diff --git a/tfjs-backend-cpu/src/shared.ts b/tfjs-backend-cpu/src/shared.ts
index 91cad3291c5..515376b1f8b 100644
--- a/tfjs-backend-cpu/src/shared.ts
+++ b/tfjs-backend-cpu/src/shared.ts
@@ -26,6 +26,7 @@ export {equalImpl} from './kernels/Equal';
 export {expImpl} from './kernels/Exp';
 export {expm1Impl} from './kernels/Expm1';
 export {floorImpl} from './kernels/Floor';
+export {floorDivImpl} from './kernels/FloorDiv';
 export {gatherNdImpl} from './kernels/GatherNd_Impl';
 export {gatherV2Impl} from './kernels/GatherV2_impl';
 export {greaterImpl} from './kernels/Greater';
diff --git a/tfjs-backend-webgpu/src/kernel_utils/shared.ts b/tfjs-backend-webgpu/src/kernel_utils/shared.ts
index db11d7e64da..2d7cbf1aa07 100644
--- a/tfjs-backend-webgpu/src/kernel_utils/shared.ts
+++ b/tfjs-backend-webgpu/src/kernel_utils/shared.ts
@@ -35,6 +35,7 @@ const {
   expImpl: expImplCPU,
   expm1Impl: expm1ImplCPU,
   floorImpl: floorImplCPU,
+  floorDivImpl: floorDivImplCPU,
   gatherNdImpl: gatherNdImplCPU,
   gatherV2Impl: gatherV2ImplCPU,
   greaterEqualImpl: greaterEqualImplCPU,
@@ -72,6 +73,7 @@ export {
   expImplCPU,
   expm1ImplCPU,
   floorImplCPU,
+  floorDivImplCPU,
   gatherNdImplCPU,
   gatherV2ImplCPU,
   greaterEqualImplCPU,
diff --git a/tfjs-backend-webgpu/src/kernels/FloorDiv.ts b/tfjs-backend-webgpu/src/kernels/FloorDiv.ts
index a25fce5daaa..bd03d728c8f 100644
--- a/tfjs-backend-webgpu/src/kernels/FloorDiv.ts
+++ b/tfjs-backend-webgpu/src/kernels/FloorDiv.ts
@@ -19,9 +19,11 @@ import {FloorDiv, KernelConfig} from '@tensorflow/tfjs-core';
 
 import {BinaryOpType} from '../binary_op_util';
 import {binaryKernelFunc} from '../kernel_utils/kernel_funcs_utils';
+import {floorDivImplCPU} from '../kernel_utils/shared';
 
 export const floorDiv =
-    binaryKernelFunc({opType: BinaryOpType.INT_DIV, dtype: 'int32'});
+    binaryKernelFunc({opType: BinaryOpType.INT_DIV,
+                      cpuKernelImpl: floorDivImplCPU, dtype: 'int32'});
 
 export const floorDivConfig: KernelConfig = {
   kernelName: FloorDiv,