diff --git a/lib/Conversion/TorchToStablehlo/Basic.cpp b/lib/Conversion/TorchToStablehlo/Basic.cpp
index 1858b1a6d7ca..2334d0180865 100644
--- a/lib/Conversion/TorchToStablehlo/Basic.cpp
+++ b/lib/Conversion/TorchToStablehlo/Basic.cpp
@@ -1978,6 +1978,36 @@ LogicalResult ConvertAtenOp<AtenFmodTensorOp>::matchAndRewrite(
   return success();
 }
 
+// AtenBitwiseLeftShiftTensorOp
+template <>
+LogicalResult ConvertAtenOp<AtenBitwiseLeftShiftTensorOp>::matchAndRewrite(
+    AtenBitwiseLeftShiftTensorOp op, OpAdaptor adaptor,
+    ConversionPatternRewriter &rewriter) const {
+  Value lhs = adaptor.getSelf();
+  Value rhs = adaptor.getOther();
+
+  auto resultType =
+      cast<RankedTensorType>(getTypeConverter()->convertType(op.getType()));
+  rhs = hlo::promoteAndBroadcast(rewriter, rhs, resultType);
+  rewriter.replaceOpWithNewOp<stablehlo::ShiftLeftOp>(op, lhs, rhs);
+  return success();
+}
+
+// AtenBitwiseRightShiftTensorOp
+template <>
+LogicalResult ConvertAtenOp<AtenBitwiseRightShiftTensorOp>::matchAndRewrite(
+    AtenBitwiseRightShiftTensorOp op, OpAdaptor adaptor,
+    ConversionPatternRewriter &rewriter) const {
+  Value lhs = adaptor.getSelf();
+  Value rhs = adaptor.getOther();
+
+  auto resultType =
+      cast<RankedTensorType>(getTypeConverter()->convertType(op.getType()));
+  rhs = hlo::promoteAndBroadcast(rewriter, rhs, resultType);
+  rewriter.replaceOpWithNewOp<stablehlo::ShiftRightArithmeticOp>(op, lhs, rhs);
+  return success();
+}
+
 void mlir::torch::torch_to_stablehlo::populateBasicOpPatternsAndLegality(
     TypeConverter &typeConverter, RewritePatternSet &patterns,
     ConversionTarget &target, const TorchToStablehloOptions &options) {
@@ -2137,6 +2167,8 @@ void mlir::torch::torch_to_stablehlo::populateBasicOpPatternsAndLegality(
   INSERT_ATENOP_PATTERN(AtenFlipOp);
   INSERT_ATENOP_PATTERN(AtenRemainderTensorOp);
   INSERT_ATENOP_PATTERN(AtenFmodTensorOp);
+  INSERT_ATENOP_PATTERN(AtenBitwiseLeftShiftTensorOp);
+  INSERT_ATENOP_PATTERN(AtenBitwiseRightShiftTensorOp);
 #undef INSERT_ATENOP_PATTERN
 
 #define INSERT_BINARY_BROADCAST_PATTERN(AtenOp, StablehloOp)                   \
diff --git a/test/Conversion/TorchToStablehlo/basic.mlir b/test/Conversion/TorchToStablehlo/basic.mlir
index 5f096205ea8c..92888616a67b 100644
--- a/test/Conversion/TorchToStablehlo/basic.mlir
+++ b/test/Conversion/TorchToStablehlo/basic.mlir
@@ -315,3 +315,34 @@ func.func @torch.aten.uniform(%arg0: !torch.vtensor<[32, 64],f64>) -> !torch.vte
   %0 = torch.aten.uniform %arg0, %float0, %float1, %none : !torch.vtensor<[32, 64],f64>, !torch.float, !torch.float, !torch.none -> !torch.vtensor<[32, 64],f64>
   return %0 : !torch.vtensor<[32, 64],f64>
 }
+
+// -----
+
+// CHECK-LABEL:   func.func @torch.aten.bitwise_left_shift.Tensor(
+// CHECK-SAME:                              %[[ARG_0:.*]]: !torch.vtensor<[3,4],si32>,
+// CHECK-SAME:                              %[[ARG_1:.*]]: !torch.vtensor<[3,1],si32>) -> !torch.vtensor<[3,4],si32> {
+// CHECK:           %[[VAL_0:.*]] = torch_c.to_builtin_tensor %[[ARG_0:.*]] : !torch.vtensor<[3,4],si32> -> tensor<3x4xi32>
+// CHECK:           %[[VAL_1:.*]] = torch_c.to_builtin_tensor %[[ARG_1:.*]] : !torch.vtensor<[3,1],si32> -> tensor<3x1xi32>
+// CHECK:           %[[VAL_2:.*]] = stablehlo.broadcast_in_dim %[[VAL_1:.*]], dims = [0, 1] : (tensor<3x1xi32>) -> tensor<3x4xi32>
+// CHECK:           %[[VAL_3:.*]] = stablehlo.shift_left %[[VAL_0:.*]], %[[VAL_2:.*]] : tensor<3x4xi32>
+// CHECK:           %[[VAL_4:.*]] = torch_c.from_builtin_tensor %[[VAL_3:.*]] : tensor<3x4xi32> -> !torch.vtensor<[3,4],si32>
+// CHECK:           return %[[VAL_4:.*]] : !torch.vtensor<[3,4],si32>
+func.func @torch.aten.bitwise_left_shift.Tensor(%arg0: !torch.vtensor<[3,4],si32>, %arg1: !torch.vtensor<[3,1],si32>) -> !torch.vtensor<[3,4],si32> {
+  %0 = torch.aten.bitwise_left_shift.Tensor %arg0, %arg1 : !torch.vtensor<[3,4],si32>, !torch.vtensor<[3,1],si32> -> !torch.vtensor<[3,4],si32>
+  return %0 : !torch.vtensor<[3,4],si32>
+}
+
+// -----
+
+// CHECK-LABEL:   func.func @torch.aten.bitwise_right_shift.Tensor(
+// CHECK-SAME:                              %[[ARG_0:.*]]: !torch.vtensor<[3,4],si64>,
+// CHECK-SAME:                              %[[ARG_1:.*]]: !torch.vtensor<[3,4],si64>) -> !torch.vtensor<[3,4],si64> {
+// CHECK:           %[[VAL_0:.*]] = torch_c.to_builtin_tensor %[[ARG_0:.*]] : !torch.vtensor<[3,4],si64> -> tensor<3x4xi64>
+// CHECK:           %[[VAL_1:.*]] = torch_c.to_builtin_tensor %[[ARG_1:.*]] : !torch.vtensor<[3,4],si64> -> tensor<3x4xi64>
+// CHECK:           %[[VAL_2:.*]] = stablehlo.shift_right_arithmetic %[[VAL_0:.*]], %[[VAL_1:.*]] : tensor<3x4xi64>
+// CHECK:           %[[VAL_3:.*]] = torch_c.from_builtin_tensor %[[VAL_2:.*]] : tensor<3x4xi64> -> !torch.vtensor<[3,4],si64>
+// CHECK:           return %[[VAL_3:.*]] : !torch.vtensor<[3,4],si64>
+func.func @torch.aten.bitwise_right_shift.Tensor(%arg0: !torch.vtensor<[3,4],si64>, %arg1: !torch.vtensor<[3,4],si64>) -> !torch.vtensor<[3,4],si64> {
+  %0 = torch.aten.bitwise_right_shift.Tensor %arg0, %arg1 : !torch.vtensor<[3,4],si64>, !torch.vtensor<[3,4],si64> -> !torch.vtensor<[3,4],si64>
+  return %0 : !torch.vtensor<[3,4],si64>
+}