diff --git a/include/torch-mlir/Dialect/Torch/IR/GeneratedTorchOps.td b/include/torch-mlir/Dialect/Torch/IR/GeneratedTorchOps.td
index 02e7ed2c7..3e92d4099 100644
--- a/include/torch-mlir/Dialect/Torch/IR/GeneratedTorchOps.td
+++ b/include/torch-mlir/Dialect/Torch/IR/GeneratedTorchOps.td
@@ -14275,6 +14275,31 @@ def Torch_Aten_SetItemTOp : Torch_Op<"aten._set_item.t", [
   }];
 }
 
+def Torch_AtenMulOp : Torch_Op<"aten.mul", [
+    AllowsTypeRefinement,
+    HasValueSemantics,
+    ReadOnly
+  ]> {
+  let summary = "Generated op for `aten::mul : (Scalar, Scalar) -> (Scalar)`";
+  let arguments = (ins
+    AnyTorchScalarType:$a,
+    AnyTorchScalarType:$b
+  );
+  let results = (outs
+    AnyTorchScalarType:$result
+  );
+  let hasCustomAssemblyFormat = 1;
+  let extraClassDefinition = [{
+    ParseResult AtenMulOp::parse(OpAsmParser &parser, OperationState &result) {
+      return parseDefaultTorchOp(parser, result, 2, 1);
+    }
+    void AtenMulOp::print(OpAsmPrinter &printer) {
+      printDefaultTorchOp(printer, *this, 2, 1);
+    }
+  }];
+  let hasFolder = 1;
+}
+
 def Torch_AtenDivOp : Torch_Op<"aten.div", [
     AllowsTypeRefinement,
     HasValueSemantics,
diff --git a/lib/Dialect/Torch/IR/TorchOps.cpp b/lib/Dialect/Torch/IR/TorchOps.cpp
index 9f10c8bce..db2988f25 100644
--- a/lib/Dialect/Torch/IR/TorchOps.cpp
+++ b/lib/Dialect/Torch/IR/TorchOps.cpp
@@ -3346,6 +3346,25 @@ OpFoldResult AtenAddOp::fold(FoldAdaptor adaptor) {
       [](double a, double b) -> double { return a + b; });
 }
 
+//===----------------------------------------------------------------------===//
+// AtenMulOp
+//===----------------------------------------------------------------------===//
+
+OpFoldResult AtenMulOp::fold(FoldAdaptor adaptor) {
+  if (!adaptor.getA() || !adaptor.getB()) {
+    return nullptr;
+  }
+
+  if (adaptor.getA().isa<IntegerAttr>() && adaptor.getB().isa<IntegerAttr>()) {
+    return atenBinaryIntOperatorFoldHelper(
+        adaptor.getOperands(),
+        [](int64_t a, int64_t b) -> int64_t { return a * b; });
+  }
+  return atenBinaryFloatOperatorFoldHelper(
+      adaptor.getOperands(),
+      [](double a, double b) -> double { return a * b; });
+}
+
 //===----------------------------------------------------------------------===//
 // AtenSubOp
 //===----------------------------------------------------------------------===//
diff --git a/projects/pt1/python/torch_mlir/jit_ir_importer/build_tools/torch_ods_gen.py b/projects/pt1/python/torch_mlir/jit_ir_importer/build_tools/torch_ods_gen.py
index 54cdbea6a..055f7127c 100644
--- a/projects/pt1/python/torch_mlir/jit_ir_importer/build_tools/torch_ods_gen.py
+++ b/projects/pt1/python/torch_mlir/jit_ir_importer/build_tools/torch_ods_gen.py
@@ -805,6 +805,7 @@ def emit_ops(emitter_td: TextEmitter, registry: Registry):
          has_canonicalizer=True)
     emit("aten::__getitem__.t : (t[], int) -> (t)", has_canonicalizer=True)
     emit("aten::_set_item.t : (t[], int, t) -> (t[])")
+    emit("aten::mul : (Scalar, Scalar) -> (Scalar)", has_folder=True)
     emit("aten::div : (Scalar, Scalar) -> (float)", has_folder=True)
     emit("aten::add : (Scalar, Scalar) -> (Scalar)", has_folder=True)
     emit("aten::sub : (Scalar, Scalar) -> (Scalar)", has_folder=True)