[ONNX] Handle Resize-13 with optional ROI operand

include/halo/lib/ir/onnx_convert.td

@@ -288,6 +288,8 @@ def ONNX_Relu : OpMapping<"Relu", Relu>;
 
 def ONNX_Reshape : OpMapping<"Reshape", Reshape>;
 
+// ONNX-13 supports an optional ROI operand.
+// Operands: Input, roi (optional), scales (optional)
 def ONNX_Resize : OpMapping<"Resize", Resize> {
   let attr_mapping_ = [
     AttributeMapping<"", "axes_mask", "-1">,

lib/transforms/inst_simplify.cc

@@ -678,9 +678,35 @@ static Constant* GetPermutedConstant(ConstantBuilder* cb, const Constant* orig,
   return cb->CreateConstant(orig->GetName(), shape_type, data.data());
 }
 
+static bool IsNullConstant(const Def& op) {
+  if (IsA<Constant>(op)) {
+    auto type = DynCast<Constant>(op)->GetResultType();
+    if (!type.IsScalar() && type.GetTotalNumOfElements() == 0) {
+      return true;
+    }
+  }
+  return false;
+}
+
 std::pair<Def, Def> InstSimplify::RunOnInstruction(ResizeInst* inst) {
   Def orig_def{inst, 0};
-  auto op_shape = inst->GetOperand(1);
+  // Check if the optional operand is valid or not.
+  // A null constant can be ignored.
+  std::vector<Def> valid_operands;
+  for (const auto& op : inst->GetOperands()) {
+    if (!IsNullConstant(op)) {
+      valid_operands.push_back(op);
+    }
+  }
+  if (valid_operands.size() < inst->GetNumOfOperands()) {
+    IRBuilder builder(inst->GetParent());
+    builder.SetInsertAfter(inst);
+    // Remove invalid operands.
+    auto new_resize = builder.Clone(*inst, valid_operands);
+    return {orig_def, *new_resize};
+  }
+  // Resize with 3 operands are not handled.
+  HLCHECK(inst->GetNumOfOperands() <= 2);
   if (IsA<Instruction>(inst->GetOperand(0))) {
     Instruction* op0_inst =
         DynCast<Instruction>(inst->GetOperand(0).GetOwner());

lib/transforms/type_legalizer.cc

@@ -919,12 +919,16 @@ static void RunOnInstruction(TransposeInst* inst) {
 }
 
 static void RunOnInstruction(ResizeInst* inst) {
-  HLCHECK(inst->GetNumOfOperands() == 2);
-  const auto& op1 = inst->GetOperand(1);
-  if (!IsA<Constant>(op1)) {
+  auto op_num = inst->GetNumOfOperands();
+  // If op_num is 3, the operands are (x, ROI, scales).
+  // If op_num is 2, the operands are (x, scales)
+  // TODO(unknown): ROI operand is not handled now.
+  HLCHECK(op_num == 2 || op_num == 3);
+  const auto& op_scale = inst->GetOperand(op_num - 1);
+  if (!IsA<Constant>(op_scale)) {
     return;
   }
-  const Constant* shape_c = DynCast<Constant>(op1);
+  const Constant* shape_c = DynCast<Constant>(op_scale);
 
   const auto& input_type = inst->GetOperand(0).GetType();
   std::vector<int64_t> new_shape = input_type.GetDimSizes();
@@ -934,11 +938,11 @@ static void RunOnInstruction(ResizeInst* inst) {
       continue;
     }
     int64_t dim = 0;
-    if (op1.GetType().GetDataType() == DataType::INT64) {
+    if (op_scale.GetType().GetDataType() == DataType::INT64) {
       dim = shape_c->GetData<int64_t>(j++);
-    } else if (op1.GetType().GetDataType() == DataType::INT32) {
+    } else if (op_scale.GetType().GetDataType() == DataType::INT32) {
       dim = shape_c->GetData<int32_t>(j++);
-    } else if (op1.GetType().GetDataType() == DataType::FLOAT32) {
+    } else if (op_scale.GetType().GetDataType() == DataType::FLOAT32) {
       HLCHECK(inst->GetExplicitShape() == false);
       dim = std::floor(new_shape[i] * shape_c->GetData<float>(j++));
     }