   out.GetTopsDims({h1_dims}, {out_dims});
   size_t softmax_out_dims[4];
   softmax_layer.GetTopsDims({out_dims}, {softmax_out_dims});
-  size_t ce_out_dims[4];
-  cel_layer.GetTopsDims({out_dims}, {ce_out_dims});
+  // size_t ce_out_dims[4];
+  // cel_layer.GetTopsDims({out_dims}, {ce_out_dims});
 
 
   Tensor<float>* in_tensor = Tensor<float>::CreateTensorGPU(in_dims);


    h1.Forward({in_tensor}, {h1_tensor});
    out.Forward({h1_tensor}, {out_tensor});
    // softmax_layer.Forward({out_tensor}, {softmax_out_tensor});
    cel_layer.Forward({out_tensor}, {cel_out_tensor});

    cudaStatus = cudaGetLastError();
    checkCudaErrors(cudaStatus);

    // calc_out_diff<<<1,1>>>(out_tensor_diff, out_tensor, y_out);
    // calc_out_diff<<<1,1>>>(softmax_out_tensor_diff, softmax_out_tensor, y_out);
    calc_out_diff<<<1,1>>>(cel_out_tensor_diff, cel_out_tensor, y_out);
    cudaStatus = cudaGetLastError();
    checkCudaErrors(cudaStatus);

    // softmax_layer.Backward({softmax_out_tensor}, {softmax_out_tensor_diff}, {out_tensor}, {out_tensor_diff});
    cel_layer.Backward({cel_out_tensor}, {cel_out_tensor_diff}, {out_tensor}, {out_tensor_diff});
    cudaStatus = cudaGetLastError();
    checkCudaErrors(cudaStatus);


  cudaFree(out_tensor_diff);
  cudaFree(softmax_out_tensor);
  cudaFree(softmax_out_tensor_diff);
  // cudaFree(cel_out_tensor);
  // cudaFree(cel_out_tensor_diff);  
}


