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Original file line number Diff line number Diff line change
Expand Up @@ -548,6 +548,56 @@ def single_reduction_loop_with_tensorize(
)


@T.prim_func
def nested_reduction_loop_with_inner_match_buffers(
in0: T.Buffer[(4, 16), "int8"],
in1: T.Buffer[(4, 16), "int8"],
out: T.Buffer[(4, 4), "int32"],
) -> None:
# body
# with T.block("root")
for y in T.serial(4):
with T.block("C"):
yi = T.axis.spatial(4, y)
T.reads(in0[yi, 0:16], in1[yi, 0:16])
T.writes(out[yi, 0:4])
for x in T.serial(4):
with T.block("C"):
xr = T.axis.reduce(4, x)
with T.init():
for i in T.serial(4):
with T.block("C_init"):
ii = T.axis.spatial(4, i)
T.reads()
T.writes(out[yi, ii])
out[yi, ii] = 0
with T.block("C"):
T.reads(
out[yi, xr],
in0[yi, yi * 4 + xr : yi * 4 + xr + 4],
in1[yi, yi * 4 + xr : yi * 4 + xr + 4],
)
T.writes(out[yi, xr])
A = T.match_buffer(
in0[yi, yi * 4 + xr : yi * 4 + xr + 4],
[4],
dtype="int8",
offset_factor=1,
)
B = T.match_buffer(
in1[yi, yi * 4 + xr : yi * 4 + xr + 4],
[4],
dtype="int8",
offset_factor=1,
)
C = T.match_buffer(out[yi, xr], [1], dtype="int32", offset_factor=1)
A_i8x4: T.int8x4 = A[0:4]
A_i32: T.int32 = T.reinterpret(A_i8x4, dtype="int32")
B_i8x4: T.int8x4 = B[0:4]
B_i32: T.int32 = T.reinterpret(B_i8x4, dtype="int32")
C[0] = A_i32 + B_i32 + C[0]


@T.prim_func
def reducer_max(a: T.handle, b: T.handle) -> None:
A = T.match_buffer(a, [128, 128], dtype="float32")
Expand Down Expand Up @@ -1247,6 +1297,13 @@ def test_single_reduction_loop_with_tensorize():
)


def test_nested_reduction_loop_with_inner_match_buffers():
_check(
nested_reduction_loop_with_inner_match_buffers,
nested_reduction_loop_with_inner_match_buffers,
)


def test_reducer_max():
_check(reducer_max, lowered_reducer_max)

Expand Down