From c9f8748acb95754a3c1c07039dc6ca8cbc8d4f6a Mon Sep 17 00:00:00 2001
From: Hashim Sharif <hsharif3@tyler.cs.illinois.edu>
Date: Tue, 7 Apr 2020 00:33:24 -0500
Subject: [PATCH] Adding detailed unit test for 3*3 filter sampling
---
.../dnn_sources/src/test_ops.cc | 213 ++++++++++++++++--
1 file changed, 198 insertions(+), 15 deletions(-)
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 a58f4b1d47..14a8f2924c 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
@@ -627,23 +627,199 @@ void testSampling(){
Tensor* filter = (Tensor*) create4DTensor(CUDNN_DATA_FLOAT, CUDNN_TENSOR_NCHW, 1, 3, 3, 3);
fillTensorWithVal(filter, 1);
- float* host_ptr = (float*) ((struct Tensor*) input)->host_data;
- //host_ptr[0] = 0;
- //host_ptr[1] = 0;
- //host_ptr[2] = 0;
- //host_ptr[3] = 0;
- //host_ptr[4] = 0;
- //host_ptr[5] = 0;
+ float* host_ptr = (float*) ((struct Tensor*) filter)->host_data;
+ host_ptr[0] = 2;
+ host_ptr[2] = 2;
+ host_ptr[4] = 2;
+ host_ptr[6] = 2;
+ host_ptr[8] = 2;
+ host_ptr[10] = 2;
+ host_ptr[12] = 2;
+ host_ptr[14] = 2;
+ host_ptr[16] = 2;
+ host_ptr[18] = 2;
+ host_ptr[20] = 2;
+ host_ptr[22] = 2;
+ host_ptr[24] = 2;
+ host_ptr[26] = 2;
+ //printTensorValues(input);
+
+ void* res = tensorConvApprox(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1);
+
+ printTensorValues(res);
+
+
+ void* res2 = tensorConvApprox(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 2, 1);
+
+ printTensorValues(res2);
+
+
+ void* res2_sim = tensorConvSampSim(input, filter, 0, 0, 1, 1, 1, 1, 2, 0);
+
+ printTensorValues(res2_sim);
+
+
+ void* res3 = tensorConvApprox(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 2, 0);
+
+ printTensorValues(res3);
+
+
+ void* res4 = tensorConvApprox(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 4, 0);
+
+ printTensorValues(res4);
+
+
+ void* res4_half = tensorConvApproxHalf2(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 4, 0);
+
+ convertToFP32((struct Tensor*) res4_half);
+
+ printTensorValues(res4_half);
+
+}
+
+
+
+
+void testSamplingCalls(void* input, void* filter,
+ int pad_h, int pad_w,
+ int stride_h, int stride_w, int skip_every){
+
+
+ for (int offset = 0; offset < 2; offset++){
+
+ printf("\n\n\n\**Test -- pad_h = %d pad_w = %d stride_h = %d stride_w = %d skip_every = %d offset= %d \n\n",
+ pad_h, pad_w, stride_h, stride_w, skip_every, offset);
+
+ void* res_sim = tensorConvSampSim(input, filter, pad_h, pad_w,
+ stride_h, stride_w,
+ 1, 1, skip_every, offset);
+
+ printf ("ConvSampSim Result :");
+ printTensorValues(res_sim);
+
+
+ void* res = tensorConvApprox(input, filter, pad_h, pad_w,
+ stride_h, stride_w,
+ 1, 1, 1, 1, skip_every, offset);
+
+
+ printf ("ConvApprox Result :");
+ printTensorValues(res);
+
+
+ void* res_half = tensorConvApproxHalf2(input, filter, pad_h, pad_w,
+ stride_h, stride_w,
+ 1, 1, 1, 1, skip_every, offset);
+
+ convertToFP32((struct Tensor*) res_half);
+
+ printf ("ConvApproxHalf2 Result :");
+ printTensorValues(res_half);
+
+ }
+
+
+ printf ("\n\n\n\ --- End of Test \n\n\n");
+}
+
+
+
+/**** Tests Sample for a sample 3 * 3 Filter */
+void testSampling_3_3(){
+
+
+ printf("***** Tests Sample for a sample 3 * 3 Filter ***** \n\n");
+ Tensor* input = (Tensor*) create4DTensor(CUDNN_DATA_FLOAT, CUDNN_TENSOR_NCHW, 1, 3, 4, 4);
+ fillTensorWithVal(input, 1);
+ //fillWithOnesAndTwos(input);
+
+ Tensor* filter = (Tensor*) create4DTensor(CUDNN_DATA_FLOAT, CUDNN_TENSOR_NCHW, 1, 3, 3, 3);
+ fillTensorWithVal(filter, 1);
+
+
+ testSamplingCalls(input, filter, 0, 0, 1, 1, 2);
+
+ testSamplingCalls(input, filter, 0, 0, 1, 1, 3);
+
+ testSamplingCalls(input, filter, 0, 0, 1, 1, 4);
+
+
+
+ testSamplingCalls(input, filter, 1, 1, 1, 1, 2);
+
+ testSamplingCalls(input, filter, 1, 1, 1, 1, 3);
+
+ testSamplingCalls(input, filter, 1, 1, 1, 1, 4);
+
+
+
+ testSamplingCalls(input, filter, 1, 1, 2, 2, 2);
+
+ testSamplingCalls(input, filter, 1, 1, 2, 2, 3);
+
+ testSamplingCalls(input, filter, 1, 1, 2, 2, 4);
+
+
+ /*
+ float* host_ptr = (float*) ((struct Tensor*) filter)->host_data;
+ host_ptr[0] = 2;
+ host_ptr[2] = 2;
+ host_ptr[4] = 2;
+ host_ptr[6] = 2;
+ host_ptr[8] = 2;
+ host_ptr[10] = 2;
+ host_ptr[12] = 2;
+ host_ptr[14] = 2;
+ host_ptr[16] = 2;
+ host_ptr[18] = 2;
+ host_ptr[20] = 2;
+ host_ptr[22] = 2;
+ host_ptr[24] = 2;
+ host_ptr[26] = 2;
//printTensorValues(input);
- void* res = tensorConvApprox(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 2, 1);
+ void* res = tensorConvApprox(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1);
printTensorValues(res);
+
+ void* res2 = tensorConvApprox(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 2, 1);
+
+ printTensorValues(res2);
+
+
+ void* res2_sim = tensorConvSampSim(input, filter, 0, 0, 1, 1, 1, 1, 2, 0);
+
+ printTensorValues(res2_sim);
+
+
+ void* res3 = tensorConvApprox(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 2, 0);
+
+ printTensorValues(res3);
+
+
+ void* res4 = tensorConvApprox(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 4, 0);
+
+ printTensorValues(res4);
+
+
+ void* res4_half = tensorConvApproxHalf2(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 4, 0);
+
+ convertToFP32((struct Tensor*) res4_half);
+
+ printTensorValues(res4_half);
+
+ */
+
+
}
+
+
+
+
void testSampling2(){
printf("***** TestingSampling2 ***** \n\n");
@@ -708,7 +884,14 @@ void testSampling3(){
printTensorValues(res3);
printf ("\n");
- void* res4 = tensorConvApprox(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 3, 1);
+
+ void* res2_sim = tensorConvSampSim(input, filter, 0, 0, 1, 1, 1, 1, 3, 0);
+
+ printTensorValues(res2_sim);
+ printf ("\n");
+
+
+ void* res4 = tensorConvApprox(input, filter, 0, 0, 1, 1, 1, 1, 1, 1, 3, 0);
printTensorValues(res4);
printf ("\n");
@@ -764,22 +947,22 @@ int main(){
//testSampleFilter();
- testPerforation();
+ //-- testPerforation();
// testPerforation2();
- //-- testSampling();
+ //testSampling();
- testSampling2();
+ //testSampling2();
- testSampling3();
-
-
+ //testSampling3();
+ testSampling_3_3();
+
stopProfiling();
return 0;
--
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