diff --git a/lib/Conversion/TorchToArith/TorchToArith.cpp b/lib/Conversion/TorchToArith/TorchToArith.cpp
index a1af190e4..143b46694 100644
--- a/lib/Conversion/TorchToArith/TorchToArith.cpp
+++ b/lib/Conversion/TorchToArith/TorchToArith.cpp
@@ -496,6 +496,13 @@ public:
     patterns.add<ConvertAtenBinaryOp<PrimMinIntOp, arith::MinSIOp>>(
         typeConverter, context);
     target.addIllegalOp<AtenCeilFloatOp>();
+    target.addIllegalOp<Aten__Or__BoolOp, Aten__And__BoolOp, AtenNeBoolOp>();
+    patterns.add<ConvertAtenBinaryOp<Aten__Or__BoolOp, arith::OrIOp>>(
+        typeConverter, context);
+    patterns.add<ConvertAtenBinaryOp<Aten__And__BoolOp, arith::AndIOp>>(
+        typeConverter, context);
+    patterns.add<ConvertAtenBinaryOp<AtenNeBoolOp, arith::XOrIOp>>(
+        typeConverter, context);
     patterns
         .add<ConvertAtenUnaryOpToFloatMathOp<AtenCeilFloatOp, math::CeilOp>>(
             typeConverter, context);
diff --git a/test/Conversion/TorchToArith/basic.mlir b/test/Conversion/TorchToArith/basic.mlir
index 3d9e9f22a..86ad4e972 100644
--- a/test/Conversion/TorchToArith/basic.mlir
+++ b/test/Conversion/TorchToArith/basic.mlir
@@ -40,6 +40,48 @@ func.func @torch.aten.ne.int(%arg0: !torch.int, %arg1: !torch.int) -> !torch.boo
   return %0 : !torch.bool
 }
 
+
+// CHECK-LABEL:   func.func @torch.aten.ne.bool(
+// CHECK-SAME:                            %[[LHS_TORCH:.*]]: !torch.bool,
+// CHECK-SAME:                            %[[RHS_TORCH:.*]]: !torch.bool) -> !torch.bool {
+// CHECK-DAG:       %[[LHS:.*]] = torch_c.to_i1 %[[LHS_TORCH]]
+// CHECK-DAG:       %[[RHS:.*]] = torch_c.to_i1 %[[RHS_TORCH]]
+// CHECK:           %[[XOR:.*]] = arith.xori %[[LHS]], %[[RHS]] : i1
+// CHECK:           %[[TORCH_BOOL:.*]] = torch_c.from_i1 %[[XOR]]
+// CHECK:           return %[[TORCH_BOOL]] : !torch.bool
+func.func @torch.aten.ne.bool(%arg0: !torch.bool, %arg1: !torch.bool) -> !torch.bool {
+  %0 = torch.aten.ne.bool %arg0, %arg1 : !torch.bool, !torch.bool -> !torch.bool
+  return %0 : !torch.bool
+}
+
+
+// CHECK-LABEL:   func.func @torch.aten.__and__.bool(
+// CHECK-SAME:                            %[[LHS_TORCH:.*]]: !torch.bool,
+// CHECK-SAME:                            %[[RHS_TORCH:.*]]: !torch.bool) -> !torch.bool {
+// CHECK-DAG:       %[[LHS:.*]] = torch_c.to_i1 %[[LHS_TORCH]]
+// CHECK-DAG:       %[[RHS:.*]] = torch_c.to_i1 %[[RHS_TORCH]]
+// CHECK:           %[[AND:.*]] = arith.andi %[[LHS]], %[[RHS]] : i1
+// CHECK:           %[[TORCH_BOOL:.*]] = torch_c.from_i1 %[[AND]]
+// CHECK:           return %[[TORCH_BOOL]] : !torch.bool
+func.func @torch.aten.__and__.bool(%arg0: !torch.bool, %arg1: !torch.bool) -> !torch.bool {
+  %0 = torch.aten.__and__.bool %arg0, %arg1 : !torch.bool, !torch.bool -> !torch.bool
+  return %0 : !torch.bool
+}
+
+
+// CHECK-LABEL:   func.func @torch.aten.__or__.bool(
+// CHECK-SAME:                            %[[LHS_TORCH:.*]]: !torch.bool,
+// CHECK-SAME:                            %[[RHS_TORCH:.*]]: !torch.bool) -> !torch.bool {
+// CHECK-DAG:       %[[LHS:.*]] = torch_c.to_i1 %[[LHS_TORCH]]
+// CHECK-DAG:       %[[RHS:.*]] = torch_c.to_i1 %[[RHS_TORCH]]
+// CHECK:           %[[OR:.*]] = arith.ori %[[LHS]], %[[RHS]] : i1
+// CHECK:           %[[TORCH_BOOL:.*]] = torch_c.from_i1 %[[OR]]
+// CHECK:           return %[[TORCH_BOOL]] : !torch.bool
+func.func @torch.aten.__or__.bool(%arg0: !torch.bool, %arg1: !torch.bool) -> !torch.bool {
+  %0 = torch.aten.__or__.bool %arg0, %arg1 : !torch.bool, !torch.bool -> !torch.bool
+  return %0 : !torch.bool
+}
+
 // CHECK-LABEL:   func.func @torch.aten.eq.int(
 // CHECK-SAME:                            %[[LHS:.*]]: !torch.int,
 // CHECK-SAME:                            %[[RHS:.*]]: !torch.int) -> !torch.bool {