Add type-specific reduction costs for integer (i8/i16/i32/i64) and
floating-point (f16/f32/f64) reductions.  Ordered (fold-left) FP
reductions receive separate higher costs.  Use helpers is_reduction()
and get_reduction_cost() for readability.  Adjust VLS tests to use
-mmax-vectorization.

gcc/config/riscv/riscv-protos.h (common_vector_cost): Add reduc_i8_cost
        through reduc_f64_cost and reduc_f{16,32,64}_ordered_cost.
gcc/config/riscv/riscv.cc: Set costs in rvv_vls_vector_cost and
        rvv_vla_vector_cost.
gcc/config/riscv/riscv-vector-costs.cc (is_reduction): New helper.
        (get_reduction_cost): New helper.
        (costs::adjust_stmt_cost): Use them for vec_to_scalar kind.
gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vla_ordered.c: New.
gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vla_unordered.c: New.
gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vls_ordered.c: New.
gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vls_unordered.c: New.
gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-19.c: Use
        -mmax-vectorization, adjust scan counts.
gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-20.c: Likewise.
gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-21.c: Likewise.
gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/wred-3.c: Likewise.
---
Changes since v2:
- Simplified comments
- Factored out reduction cost into helpers is_reduction() and
  get_reduction_cost() for readability (Robin #4)
- Removed redundant `loop` check in FP ordered path; only `node`
  is needed for vect_reduc_type (Robin #3)

I tried -mmax-vectorization as suggested,
but it still affects VF selection for ordered FP reductions.  For
example, _Float16 size-8 picks VF=4 with UF=2 instead of VF=8,
changing the vfredosum/vfwredosum counts.  Could you advise
whether we should accept the changed instruction counts with
-mmax-vectorization, or keep -mrvv-vector-bits=zvl -fno-vect-cost-model
as in v2 to preserve the original expectations?

 gcc/config/riscv/riscv-protos.h               | 17 ++++-
 gcc/config/riscv/riscv-vector-costs.cc        | 67 ++++++++++++++++++-
 gcc/config/riscv/riscv.cc                     | 20 ++++++
 .../costmodel/riscv/rvv/reduc_vla_ordered.c   | 23 +++++++
 .../costmodel/riscv/rvv/reduc_vla_unordered.c | 29 ++++++++
 .../costmodel/riscv/rvv/reduc_vls_ordered.c   | 26 +++++++
 .../costmodel/riscv/rvv/reduc_vls_unordered.c | 29 ++++++++
 .../riscv/rvv/autovec/vls/reduc-19.c          |  4 +-
 .../riscv/rvv/autovec/vls/reduc-20.c          |  4 +-
 .../riscv/rvv/autovec/vls/reduc-21.c          |  4 +-
 .../gcc.target/riscv/rvv/autovec/vls/wred-3.c |  4 +-
 11 files changed, 214 insertions(+), 13 deletions(-)
 create mode 100644 
gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vla_ordered.c
 create mode 100644 
gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vla_unordered.c
 create mode 100644 
gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vls_ordered.c
 create mode 100644 
gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vls_unordered.c

diff --git a/gcc/config/riscv/riscv-protos.h b/gcc/config/riscv/riscv-protos.h
index 8b362e323..5fdfb3141 100644
--- a/gcc/config/riscv/riscv-protos.h
+++ b/gcc/config/riscv/riscv-protos.h
@@ -279,6 +279,21 @@ struct common_vector_cost
 
   /* Cost of an unaligned vector store.  */
   const int unalign_store_cost;
+
+  /* Cost of vector reduction operations (unordered / tree reduction).
+     Indexed by element type.  */
+  const int reduc_i8_cost;
+  const int reduc_i16_cost;
+  const int reduc_i32_cost;
+  const int reduc_i64_cost;
+  const int reduc_f16_cost;
+  const int reduc_f32_cost;
+  const int reduc_f64_cost;
+
+  /* Cost of ordered (fold-left) floating-point reductions.  */
+  const int reduc_f16_ordered_cost;
+  const int reduc_f32_ordered_cost;
+  const int reduc_f64_ordered_cost;
 };
 
 /* scalable vectorization (VLA) specific cost.  */
@@ -288,8 +303,6 @@ struct scalable_vector_cost : common_vector_cost
     : common_vector_cost (base)
   {}
 
-  /* TODO: We will need more other kinds of vector cost for VLA.
-     E.g. fold_left reduction cost, lanes load/store cost, ..., etc.  */
 };
 
 /* Additional costs for register copies.  Cost is for one register.  */
diff --git a/gcc/config/riscv/riscv-vector-costs.cc 
b/gcc/config/riscv/riscv-vector-costs.cc
index e678e0de7..6d37519db 100644
--- a/gcc/config/riscv/riscv-vector-costs.cc
+++ b/gcc/config/riscv/riscv-vector-costs.cc
@@ -1274,6 +1274,58 @@ get_lmul_cost_scaling (machine_mode mode)
     }
 }
 
+/* Return true if STMT_INFO or NODE represents a reduction operation.  */
+
+static bool
+is_reduction (stmt_vec_info stmt_info, slp_tree node)
+{
+  return (stmt_info && vect_is_reduction (stmt_info))
+        || (node && vect_is_reduction (node));
+}
+
+/* Return the per-type reduction cost for VECTYPE, or 0 if no specific cost
+   applies.  For FP types, distinguish ordered vs unordered reductions.  */
+
+static int
+get_reduction_cost (vec_info *vinfo, const cpu_vector_cost *costs,
+                   loop_vec_info loop, slp_tree node, tree vectype)
+{
+  const common_vector_cost *common_costs
+    = loop && riscv_vla_mode_p (loop->vector_mode)
+      ? costs->vla : costs->vls;
+
+  bool is_ordered = false;
+  if (FLOAT_TYPE_P (vectype) && node)
+    {
+      int reduc_type = vect_reduc_type (vinfo, node);
+      is_ordered = (reduc_type == FOLD_LEFT_REDUCTION);
+    }
+
+  switch (GET_MODE_INNER (TYPE_MODE (vectype)))
+    {
+    case E_QImode:
+      return common_costs->reduc_i8_cost;
+    case E_HImode:
+      return common_costs->reduc_i16_cost;
+    case E_SImode:
+      return common_costs->reduc_i32_cost;
+    case E_DImode:
+      return common_costs->reduc_i64_cost;
+    case E_HFmode:
+    case E_BFmode:
+      return is_ordered ? common_costs->reduc_f16_ordered_cost
+                       : common_costs->reduc_f16_cost;
+    case E_SFmode:
+      return is_ordered ? common_costs->reduc_f32_ordered_cost
+                       : common_costs->reduc_f32_cost;
+    case E_DFmode:
+      return is_ordered ? common_costs->reduc_f64_ordered_cost
+                       : common_costs->reduc_f64_cost;
+    default:
+      return 0;
+    }
+}
+
 /* Adjust vectorization cost after calling riscv_builtin_vectorization_cost.
    For some statement, we would like to further fine-grain tweak the cost on
    top of riscv_builtin_vectorization_cost handling which doesn't have any
@@ -1292,9 +1344,18 @@ costs::adjust_stmt_cost (enum vect_cost_for_stmt kind, 
loop_vec_info loop,
        += (FLOAT_TYPE_P (vectype) ? get_fr2vr_cost () : get_gr2vr_cost ());
       break;
     case vec_to_scalar:
-      stmt_cost
-       += (FLOAT_TYPE_P (vectype) ? get_vr2fr_cost () : get_vr2gr_cost ());
-      break;
+      {
+       int reduc_cost = 0;
+       if (vectype && is_reduction (stmt_info, node))
+         reduc_cost = get_reduction_cost (m_vinfo, costs, loop, node, vectype);
+
+       if (reduc_cost)
+         stmt_cost = reduc_cost;
+
+       stmt_cost
+         += (FLOAT_TYPE_P (vectype) ? get_vr2fr_cost () : get_vr2gr_cost ());
+       break;
+      }
     case vector_load:
     case vector_store:
        {
diff --git a/gcc/config/riscv/riscv.cc b/gcc/config/riscv/riscv.cc
index 681b816d2..cb0c7ef3a 100644
--- a/gcc/config/riscv/riscv.cc
+++ b/gcc/config/riscv/riscv.cc
@@ -396,6 +396,16 @@ static const common_vector_cost rvv_vls_vector_cost = {
   1, /* align_store_cost  */
   2, /* unalign_load_cost  */
   2, /* unalign_store_cost  */
+  2, /* reduc_i8_cost  */
+  2, /* reduc_i16_cost  */
+  2, /* reduc_i32_cost  */
+  2, /* reduc_i64_cost  */
+  2, /* reduc_f16_cost  */
+  2, /* reduc_f32_cost  */
+  2, /* reduc_f64_cost  */
+  20, /* reduc_f16_ordered_cost  */
+  10, /* reduc_f32_ordered_cost  */
+  5, /* reduc_f64_ordered_cost  */
 };
 
 /* RVV costs for VLA vector operations.  */
@@ -419,6 +429,16 @@ static const scalable_vector_cost rvv_vla_vector_cost = {
     1, /* align_store_cost  */
     2, /* unalign_load_cost  */
     2, /* unalign_store_cost  */
+    2, /* reduc_i8_cost  */
+    2, /* reduc_i16_cost  */
+    2, /* reduc_i32_cost  */
+    2, /* reduc_i64_cost  */
+    2, /* reduc_f16_cost  */
+    2, /* reduc_f32_cost  */
+    2, /* reduc_f64_cost  */
+    20, /* reduc_f16_ordered_cost  */
+    10, /* reduc_f32_ordered_cost  */
+    5, /* reduc_f64_ordered_cost  */
   },
 };
 
diff --git a/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vla_ordered.c 
b/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vla_ordered.c
new file mode 100644
index 000000000..367a8016c
--- /dev/null
+++ b/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vla_ordered.c
@@ -0,0 +1,23 @@
+/* { dg-do compile } */
+/* { dg-options "-march=rv64gcv_zvfh -mabi=lp64d -O3 
-mrvv-vector-bits=scalable -fdump-tree-vect-details" } */
+
+#include <stdint-gcc.h>
+
+#define DEF_REDUC_PLUS(TYPE)                           \
+  TYPE __attribute__ ((noinline, noclone))             \
+  reduc_plus_##TYPE (TYPE *restrict a, int n)          \
+  {                                                    \
+    TYPE r = 0;                                                \
+    for (int i = 0; i < n; ++i)                                \
+      r += a[i];                                       \
+    return r;                                          \
+  }
+
+DEF_REDUC_PLUS (_Float16)
+DEF_REDUC_PLUS (float)
+DEF_REDUC_PLUS (double)
+
+/* Ordered reduction cost: reduc_f*_ordered_cost + vr2fr.  */
+/* { dg-final { scan-tree-dump "vec_to_scalar costs 22" "vect" } } */
+/* { dg-final { scan-tree-dump "vec_to_scalar costs 12" "vect" } } */
+/* { dg-final { scan-tree-dump "vec_to_scalar costs 7" "vect" } } */
diff --git 
a/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vla_unordered.c 
b/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vla_unordered.c
new file mode 100644
index 000000000..b605eef2d
--- /dev/null
+++ b/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vla_unordered.c
@@ -0,0 +1,29 @@
+/* { dg-do compile } */
+/* { dg-options "-march=rv64gcv_zvfh -mabi=lp64d -O3 
-mrvv-vector-bits=scalable -ffast-math -fdump-tree-vect-details" } */
+
+#include <stdint-gcc.h>
+
+#define DEF_REDUC_PLUS(TYPE)                   \
+TYPE __attribute__ ((noinline, noclone))       \
+reduc_plus_##TYPE (TYPE *restrict a, int n)    \
+{                                              \
+  TYPE r = 0;                                  \
+  for (int i = 0; i < n; ++i)                  \
+    r += a[i];                                 \
+  return r;                                    \
+}
+
+DEF_REDUC_PLUS (int8_t)
+DEF_REDUC_PLUS (int16_t)
+DEF_REDUC_PLUS (int32_t)
+DEF_REDUC_PLUS (int64_t)
+DEF_REDUC_PLUS (_Float16)
+DEF_REDUC_PLUS (float)
+DEF_REDUC_PLUS (double)
+
+/* { dg-final { scan-tree-dump-times "optimized: loop vectorized" 7 "vect" } } 
*/
+/* { dg-final { scan-assembler-times 
{vredsum\.vs\s+v[0-9]+,\s*v[0-9]+,\s*v[0-9]+} 4 } } */
+/* { dg-final { scan-assembler-times 
{vfredusum\.vs\s+v[0-9]+,\s*v[0-9]+,\s*v[0-9]+} 3 } } */
+
+/* Unordered reduction cost: reduc_*_cost + vr2gr/vr2fr.  */
+/* { dg-final { scan-tree-dump "vec_to_scalar costs 4" "vect" } } */
diff --git a/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vls_ordered.c 
b/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vls_ordered.c
new file mode 100644
index 000000000..6d7a52cd1
--- /dev/null
+++ b/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vls_ordered.c
@@ -0,0 +1,26 @@
+/* Ordered FP reduction costs in VLS mode.  */
+/* { dg-do compile } */
+/* { dg-options "-march=rv64gcv_zvfh_zvl4096b -mabi=lp64d -O3 
-mrvv-max-lmul=m8 -fdump-tree-vect-details" } */
+
+#include <stdint-gcc.h>
+
+#define DEF_REDUC_PLUS(TYPE, NUM)                      \
+  TYPE __attribute__ ((noinline, noclone))             \
+  reduc_plus_##TYPE##_##NUM (TYPE *restrict a)         \
+  {                                                    \
+    TYPE r = 0;                                                \
+    for (int i = 0; i < NUM; ++i)                      \
+      r += a[i];                                       \
+    return r;                                          \
+  }
+
+DEF_REDUC_PLUS (_Float16, 8)
+DEF_REDUC_PLUS (float, 8)
+DEF_REDUC_PLUS (double, 8)
+
+/* { dg-final { scan-assembler-not {csrr} } } */
+
+/* f16: 20+2=22, f32: 10+2=12, f64: 5+2=7.  */
+/* { dg-final { scan-tree-dump "vec_to_scalar costs 22" "vect" } } */
+/* { dg-final { scan-tree-dump "vec_to_scalar costs 12" "vect" } } */
+/* { dg-final { scan-tree-dump "vec_to_scalar costs 7" "vect" } } */
diff --git 
a/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vls_unordered.c 
b/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vls_unordered.c
new file mode 100644
index 000000000..fd3350a5b
--- /dev/null
+++ b/gcc/testsuite/gcc.dg/vect/costmodel/riscv/rvv/reduc_vls_unordered.c
@@ -0,0 +1,29 @@
+/* { dg-do compile } */
+/* { dg-options "-march=rv64gcv_zvfh_zvl4096b -mabi=lp64d -O3 
-mrvv-max-lmul=m8 -ffast-math -fdump-tree-vect-details" } */
+
+#include <stdint-gcc.h>
+
+#define DEF_REDUC_PLUS(TYPE, NUM)                      \
+  TYPE __attribute__ ((noinline, noclone))             \
+  reduc_plus_##TYPE##_##NUM (TYPE *restrict a)         \
+  {                                                    \
+    TYPE r = 0;                                                \
+    for (int i = 0; i < NUM; ++i)                      \
+      r += a[i];                                       \
+    return r;                                          \
+  }
+
+DEF_REDUC_PLUS (int8_t, 8)
+DEF_REDUC_PLUS (int16_t, 8)
+DEF_REDUC_PLUS (int32_t, 8)
+DEF_REDUC_PLUS (int64_t, 8)
+DEF_REDUC_PLUS (_Float16, 8)
+DEF_REDUC_PLUS (float, 8)
+DEF_REDUC_PLUS (double, 8)
+
+/* { dg-final { scan-assembler-times {vredsum\.vs} 4 } } */
+/* { dg-final { scan-assembler-times {vfredusum\.vs} 3 } } */
+/* { dg-final { scan-assembler-not {csrr} } } */
+
+/* Unordered reduction cost: reduc_*_cost (2) + vr2gr/vr2fr (2) = 4.  */
+/* { dg-final { scan-tree-dump "vec_to_scalar costs 4" "vect" } } */
diff --git a/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-19.c 
b/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-19.c
index 5a4df4824..b09b38cce 100644
--- a/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-19.c
+++ b/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-19.c
@@ -1,5 +1,5 @@
 /* { dg-do compile } */
-/* { dg-options "-march=rv64gcv_zvfh_zvl4096b -mabi=lp64d -O3 
-mrvv-max-lmul=m8 -fdump-tree-optimized-details" } */
+/* { dg-options "-march=rv64gcv_zvfh_zvl4096b -mabi=lp64d -O3 
-mrvv-max-lmul=m8 -mmax-vectorization -fdump-tree-optimized-details" } */
 
 #include "def.h"
 
@@ -14,7 +14,7 @@ DEF_REDUC_PLUS (_Float16, 512)
 DEF_REDUC_PLUS (_Float16, 1024)
 DEF_REDUC_PLUS (_Float16, 2048)
 
-/* { dg-final { scan-assembler-times {vfredosum\.vs} 9 } } */
+/* { dg-final { scan-assembler-times {vfredosum\.vs} 11 } } */
 /* { dg-final { scan-assembler-not {csrr} } } */
 /* { dg-final { scan-tree-dump-not "1,1" "optimized" } } */
 /* { dg-final { scan-tree-dump-not "2,2" "optimized" } } */
diff --git a/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-20.c 
b/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-20.c
index daf9c8a32..f37ebd6ea 100644
--- a/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-20.c
+++ b/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-20.c
@@ -1,5 +1,5 @@
 /* { dg-do compile } */
-/* { dg-options "-march=rv64gcv_zvfh_zvl4096b -mabi=lp64d -O3 
-mrvv-max-lmul=m8 -fdump-tree-optimized-details" } */
+/* { dg-options "-march=rv64gcv_zvfh_zvl4096b -mabi=lp64d -O3 
-mrvv-max-lmul=m8 -mmax-vectorization -fdump-tree-optimized-details" } */
 
 #include "def.h"
 
@@ -13,7 +13,7 @@ DEF_REDUC_PLUS (float, 256)
 DEF_REDUC_PLUS (float, 512)
 DEF_REDUC_PLUS (float, 1024)
 
-/* { dg-final { scan-assembler-times {vfredosum\.vs} 8 } } */
+/* { dg-final { scan-assembler-times {vfredosum\.vs} 10 } } */
 /* { dg-final { scan-assembler-not {csrr} } } */
 /* { dg-final { scan-tree-dump-not "1,1" "optimized" } } */
 /* { dg-final { scan-tree-dump-not "2,2" "optimized" } } */
diff --git a/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-21.c 
b/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-21.c
index d1b8c2535..a67dda5e6 100644
--- a/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-21.c
+++ b/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/reduc-21.c
@@ -1,5 +1,5 @@
 /* { dg-do compile } */
-/* { dg-options "-march=rv64gcv_zvfh_zvl4096b -mabi=lp64d -O3 
-mrvv-max-lmul=m8 -fdump-tree-optimized-details" } */
+/* { dg-options "-march=rv64gcv_zvfh_zvl4096b -mabi=lp64d -O3 
-mrvv-max-lmul=m8 -mmax-vectorization -fdump-tree-optimized-details" } */
 
 #include "def.h"
 
@@ -12,7 +12,7 @@ DEF_REDUC_PLUS (float, 128)
 DEF_REDUC_PLUS (float, 256)
 DEF_REDUC_PLUS (float, 512)
 
-/* { dg-final { scan-assembler-times {vfredosum\.vs} 7 } } */
+/* { dg-final { scan-assembler-times {vfredosum\.vs} 9 } } */
 /* { dg-final { scan-assembler-not {csrr} } } */
 /* { dg-final { scan-tree-dump-not "1,1" "optimized" } } */
 /* { dg-final { scan-tree-dump-not "2,2" "optimized" } } */
diff --git a/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/wred-3.c 
b/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/wred-3.c
index 6e9456b23..2fad7ad4c 100644
--- a/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/wred-3.c
+++ b/gcc/testsuite/gcc.target/riscv/rvv/autovec/vls/wred-3.c
@@ -1,9 +1,9 @@
 /* { dg-do compile } */
-/* { dg-options "-march=rv64gcv_zvfh_zvl4096b -mabi=lp64d -O3 
-mrvv-max-lmul=m8 -fdump-tree-optimized" } */
+/* { dg-options "-march=rv64gcv_zvfh_zvl4096b -mabi=lp64d -O3 
-mrvv-max-lmul=m8 -mmax-vectorization -fdump-tree-optimized" } */
 
 #include "wred-2.c"
 
-/* { dg-final { scan-assembler-times {vfwredosum\.vs} 17 } } */
+/* { dg-final { scan-assembler-times {vfwredosum\.vs} 19 } } */
 /* { dg-final { scan-assembler-not {csrr} } } */
 /* { dg-final { scan-tree-dump-not "1,1" "optimized" } } */
 /* { dg-final { scan-tree-dump-not "2,2" "optimized" } } */
-- 
2.47.1

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