diff --git a/include/torch-mlir/Dialect/Torch/IR/GeneratedTorchOps.td b/include/torch-mlir/Dialect/Torch/IR/GeneratedTorchOps.td
index 7381e94c0..5d61bef5d 100644
--- a/include/torch-mlir/Dialect/Torch/IR/GeneratedTorchOps.td
+++ b/include/torch-mlir/Dialect/Torch/IR/GeneratedTorchOps.td
@@ -6518,6 +6518,31 @@ def Torch_AtenGtFloatOp : Torch_Op<"aten.gt.float", [
   let hasFolder = 1;
 }
 
+def Torch_AtenGeFloatOp : Torch_Op<"aten.ge.float", [
+    AllowsTypeRefinement,
+    HasValueSemantics,
+    ReadOnly
+  ]> {
+  let summary = "Generated op for `aten::ge.float : (float, float) -> (bool)`";
+  let arguments = (ins
+    Torch_FloatType:$a,
+    Torch_FloatType:$b
+  );
+  let results = (outs
+    Torch_BoolType:$result
+  );
+  let hasCustomAssemblyFormat = 1;
+  let extraClassDefinition = [{
+    ParseResult AtenGeFloatOp::parse(OpAsmParser &parser, OperationState &result) {
+      return parseDefaultTorchOp(parser, result, 2, 1);
+    }
+    void AtenGeFloatOp::print(OpAsmPrinter &printer) {
+      printDefaultTorchOp(printer, *this, 2, 1);
+    }
+  }];
+  let hasFolder = 1;
+}
+
 def Torch_AtenLtFloatOp : Torch_Op<"aten.lt.float", [
     AllowsTypeRefinement,
     HasValueSemantics,
diff --git a/lib/Conversion/TorchToStd/TorchToStd.cpp b/lib/Conversion/TorchToStd/TorchToStd.cpp
index 2aef720f9..b4e89410f 100644
--- a/lib/Conversion/TorchToStd/TorchToStd.cpp
+++ b/lib/Conversion/TorchToStd/TorchToStd.cpp
@@ -93,6 +93,23 @@ public:
 };
 } // namespace
 
+namespace {
+// Lowers aten float comparison ops.
+template <typename AtenOp, arith::CmpFPredicate Pred>
+class ConvertAtenFloatComparisonOp : public OpConversionPattern<AtenOp> {
+public:
+  using OpConversionPattern<AtenOp>::OpConversionPattern;
+  LogicalResult
+  matchAndRewrite(AtenOp op,
+                  typename OpConversionPattern<AtenOp>::OpAdaptor adaptor,
+                  ConversionPatternRewriter &rewriter) const override {
+    rewriter.replaceOpWithNewOp<arith::CmpFOp>(op, Pred, adaptor.a(),
+                                               adaptor.b());
+    return success();
+  }
+};
+} // namespace
+
 // Tensors with integer types need to be converted to signless integer
 // element type. All tensors with element types other than integer can reuse
 // existing elements attribute.
@@ -192,6 +209,10 @@ public:
     patterns.add<
         ConvertAtenIntComparisonOp<AtenGtIntOp, arith::CmpIPredicate::sgt>>(
         typeConverter, context);
+    target.addIllegalOp<AtenGeFloatOp>();
+    patterns.add<
+        ConvertAtenFloatComparisonOp<AtenGeFloatOp, arith::CmpFPredicate::UGE>>(
+        typeConverter, context);
     target.addIllegalOp<ValueTensorLiteralOp>();
     patterns.add<ConvertTorchTensorLiteralOp>(typeConverter, context);
 
diff --git a/lib/Dialect/Torch/IR/TorchOps.cpp b/lib/Dialect/Torch/IR/TorchOps.cpp
index 21201e107..4438247d1 100644
--- a/lib/Dialect/Torch/IR/TorchOps.cpp
+++ b/lib/Dialect/Torch/IR/TorchOps.cpp
@@ -796,6 +796,15 @@ OpFoldResult AtenGtFloatOp::fold(ArrayRef<Attribute> operands) {
                                    [](double a, double b) { return a > b; });
 }
 
+//===----------------------------------------------------------------------===//
+// AtenGeFloatOp
+//===----------------------------------------------------------------------===//
+
+OpFoldResult AtenGeFloatOp::fold(ArrayRef<Attribute> operands) {
+  return floatComparatorFoldHelper(*this,
+                                   [](double a, double b) { return a >= b; });
+}
+
 //===----------------------------------------------------------------------===//
 // AtenEqFloatOp
 //===----------------------------------------------------------------------===//
diff --git a/python/torch_mlir/dialects/torch/importer/jit_ir/build_tools/torch_ods_gen.py b/python/torch_mlir/dialects/torch/importer/jit_ir/build_tools/torch_ods_gen.py
index 799b4a0d5..7972b7435 100644
--- a/python/torch_mlir/dialects/torch/importer/jit_ir/build_tools/torch_ods_gen.py
+++ b/python/torch_mlir/dialects/torch/importer/jit_ir/build_tools/torch_ods_gen.py
@@ -492,6 +492,7 @@ def emit_ops(emitter_td: TextEmitter, registry: Registry):
     emit("aten::neg.float : (float) -> (float)")
     emit("aten::eq.float : (float, float) -> (bool)", has_folder=True)
     emit("aten::gt.float : (float, float) -> (bool)", has_folder=True)
+    emit("aten::ge.float : (float, float) -> (bool)", has_folder=True)
     emit("aten::lt.float : (float, float) -> (bool)", has_folder=True)
     emit("aten::lt.float_int : (float, int) -> (bool)")
     emit("aten::__and__.bool : (bool, bool) -> (bool)")
diff --git a/python/torch_mlir_e2e_test/test_suite/scalar_comparison.py b/python/torch_mlir_e2e_test/test_suite/scalar_comparison.py
index 5bfeaf788..f23c375b9 100644
--- a/python/torch_mlir_e2e_test/test_suite/scalar_comparison.py
+++ b/python/torch_mlir_e2e_test/test_suite/scalar_comparison.py
@@ -69,3 +69,22 @@ class GtIntModule(torch.nn.Module):
 def GtIntModule_basic(module, tu: TestUtils):
     module.forward(torch.randint(-100, 100, ()), torch.randint(-100, 100, ()))
 
+# ==============================================================================
+
+class GeFloatModule(torch.nn.Module):
+    def __init__(self):
+        super().__init__()
+
+    @export
+    @annotate_args([
+        None,
+        ([], torch.float64, True),
+        ([], torch.float64, True),
+    ])
+    def forward(self, lhs, rhs):
+        return float(lhs) >= float(rhs)
+
+
+@register_test_case(module_factory=lambda: GeFloatModule())
+def GeFloatModule_basic(module, tu: TestUtils):
+    module.forward(torch.randn(()), torch.randn(()))
diff --git a/test/Conversion/TorchToStd/basic.mlir b/test/Conversion/TorchToStd/basic.mlir
index 09441d61b..1f9dc2dac 100644
--- a/test/Conversion/TorchToStd/basic.mlir
+++ b/test/Conversion/TorchToStd/basic.mlir
@@ -166,3 +166,16 @@ func @torch.aten.div.float(%arg0: !torch.float, %arg1: !torch.float) -> !torch.f
   %0 = torch.aten.div.float %arg0, %arg1 : !torch.float, !torch.float -> !torch.float
   return %0 : !torch.float
 }
+
+// CHECK-LABEL:   func @torch.aten.ge.float(
+// CHECK-SAME:                            %[[LHS:.*]]: !torch.float,
+// CHECK-SAME:                            %[[RHS:.*]]: !torch.float) -> !torch.bool {
+// CHECK:           %[[LHS_F64:.*]] = torch_c.to_f64 %[[LHS]]
+// CHECK:           %[[RHS_F64:.*]] = torch_c.to_f64 %[[RHS]]
+// CHECK:           %[[CMP:.*]] = arith.cmpf uge, %[[LHS_F64]], %[[RHS_F64]] : f64
+// CHECK:           %[[CMP_TORCH_BOOL:.*]] = torch_c.from_i1 %[[CMP]]
+// CHECK:           return %[[CMP_TORCH_BOOL]] : !torch.bool
+func @torch.aten.ge.float(%arg0: !torch.float, %arg1: !torch.float) -> !torch.bool {
+  %0 = torch.aten.ge.float %arg0, %arg1 : !torch.float, !torch.float -> !torch.bool
+  return %0 : !torch.bool
+}
diff --git a/test/Dialect/Torch/canonicalize.mlir b/test/Dialect/Torch/canonicalize.mlir
index 263603d68..afddc97c3 100644
--- a/test/Dialect/Torch/canonicalize.mlir
+++ b/test/Dialect/Torch/canonicalize.mlir
@@ -1162,3 +1162,32 @@ func @torch.aten.div.float$fold_cst_operands() -> !torch.float {
   %0 = torch.aten.div.float %float4, %float2 : !torch.float, !torch.float -> !torch.float
   return %0 : !torch.float
 }
+
+// CHECK-LABEL:   func @torch.aten.ge.float$same_operand(
+// CHECK-SAME:                                       %{{.*}}: !torch.float) -> !torch.bool {
+// CHECK:           %[[TRUE:.*]] = torch.constant.bool true
+// CHECK:           return %[[TRUE]] : !torch.bool
+func @torch.aten.ge.float$same_operand(%arg0: !torch.float) -> !torch.bool {
+  %2 = torch.aten.ge.float %arg0, %arg0: !torch.float, !torch.float -> !torch.bool
+  return %2 : !torch.bool
+}
+
+// CHECK-LABEL:   func @torch.aten.ge.float$same_value() -> !torch.bool {
+// CHECK:           %[[TRUE:.*]] = torch.constant.bool true
+// CHECK:           return %[[TRUE]] : !torch.bool
+func @torch.aten.ge.float$same_value() -> !torch.bool {
+  %float4 = torch.constant.float 4.0
+  %float4_0 = torch.constant.float 4.0
+  %2 = torch.aten.ge.float %float4, %float4_0: !torch.float, !torch.float -> !torch.bool
+  return %2 : !torch.bool
+}
+
+// CHECK-LABEL:   func @torch.aten.ge.float$different_value() -> !torch.bool {
+// CHECK:           %[[FALSE:.*]] = torch.constant.bool false
+// CHECK:           return %[[FALSE]] : !torch.bool
+func @torch.aten.ge.float$different_value() -> !torch.bool {
+  %float4 = torch.constant.float 4.0
+  %float4_0 = torch.constant.float 5.0
+  %2 = torch.aten.ge.float %float4, %float4_0: !torch.float, !torch.float -> !torch.bool
+  return %2 : !torch.bool
+}