diff --git a/mlir/lib/Conversion/GPUToNVVM/LowerGpuOpsToNVVMOps.cpp b/mlir/lib/Conversion/GPUToNVVM/LowerGpuOpsToNVVMOps.cpp
--- a/mlir/lib/Conversion/GPUToNVVM/LowerGpuOpsToNVVMOps.cpp
+++ b/mlir/lib/Conversion/GPUToNVVM/LowerGpuOpsToNVVMOps.cpp
@@ -148,7 +148,7 @@
   target.addIllegalDialect<gpu::GPUDialect>();
   target.addIllegalOp<LLVM::CosOp, LLVM::ExpOp, LLVM::FAbsOp, LLVM::FCeilOp,
                       LLVM::FFloorOp, LLVM::LogOp, LLVM::Log10Op, LLVM::Log2Op,
-                      LLVM::SinOp, LLVM::SqrtOp>();
+                      LLVM::PowOp, LLVM::SinOp, LLVM::SqrtOp>();
 
   // TODO: Remove once we support replacing non-root ops.
   target.addLegalOp<gpu::YieldOp, gpu::GPUModuleOp, gpu::ModuleEndOp>();
@@ -191,6 +191,8 @@
                                                  "__nv_log10");
   patterns.insert<OpToFuncCallLowering<Log2Op>>(converter, "__nv_log2f",
                                                 "__nv_log2");
+  patterns.insert<OpToFuncCallLowering<PowFOp>>(converter, "__nv_powf",
+                                                "__nv_pow");
   patterns.insert<OpToFuncCallLowering<RsqrtOp>>(converter, "__nv_rsqrtf",
                                                  "__nv_rsqrt");
   patterns.insert<OpToFuncCallLowering<SinOp>>(converter, "__nv_sinf",
diff --git a/mlir/test/Conversion/GPUToNVVM/gpu-to-nvvm.mlir b/mlir/test/Conversion/GPUToNVVM/gpu-to-nvvm.mlir
--- a/mlir/test/Conversion/GPUToNVVM/gpu-to-nvvm.mlir
+++ b/mlir/test/Conversion/GPUToNVVM/gpu-to-nvvm.mlir
@@ -394,3 +394,17 @@
   }) : () -> ()
 }
 
+// -----
+
+gpu.module @test_module {
+  // CHECK: llvm.func @__nv_powf(!llvm.float) -> !llvm.float
+  // CHECK: llvm.func @__nv_pow(!llvm.double) -> !llvm.double
+  // CHECK-LABEL: func @gpu_pow
+  func @gpu_pow(%arg_f32 : f32, %arg_f64 : f64) -> (f32, f64) {
+    %result32 = std.pow %arg_f32, %arg_f32 : f32
+    // CHECK: llvm.call @__nv_powf(%{{.*}}, %{{.*}}) : (!llvm.float) -> !llvm.float
+    %result64 = std.pow %arg_f64, %arg_f64 : f64
+    // CHECK: llvm.call @__nv_pow(%{{.*}}, %{{.*}}) : (!llvm.double) -> !llvm.double
+    std.return %result32, %result64 : f32, f64
+  }
+}