n"
+ "saddw v16.4s, v16.4s, v14.4h\n"
+ "saddw v17.4s, v17.4s, v14.4h\n"
+ "saddw v18.4s, v18.4s, v14.4h\n"
+ "saddw v19.4s, v19.4s, v14.4h\n"
+ "saddw v20.4s, v20.4s, v14.4h\n"
+ "saddw v21.4s, v21.4s, v14.4h\n"
+ "saddw v22.4s, v22.4s, v14.4h\n"
+ "saddw v23.4s, v23.4s, v14.4h\n"
+ "saddw v24.4s, v24.4s, v14.4h\n"
+ "saddw v25.4s, v25.4s, v14.4h\n"
+ "saddw v26.4s, v26.4s, v14.4h\n"
+ "saddw v27.4s, v27.4s, v14.4h\n"
+ "saddw v28.4s, v28.4s, v14.4h\n"
+ "saddw v29.4s, v29.4s, v14.4h\n"
+ "saddw v30.4s, v30.4s, v14.4h\n"
+ "saddw v31.4s, v31.4s, v14.4h\n"
+
+ // Cast-and-saturate from int32 to int16
+ "sqxtn v16.4h, v16.4s\n"
+ "sqxtn2 v16.8h, v17.4s\n"
+ "sqxtn v17.4h, v18.4s\n"
+ "sqxtn2 v17.8h, v19.4s\n"
+ "sqxtn v18.4h, v20.4s\n"
+ "sqxtn2 v18.8h, v21.4s\n"
+ "sqxtn v19.4h, v22.4s\n"
+ "sqxtn2 v19.8h, v23.4s\n"
+ "sqxtn v20.4h, v24.4s\n"
+ "sqxtn2 v20.8h, v25.4s\n"
+ "sqxtn v21.4h, v26.4s\n"
+ "sqxtn2 v21.8h, v27.4s\n"
+ "sqxtn v22.4h, v28.4s\n"
+ "sqxtn2 v22.8h, v29.4s\n"
+ "sqxtn v23.4h, v30.4s\n"
+ "sqxtn2 v23.8h, v31.4s\n"
+
+ // At this point, v24 -- v31 aren't used anymore for the current block,
+ // so we can start clearing these accumulators for the next block
+ // (next iteration of the main loop).
+ RUY_MAKE_ZERO(v24)
+ RUY_MAKE_ZERO(v25)
+ RUY_MAKE_ZERO(v26)
+ RUY_MAKE_ZERO(v27)
+ RUY_MAKE_ZERO(v28)
+ RUY_MAKE_ZERO(v29)
+ RUY_MAKE_ZERO(v30)
+ RUY_MAKE_ZERO(v31)
+
+ // Load the clamp_min, clamp_max bounds
+ "ldrsh w2, [%[params], #" RUY_STR(RUY_OFFSET_CLAMP_MIN) "]\n"
+ "ldrsh w3, [%[params], #" RUY_STR(RUY_OFFSET_CLAMP_MAX) "]\n"
+ "dup v14.8h, w2\n" // clamp_min
+ "dup v15.8h, w3\n" // clamp_max
+
+ // Apply the clamp_min bound
+ "smax v16.8h, v16.8h, v14.8h\n"
+ "smax v17.8h, v17.8h, v14.8h\n"
+ "smax v18.8h, v18.8h, v14.8h\n"
+ "smax v19.8h, v19.8h, v14.8h\n"
+ "smax v20.8h, v20.8h, v14.8h\n"
+ "smax v21.8h, v21.8h, v14.8h\n"
+ "smax v22.8h, v22.8h, v14.8h\n"
+ "smax v23.8h, v23.8h, v14.8h\n"
+ // Apply the clamp_max bound
+ "smin v16.8h, v16.8h, v15.8h\n"
+ "smin v17.8h, v17.8h, v15.8h\n"
+ "smin v18.8h, v18.8h, v15.8h\n"
+ "smin v19.8h, v19.8h, v15.8h\n"
+ "smin v20.8h, v20.8h, v15.8h\n"
+ "smin v21.8h, v21.8h, v15.8h\n"
+ "smin v22.8h, v22.8h, v15.8h\n"
+ "smin v23.8h, v23.8h, v15.8h\n"
+
+ // Compute how much of the 8x8 block of destination 16bit values that
+ // we have computed, fit in the destination matrix. Typically, all of
+ // it fits, but when the destination matrix shape is not a multiple
+ // of 8x8, there are some 8x8 blocks along the boundaries that do
+ // not fit entirely.
+ "sub w1, %w[dst_rows], %w[row]\n"
+ "sub w2, %w[dst_cols], %w[col]\n"
+ "mov w3, #8\n"
+ "cmp w1, #8\n"
+ // Compute w1 = how many rows of the 8x8 block fit
+ "csel w1, w1, w3, le\n"
+ "cmp w2, #8\n"
+ // Compute w1 = how many rows of the 8x8 block fit
+ "csel w2, w2, w3, le\n"
+
+ // Test if w1==8 && w2 == 8, i.e. if all of the 8x8 block fits.
+ "cmp w1, w3\n"
+ "ccmp w2, w3, 0, eq\n"
+ // Yes, all of the 8x8 block fits, go to fast path.
+ "beq 230f\n"
+ // Not all of the 8x8 block fits.
+ // Set (x3 address, x4 stride) to write to dst_tmp_buf
+ "mov x3, %[dst_tmp_buf]\n"
+ "mov x4, #16\n"
+ "b 231f\n"
+ "230:\n"
+ // Yes, all of the 8x8 block fits.
+ // Set (x3 address, x4 stride) to write directly to destination matrix.
+ "mov x3, %[dst_ptr]\n"
+ "mov x4, x11\n"
+ "231:\n"
+
+ // Write our 16bit values to the destination described by
+ // (x3 address, x4 stride).
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v16.8h}, [x3], x4\n"
+ RUY_MAKE_ZERO(v16)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v17.8h}, [x3], x4\n"
+ RUY_MAKE_ZERO(v17)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v18.8h}, [x3], x4\n"
+ RUY_MAKE_ZERO(v18)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v19.8h}, [x3], x4\n"
+ RUY_MAKE_ZERO(v19)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v20.8h}, [x3], x4\n"
+ RUY_MAKE_ZERO(v20)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v21.8h}, [x3], x4\n"
+ RUY_MAKE_ZERO(v21)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v22.8h}, [x3], x4\n"
+ RUY_MAKE_ZERO(v22)
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x3]\n")
+ "st1 {v23.8h}, [x3], x4\n"
+ RUY_MAKE_ZERO(v23)
+
+ // For the next block: perform the first few multiply-adds on the data
+ // that we have already loaded.
+ ".word 0x4f82e010 // sdot v16.4s, v0.16b, v2.4b[0]\n"
+ ".word 0x4fa2e012 // sdot v18.4s, v0.16b, v2.4b[1]\n"
+ ".word 0x4f82e814 // sdot v20.4s, v0.16b, v2.4b[2]\n"
+ ".word 0x4fa2e816 // sdot v22.4s, v0.16b, v2.4b[3]\n"
+
+ // If all of the 8x8 block fits, we just finished writing it to the
+ // destination, so we skip the next part.
+ "beq 241f\n"
+ // Not all of the 8x8 block fits in the destination matrix. We just
+ // wrote it to dst_tmp_buf. Now we perform the slow scalar loop over
+ // it to copy into the destination matrix the part that fits.
+ "mov x3, %[dst_tmp_buf]\n"
+ "mov x4, %[dst_ptr]\n"
+ "mov w6, #0\n"
+ "250:\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov w5, #0\n"
+ "251:\n"
+ "ldrsh w7, [x3, x5, lsl #1]\n"
+ "strh w7, [x4, x5, lsl #1]\n"
+ "add w5, w5, #1\n"
+ "cmp w5, w1\n"
+ "blt 251b\n"
+ "add w6, w6, #1\n"
+ "add x3, x3, #16\n"
+ "add x4, x4, x11\n"
+ "cmp w6, w2\n"
+ "blt 250b\n"
+ "241:\n"
+ "add %[dst_ptr], %[dst_ptr], #16\n"
+ // At this point we have completely finished writing values to the
+ // destination matrix for the current block.
+
+ "b " RUY_STR(RUY_ASM_LABEL_AFTER_STORE) "f\n"
+
+ RUY_STR(RUY_ASM_LABEL_STORE_INT32) ":\n"
+
+ // Since the store type is the same as the accum type, no need for
+ // downcast. There's also no need for clamp by min/max.
+
+ // Compute how much of the 8x8 block of destination 32it values that
+ // we have computed, fit in the destination matrix. Typically, all of
+ // it fits, but when the destination matrix shape is not a multiple
+ // of 8x8, there are some 8x8 blocks along the boundaries that do
+ // not fit entirely.
+ "sub w1, %w[dst_rows], %w[row]\n"
+ "sub w2, %w[dst_cols], %w[col]\n"
+ "mov w3, #8\n"
+ "cmp w1, #8\n"
+ // Compute w1 = how many rows of the 8x8 block fit
+ "csel w1, w1, w3, le\n"
+ "cmp w2, #8\n"
+ // Compute w1 = how many rows of the 8x8 block fit
+ "csel w2, w2, w3, le\n"
+
+ // Test if w1==8 && w2 == 8, i.e. if all of the 8x8 block fits.
+ "cmp w1, w3\n"
+ "ccmp w2, w3, 0, eq\n"
+ // Yes, all of the 8x8 block fits, go to fast path.
+ "beq 330f\n"
+ // Not all of the 8x8 block fits.
+ // Write to dst_tmp_buf
+ "mov x3, %[dst_tmp_buf]\n"
+ "st1 {v16.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v16)
+ "st1 {v17.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v17)
+ "st1 {v18.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v18)
+ "st1 {v19.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v19)
+ "st1 {v20.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v20)
+ "st1 {v21.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v21)
+ "st1 {v22.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v22)
+ "st1 {v23.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v23)
+ "st1 {v24.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v24)
+ "st1 {v25.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v25)
+ "st1 {v26.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v26)
+ "st1 {v27.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v27)
+ "st1 {v28.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v28)
+ "st1 {v29.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v29)
+ "st1 {v30.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v30)
+ "st1 {v31.4s}, [x3], #16\n"
+ RUY_MAKE_ZERO(v31)
+
+ "b 331f\n"
+
+ "330:\n"
+ // Yes, all of the 8x8 block fits.
+ "mov x4, %[dst_ptr]\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov x3, x4\n"
+ "st1 {v16.4s, v17.4s}, [x3], #32\n"
+ RUY_MAKE_ZERO(v16)
+ RUY_MAKE_ZERO(v17)
+ "add x4, x4, x11\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov x3, x4\n"
+ "st1 {v18.4s, v19.4s}, [x3], #32\n"
+ RUY_MAKE_ZERO(v18)
+ RUY_MAKE_ZERO(v19)
+ "add x4, x4, x11\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov x3, x4\n"
+ "st1 {v20.4s, v21.4s}, [x3], #32\n"
+ RUY_MAKE_ZERO(v20)
+ RUY_MAKE_ZERO(v21)
+ "add x4, x4, x11\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov x3, x4\n"
+ "st1 {v22.4s, v23.4s}, [x3], #32\n"
+ RUY_MAKE_ZERO(v22)
+ RUY_MAKE_ZERO(v23)
+ "add x4, x4, x11\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov x3, x4\n"
+ "st1 {v24.4s, v25.4s}, [x3], #32\n"
+ RUY_MAKE_ZERO(v24)
+ RUY_MAKE_ZERO(v25)
+ "add x4, x4, x11\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov x3, x4\n"
+ "st1 {v26.4s, v27.4s}, [x3], #32\n"
+ RUY_MAKE_ZERO(v26)
+ RUY_MAKE_ZERO(v27)
+ "add x4, x4, x11\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov x3, x4\n"
+ "st1 {v28.4s, v29.4s}, [x3], #32\n"
+ RUY_MAKE_ZERO(v28)
+ RUY_MAKE_ZERO(v29)
+ "add x4, x4, x11\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov x3, x4\n"
+ "st1 {v30.4s, v31.4s}, [x3], #32\n"
+ RUY_MAKE_ZERO(v30)
+ RUY_MAKE_ZERO(v31)
+
+ "331:\n"
+
+ // For the next block: perform the first few multiply-adds on the data
+ // that we have already loaded.
+ ".word 0x4f82e010 // sdot v16.4s, v0.16b, v2.4b[0]\n"
+ ".word 0x4fa2e012 // sdot v18.4s, v0.16b, v2.4b[1]\n"
+ ".word 0x4f82e814 // sdot v20.4s, v0.16b, v2.4b[2]\n"
+ ".word 0x4fa2e816 // sdot v22.4s, v0.16b, v2.4b[3]\n"
+
+ // If all of the 8x8 block fits, we just finished writing it to the
+ // destination, so we skip the next part.
+ "beq 341f\n"
+
+ // Not all of the 8x8 block fits in the destination matrix. We just
+ // wrote it to dst_tmp_buf. Now we perform the slow scalar loop over
+ // it to copy into the destination matrix the part that fits.
+ "mov x3, %[dst_tmp_buf]\n"
+ "mov x4, %[dst_ptr]\n"
+ "mov w6, #0\n"
+ "350:\n"
+ RUY_PREFETCH_STORE("prfm pstl1strm, [x4]\n")
+ "mov w5, #0\n"
+ "351:\n"
+ "ldr w7, [x3, x5, lsl #2]\n"
+ "str w7, [x4, x5, lsl #2]\n"
+ "add w5, w5, #1\n"
+ "cmp w5, w1\n"
+ "blt 351b\n"
+ "add w6, w6, #1\n"
+ "add x3, x3, #32\n"
+ "add x4, x4, x11\n"
+ "cmp w6, w2\n"
+ "blt 350b\n"
+ "341:\n"
+ "add %[dst_ptr], %[dst_ptr], #32\n"
+ // At this point we have completely finished writing values to the
+ // destination matrix for the current block.
+
+ RUY_STR(RUY_ASM_LABEL_AFTER_STORE) ":\n"
+
+ // Reload some params --- we had used x5 -- x7 for a few other things
+ // since the last time we had loaded them.
+ "ldr x5, [%[params], #" RUY_STR(RUY_OFFSET_LHS_BASE_PTR) "]\n"
+ "ldr w6, [%[params], #" RUY_STR(RUY_OFFSET_START_ROW) "]\n"
+ "ldr w7, [%[params], #" RUY_STR(RUY_OFFSET_LAST_ROW) "]\n"
+
+ // Move to the next block of the destination matrix, for the next iter
+ // of the main loop. Notice that lhs_col_ptr, rhs_col_ptr have already
+ // been updated earlier.
+ // Have we reached the end row?
+ "cmp %w[row], w7\n"
+ "beq 20f\n" // yes, end row.
+ // Not end row. Move to the next row.
+ "add %w[row], %w[row], #8\n"
+ "b 21f\n"
+ "20:\n"
+ // Was already at end row.
+ "mov %w[row], w6\n" // Move back to first row.
+ "add %w[col], %w[col], #8\n" // Move to the next column.
+ "add %[dst_col_ptr], %[dst_col_ptr], x11, lsl #3\n"
+ "mov %[dst_ptr], %[dst_col_ptr]\n"
+ "21:\n"
+
+ // Main loop exit condition: have we hit the end column?
+ "cmp %w[col], w8\n"
+
+ // w1 is the number of levels of depth that we have already loaded
+ // LHS and RHS data for. Corresponding to the initial ld1 instructions
+ // above, this is currently 4.
+ "mov w1, #4\n"
+
+ "ble 1b\n"
+
+ // clang-format on
+
+ : [ lhs_col_ptr ] "+r"(lhs_col_ptr), [rhs_col_ptr] "+r"(rhs_col_ptr),
+ [lhs_ptr] "+r"(lhs_ptr), [rhs_ptr] "+r"(rhs_ptr),
+ [dst_col_ptr] "+r"(dst_col_ptr), [dst_ptr] "+r"(dst_ptr), [row] "+r"(row), [col] "+r"(col)
+ : [ params ] "r"(&params), [dst_rows] "r"(params.dst_rows),
+ [dst_cols] "r"(params.dst_cols), [dst_tmp_buf] "r"(params.dst_tmp_buf),
+ [dst_type_id] "r"(params.dst_type_id)
+ : "x1", "x2", "x3", "x4", "x5", "x6", "x7", "x8", "x9", "x10", "x11", "x12", "x13", "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", "v31");
+}
+
+
// Similar to the above 8-bit dotprod kernel, but specialized for the case of
// RHS cols == 1.
// Relevant target CPUs for this kernel include ARM Cortex-A76,
diff --git a/ruy/tune.cc b/ruy/tune.cc
index 1f615bf..004bd5a 100644
--- a/ruy/tune.cc
+++ b/ruy/tune.cc
@@ -23,7 +23,13 @@ limitations under the License.
namespace ruy {
Tuning TuningResolver::ResolveNow(CpuInfo* cpuinfo) {
- return cpuinfo->CurrentCpuIsA55ish() ? Tuning::kA55ish : Tuning::kGeneric;
+ if (cpuinfo->CurrentCpuIsA55ish()) {
+ return Tuning::kA55ish;
+ }
+ if (cpuinfo->CurrentCpuIsX1()) {
+ return Tuning::kX1;
+ }
+ return Tuning::kGeneric;
}
TuningResolver::TuningResolver()
diff --git a/ruy/tune.h b/ruy/tune.h
index c9beed9..f50c750 100644
--- a/ruy/tune.h
+++ b/ruy/tune.h
@@ -69,7 +69,13 @@ enum class Tuning {
// A55r1 supports dotprod unlike A55r0 and A53, they are not using the same
// kernels in practice anyway, so there was no need to distinguish them with
// separate Tuning values.
- kA55ish
+ kA55ish,
+ // Use code tuned for Cortex-X1 CPUs. Currently, the driver to distinguish
+ // this CPU is the get maximum performance on the dotprod kernels, where we
+ // attain high performance simply by avoiding any manual loop unrolling. As a
+ // purely performance oriented microarchitecture, there will likely be
+ // additional reasons to distinguish the X1 from other CPUs.
+ kX1
};
// Why a TuningResolver class?