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13 changes: 13 additions & 0 deletions src/te/operation/tensorize.cc
Original file line number Diff line number Diff line change
Expand Up @@ -184,6 +184,7 @@ class TensorIntrinMatcher final : public StmtExprMutator {

PrimExpr VisitExpr_(const ReduceNode* op) final {
PrimExpr expr = StmtExprMutator::VisitExpr_(op);
if (expr.same_as(GetRef<PrimExpr>(op))) return expr;
op = expr.as<ReduceNode>();
Array<IterVar> axis;
for (size_t i = 0; i < op->axis.size(); ++i) {
Expand Down Expand Up @@ -216,6 +217,9 @@ class TensorIntrinMatcher final : public StmtExprMutator {
Array<Tensor> inputs = self->InputTensors();
ICHECK_EQ(inputs.size(), intrin->inputs.size());
for (size_t i = 0; i < inputs.size(); ++i) {
if (inputs[i].same_as(intrin->inputs[i])) {
continue;
}
InputEntry e;
e.tensor = intrin->inputs[i];
e.region = Array<Range>(in_region.at(inputs[i]));
Expand Down Expand Up @@ -251,6 +255,9 @@ class TensorIntrinMatcher final : public StmtExprMutator {
for (size_t i = axis_start; i < self->axis.size(); ++i) {
IterVar iv = self->axis[i];
IterVar target_iv = intrin_compute->axis[i - axis_start];
if (iv.same_as(target_iv)) {
continue;
}
Range r = out_dom.at(iv);
var_remap_[iv->var.get()] = target_iv->var + r->min;
axis_remap_[iv] = target_iv;
Expand All @@ -270,6 +277,9 @@ class TensorIntrinMatcher final : public StmtExprMutator {
for (size_t i = axis_start; i < self->reduce_axis.size(); ++i) {
IterVar iv = self->reduce_axis[i];
IterVar target_iv = intrin_compute->reduce_axis[i - axis_start];
if (iv.same_as(target_iv)) {
continue;
}
Range r = out_dom.at(iv);
var_remap_[iv->var.get()] = target_iv->var + r->min;
axis_remap_[iv] = target_iv;
Expand Down Expand Up @@ -327,6 +337,9 @@ void VerifyTensorizeBody(const ComputeOpNode* self, const Stage& stage,
ana.Bind(compute_intrin_iter_space);

for (size_t i = 0; i < body.size(); ++i) {
if (body[i].same_as(intrin_compute->body[i])) {
continue;
}
PrimExpr lhs = ana.Simplify(body[i]);
// run substitution because the intrin body could depend on outer loop vars.
PrimExpr rhs = ana.Simplify(Substitute(intrin_compute->body[i], value_map));
Expand Down
21 changes: 21 additions & 0 deletions tests/python/unittest/test_te_schedule_tensorize.py
Original file line number Diff line number Diff line change
Expand Up @@ -369,8 +369,29 @@ def intrin_func(ins, outs):
assert stmt.body.body.loop_var.name == C.op.axis[0].var.name


def test_tensorize_reuse_compute():
def get_compute_args():
l = 2
a = tvm.te.placeholder([l], name="a")
b = tvm.te.placeholder([l], name="b")
return a, b, tvm.te.compute([l], lambda i: a[i] + b[i])

a, b, c = get_compute_args()

def get_intrin():
def _intrin_func(ins, outs):
return tvm.tir.call_packed("fakeadd", ins[0], ins[1], outs[0])

return tvm.te.decl_tensor_intrin(c.op, _intrin_func)

s = tvm.te.create_schedule([c.op])
s[c].tensorize(c.op.axis[0], get_intrin())
tvm.lower(s, (a, b, c))


if __name__ == "__main__":
test_tensorize_vadd()
test_tensorize_matmul()
test_tensorize_op()
test_tensorize_tensor_compute_op()
test_tensorize_reuse_compute()