diff --git a/llvm/projects/hpvm-tensor-rt/dnn_sources/src/test_ops.cc b/llvm/projects/hpvm-tensor-rt/dnn_sources/src/test_ops.cc
index b75b0934f12161f72df8b2cc2c5dc75a8ae35ab7..8b1cfbf5371c71d5f6d01897ed3d93d74a434c0f 100644
--- a/llvm/projects/hpvm-tensor-rt/dnn_sources/src/test_ops.cc
+++ b/llvm/projects/hpvm-tensor-rt/dnn_sources/src/test_ops.cc
@@ -450,7 +450,7 @@ void testSoftmaxOutput(void* output_ptr){
 void testQuantization(){
 
   printf("***** TensorQuantize ***** \n\n");
-  void* input = create4DTensor(CUDNN_DATA_FLOAT, CUDNN_TENSOR_NCHW, 2, 4, 1, 1);
+  void* input = create4DTensor(CUDNN_DATA_FLOAT, CUDNN_TENSOR_NCHW, 2, 6, 1, 1);
 
   float* host_ptr = (float*) ((struct Tensor*) input)->host_data;
   host_ptr[0] = -0.1;
@@ -461,14 +461,83 @@ void testQuantization(){
   host_ptr[5] = -2.9;
   host_ptr[6] = 0.7;
   host_ptr[7] = 0.99;
+  host_ptr[8] = 7;
+  host_ptr[9] = 7.2;
+  host_ptr[10] = 2.5;
+  host_ptr[11] = 3;
+
+
+  void* quantize_result1 = quantizeTensorPromise(input, -4, 6);
+
+  printf ("\n ** quantizing with range min = %d max = %d \n", -4, 6);
+  printTensorValues(quantize_result1);
+  
+  host_ptr[0] = -0.1;
+  host_ptr[1] = -25;
+  host_ptr[2] = 0.2;
+  host_ptr[3] = -0.4;
+  host_ptr[4] = 1.7;
+  host_ptr[5] = -2.9;
+  host_ptr[6] = 0.7;
+  host_ptr[7] = 0.99;
+  host_ptr[8] = 7;
+  host_ptr[9] = 7.2;
+  host_ptr[10] = 2.5;
+  host_ptr[11] = 3;
+
+  void* quantize_result2 = quantizeTensorPromise(input, -2, 2);
+
+  printf ("\n ** quantizing with range min = %d max = %d \n", -2, 2);
+  printTensorValues(quantize_result2);
+
+  host_ptr[0] = -0.1;
+  host_ptr[1] = -25;
+  host_ptr[2] = 0.2;
+  host_ptr[3] = -0.4;
+  host_ptr[4] = 1.7;
+  host_ptr[5] = -2.9;
+  host_ptr[6] = 0.7;
+  host_ptr[7] = 0.99;
+  host_ptr[8] = 7;
+  host_ptr[9] = 7.2;
+  host_ptr[10] = 2.5;
+  host_ptr[11] = 3;
+
+
+  void* quantize_result3 = quantizeTensorPromise(input, -25, 8);
+
+  printf ("\n ** quantizing with range min = %d max = %d \n", -25, 8);
+  printTensorValues(quantize_result3);
 
-  void* quantize_result = quantizeTensorPromise(input, -4, 6);
+  printf ("\n ** quantizing with range min = %d max = %d \n", -10, 10);
+
+  host_ptr[0] = -0.1;
+  host_ptr[1] = -25;
+  host_ptr[2] = 0.2;
+  host_ptr[3] = -0.4;
+  host_ptr[4] = 1.7;
+  host_ptr[5] = -2.9;
+  host_ptr[6] = 0.7;
+  host_ptr[7] = 0.99;
+  host_ptr[8] = 7;
+  host_ptr[9] = 7.2;
+  host_ptr[10] = 2.5;
+  host_ptr[11] = 3;
+
+
+  void* quantize_result4 = quantizeTensorPromise(input, -10, 10);
   
-  printTensorValues(quantize_result);
+  printTensorValues(quantize_result4);
+
 
-  void* error_out = addPromiseError(quantize_result, 1);
 
-  printTensorValues(error_out);
+  void* quantize_result5 = quantizeTensorPromise(input, -10, 10);
+  
+  printTensorValues(quantize_result5);
+
+  
+  //void* error_out = addPromiseError(quantize_result, 1);
+  //printTensorValues(error_out);
 
 }
 
@@ -969,7 +1038,7 @@ int main(){
   //testTensorConv();
   //testTensorError();
 
-  //testQuantization();
+  testQuantization();
 
   //testTensorConv();
   //testTensorGroupedConv();
@@ -1002,7 +1071,7 @@ int main(){
   //testSampling3();
   
 
-  testSampling_3_3();
+  // testSampling_3_3();
 
   
   //- testSampling_1_1();