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4 changes: 2 additions & 2 deletions src/tirx/transform/unsupported_dtype_legalize.cc
Original file line number Diff line number Diff line change
Expand Up @@ -268,7 +268,7 @@ class ComputeLegalizer : public StmtExprMutator {
}

PrimExpr VisitExpr_(const LetNode* op) final {
PrimExpr value = PromoteToTarget(op->value);
PrimExpr value = PromoteToTarget(this->VisitExpr(op->value));
Var var = op->var;
if (value.dtype() != op->value.dtype()) {
var = op->var.copy_with_dtype(op->value.dtype());
Expand Down Expand Up @@ -298,7 +298,7 @@ class ComputeLegalizer : public StmtExprMutator {
DEFINE_BIOP_EXPR_LEGALIZE(NENode, operator!=);

Stmt VisitStmt_(const BindNode* op) final {
PrimExpr value = PromoteToTarget(op->value);
PrimExpr value = PromoteToTarget(this->VisitExpr(op->value));
Var var = op->var;
if (value.dtype() != op->value.dtype()) {
var = op->var.copy_with_dtype(op->value.dtype());
Expand Down
68 changes: 68 additions & 0 deletions tests/python/tirx-transform/test_tir_transform_bf16_legalize.py
Original file line number Diff line number Diff line change
Expand Up @@ -448,6 +448,74 @@ def main(
tvm.ir.assert_structural_equal(after_storage, BindTarget(target)(after_storage_legalize()))


def test_bf16_bind_value_will_legalize():
"""A conversion inside a bound value is legalized like any other."""

def get_before():
@tvm.script.ir_module
class Before:
@T.prim_func
def main(Aptr: T.handle("bfloat16"), Cptr: T.handle("float32")):
T.func_attr({"global_symbol": "main"})
A = T.decl_buffer((100,), "bfloat16", data=Aptr)
C = T.decl_buffer((100,), "float32", data=Cptr)
for i in T.grid(100):
b: T.float32 = T.Cast("float32", A[i])
C[i] = b * T.float32(2)

return Before

def after_compute_legalize():
@tvm.script.ir_module
class After:
@T.prim_func
def main(Aptr: T.handle("bfloat16"), Cptr: T.handle("float32")):
T.func_attr({"global_symbol": "main"})
A = T.decl_buffer((100,), "bfloat16", data=Aptr)
C = T.decl_buffer((100,), "float32", data=Cptr)
for i in T.grid(100):
b: T.float32 = bf16tof32(A[i])
C[i] = b * T.float32(2)

return After

target = Target("nvidia/geforce-rtx-2080-ti")
before = BindTarget(target)(get_before())
after_compute = tvm.tirx.transform.BF16ComputeLegalize()(before)
tvm.ir.assert_structural_equal(after_compute, BindTarget(target)(after_compute_legalize()))


def test_bf16_let_value_will_legalize():
"""A conversion inside a Let expression's value is legalized like any other."""
A = tvm.tirx.decl_buffer((100,), "bfloat16", name="A")
C = tvm.tirx.decl_buffer((100,), "float32", name="C")
i = tvm.tirx.Var("i", "int32")
x = tvm.tirx.Var("x", "float32")
value = tvm.tirx.Cast("float32", tvm.tirx.BufferLoad(A, [i]))
store = tvm.tirx.BufferStore(C, tvm.tirx.Let(x, value, x * tvm.tirx.const(2.0, "float32")), [i])
loop = tvm.tirx.For(i, 0, 100, tvm.tirx.ForKind.SERIAL, store)
body = tvm.tirx.SeqStmt([tvm.tirx.DeclBuffer(A), tvm.tirx.DeclBuffer(C), loop])
func = tvm.tirx.PrimFunc([A.data, C.data], body).with_attr("global_symbol", "main")
target = Target("nvidia/geforce-rtx-2080-ti")
before = BindTarget(target)(tvm.IRModule({"main": func}))
after_compute = tvm.tirx.transform.BF16ComputeLegalize()(before)

lets, bf16_casts = [], []

def visit(node):
if isinstance(node, tvm.tirx.Let):
lets.append(node)
if isinstance(node, tvm.tirx.Cast) and "bfloat16" in (
str(node.dtype),
str(node.value.dtype),
):
bf16_casts.append(node)

tvm.tirx.stmt_functor.post_order_visit(after_compute["main"].body, visit)
assert len(lets) == 1
assert bf16_casts == []


if __name__ == "__main__":
test_bf16_storage_compute_scope_will_legalize()
test_bf16_storage_compute_scope_wont_legalize()
Expand Down