diff --git a/README.md b/README.md index 4d56a1f..f370a9f 100644 --- a/README.md +++ b/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*