Update README.md

README.md

@@ -19,6 +19,60 @@ make
 export LD_LIBRARY_PATH=/opt/llvm/llvm-14.x-install/lib:$LD_LIBRARY_PATH
 make run
 ```
+A sample run could be like:
+```
+- run_classifier -
+LOAD NETWORK:
+number of layers: 8, number of classes: 10
+conv1:    h: 28, w: 28, c: 1, number of filter: 32, filter size: 3, stride: 1, padding: 1, activation: RELU
+pool1:    h: 28, w: 28, c: 32, filter size: 2, stride: 2, padding: 1
+conv2:    h: 15, w: 15, c: 32, number of filter: 64, filter size: 3, stride: 1, padding: 1, activation: RELU
+pool2:    h: 15, w: 15, c: 64, filter size: 2, stride: 2, padding: 1
+connect1: h: 1, w: 1, c: 4096, output size: 1024, activation: RELU
+connect2: h: 1, w: 1, c: 1024, output size: 84, activation: RELU
+connect3: h: 1, w: 1, c: 84, output size: 10, activation: - 
+softmax:  number of classes: 10
+LOAD DATA:
+training datasets:   MNIST/train, 60000 images
+predicting datasets: MNIST/test,  10000 images
+io_read: 1257.917725
+TRAIN NETWORK:
+number of training images: 60000, batch: 60, epoch: 100
+training config: batch size: 1000, learning rate: 0.000100, momentum: 0.900000, decay: 0.000100
+number of devices:1
+conv-forward: 2.644043
+conv1    forward epoch# 0 batch# 0 device# 0: 258.643555
+maxpool1 forward epoch# 0 batch# 0 device# 0: 34.866211
+conv-forward: 13.243896
+conv2    forward epoch# 0 batch# 0 device# 0: 46.739502
+maxpool2 forward epoch# 0 batch# 0 device# 0: 56.459961
+connect1 forward epoch# 0 batch# 0 device# 0: 43.218018
+connect2 forward epoch# 0 batch# 0 device# 0: 1.844482
+connect3 forward epoch# 0 batch# 0 device# 0: 0.193604
+softmax  forward epoch# 0 batch# 0 device# 0: 0.130127
+forward epoch# 0 batch# 0 device# 0: 442.171875
+softmax  backward epoch# 0 batch# 0 device# 0: 0.072510
+connect3 backward epoch# 0 batch# 0 device# 0: 0.323730
+connect2 backward epoch# 0 batch# 0 device# 0: 2.673340
+connect1 backward epoch# 0 batch# 0 device# 0: 45.306152
+pool2    backward epoch# 0 batch# 0 device# 0: 12.332520
+conv_bwd_filt: 8.428711
+conv_bwd_data: 13.266602
+conv2    backward epoch# 0 batch# 0 device# 0: 38.974609
+pool1    backward epoch# 0 batch# 0 device# 0: 22.484619
+conv_bwd_filt: 2.991699
+conv_bwd_data: 1.203125
+conv1    backward epoch# 0 batch# 0 device# 0: 25.642578
+backward epoch# 0 batch# 0 device# 0: 147.869873
+conv1     update epoch# 0 batch# 0 device# 0: 0.001953
+conv2     update epoch# 0 batch# 0 device# 0: 0.008057
+connect1  update epoch# 0 batch# 0 device# 0: 3.273438
+connect2  update epoch# 0 batch# 0 device# 0: 0.042969
+connect3  update epoch# 0 batch# 0 device# 0: 0.000732
+update epoch# 0 batch# 0 device# 0: 3.343750
+total_batch epoch# 0 batch# 0 device# 0: 593.419189
+...
+```
 
 #### Reproductivity
 *Step 0: import data*