Datasets
Models
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{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from __future__ import division, print_function, absolute_import\n",
"\n",
"import tensorflow as tf\n",
"import numpy as np\n",
"\n",
"import os\n",
"os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"1\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def read_data(data_path):\n",
" data = []\n",
" # 1.txt\n",
" file_names = os.listdir(data_path)\n",
" file_names.sort(key=lambda x:int(x[:-4]))\n",
" for file_name in file_names:\n",
" file_path = os.path.join(data_path, file_name)\n",
" signal_data = np.loadtxt(file_path)\n",
" data.append(signal_data)\n",
" data = np.array(data).transpose(0, 2, 1)\n",
" d_shape = data.shape\n",
" return data.reshape(d_shape[0], 1, d_shape[1], d_shape[2])\n",
"\n",
"def read_label(data_path):\n",
" data = []\n",
" # 1.txt\n",
" file_names = os.listdir(data_path)\n",
" file_names.sort(key=lambda x:int(x[:-10]))\n",
" for file_name in file_names:\n",
" file_path = os.path.join(data_path, file_name)\n",
" signal_data = np.loadtxt(file_path)\n",
" data.append(signal_data)\n",
" return np.array(data)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1022, 6, 1024, 1)\n",
"(1022, 1024)\n",
"(332, 6, 1024, 1)\n",
"(332, 1024)\n"
]
}
],
"source": [
"train_data_path = \"..//data//train_new//train_data\"\n",
"train_label_path = \"..//data//train_new//train_label\"\n",
"test_data_path = \"..//data//test//test_data\"\n",
"test_label_path = \"..//data//test//test_label\"\n",
"\n",
"train_data = read_data(train_data_path).transpose(0, 2, 3, 1) # 519\n",
"train_label = read_label(train_label_path)\n",
"test_data = read_data(test_data_path).transpose(0, 2, 3, 1) # 519\n",
"test_label = read_label(test_label_path)\n",
"\n",
"print(train_data.shape)\n",
"print(train_label.shape)\n",
"print(test_data.shape)\n",
"print(test_label.shape)\n",
"\n",
"# np.save(\"train_data.npy\", train_data)\n",
"# np.save(\"train_label.npy\", train_label)\n",
"# np.save(\"test_data.npy\", test_data)\n",
"# np.save(\"test_label.npy\", test_label)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Training Parameters\n",
"learning_rate = 0.00001\n",
"num_steps = 150\n",
"batch_size = 32\n",
"display_step = 1\n",
"data_len = len(train_data)\n",
"\n",
"\n",
"# tf Graph input\n",
"X = tf.placeholder(tf.float32, [None, 6, 1024, 1])\n",
"Y = tf.placeholder(tf.float32, [None, 1024])\n",
"\n",
"def cross_entropy(y_,output_map):\n",
" return -tf.reduce_mean(y_*tf.log(tf.clip_by_value(output_map,1e-10,1.0))+(1-y_)*tf.log(tf.clip_by_value(1-output_map,1e-10,1.0)), name=\"cross_entropy\")\n",
"\n",
"# Create model\n",
"def conv_net(x):\n",
" x = tf.pad(x, paddings=[[0, 0], [0, 0], [7, 8], [0, 0]], mode=\"REFLECT\")\n",
" conv1_1 = tf.layers.conv2d(x, 64, kernel_size=[1, 16], padding='valid', activation=tf.nn.relu)\n",
" conv1_1 = tf.pad(conv1_1, paddings=[[0, 0], [0, 0], [7, 8], [0, 0]], mode=\"REFLECT\")\n",
" conv1_2 = tf.layers.conv2d(conv1_1, 64, kernel_size=[1, 16], padding='valid', activation=tf.nn.relu)\n",
"\n",
" \n",
" conv2_1 = tf.layers.max_pooling2d(conv1_2, pool_size=[1, 2], strides=[1, 2], padding='valid')\n",
" conv2_1 = tf.pad(conv2_1, paddings=[[0, 0], [0, 0], [7, 8], [0, 0]], mode=\"REFLECT\")\n",
" conv2_2 = tf.layers.conv2d(conv2_1, 128, kernel_size=[1, 16], padding='valid', activation=tf.nn.relu)\n",
" conv2_2 = tf.pad(conv2_2, paddings=[[0, 0], [0, 0], [7, 8], [0, 0]], mode=\"REFLECT\")\n",
" conv2_3 = tf.layers.conv2d(conv2_2, 128, kernel_size=[1, 16], padding='valid', activation=tf.nn.relu)\n",
" \n",
" conv3_1 = tf.layers.max_pooling2d(conv2_3, pool_size=[1, 2], strides=[1, 2], padding='valid')\n",
" \n",
" conv3_1 = tf.pad(conv3_1, paddings=[[0, 0], [0, 0], [7, 8], [0, 0]], mode=\"REFLECT\")\n",
" conv3_2 = tf.layers.conv2d(conv3_1, 256, kernel_size=[1, 16], padding='valid', activation=tf.nn.relu)\n",
" conv3_2 = tf.pad(conv3_2, paddings=[[0, 0], [0, 0], [7, 8], [0, 0]], mode=\"REFLECT\")\n",
" conv3_3 = tf.layers.conv2d(conv3_2, 256, kernel_size=[1, 16], padding='valid', activation=tf.nn.relu)\n",
" conv3_3 = tf.pad(conv3_3, paddings=[[0, 0], [0, 0], [7, 8], [0, 0]], mode=\"REFLECT\")\n",
" conv3_4 = tf.layers.conv2d(conv3_3, 256, kernel_size=[1, 16], padding='valid', activation=tf.nn.relu)\n",
" \n",
" \n",
" conv2_4_1 = tf.layers.conv2d_transpose(conv3_4, 128, kernel_size=[1, 2], strides=[1, 2], padding=\"VALID\")\n",
" conv2_4 = tf.concat([conv2_4_1, conv2_3], axis=3)\n",
" conv2_4 = tf.pad(conv2_4, paddings=[[0, 0], [0, 0], [7, 8], [0, 0]], mode=\"REFLECT\")\n",
" conv2_5 = tf.layers.conv2d(conv2_4, 128, kernel_size=[1, 16], padding='valid', activation=tf.nn.relu)\n",
" conv2_5 = tf.pad(conv2_5, paddings=[[0, 0], [0, 0], [7, 8], [0, 0]], mode=\"REFLECT\")\n",
" conv2_6 = tf.layers.conv2d(conv2_5, 128, kernel_size=[1, 16], padding='valid', activation=tf.nn.relu)\n",
" \n",
" conv1_3_1 = tf.layers.conv2d_transpose(conv2_6, 64, kernel_size=[1, 2], strides=[1, 2], padding=\"VALID\")\n",
" conv1_3 = tf.concat([conv1_2, conv1_3_1], axis=3)\n",
" conv1_3 = tf.pad(conv1_3, paddings=[[0, 0], [0, 0], [7, 8], [0, 0]], mode=\"REFLECT\")\n",
" conv1_4 = tf.layers.conv2d(conv1_3, 64, kernel_size=[1, 16], padding='valid', activation=tf.nn.relu)\n",
" conv1_4 = tf.pad(conv1_4, paddings=[[0, 0], [0, 0], [7, 8], [0, 0]], mode=\"REFLECT\")\n",
" conv1_4 = tf.layers.conv2d(conv1_4, 64, kernel_size=[1, 16], padding='valid', activation=tf.nn.relu)\n",
" conv1_5 = tf.layers.conv2d(conv1_4, 256, kernel_size=[6, 1], padding='valid', activation=tf.nn.relu)\n",
" conv1_6 = tf.layers.conv2d(conv1_5, 1, kernel_size=[1, 1], padding='valid', activation=tf.nn.sigmoid)\n",
" \n",
" out = tf.reshape(conv1_6, [-1, 1024])\n",
" return out\n",
"\n",
"# Construct model\n",
"logits = conv_net(X)\n",
"\n",
"# Define loss and optimizer\n",
"loss_op = cross_entropy(Y, logits)\n",
"optimizer = tf.train.AdamOptimizer(learning_rate=learning_rate)\n",
"train_op = optimizer.minimize(loss_op)\n",
"\n",
"\n",
"# Evaluate model\n",
"pred = tf.greater(logits, 0.5)\n",
"pred = tf.cast(pred, tf.float32)\n",
"accuracy = tf.reduce_mean(tf.cast(tf.equal(pred, Y), tf.float32))\n",
"\n",
"# Initialize the variables (i.e. assign their default value)\n",
"init = tf.global_variables_initializer()\n",
"\n",
"# Start training\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 1, Minibatch Loss= 0.6961, Training Accuracy= 0.512\n",
"Step 1, Minibatch Loss= 0.7029, Training Accuracy= 0.390\n",
"Step 1, Minibatch Loss= 0.6968, Training Accuracy= 0.418\n",
"Step 1, Minibatch Loss= 0.6931, Training Accuracy= 0.506\n",
"Step 1, Minibatch Loss= 0.7010, Training Accuracy= 0.372\n",
"Step 1, Minibatch Loss= 0.6928, Training Accuracy= 0.482\n",
"Step 1, Minibatch Loss= 0.6880, Training Accuracy= 0.601\n",
"Step 1, Minibatch Loss= 0.6926, Training Accuracy= 0.527\n",
"Step 1, Minibatch Loss= 0.6909, Training Accuracy= 0.532\n",
"Step 1, Minibatch Loss= 0.6849, Training Accuracy= 0.636\n",
"Step 1, Minibatch Loss= 0.6931, Training Accuracy= 0.539\n",
"Step 1, Minibatch Loss= 0.6886, Training Accuracy= 0.560\n",
"Step 1, Minibatch Loss= 0.6874, Training Accuracy= 0.580\n",
"Step 1, Minibatch Loss= 0.6834, Training Accuracy= 0.639\n",
"Step 1, Minibatch Loss= 0.6829, Training Accuracy= 0.619\n",
"Step 1, Minibatch Loss= 0.6889, Training Accuracy= 0.568\n",
"Step 1, Minibatch Loss= 0.6891, Training Accuracy= 0.548\n",
"Step 1, Minibatch Loss= 0.6836, Training Accuracy= 0.618\n",
"Step 1, Minibatch Loss= 0.6889, Training Accuracy= 0.545\n",
"Step 1, Minibatch Loss= 0.6764, Training Accuracy= 0.666\n",
"Step 1, Minibatch Loss= 0.6827, Training Accuracy= 0.647\n",
"Step 1, Minibatch Loss= 0.6830, Training Accuracy= 0.610\n",
"Step 1, Minibatch Loss= 0.6830, Training Accuracy= 0.591\n",
"Step 1, Minibatch Loss= 0.6848, Training Accuracy= 0.597\n",
"Step 1, Minibatch Loss= 0.6842, Training Accuracy= 0.589\n",
"Step 1, Minibatch Loss= 0.6878, Training Accuracy= 0.571\n",
"Step 1, Minibatch Loss= 0.6685, Training Accuracy= 0.691\n",
"Step 1, Minibatch Loss= 0.6717, Training Accuracy= 0.690\n",
"Step 1, Minibatch Loss= 0.6722, Training Accuracy= 0.636\n",
"Step 1, Minibatch Loss= 0.6631, Training Accuracy= 0.726\n",
"Step 1, Minibatch Loss= 0.6768, Training Accuracy= 0.635\n",
"***********************\n",
"Testing Accuracy: 0.6654391\n",
"***********************\n",
"Step 2, Minibatch Loss= 0.6705, Training Accuracy= 0.619\n",
"Step 2, Minibatch Loss= 0.6769, Training Accuracy= 0.590\n",
"Step 2, Minibatch Loss= 0.6719, Training Accuracy= 0.637\n",
"Step 2, Minibatch Loss= 0.6566, Training Accuracy= 0.658\n",
"Step 2, Minibatch Loss= 0.6659, Training Accuracy= 0.646\n",
"Step 2, Minibatch Loss= 0.6697, Training Accuracy= 0.578\n",
"Step 2, Minibatch Loss= 0.6494, Training Accuracy= 0.707\n",
"Step 2, Minibatch Loss= 0.6444, Training Accuracy= 0.699\n",
"Step 2, Minibatch Loss= 0.6771, Training Accuracy= 0.662\n",
"Step 2, Minibatch Loss= 0.6482, Training Accuracy= 0.635\n",
"Step 2, Minibatch Loss= 0.6582, Training Accuracy= 0.655\n",
"Step 2, Minibatch Loss= 0.6448, Training Accuracy= 0.699\n",
"Step 2, Minibatch Loss= 0.6478, Training Accuracy= 0.644\n",
"Step 2, Minibatch Loss= 0.6620, Training Accuracy= 0.639\n",
"Step 2, Minibatch Loss= 0.6383, Training Accuracy= 0.660\n",
"Step 2, Minibatch Loss= 0.6512, Training Accuracy= 0.619\n",
"Step 2, Minibatch Loss= 0.6345, Training Accuracy= 0.634\n",
"Step 2, Minibatch Loss= 0.6529, Training Accuracy= 0.636\n",
"Step 2, Minibatch Loss= 0.6597, Training Accuracy= 0.625\n",
"Step 2, Minibatch Loss= 0.6605, Training Accuracy= 0.572\n",
"Step 2, Minibatch Loss= 0.6021, Training Accuracy= 0.693\n",
"Step 2, Minibatch Loss= 0.6397, Training Accuracy= 0.645\n",
"Step 2, Minibatch Loss= 0.6687, Training Accuracy= 0.562\n",
"Step 2, Minibatch Loss= 0.6684, Training Accuracy= 0.635\n",
"Step 2, Minibatch Loss= 0.7051, Training Accuracy= 0.466\n",
"Step 2, Minibatch Loss= 0.6324, Training Accuracy= 0.687\n",
"Step 2, Minibatch Loss= 0.6536, Training Accuracy= 0.658\n",
"Step 2, Minibatch Loss= 0.6226, Training Accuracy= 0.692\n",
"Step 2, Minibatch Loss= 0.6310, Training Accuracy= 0.643\n",
"Step 2, Minibatch Loss= 0.6528, Training Accuracy= 0.605\n",
"Step 2, Minibatch Loss= 0.6647, Training Accuracy= 0.619\n",
"***********************\n",
"Testing Accuracy: 0.68602633\n",
"***********************\n",
"Step 3, Minibatch Loss= 0.6101, Training Accuracy= 0.648\n",
"Step 3, Minibatch Loss= 0.6761, Training Accuracy= 0.581\n",
"Step 3, Minibatch Loss= 0.5777, Training Accuracy= 0.724\n",
"Step 3, Minibatch Loss= 0.6182, Training Accuracy= 0.698\n",
"Step 3, Minibatch Loss= 0.6185, Training Accuracy= 0.652\n",
"Step 3, Minibatch Loss= 0.6477, Training Accuracy= 0.649\n",
"Step 3, Minibatch Loss= 0.5825, Training Accuracy= 0.737\n",
"Step 3, Minibatch Loss= 0.6199, Training Accuracy= 0.639\n",
"Step 3, Minibatch Loss= 0.6647, Training Accuracy= 0.601\n",
"Step 3, Minibatch Loss= 0.6821, Training Accuracy= 0.580\n",
"Step 3, Minibatch Loss= 0.5711, Training Accuracy= 0.698\n",
"Step 3, Minibatch Loss= 0.5679, Training Accuracy= 0.750\n",
"Step 3, Minibatch Loss= 0.5588, Training Accuracy= 0.744\n",
"Step 3, Minibatch Loss= 0.6005, Training Accuracy= 0.604\n",
"Step 3, Minibatch Loss= 0.5771, Training Accuracy= 0.675\n",
"Step 3, Minibatch Loss= 0.5461, Training Accuracy= 0.741\n",
"Step 3, Minibatch Loss= 0.5186, Training Accuracy= 0.749\n",
"Step 3, Minibatch Loss= 0.6050, Training Accuracy= 0.623\n",
"Step 3, Minibatch Loss= 0.6695, Training Accuracy= 0.633\n",
"Step 3, Minibatch Loss= 0.5742, Training Accuracy= 0.743\n",
"Step 3, Minibatch Loss= 0.5638, Training Accuracy= 0.681\n",
"Step 3, Minibatch Loss= 0.6015, Training Accuracy= 0.674\n",
"Step 3, Minibatch Loss= 0.5828, Training Accuracy= 0.676\n",
"Step 3, Minibatch Loss= 0.5757, Training Accuracy= 0.728\n",
"Step 3, Minibatch Loss= 0.6199, Training Accuracy= 0.708\n",
"Step 3, Minibatch Loss= 0.5461, Training Accuracy= 0.761\n",
"Step 3, Minibatch Loss= 0.6845, Training Accuracy= 0.678\n",
"Step 3, Minibatch Loss= 0.5453, Training Accuracy= 0.788\n",
"Step 3, Minibatch Loss= 0.5278, Training Accuracy= 0.754\n",
"Step 3, Minibatch Loss= 0.5675, Training Accuracy= 0.711\n",
"Step 3, Minibatch Loss= 0.4863, Training Accuracy= 0.839\n",
"***********************\n",
"Testing Accuracy: 0.75552404\n",
"***********************\n",
"Step 4, Minibatch Loss= 0.5477, Training Accuracy= 0.781\n",
"Step 4, Minibatch Loss= 0.5921, Training Accuracy= 0.733\n",
"Step 4, Minibatch Loss= 0.5487, Training Accuracy= 0.779\n",
"Step 4, Minibatch Loss= 0.6156, Training Accuracy= 0.727\n",
"Step 4, Minibatch Loss= 0.5706, Training Accuracy= 0.772\n",
"Step 4, Minibatch Loss= 0.4964, Training Accuracy= 0.795\n",
"Step 4, Minibatch Loss= 0.5182, Training Accuracy= 0.765\n",
"Step 4, Minibatch Loss= 0.5037, Training Accuracy= 0.764\n",
"Step 4, Minibatch Loss= 0.4799, Training Accuracy= 0.776\n",
"Step 4, Minibatch Loss= 0.5385, Training Accuracy= 0.752\n",
"Step 4, Minibatch Loss= 0.5320, Training Accuracy= 0.806\n",
"Step 4, Minibatch Loss= 0.5614, Training Accuracy= 0.769\n",
"Step 4, Minibatch Loss= 0.5233, Training Accuracy= 0.837\n",
"Step 4, Minibatch Loss= 0.4093, Training Accuracy= 0.875\n",
"Step 4, Minibatch Loss= 0.4980, Training Accuracy= 0.819\n",
"Step 4, Minibatch Loss= 0.4951, Training Accuracy= 0.872\n",
"Step 4, Minibatch Loss= 0.6396, Training Accuracy= 0.720\n",
"Step 4, Minibatch Loss= 0.6670, Training Accuracy= 0.791\n",
"Step 4, Minibatch Loss= 0.4412, Training Accuracy= 0.816\n",
"Step 4, Minibatch Loss= 0.4800, Training Accuracy= 0.772\n",
"Step 4, Minibatch Loss= 0.5539, Training Accuracy= 0.790\n",
"Step 4, Minibatch Loss= 0.5305, Training Accuracy= 0.750\n",
"Step 4, Minibatch Loss= 0.4944, Training Accuracy= 0.780\n",
"Step 4, Minibatch Loss= 0.5611, Training Accuracy= 0.755\n",
"Step 4, Minibatch Loss= 0.5747, Training Accuracy= 0.731\n",
"Step 4, Minibatch Loss= 0.5087, Training Accuracy= 0.766\n",
"Step 4, Minibatch Loss= 0.4765, Training Accuracy= 0.816\n",
"Step 4, Minibatch Loss= 0.3800, Training Accuracy= 0.922\n",
"Step 4, Minibatch Loss= 0.4317, Training Accuracy= 0.849\n",
"Step 4, Minibatch Loss= 0.4501, Training Accuracy= 0.844\n",
"Step 4, Minibatch Loss= 0.5305, Training Accuracy= 0.832\n",
"***********************\n",
"Testing Accuracy: 0.7905185\n",
"***********************\n",
"Step 5, Minibatch Loss= 0.4528, Training Accuracy= 0.812\n",
"Step 5, Minibatch Loss= 0.4074, Training Accuracy= 0.840\n",
"Step 5, Minibatch Loss= 0.4737, Training Accuracy= 0.767\n",
"Step 5, Minibatch Loss= 0.5841, Training Accuracy= 0.788\n",
"Step 5, Minibatch Loss= 0.4909, Training Accuracy= 0.851\n",
"Step 5, Minibatch Loss= 0.5136, Training Accuracy= 0.801\n",
"Step 5, Minibatch Loss= 0.4429, Training Accuracy= 0.834\n",
"Step 5, Minibatch Loss= 0.3880, Training Accuracy= 0.831\n",
"Step 5, Minibatch Loss= 0.3541, Training Accuracy= 0.890\n",
"Step 5, Minibatch Loss= 0.6521, Training Accuracy= 0.727\n",
"Step 5, Minibatch Loss= 0.3687, Training Accuracy= 0.850\n",
"Step 5, Minibatch Loss= 0.4841, Training Accuracy= 0.852\n",
"Step 5, Minibatch Loss= 0.3801, Training Accuracy= 0.869\n",
"Step 5, Minibatch Loss= 0.4035, Training Accuracy= 0.818\n",
"Step 5, Minibatch Loss= 0.5163, Training Accuracy= 0.778\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 5, Minibatch Loss= 0.3581, Training Accuracy= 0.874\n",
"Step 5, Minibatch Loss= 0.3735, Training Accuracy= 0.858\n",
"Step 5, Minibatch Loss= 0.4007, Training Accuracy= 0.840\n",
"Step 5, Minibatch Loss= 0.4112, Training Accuracy= 0.879\n",
"Step 5, Minibatch Loss= 0.4756, Training Accuracy= 0.820\n",
"Step 5, Minibatch Loss= 0.5708, Training Accuracy= 0.762\n",
"Step 5, Minibatch Loss= 0.4763, Training Accuracy= 0.771\n",
"Step 5, Minibatch Loss= 0.4611, Training Accuracy= 0.820\n",
"Step 5, Minibatch Loss= 0.4983, Training Accuracy= 0.786\n",
"Step 5, Minibatch Loss= 0.4468, Training Accuracy= 0.812\n",
"Step 5, Minibatch Loss= 0.4414, Training Accuracy= 0.845\n",
"Step 5, Minibatch Loss= 0.3559, Training Accuracy= 0.876\n",
"Step 5, Minibatch Loss= 0.4790, Training Accuracy= 0.777\n",
"Step 5, Minibatch Loss= 0.4380, Training Accuracy= 0.805\n",
"Step 5, Minibatch Loss= 0.3726, Training Accuracy= 0.855\n",
"Step 5, Minibatch Loss= 0.6016, Training Accuracy= 0.734\n",
"***********************\n",
"Testing Accuracy: 0.7960073\n",
"***********************\n",
"Step 6, Minibatch Loss= 0.3868, Training Accuracy= 0.877\n",
"Step 6, Minibatch Loss= 0.5107, Training Accuracy= 0.796\n",
"Step 6, Minibatch Loss= 0.4325, Training Accuracy= 0.843\n",
"Step 6, Minibatch Loss= 0.3571, Training Accuracy= 0.858\n",
"Step 6, Minibatch Loss= 0.3769, Training Accuracy= 0.861\n",
"Step 6, Minibatch Loss= 0.3235, Training Accuracy= 0.885\n",
"Step 6, Minibatch Loss= 0.3123, Training Accuracy= 0.868\n",
"Step 6, Minibatch Loss= 0.2924, Training Accuracy= 0.892\n",
"Step 6, Minibatch Loss= 0.5120, Training Accuracy= 0.756\n",
"Step 6, Minibatch Loss= 0.4221, Training Accuracy= 0.827\n",
"Step 6, Minibatch Loss= 0.3292, Training Accuracy= 0.868\n",
"Step 6, Minibatch Loss= 0.6369, Training Accuracy= 0.654\n",
"Step 6, Minibatch Loss= 0.3236, Training Accuracy= 0.864\n",
"Step 6, Minibatch Loss= 0.4345, Training Accuracy= 0.834\n",
"Step 6, Minibatch Loss= 0.4383, Training Accuracy= 0.807\n",
"Step 6, Minibatch Loss= 0.5083, Training Accuracy= 0.771\n",
"Step 6, Minibatch Loss= 0.4229, Training Accuracy= 0.805\n",
"Step 6, Minibatch Loss= 0.3895, Training Accuracy= 0.853\n",
"Step 6, Minibatch Loss= 0.3677, Training Accuracy= 0.876\n",
"Step 6, Minibatch Loss= 0.3941, Training Accuracy= 0.847\n",
"Step 6, Minibatch Loss= 0.3082, Training Accuracy= 0.877\n",
"Step 6, Minibatch Loss= 0.5733, Training Accuracy= 0.725\n",
"Step 6, Minibatch Loss= 0.3593, Training Accuracy= 0.856\n",
"Step 6, Minibatch Loss= 0.4707, Training Accuracy= 0.814\n",
"Step 6, Minibatch Loss= 0.3327, Training Accuracy= 0.855\n",
"Step 6, Minibatch Loss= 0.5156, Training Accuracy= 0.791\n",
"Step 6, Minibatch Loss= 0.3475, Training Accuracy= 0.880\n",
"Step 6, Minibatch Loss= 0.4284, Training Accuracy= 0.816\n",
"Step 6, Minibatch Loss= 0.4317, Training Accuracy= 0.802\n",
"Step 6, Minibatch Loss= 0.3190, Training Accuracy= 0.885\n",
"Step 6, Minibatch Loss= 0.3447, Training Accuracy= 0.848\n",
"***********************\n",
"Testing Accuracy: 0.8153385\n",
"***********************\n",
"Step 7, Minibatch Loss= 0.2951, Training Accuracy= 0.908\n",
"Step 7, Minibatch Loss= 0.4130, Training Accuracy= 0.812\n",
"Step 7, Minibatch Loss= 0.4224, Training Accuracy= 0.823\n",
"Step 7, Minibatch Loss= 0.3973, Training Accuracy= 0.845\n",
"Step 7, Minibatch Loss= 0.2801, Training Accuracy= 0.894\n",
"Step 7, Minibatch Loss= 0.4158, Training Accuracy= 0.807\n",
"Step 7, Minibatch Loss= 0.4015, Training Accuracy= 0.849\n",
"Step 7, Minibatch Loss= 0.3235, Training Accuracy= 0.881\n",
"Step 7, Minibatch Loss= 0.3933, Training Accuracy= 0.842\n",
"Step 7, Minibatch Loss= 0.3443, Training Accuracy= 0.850\n",
"Step 7, Minibatch Loss= 0.4176, Training Accuracy= 0.800\n",
"Step 7, Minibatch Loss= 0.2774, Training Accuracy= 0.895\n",
"Step 7, Minibatch Loss= 0.3622, Training Accuracy= 0.869\n",
"Step 7, Minibatch Loss= 0.4666, Training Accuracy= 0.815\n",
"Step 7, Minibatch Loss= 0.4095, Training Accuracy= 0.817\n",
"Step 7, Minibatch Loss= 0.3468, Training Accuracy= 0.865\n",
"Step 7, Minibatch Loss= 0.4164, Training Accuracy= 0.827\n",
"Step 7, Minibatch Loss= 0.4686, Training Accuracy= 0.786\n",
"Step 7, Minibatch Loss= 0.2582, Training Accuracy= 0.907\n",
"Step 7, Minibatch Loss= 0.3352, Training Accuracy= 0.888\n",
"Step 7, Minibatch Loss= 0.3599, Training Accuracy= 0.847\n",
"Step 7, Minibatch Loss= 0.4038, Training Accuracy= 0.825\n",
"Step 7, Minibatch Loss= 0.2984, Training Accuracy= 0.912\n",
"Step 7, Minibatch Loss= 0.2782, Training Accuracy= 0.907\n",
"Step 7, Minibatch Loss= 0.4330, Training Accuracy= 0.812\n",
"Step 7, Minibatch Loss= 0.4392, Training Accuracy= 0.799\n",
"Step 7, Minibatch Loss= 0.3857, Training Accuracy= 0.828\n",
"Step 7, Minibatch Loss= 0.3347, Training Accuracy= 0.876\n",
"Step 7, Minibatch Loss= 0.3056, Training Accuracy= 0.867\n",
"Step 7, Minibatch Loss= 0.4363, Training Accuracy= 0.799\n",
"Step 7, Minibatch Loss= 0.3492, Training Accuracy= 0.867\n",
"***********************\n",
"Testing Accuracy: 0.8114117\n",
"***********************\n",
"Step 8, Minibatch Loss= 0.3359, Training Accuracy= 0.858\n",
"Step 8, Minibatch Loss= 0.3953, Training Accuracy= 0.825\n",
"Step 8, Minibatch Loss= 0.3263, Training Accuracy= 0.859\n",
"Step 8, Minibatch Loss= 0.3347, Training Accuracy= 0.870\n",
"Step 8, Minibatch Loss= 0.3699, Training Accuracy= 0.866\n",
"Step 8, Minibatch Loss= 0.3266, Training Accuracy= 0.848\n",
"Step 8, Minibatch Loss= 0.3790, Training Accuracy= 0.819\n",
"Step 8, Minibatch Loss= 0.3040, Training Accuracy= 0.893\n",
"Step 8, Minibatch Loss= 0.4030, Training Accuracy= 0.813\n",
"Step 8, Minibatch Loss= 0.3262, Training Accuracy= 0.872\n",
"Step 8, Minibatch Loss= 0.3124, Training Accuracy= 0.895\n",
"Step 8, Minibatch Loss= 0.2991, Training Accuracy= 0.881\n",
"Step 8, Minibatch Loss= 0.4260, Training Accuracy= 0.828\n",
"Step 8, Minibatch Loss= 0.4538, Training Accuracy= 0.804\n",
"Step 8, Minibatch Loss= 0.5169, Training Accuracy= 0.769\n",
"Step 8, Minibatch Loss= 0.3731, Training Accuracy= 0.831\n",
"Step 8, Minibatch Loss= 0.3573, Training Accuracy= 0.846\n",
"Step 8, Minibatch Loss= 0.3905, Training Accuracy= 0.831\n",
"Step 8, Minibatch Loss= 0.3852, Training Accuracy= 0.836\n",
"Step 8, Minibatch Loss= 0.3037, Training Accuracy= 0.885\n",
"Step 8, Minibatch Loss= 0.3779, Training Accuracy= 0.840\n",
"Step 8, Minibatch Loss= 0.2984, Training Accuracy= 0.891\n",
"Step 8, Minibatch Loss= 0.3391, Training Accuracy= 0.870\n",
"Step 8, Minibatch Loss= 0.3320, Training Accuracy= 0.872\n",
"Step 8, Minibatch Loss= 0.4367, Training Accuracy= 0.821\n",
"Step 8, Minibatch Loss= 0.3722, Training Accuracy= 0.846\n",
"Step 8, Minibatch Loss= 0.3489, Training Accuracy= 0.869\n",
"Step 8, Minibatch Loss= 0.2820, Training Accuracy= 0.913\n",
"Step 8, Minibatch Loss= 0.4885, Training Accuracy= 0.772\n",
"Step 8, Minibatch Loss= 0.3379, Training Accuracy= 0.876\n",
"Step 8, Minibatch Loss= 0.2652, Training Accuracy= 0.897\n",
"***********************\n",
"Testing Accuracy: 0.82996637\n",
"***********************\n",
"Step 9, Minibatch Loss= 0.3234, Training Accuracy= 0.867\n",
"Step 9, Minibatch Loss= 0.4775, Training Accuracy= 0.771\n",
"Step 9, Minibatch Loss= 0.3039, Training Accuracy= 0.878\n",
"Step 9, Minibatch Loss= 0.4212, Training Accuracy= 0.814\n",
"Step 9, Minibatch Loss= 0.3608, Training Accuracy= 0.858\n",
"Step 9, Minibatch Loss= 0.2836, Training Accuracy= 0.894\n",
"Step 9, Minibatch Loss= 0.3589, Training Accuracy= 0.863\n",
"Step 9, Minibatch Loss= 0.3020, Training Accuracy= 0.868\n",
"Step 9, Minibatch Loss= 0.3974, Training Accuracy= 0.846\n",
"Step 9, Minibatch Loss= 0.4949, Training Accuracy= 0.787\n",
"Step 9, Minibatch Loss= 0.3193, Training Accuracy= 0.877\n",
"Step 9, Minibatch Loss= 0.3477, Training Accuracy= 0.876\n",
"Step 9, Minibatch Loss= 0.3264, Training Accuracy= 0.865\n",
"Step 9, Minibatch Loss= 0.4165, Training Accuracy= 0.818\n",
"Step 9, Minibatch Loss= 0.3763, Training Accuracy= 0.857\n",
"Step 9, Minibatch Loss= 0.2927, Training Accuracy= 0.900\n",
"Step 9, Minibatch Loss= 0.4467, Training Accuracy= 0.803\n",
"Step 9, Minibatch Loss= 0.3430, Training Accuracy= 0.857\n",
"Step 9, Minibatch Loss= 0.4414, Training Accuracy= 0.815\n",
"Step 9, Minibatch Loss= 0.2736, Training Accuracy= 0.903\n",
"Step 9, Minibatch Loss= 0.2926, Training Accuracy= 0.871\n",
"Step 9, Minibatch Loss= 0.3685, Training Accuracy= 0.857\n",
"Step 9, Minibatch Loss= 0.3260, Training Accuracy= 0.841\n",
"Step 9, Minibatch Loss= 0.3197, Training Accuracy= 0.884\n",
"Step 9, Minibatch Loss= 0.3369, Training Accuracy= 0.863\n",
"Step 9, Minibatch Loss= 0.2929, Training Accuracy= 0.897\n",
"Step 9, Minibatch Loss= 0.2997, Training Accuracy= 0.879\n",
"Step 9, Minibatch Loss= 0.3000, Training Accuracy= 0.889\n",
"Step 9, Minibatch Loss= 0.3135, Training Accuracy= 0.887\n",
"Step 9, Minibatch Loss= 0.4008, Training Accuracy= 0.844\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 9, Minibatch Loss= 0.2841, Training Accuracy= 0.898\n",
"***********************\n",
"Testing Accuracy: 0.83717585\n",
"***********************\n",
"Step 10, Minibatch Loss= 0.3319, Training Accuracy= 0.882\n",
"Step 10, Minibatch Loss= 0.3183, Training Accuracy= 0.871\n",
"Step 10, Minibatch Loss= 0.2190, Training Accuracy= 0.915\n",
"Step 10, Minibatch Loss= 0.2731, Training Accuracy= 0.898\n",
"Step 10, Minibatch Loss= 0.1866, Training Accuracy= 0.922\n",
"Step 10, Minibatch Loss= 0.5117, Training Accuracy= 0.782\n",
"Step 10, Minibatch Loss= 0.2330, Training Accuracy= 0.910\n",
"Step 10, Minibatch Loss= 0.3093, Training Accuracy= 0.898\n",
"Step 10, Minibatch Loss= 0.2987, Training Accuracy= 0.876\n",
"Step 10, Minibatch Loss= 0.3652, Training Accuracy= 0.845\n",
"Step 10, Minibatch Loss= 0.4406, Training Accuracy= 0.784\n",
"Step 10, Minibatch Loss= 0.4876, Training Accuracy= 0.779\n",
"Step 10, Minibatch Loss= 0.3692, Training Accuracy= 0.833\n",
"Step 10, Minibatch Loss= 0.3672, Training Accuracy= 0.811\n",
"Step 10, Minibatch Loss= 0.4933, Training Accuracy= 0.779\n",
"Step 10, Minibatch Loss= 0.3358, Training Accuracy= 0.865\n",
"Step 10, Minibatch Loss= 0.3876, Training Accuracy= 0.863\n",
"Step 10, Minibatch Loss= 0.3425, Training Accuracy= 0.852\n",
"Step 10, Minibatch Loss= 0.3524, Training Accuracy= 0.856\n",
"Step 10, Minibatch Loss= 0.3403, Training Accuracy= 0.838\n",
"Step 10, Minibatch Loss= 0.3182, Training Accuracy= 0.890\n",
"Step 10, Minibatch Loss= 0.3759, Training Accuracy= 0.842\n",
"Step 10, Minibatch Loss= 0.4148, Training Accuracy= 0.838\n",
"Step 10, Minibatch Loss= 0.3837, Training Accuracy= 0.829\n",
"Step 10, Minibatch Loss= 0.3682, Training Accuracy= 0.856\n",
"Step 10, Minibatch Loss= 0.3354, Training Accuracy= 0.856\n",
"Step 10, Minibatch Loss= 0.3186, Training Accuracy= 0.866\n",
"Step 10, Minibatch Loss= 0.3586, Training Accuracy= 0.860\n",
"Step 10, Minibatch Loss= 0.3043, Training Accuracy= 0.869\n",
"Step 10, Minibatch Loss= 0.3267, Training Accuracy= 0.853\n",
"Step 10, Minibatch Loss= 0.3359, Training Accuracy= 0.884\n",
"***********************\n",
"Testing Accuracy: 0.8397055\n",
"***********************\n",
"Step 11, Minibatch Loss= 0.3392, Training Accuracy= 0.869\n",
"Step 11, Minibatch Loss= 0.3659, Training Accuracy= 0.856\n",
"Step 11, Minibatch Loss= 0.2870, Training Accuracy= 0.882\n",
"Step 11, Minibatch Loss= 0.3970, Training Accuracy= 0.827\n",
"Step 11, Minibatch Loss= 0.2279, Training Accuracy= 0.931\n",
"Step 11, Minibatch Loss= 0.3819, Training Accuracy= 0.859\n",
"Step 11, Minibatch Loss= 0.4742, Training Accuracy= 0.768\n",
"Step 11, Minibatch Loss= 0.4229, Training Accuracy= 0.811\n",
"Step 11, Minibatch Loss= 0.2799, Training Accuracy= 0.883\n",
"Step 11, Minibatch Loss= 0.3430, Training Accuracy= 0.854\n",
"Step 11, Minibatch Loss= 0.2726, Training Accuracy= 0.912\n",
"Step 11, Minibatch Loss= 0.3724, Training Accuracy= 0.855\n",
"Step 11, Minibatch Loss= 0.4328, Training Accuracy= 0.795\n",
"Step 11, Minibatch Loss= 0.3972, Training Accuracy= 0.806\n",
"Step 11, Minibatch Loss= 0.2822, Training Accuracy= 0.895\n",
"Step 11, Minibatch Loss= 0.4113, Training Accuracy= 0.823\n",
"Step 11, Minibatch Loss= 0.3201, Training Accuracy= 0.886\n",
"Step 11, Minibatch Loss= 0.4605, Training Accuracy= 0.795\n",
"Step 11, Minibatch Loss= 0.3112, Training Accuracy= 0.877\n",
"Step 11, Minibatch Loss= 0.5044, Training Accuracy= 0.777\n",
"Step 11, Minibatch Loss= 0.3468, Training Accuracy= 0.847\n",
"Step 11, Minibatch Loss= 0.3328, Training Accuracy= 0.859\n",
"Step 11, Minibatch Loss= 0.3219, Training Accuracy= 0.864\n",
"Step 11, Minibatch Loss= 0.3362, Training Accuracy= 0.876\n",
"Step 11, Minibatch Loss= 0.2650, Training Accuracy= 0.911\n",
"Step 11, Minibatch Loss= 0.2207, Training Accuracy= 0.930\n",
"Step 11, Minibatch Loss= 0.2197, Training Accuracy= 0.921\n",
"Step 11, Minibatch Loss= 0.4015, Training Accuracy= 0.826\n",
"Step 11, Minibatch Loss= 0.4211, Training Accuracy= 0.799\n",
"Step 11, Minibatch Loss= 0.3107, Training Accuracy= 0.868\n",
"Step 11, Minibatch Loss= 0.2196, Training Accuracy= 0.933\n",
"***********************\n",
"Testing Accuracy: 0.82431585\n",
"***********************\n",
"Step 12, Minibatch Loss= 0.3249, Training Accuracy= 0.863\n",
"Step 12, Minibatch Loss= 0.2953, Training Accuracy= 0.867\n",
"Step 12, Minibatch Loss= 0.3193, Training Accuracy= 0.860\n",
"Step 12, Minibatch Loss= 0.3485, Training Accuracy= 0.842\n",
"Step 12, Minibatch Loss= 0.3686, Training Accuracy= 0.834\n",
"Step 12, Minibatch Loss= 0.2960, Training Accuracy= 0.874\n",
"Step 12, Minibatch Loss= 0.4382, Training Accuracy= 0.816\n",
"Step 12, Minibatch Loss= 0.2312, Training Accuracy= 0.926\n",
"Step 12, Minibatch Loss= 0.3093, Training Accuracy= 0.865\n",
"Step 12, Minibatch Loss= 0.3941, Training Accuracy= 0.835\n",
"Step 12, Minibatch Loss= 0.2135, Training Accuracy= 0.929\n",
"Step 12, Minibatch Loss= 0.3596, Training Accuracy= 0.849\n",
"Step 12, Minibatch Loss= 0.3305, Training Accuracy= 0.867\n",
"Step 12, Minibatch Loss= 0.2882, Training Accuracy= 0.899\n",
"Step 12, Minibatch Loss= 0.3938, Training Accuracy= 0.839\n",
"Step 12, Minibatch Loss= 0.3787, Training Accuracy= 0.862\n",
"Step 12, Minibatch Loss= 0.3457, Training Accuracy= 0.870\n",
"Step 12, Minibatch Loss= 0.2902, Training Accuracy= 0.893\n",
"Step 12, Minibatch Loss= 0.3488, Training Accuracy= 0.839\n",
"Step 12, Minibatch Loss= 0.3876, Training Accuracy= 0.844\n",
"Step 12, Minibatch Loss= 0.3123, Training Accuracy= 0.860\n",
"Step 12, Minibatch Loss= 0.2698, Training Accuracy= 0.891\n",
"Step 12, Minibatch Loss= 0.2043, Training Accuracy= 0.930\n",
"Step 12, Minibatch Loss= 0.4086, Training Accuracy= 0.832\n",
"Step 12, Minibatch Loss= 0.4527, Training Accuracy= 0.787\n",
"Step 12, Minibatch Loss= 0.3115, Training Accuracy= 0.886\n",
"Step 12, Minibatch Loss= 0.4642, Training Accuracy= 0.782\n",
"Step 12, Minibatch Loss= 0.2700, Training Accuracy= 0.916\n",
"Step 12, Minibatch Loss= 0.3925, Training Accuracy= 0.815\n",
"Step 12, Minibatch Loss= 0.3639, Training Accuracy= 0.858\n",
"Step 12, Minibatch Loss= 0.3518, Training Accuracy= 0.835\n",
"***********************\n",
"Testing Accuracy: 0.83974963\n",
"***********************\n",
"Step 13, Minibatch Loss= 0.3662, Training Accuracy= 0.837\n",
"Step 13, Minibatch Loss= 0.2716, Training Accuracy= 0.886\n",
"Step 13, Minibatch Loss= 0.3220, Training Accuracy= 0.858\n",
"Step 13, Minibatch Loss= 0.3689, Training Accuracy= 0.856\n",
"Step 13, Minibatch Loss= 0.2429, Training Accuracy= 0.908\n",
"Step 13, Minibatch Loss= 0.3587, Training Accuracy= 0.853\n",
"Step 13, Minibatch Loss= 0.4020, Training Accuracy= 0.805\n",
"Step 13, Minibatch Loss= 0.3933, Training Accuracy= 0.829\n",
"Step 13, Minibatch Loss= 0.2804, Training Accuracy= 0.911\n",
"Step 13, Minibatch Loss= 0.2780, Training Accuracy= 0.899\n",
"Step 13, Minibatch Loss= 0.3764, Training Accuracy= 0.829\n",
"Step 13, Minibatch Loss= 0.3266, Training Accuracy= 0.871\n",
"Step 13, Minibatch Loss= 0.3515, Training Accuracy= 0.868\n",
"Step 13, Minibatch Loss= 0.4379, Training Accuracy= 0.813\n",
"Step 13, Minibatch Loss= 0.3180, Training Accuracy= 0.882\n",
"Step 13, Minibatch Loss= 0.3362, Training Accuracy= 0.841\n",
"Step 13, Minibatch Loss= 0.3690, Training Accuracy= 0.851\n",
"Step 13, Minibatch Loss= 0.2405, Training Accuracy= 0.916\n",
"Step 13, Minibatch Loss= 0.2719, Training Accuracy= 0.895\n",
"Step 13, Minibatch Loss= 0.3862, Training Accuracy= 0.822\n",
"Step 13, Minibatch Loss= 0.3298, Training Accuracy= 0.859\n",
"Step 13, Minibatch Loss= 0.2909, Training Accuracy= 0.891\n",
"Step 13, Minibatch Loss= 0.3788, Training Accuracy= 0.830\n",
"Step 13, Minibatch Loss= 0.4170, Training Accuracy= 0.827\n",
"Step 13, Minibatch Loss= 0.2872, Training Accuracy= 0.874\n",
"Step 13, Minibatch Loss= 0.3835, Training Accuracy= 0.828\n",
"Step 13, Minibatch Loss= 0.2877, Training Accuracy= 0.874\n",
"Step 13, Minibatch Loss= 0.2518, Training Accuracy= 0.879\n",
"Step 13, Minibatch Loss= 0.3542, Training Accuracy= 0.850\n",
"Step 13, Minibatch Loss= 0.2843, Training Accuracy= 0.898\n",
"Step 13, Minibatch Loss= 0.3124, Training Accuracy= 0.891\n",
"***********************\n",
"Testing Accuracy: 0.84210575\n",
"***********************\n",
"Step 14, Minibatch Loss= 0.3756, Training Accuracy= 0.837\n",
"Step 14, Minibatch Loss= 0.3009, Training Accuracy= 0.864\n",
"Step 14, Minibatch Loss= 0.2722, Training Accuracy= 0.889\n",
"Step 14, Minibatch Loss= 0.3559, Training Accuracy= 0.857\n",
"Step 14, Minibatch Loss= 0.2315, Training Accuracy= 0.904\n",
"Step 14, Minibatch Loss= 0.3810, Training Accuracy= 0.818\n",
"Step 14, Minibatch Loss= 0.4030, Training Accuracy= 0.824\n",
"Step 14, Minibatch Loss= 0.2247, Training Accuracy= 0.939\n",
"Step 14, Minibatch Loss= 0.3602, Training Accuracy= 0.834\n",
"Step 14, Minibatch Loss= 0.2761, Training Accuracy= 0.899\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 14, Minibatch Loss= 0.2748, Training Accuracy= 0.887\n",
"Step 14, Minibatch Loss= 0.3230, Training Accuracy= 0.879\n",
"Step 14, Minibatch Loss= 0.3248, Training Accuracy= 0.861\n",
"Step 14, Minibatch Loss= 0.2777, Training Accuracy= 0.887\n",
"Step 14, Minibatch Loss= 0.2695, Training Accuracy= 0.897\n",
"Step 14, Minibatch Loss= 0.3063, Training Accuracy= 0.871\n",
"Step 14, Minibatch Loss= 0.2847, Training Accuracy= 0.882\n",
"Step 14, Minibatch Loss= 0.2752, Training Accuracy= 0.875\n",
"Step 14, Minibatch Loss= 0.3478, Training Accuracy= 0.864\n",
"Step 14, Minibatch Loss= 0.3630, Training Accuracy= 0.843\n",
"Step 14, Minibatch Loss= 0.4051, Training Accuracy= 0.831\n",
"Step 14, Minibatch Loss= 0.2187, Training Accuracy= 0.918\n",
"Step 14, Minibatch Loss= 0.3229, Training Accuracy= 0.872\n",
"Step 14, Minibatch Loss= 0.3439, Training Accuracy= 0.845\n",
"Step 14, Minibatch Loss= 0.4568, Training Accuracy= 0.816\n",
"Step 14, Minibatch Loss= 0.3525, Training Accuracy= 0.854\n",
"Step 14, Minibatch Loss= 0.2609, Training Accuracy= 0.892\n",
"Step 14, Minibatch Loss= 0.3134, Training Accuracy= 0.861\n",
"Step 14, Minibatch Loss= 0.3841, Training Accuracy= 0.848\n",
"Step 14, Minibatch Loss= 0.3138, Training Accuracy= 0.875\n",
"Step 14, Minibatch Loss= 0.4661, Training Accuracy= 0.777\n",
"***********************\n",
"Testing Accuracy: 0.8392378\n",
"***********************\n",
"Step 15, Minibatch Loss= 0.3202, Training Accuracy= 0.863\n",
"Step 15, Minibatch Loss= 0.2688, Training Accuracy= 0.894\n",
"Step 15, Minibatch Loss= 0.3154, Training Accuracy= 0.862\n",
"Step 15, Minibatch Loss= 0.4573, Training Accuracy= 0.783\n",
"Step 15, Minibatch Loss= 0.2690, Training Accuracy= 0.900\n",
"Step 15, Minibatch Loss= 0.2893, Training Accuracy= 0.883\n",
"Step 15, Minibatch Loss= 0.3012, Training Accuracy= 0.883\n",
"Step 15, Minibatch Loss= 0.3401, Training Accuracy= 0.868\n",
"Step 15, Minibatch Loss= 0.3009, Training Accuracy= 0.874\n",
"Step 15, Minibatch Loss= 0.3801, Training Accuracy= 0.836\n",
"Step 15, Minibatch Loss= 0.3197, Training Accuracy= 0.816\n",
"Step 15, Minibatch Loss= 0.2910, Training Accuracy= 0.891\n",
"Step 15, Minibatch Loss= 0.3469, Training Accuracy= 0.868\n",
"Step 15, Minibatch Loss= 0.3151, Training Accuracy= 0.873\n",
"Step 15, Minibatch Loss= 0.2495, Training Accuracy= 0.918\n",
"Step 15, Minibatch Loss= 0.2194, Training Accuracy= 0.921\n",
"Step 15, Minibatch Loss= 0.3727, Training Accuracy= 0.844\n",
"Step 15, Minibatch Loss= 0.3439, Training Accuracy= 0.855\n",
"Step 15, Minibatch Loss= 0.3534, Training Accuracy= 0.855\n",
"Step 15, Minibatch Loss= 0.2704, Training Accuracy= 0.898\n",
"Step 15, Minibatch Loss= 0.2972, Training Accuracy= 0.887\n",
"Step 15, Minibatch Loss= 0.2977, Training Accuracy= 0.879\n",
"Step 15, Minibatch Loss= 0.2590, Training Accuracy= 0.881\n",
"Step 15, Minibatch Loss= 0.2805, Training Accuracy= 0.903\n",
"Step 15, Minibatch Loss= 0.4153, Training Accuracy= 0.817\n",
"Step 15, Minibatch Loss= 0.3106, Training Accuracy= 0.859\n",
"Step 15, Minibatch Loss= 0.4071, Training Accuracy= 0.824\n",
"Step 15, Minibatch Loss= 0.4460, Training Accuracy= 0.832\n",
"Step 15, Minibatch Loss= 0.2589, Training Accuracy= 0.903\n",
"Step 15, Minibatch Loss= 0.2557, Training Accuracy= 0.898\n",
"Step 15, Minibatch Loss= 0.3928, Training Accuracy= 0.780\n",
"***********************\n",
"Testing Accuracy: 0.83735824\n",
"***********************\n",
"Step 16, Minibatch Loss= 0.3653, Training Accuracy= 0.829\n",
"Step 16, Minibatch Loss= 0.4112, Training Accuracy= 0.813\n",
"Step 16, Minibatch Loss= 0.2781, Training Accuracy= 0.886\n",
"Step 16, Minibatch Loss= 0.3155, Training Accuracy= 0.851\n",
"Step 16, Minibatch Loss= 0.3540, Training Accuracy= 0.863\n",
"Step 16, Minibatch Loss= 0.2935, Training Accuracy= 0.873\n",
"Step 16, Minibatch Loss= 0.3706, Training Accuracy= 0.837\n",
"Step 16, Minibatch Loss= 0.2299, Training Accuracy= 0.919\n",
"Step 16, Minibatch Loss= 0.3480, Training Accuracy= 0.834\n",
"Step 16, Minibatch Loss= 0.2636, Training Accuracy= 0.929\n",
"Step 16, Minibatch Loss= 0.3792, Training Accuracy= 0.839\n",
"Step 16, Minibatch Loss= 0.3280, Training Accuracy= 0.869\n",
"Step 16, Minibatch Loss= 0.2536, Training Accuracy= 0.890\n",
"Step 16, Minibatch Loss= 0.3389, Training Accuracy= 0.851\n",
"Step 16, Minibatch Loss= 0.3942, Training Accuracy= 0.826\n",
"Step 16, Minibatch Loss= 0.3105, Training Accuracy= 0.870\n",
"Step 16, Minibatch Loss= 0.4030, Training Accuracy= 0.816\n",
"Step 16, Minibatch Loss= 0.3399, Training Accuracy= 0.849\n",
"Step 16, Minibatch Loss= 0.3476, Training Accuracy= 0.845\n",
"Step 16, Minibatch Loss= 0.2635, Training Accuracy= 0.900\n",
"Step 16, Minibatch Loss= 0.3277, Training Accuracy= 0.845\n",
"Step 16, Minibatch Loss= 0.2824, Training Accuracy= 0.899\n",
"Step 16, Minibatch Loss= 0.3189, Training Accuracy= 0.842\n",
"Step 16, Minibatch Loss= 0.3861, Training Accuracy= 0.833\n",
"Step 16, Minibatch Loss= 0.3061, Training Accuracy= 0.890\n",
"Step 16, Minibatch Loss= 0.3521, Training Accuracy= 0.843\n",
"Step 16, Minibatch Loss= 0.2794, Training Accuracy= 0.904\n",
"Step 16, Minibatch Loss= 0.2897, Training Accuracy= 0.875\n",
"Step 16, Minibatch Loss= 0.2996, Training Accuracy= 0.892\n",
"Step 16, Minibatch Loss= 0.3035, Training Accuracy= 0.882\n",
"Step 16, Minibatch Loss= 0.4374, Training Accuracy= 0.793\n",
"***********************\n",
"Testing Accuracy: 0.8418586\n",
"***********************\n",
"Step 17, Minibatch Loss= 0.2740, Training Accuracy= 0.880\n",
"Step 17, Minibatch Loss= 0.3959, Training Accuracy= 0.827\n",
"Step 17, Minibatch Loss= 0.2783, Training Accuracy= 0.877\n",
"Step 17, Minibatch Loss= 0.3718, Training Accuracy= 0.827\n",
"Step 17, Minibatch Loss= 0.2638, Training Accuracy= 0.911\n",
"Step 17, Minibatch Loss= 0.2594, Training Accuracy= 0.903\n",
"Step 17, Minibatch Loss= 0.3504, Training Accuracy= 0.863\n",
"Step 17, Minibatch Loss= 0.4237, Training Accuracy= 0.783\n",
"Step 17, Minibatch Loss= 0.2250, Training Accuracy= 0.903\n",
"Step 17, Minibatch Loss= 0.2239, Training Accuracy= 0.937\n",
"Step 17, Minibatch Loss= 0.4110, Training Accuracy= 0.828\n",
"Step 17, Minibatch Loss= 0.3662, Training Accuracy= 0.815\n",
"Step 17, Minibatch Loss= 0.2923, Training Accuracy= 0.887\n",
"Step 17, Minibatch Loss= 0.3537, Training Accuracy= 0.857\n",
"Step 17, Minibatch Loss= 0.2160, Training Accuracy= 0.924\n",
"Step 17, Minibatch Loss= 0.2765, Training Accuracy= 0.873\n",
"Step 17, Minibatch Loss= 0.5326, Training Accuracy= 0.725\n",
"Step 17, Minibatch Loss= 0.3330, Training Accuracy= 0.847\n",
"Step 17, Minibatch Loss= 0.2924, Training Accuracy= 0.881\n",
"Step 17, Minibatch Loss= 0.3484, Training Accuracy= 0.856\n",
"Step 17, Minibatch Loss= 0.3962, Training Accuracy= 0.815\n",
"Step 17, Minibatch Loss= 0.2877, Training Accuracy= 0.887\n",
"Step 17, Minibatch Loss= 0.3288, Training Accuracy= 0.872\n",
"Step 17, Minibatch Loss= 0.3128, Training Accuracy= 0.897\n",
"Step 17, Minibatch Loss= 0.1951, Training Accuracy= 0.947\n",
"Step 17, Minibatch Loss= 0.3033, Training Accuracy= 0.858\n",
"Step 17, Minibatch Loss= 0.3012, Training Accuracy= 0.872\n",
"Step 17, Minibatch Loss= 0.2563, Training Accuracy= 0.903\n",
"Step 17, Minibatch Loss= 0.3486, Training Accuracy= 0.876\n",
"Step 17, Minibatch Loss= 0.3540, Training Accuracy= 0.853\n",
"Step 17, Minibatch Loss= 0.2415, Training Accuracy= 0.908\n",
"***********************\n",
"Testing Accuracy: 0.8420469\n",
"***********************\n",
"Step 18, Minibatch Loss= 0.3235, Training Accuracy= 0.858\n",
"Step 18, Minibatch Loss= 0.4631, Training Accuracy= 0.796\n",
"Step 18, Minibatch Loss= 0.4329, Training Accuracy= 0.808\n",
"Step 18, Minibatch Loss= 0.3233, Training Accuracy= 0.854\n",
"Step 18, Minibatch Loss= 0.2823, Training Accuracy= 0.874\n",
"Step 18, Minibatch Loss= 0.2545, Training Accuracy= 0.909\n",
"Step 18, Minibatch Loss= 0.2724, Training Accuracy= 0.888\n",
"Step 18, Minibatch Loss= 0.2510, Training Accuracy= 0.889\n",
"Step 18, Minibatch Loss= 0.2560, Training Accuracy= 0.911\n",
"Step 18, Minibatch Loss= 0.3259, Training Accuracy= 0.839\n",
"Step 18, Minibatch Loss= 0.3691, Training Accuracy= 0.824\n",
"Step 18, Minibatch Loss= 0.2585, Training Accuracy= 0.895\n",
"Step 18, Minibatch Loss= 0.3693, Training Accuracy= 0.842\n",
"Step 18, Minibatch Loss= 0.2908, Training Accuracy= 0.882\n",
"Step 18, Minibatch Loss= 0.2770, Training Accuracy= 0.886\n",
"Step 18, Minibatch Loss= 0.1947, Training Accuracy= 0.932\n",
"Step 18, Minibatch Loss= 0.3326, Training Accuracy= 0.864\n",
"Step 18, Minibatch Loss= 0.3131, Training Accuracy= 0.861\n",
"Step 18, Minibatch Loss= 0.2414, Training Accuracy= 0.922\n",
"Step 18, Minibatch Loss= 0.3110, Training Accuracy= 0.884\n",
"Step 18, Minibatch Loss= 0.5323, Training Accuracy= 0.759\n",
"Step 18, Minibatch Loss= 0.4518, Training Accuracy= 0.809\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 18, Minibatch Loss= 0.2804, Training Accuracy= 0.881\n",
"Step 18, Minibatch Loss= 0.3418, Training Accuracy= 0.864\n",
"Step 18, Minibatch Loss= 0.2986, Training Accuracy= 0.881\n",
"Step 18, Minibatch Loss= 0.3093, Training Accuracy= 0.872\n",
"Step 18, Minibatch Loss= 0.3002, Training Accuracy= 0.881\n",
"Step 18, Minibatch Loss= 0.2435, Training Accuracy= 0.893\n",
"Step 18, Minibatch Loss= 0.2989, Training Accuracy= 0.866\n",
"Step 18, Minibatch Loss= 0.3529, Training Accuracy= 0.826\n",
"Step 18, Minibatch Loss= 0.2645, Training Accuracy= 0.892\n",
"***********************\n",
"Testing Accuracy: 0.8453825\n",
"***********************\n",
"Step 19, Minibatch Loss= 0.2589, Training Accuracy= 0.892\n",
"Step 19, Minibatch Loss= 0.3562, Training Accuracy= 0.876\n",
"Step 19, Minibatch Loss= 0.3534, Training Accuracy= 0.845\n",
"Step 19, Minibatch Loss= 0.2366, Training Accuracy= 0.891\n",
"Step 19, Minibatch Loss= 0.3254, Training Accuracy= 0.838\n",
"Step 19, Minibatch Loss= 0.2444, Training Accuracy= 0.913\n",
"Step 19, Minibatch Loss= 0.3188, Training Accuracy= 0.871\n",
"Step 19, Minibatch Loss= 0.2724, Training Accuracy= 0.892\n",
"Step 19, Minibatch Loss= 0.3624, Training Accuracy= 0.854\n",
"Step 19, Minibatch Loss= 0.2762, Training Accuracy= 0.902\n",
"Step 19, Minibatch Loss= 0.3376, Training Accuracy= 0.851\n",
"Step 19, Minibatch Loss= 0.3855, Training Accuracy= 0.822\n",
"Step 19, Minibatch Loss= 0.3115, Training Accuracy= 0.840\n",
"Step 19, Minibatch Loss= 0.3411, Training Accuracy= 0.851\n",
"Step 19, Minibatch Loss= 0.4167, Training Accuracy= 0.818\n",
"Step 19, Minibatch Loss= 0.3089, Training Accuracy= 0.870\n",
"Step 19, Minibatch Loss= 0.3019, Training Accuracy= 0.889\n",
"Step 19, Minibatch Loss= 0.2972, Training Accuracy= 0.870\n",
"Step 19, Minibatch Loss= 0.3346, Training Accuracy= 0.860\n",
"Step 19, Minibatch Loss= 0.3144, Training Accuracy= 0.861\n",
"Step 19, Minibatch Loss= 0.3383, Training Accuracy= 0.870\n",
"Step 19, Minibatch Loss= 0.4083, Training Accuracy= 0.806\n",
"Step 19, Minibatch Loss= 0.2187, Training Accuracy= 0.925\n",
"Step 19, Minibatch Loss= 0.2695, Training Accuracy= 0.893\n",
"Step 19, Minibatch Loss= 0.3314, Training Accuracy= 0.858\n",
"Step 19, Minibatch Loss= 0.3646, Training Accuracy= 0.820\n",
"Step 19, Minibatch Loss= 0.3171, Training Accuracy= 0.867\n",
"Step 19, Minibatch Loss= 0.3760, Training Accuracy= 0.852\n",
"Step 19, Minibatch Loss= 0.3045, Training Accuracy= 0.874\n",
"Step 19, Minibatch Loss= 0.3263, Training Accuracy= 0.870\n",
"Step 19, Minibatch Loss= 0.3850, Training Accuracy= 0.837\n",
"***********************\n",
"Testing Accuracy: 0.8384671\n",
"***********************\n",
"Step 20, Minibatch Loss= 0.3632, Training Accuracy= 0.839\n",
"Step 20, Minibatch Loss= 0.2787, Training Accuracy= 0.894\n",
"Step 20, Minibatch Loss= 0.3624, Training Accuracy= 0.862\n",
"Step 20, Minibatch Loss= 0.2625, Training Accuracy= 0.880\n",
"Step 20, Minibatch Loss= 0.3091, Training Accuracy= 0.883\n",
"Step 20, Minibatch Loss= 0.2493, Training Accuracy= 0.915\n",
"Step 20, Minibatch Loss= 0.4203, Training Accuracy= 0.839\n",
"Step 20, Minibatch Loss= 0.2479, Training Accuracy= 0.894\n",
"Step 20, Minibatch Loss= 0.2685, Training Accuracy= 0.893\n",
"Step 20, Minibatch Loss= 0.2806, Training Accuracy= 0.896\n",
"Step 20, Minibatch Loss= 0.3587, Training Accuracy= 0.853\n",
"Step 20, Minibatch Loss= 0.2752, Training Accuracy= 0.879\n",
"Step 20, Minibatch Loss= 0.3229, Training Accuracy= 0.866\n",
"Step 20, Minibatch Loss= 0.3221, Training Accuracy= 0.870\n",
"Step 20, Minibatch Loss= 0.3619, Training Accuracy= 0.836\n",
"Step 20, Minibatch Loss= 0.3127, Training Accuracy= 0.875\n",
"Step 20, Minibatch Loss= 0.3649, Training Accuracy= 0.817\n",
"Step 20, Minibatch Loss= 0.3548, Training Accuracy= 0.849\n",
"Step 20, Minibatch Loss= 0.3171, Training Accuracy= 0.861\n",
"Step 20, Minibatch Loss= 0.2907, Training Accuracy= 0.881\n",
"Step 20, Minibatch Loss= 0.2306, Training Accuracy= 0.926\n",
"Step 20, Minibatch Loss= 0.3559, Training Accuracy= 0.837\n",
"Step 20, Minibatch Loss= 0.2465, Training Accuracy= 0.930\n",
"Step 20, Minibatch Loss= 0.3469, Training Accuracy= 0.835\n",
"Step 20, Minibatch Loss= 0.4298, Training Accuracy= 0.774\n",
"Step 20, Minibatch Loss= 0.3755, Training Accuracy= 0.832\n",
"Step 20, Minibatch Loss= 0.3127, Training Accuracy= 0.892\n",
"Step 20, Minibatch Loss= 0.4160, Training Accuracy= 0.824\n",
"Step 20, Minibatch Loss= 0.3343, Training Accuracy= 0.872\n",
"Step 20, Minibatch Loss= 0.2547, Training Accuracy= 0.898\n",
"Step 20, Minibatch Loss= 0.2545, Training Accuracy= 0.911\n",
"***********************\n",
"Testing Accuracy: 0.83451676\n",
"***********************\n",
"Step 21, Minibatch Loss= 0.2736, Training Accuracy= 0.894\n",
"Step 21, Minibatch Loss= 0.4463, Training Accuracy= 0.805\n",
"Step 21, Minibatch Loss= 0.3738, Training Accuracy= 0.834\n",
"Step 21, Minibatch Loss= 0.3373, Training Accuracy= 0.879\n",
"Step 21, Minibatch Loss= 0.4286, Training Accuracy= 0.801\n",
"Step 21, Minibatch Loss= 0.4147, Training Accuracy= 0.819\n",
"Step 21, Minibatch Loss= 0.3341, Training Accuracy= 0.853\n",
"Step 21, Minibatch Loss= 0.3087, Training Accuracy= 0.875\n",
"Step 21, Minibatch Loss= 0.3225, Training Accuracy= 0.835\n",
"Step 21, Minibatch Loss= 0.3212, Training Accuracy= 0.849\n",
"Step 21, Minibatch Loss= 0.3757, Training Accuracy= 0.849\n",
"Step 21, Minibatch Loss= 0.2491, Training Accuracy= 0.917\n",
"Step 21, Minibatch Loss= 0.3302, Training Accuracy= 0.864\n",
"Step 21, Minibatch Loss= 0.4208, Training Accuracy= 0.780\n",
"Step 21, Minibatch Loss= 0.3542, Training Accuracy= 0.842\n",
"Step 21, Minibatch Loss= 0.2520, Training Accuracy= 0.895\n",
"Step 21, Minibatch Loss= 0.2401, Training Accuracy= 0.914\n",
"Step 21, Minibatch Loss= 0.3041, Training Accuracy= 0.877\n",
"Step 21, Minibatch Loss= 0.3745, Training Accuracy= 0.842\n",
"Step 21, Minibatch Loss= 0.3175, Training Accuracy= 0.859\n",
"Step 21, Minibatch Loss= 0.3430, Training Accuracy= 0.855\n",
"Step 21, Minibatch Loss= 0.3117, Training Accuracy= 0.871\n",
"Step 21, Minibatch Loss= 0.4344, Training Accuracy= 0.813\n",
"Step 21, Minibatch Loss= 0.2772, Training Accuracy= 0.901\n",
"Step 21, Minibatch Loss= 0.1800, Training Accuracy= 0.942\n",
"Step 21, Minibatch Loss= 0.3751, Training Accuracy= 0.826\n",
"Step 21, Minibatch Loss= 0.3211, Training Accuracy= 0.834\n",
"Step 21, Minibatch Loss= 0.3372, Training Accuracy= 0.869\n",
"Step 21, Minibatch Loss= 0.3354, Training Accuracy= 0.851\n",
"Step 21, Minibatch Loss= 0.2046, Training Accuracy= 0.917\n",
"Step 21, Minibatch Loss= 0.2797, Training Accuracy= 0.867\n",
"***********************\n",
"Testing Accuracy: 0.8310135\n",
"***********************\n",
"Step 22, Minibatch Loss= 0.2692, Training Accuracy= 0.893\n",
"Step 22, Minibatch Loss= 0.4111, Training Accuracy= 0.818\n",
"Step 22, Minibatch Loss= 0.2471, Training Accuracy= 0.900\n",
"Step 22, Minibatch Loss= 0.3432, Training Accuracy= 0.859\n",
"Step 22, Minibatch Loss= 0.3900, Training Accuracy= 0.843\n",
"Step 22, Minibatch Loss= 0.3378, Training Accuracy= 0.857\n",
"Step 22, Minibatch Loss= 0.2680, Training Accuracy= 0.884\n",
"Step 22, Minibatch Loss= 0.3614, Training Accuracy= 0.859\n",
"Step 22, Minibatch Loss= 0.1913, Training Accuracy= 0.932\n",
"Step 22, Minibatch Loss= 0.3402, Training Accuracy= 0.846\n",
"Step 22, Minibatch Loss= 0.2985, Training Accuracy= 0.863\n",
"Step 22, Minibatch Loss= 0.3361, Training Accuracy= 0.868\n",
"Step 22, Minibatch Loss= 0.2337, Training Accuracy= 0.915\n",
"Step 22, Minibatch Loss= 0.3426, Training Accuracy= 0.838\n",
"Step 22, Minibatch Loss= 0.3281, Training Accuracy= 0.861\n",
"Step 22, Minibatch Loss= 0.4220, Training Accuracy= 0.804\n",
"Step 22, Minibatch Loss= 0.2187, Training Accuracy= 0.914\n",
"Step 22, Minibatch Loss= 0.3562, Training Accuracy= 0.871\n",
"Step 22, Minibatch Loss= 0.3791, Training Accuracy= 0.841\n",
"Step 22, Minibatch Loss= 0.3205, Training Accuracy= 0.853\n",
"Step 22, Minibatch Loss= 0.2348, Training Accuracy= 0.915\n",
"Step 22, Minibatch Loss= 0.3155, Training Accuracy= 0.873\n",
"Step 22, Minibatch Loss= 0.3104, Training Accuracy= 0.841\n",
"Step 22, Minibatch Loss= 0.3177, Training Accuracy= 0.880\n",
"Step 22, Minibatch Loss= 0.2810, Training Accuracy= 0.867\n",
"Step 22, Minibatch Loss= 0.2990, Training Accuracy= 0.860\n",
"Step 22, Minibatch Loss= 0.2996, Training Accuracy= 0.893\n",
"Step 22, Minibatch Loss= 0.2490, Training Accuracy= 0.891\n",
"Step 22, Minibatch Loss= 0.2650, Training Accuracy= 0.898\n",
"Step 22, Minibatch Loss= 0.3677, Training Accuracy= 0.828\n",
"Step 22, Minibatch Loss= 0.3238, Training Accuracy= 0.880\n",
"***********************\n",
"Testing Accuracy: 0.8408762\n",
"***********************\n",
"Step 23, Minibatch Loss= 0.2686, Training Accuracy= 0.888\n",
"Step 23, Minibatch Loss= 0.3193, Training Accuracy= 0.853\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 23, Minibatch Loss= 0.2978, Training Accuracy= 0.855\n",
"Step 23, Minibatch Loss= 0.3021, Training Accuracy= 0.869\n",
"Step 23, Minibatch Loss= 0.3212, Training Accuracy= 0.889\n",
"Step 23, Minibatch Loss= 0.2810, Training Accuracy= 0.880\n",
"Step 23, Minibatch Loss= 0.3437, Training Accuracy= 0.854\n",
"Step 23, Minibatch Loss= 0.4123, Training Accuracy= 0.813\n",
"Step 23, Minibatch Loss= 0.3038, Training Accuracy= 0.896\n",
"Step 23, Minibatch Loss= 0.3584, Training Accuracy= 0.825\n",
"Step 23, Minibatch Loss= 0.2912, Training Accuracy= 0.884\n",
"Step 23, Minibatch Loss= 0.3383, Training Accuracy= 0.849\n",
"Step 23, Minibatch Loss= 0.2579, Training Accuracy= 0.920\n",
"Step 23, Minibatch Loss= 0.3434, Training Accuracy= 0.852\n",
"Step 23, Minibatch Loss= 0.2477, Training Accuracy= 0.904\n",
"Step 23, Minibatch Loss= 0.3419, Training Accuracy= 0.845\n",
"Step 23, Minibatch Loss= 0.3645, Training Accuracy= 0.837\n",
"Step 23, Minibatch Loss= 0.2993, Training Accuracy= 0.888\n",
"Step 23, Minibatch Loss= 0.4014, Training Accuracy= 0.818\n",
"Step 23, Minibatch Loss= 0.2098, Training Accuracy= 0.922\n",
"Step 23, Minibatch Loss= 0.2578, Training Accuracy= 0.898\n",
"Step 23, Minibatch Loss= 0.2950, Training Accuracy= 0.884\n",
"Step 23, Minibatch Loss= 0.3381, Training Accuracy= 0.850\n",
"Step 23, Minibatch Loss= 0.3430, Training Accuracy= 0.863\n",
"Step 23, Minibatch Loss= 0.2296, Training Accuracy= 0.913\n",
"Step 23, Minibatch Loss= 0.4768, Training Accuracy= 0.779\n",
"Step 23, Minibatch Loss= 0.3171, Training Accuracy= 0.861\n",
"Step 23, Minibatch Loss= 0.3873, Training Accuracy= 0.816\n",
"Step 23, Minibatch Loss= 0.2754, Training Accuracy= 0.887\n",
"Step 23, Minibatch Loss= 0.2553, Training Accuracy= 0.896\n",
"Step 23, Minibatch Loss= 0.3208, Training Accuracy= 0.840\n",
"***********************\n",
"Testing Accuracy: 0.84212923\n",
"***********************\n",
"Step 24, Minibatch Loss= 0.2152, Training Accuracy= 0.911\n",
"Step 24, Minibatch Loss= 0.2738, Training Accuracy= 0.885\n",
"Step 24, Minibatch Loss= 0.3319, Training Accuracy= 0.845\n",
"Step 24, Minibatch Loss= 0.2693, Training Accuracy= 0.900\n",
"Step 24, Minibatch Loss= 0.2442, Training Accuracy= 0.924\n",
"Step 24, Minibatch Loss= 0.2949, Training Accuracy= 0.887\n",
"Step 24, Minibatch Loss= 0.2633, Training Accuracy= 0.898\n",
"Step 24, Minibatch Loss= 0.2729, Training Accuracy= 0.885\n",
"Step 24, Minibatch Loss= 0.3394, Training Accuracy= 0.825\n",
"Step 24, Minibatch Loss= 0.3720, Training Accuracy= 0.818\n",
"Step 24, Minibatch Loss= 0.4291, Training Accuracy= 0.798\n",
"Step 24, Minibatch Loss= 0.4430, Training Accuracy= 0.797\n",
"Step 24, Minibatch Loss= 0.3949, Training Accuracy= 0.808\n",
"Step 24, Minibatch Loss= 0.3937, Training Accuracy= 0.800\n",
"Step 24, Minibatch Loss= 0.3370, Training Accuracy= 0.886\n",
"Step 24, Minibatch Loss= 0.2790, Training Accuracy= 0.893\n",
"Step 24, Minibatch Loss= 0.2954, Training Accuracy= 0.874\n",
"Step 24, Minibatch Loss= 0.4107, Training Accuracy= 0.817\n",
"Step 24, Minibatch Loss= 0.2566, Training Accuracy= 0.891\n",
"Step 24, Minibatch Loss= 0.2233, Training Accuracy= 0.930\n",
"Step 24, Minibatch Loss= 0.3097, Training Accuracy= 0.882\n",
"Step 24, Minibatch Loss= 0.3457, Training Accuracy= 0.863\n",
"Step 24, Minibatch Loss= 0.2336, Training Accuracy= 0.912\n",
"Step 24, Minibatch Loss= 0.3781, Training Accuracy= 0.842\n",
"Step 24, Minibatch Loss= 0.4137, Training Accuracy= 0.797\n",
"Step 24, Minibatch Loss= 0.2422, Training Accuracy= 0.912\n",
"Step 24, Minibatch Loss= 0.2609, Training Accuracy= 0.874\n",
"Step 24, Minibatch Loss= 0.2490, Training Accuracy= 0.893\n",
"Step 24, Minibatch Loss= 0.2516, Training Accuracy= 0.900\n",
"Step 24, Minibatch Loss= 0.2435, Training Accuracy= 0.917\n",
"Step 24, Minibatch Loss= 0.3706, Training Accuracy= 0.830\n",
"***********************\n",
"Testing Accuracy: 0.8386348\n",
"***********************\n",
"Step 25, Minibatch Loss= 0.2634, Training Accuracy= 0.884\n",
"Step 25, Minibatch Loss= 0.2243, Training Accuracy= 0.903\n",
"Step 25, Minibatch Loss= 0.2749, Training Accuracy= 0.903\n",
"Step 25, Minibatch Loss= 0.3327, Training Accuracy= 0.860\n",
"Step 25, Minibatch Loss= 0.3306, Training Accuracy= 0.835\n",
"Step 25, Minibatch Loss= 0.3295, Training Accuracy= 0.855\n",
"Step 25, Minibatch Loss= 0.3628, Training Accuracy= 0.811\n",
"Step 25, Minibatch Loss= 0.3707, Training Accuracy= 0.827\n",
"Step 25, Minibatch Loss= 0.2346, Training Accuracy= 0.907\n",
"Step 25, Minibatch Loss= 0.3605, Training Accuracy= 0.852\n",
"Step 25, Minibatch Loss= 0.2941, Training Accuracy= 0.899\n",
"Step 25, Minibatch Loss= 0.3126, Training Accuracy= 0.878\n",
"Step 25, Minibatch Loss= 0.3068, Training Accuracy= 0.880\n",
"Step 25, Minibatch Loss= 0.3379, Training Accuracy= 0.855\n",
"Step 25, Minibatch Loss= 0.3283, Training Accuracy= 0.858\n",
"Step 25, Minibatch Loss= 0.4180, Training Accuracy= 0.837\n",
"Step 25, Minibatch Loss= 0.2988, Training Accuracy= 0.889\n",
"Step 25, Minibatch Loss= 0.3487, Training Accuracy= 0.853\n",
"Step 25, Minibatch Loss= 0.2524, Training Accuracy= 0.891\n",
"Step 25, Minibatch Loss= 0.2775, Training Accuracy= 0.871\n",
"Step 25, Minibatch Loss= 0.3344, Training Accuracy= 0.859\n",
"Step 25, Minibatch Loss= 0.4010, Training Accuracy= 0.820\n",
"Step 25, Minibatch Loss= 0.3079, Training Accuracy= 0.879\n",
"Step 25, Minibatch Loss= 0.2319, Training Accuracy= 0.909\n",
"Step 25, Minibatch Loss= 0.3091, Training Accuracy= 0.864\n",
"Step 25, Minibatch Loss= 0.2628, Training Accuracy= 0.896\n",
"Step 25, Minibatch Loss= 0.2567, Training Accuracy= 0.898\n",
"Step 25, Minibatch Loss= 0.2297, Training Accuracy= 0.902\n",
"Step 25, Minibatch Loss= 0.3977, Training Accuracy= 0.819\n",
"Step 25, Minibatch Loss= 0.2661, Training Accuracy= 0.898\n",
"Step 25, Minibatch Loss= 0.2848, Training Accuracy= 0.902\n",
"***********************\n",
"Testing Accuracy: 0.84229106\n",
"***********************\n",
"Step 26, Minibatch Loss= 0.3572, Training Accuracy= 0.854\n",
"Step 26, Minibatch Loss= 0.3203, Training Accuracy= 0.864\n",
"Step 26, Minibatch Loss= 0.3115, Training Accuracy= 0.880\n",
"Step 26, Minibatch Loss= 0.3197, Training Accuracy= 0.864\n",
"Step 26, Minibatch Loss= 0.4835, Training Accuracy= 0.782\n",
"Step 26, Minibatch Loss= 0.3158, Training Accuracy= 0.860\n",
"Step 26, Minibatch Loss= 0.2411, Training Accuracy= 0.897\n",
"Step 26, Minibatch Loss= 0.2461, Training Accuracy= 0.913\n",
"Step 26, Minibatch Loss= 0.3574, Training Accuracy= 0.825\n",
"Step 26, Minibatch Loss= 0.2451, Training Accuracy= 0.902\n",
"Step 26, Minibatch Loss= 0.3305, Training Accuracy= 0.865\n",
"Step 26, Minibatch Loss= 0.3338, Training Accuracy= 0.836\n",
"Step 26, Minibatch Loss= 0.3794, Training Accuracy= 0.830\n",
"Step 26, Minibatch Loss= 0.2622, Training Accuracy= 0.897\n",
"Step 26, Minibatch Loss= 0.2491, Training Accuracy= 0.896\n",
"Step 26, Minibatch Loss= 0.2464, Training Accuracy= 0.906\n",
"Step 26, Minibatch Loss= 0.2433, Training Accuracy= 0.913\n",
"Step 26, Minibatch Loss= 0.3038, Training Accuracy= 0.857\n",
"Step 26, Minibatch Loss= 0.3970, Training Accuracy= 0.813\n",
"Step 26, Minibatch Loss= 0.2992, Training Accuracy= 0.851\n",
"Step 26, Minibatch Loss= 0.3286, Training Accuracy= 0.866\n",
"Step 26, Minibatch Loss= 0.2709, Training Accuracy= 0.882\n",
"Step 26, Minibatch Loss= 0.2814, Training Accuracy= 0.906\n",
"Step 26, Minibatch Loss= 0.4364, Training Accuracy= 0.787\n",
"Step 26, Minibatch Loss= 0.3415, Training Accuracy= 0.840\n",
"Step 26, Minibatch Loss= 0.3088, Training Accuracy= 0.858\n",
"Step 26, Minibatch Loss= 0.3211, Training Accuracy= 0.850\n",
"Step 26, Minibatch Loss= 0.2247, Training Accuracy= 0.932\n",
"Step 26, Minibatch Loss= 0.2683, Training Accuracy= 0.893\n",
"Step 26, Minibatch Loss= 0.2824, Training Accuracy= 0.893\n",
"Step 26, Minibatch Loss= 0.2238, Training Accuracy= 0.922\n",
"***********************\n",
"Testing Accuracy: 0.8423028\n",
"***********************\n",
"Step 27, Minibatch Loss= 0.2468, Training Accuracy= 0.890\n",
"Step 27, Minibatch Loss= 0.3481, Training Accuracy= 0.856\n",
"Step 27, Minibatch Loss= 0.2778, Training Accuracy= 0.882\n",
"Step 27, Minibatch Loss= 0.2968, Training Accuracy= 0.882\n",
"Step 27, Minibatch Loss= 0.2776, Training Accuracy= 0.881\n",
"Step 27, Minibatch Loss= 0.4242, Training Accuracy= 0.786\n",
"Step 27, Minibatch Loss= 0.4309, Training Accuracy= 0.790\n",
"Step 27, Minibatch Loss= 0.3326, Training Accuracy= 0.865\n",
"Step 27, Minibatch Loss= 0.3047, Training Accuracy= 0.873\n",
"Step 27, Minibatch Loss= 0.2861, Training Accuracy= 0.871\n",
"Step 27, Minibatch Loss= 0.3175, Training Accuracy= 0.864\n",
"Step 27, Minibatch Loss= 0.2307, Training Accuracy= 0.897\n",
"Step 27, Minibatch Loss= 0.2487, Training Accuracy= 0.904\n",
"Step 27, Minibatch Loss= 0.2461, Training Accuracy= 0.902\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 27, Minibatch Loss= 0.2930, Training Accuracy= 0.874\n",
"Step 27, Minibatch Loss= 0.3324, Training Accuracy= 0.856\n",
"Step 27, Minibatch Loss= 0.2421, Training Accuracy= 0.897\n",
"Step 27, Minibatch Loss= 0.3533, Training Accuracy= 0.865\n",
"Step 27, Minibatch Loss= 0.2112, Training Accuracy= 0.920\n",
"Step 27, Minibatch Loss= 0.2054, Training Accuracy= 0.923\n",
"Step 27, Minibatch Loss= 0.2386, Training Accuracy= 0.890\n",
"Step 27, Minibatch Loss= 0.4369, Training Accuracy= 0.793\n",
"Step 27, Minibatch Loss= 0.1943, Training Accuracy= 0.923\n",
"Step 27, Minibatch Loss= 0.3656, Training Accuracy= 0.870\n",
"Step 27, Minibatch Loss= 0.3134, Training Accuracy= 0.858\n",
"Step 27, Minibatch Loss= 0.2770, Training Accuracy= 0.889\n",
"Step 27, Minibatch Loss= 0.4128, Training Accuracy= 0.786\n",
"Step 27, Minibatch Loss= 0.3209, Training Accuracy= 0.867\n",
"Step 27, Minibatch Loss= 0.3866, Training Accuracy= 0.823\n",
"Step 27, Minibatch Loss= 0.3683, Training Accuracy= 0.871\n",
"Step 27, Minibatch Loss= 0.2165, Training Accuracy= 0.933\n",
"***********************\n",
"Testing Accuracy: 0.8379671\n",
"***********************\n",
"Step 28, Minibatch Loss= 0.2649, Training Accuracy= 0.898\n",
"Step 28, Minibatch Loss= 0.3045, Training Accuracy= 0.870\n",
"Step 28, Minibatch Loss= 0.3024, Training Accuracy= 0.875\n",
"Step 28, Minibatch Loss= 0.3278, Training Accuracy= 0.846\n",
"Step 28, Minibatch Loss= 0.2813, Training Accuracy= 0.874\n",
"Step 28, Minibatch Loss= 0.3580, Training Accuracy= 0.805\n",
"Step 28, Minibatch Loss= 0.2780, Training Accuracy= 0.890\n",
"Step 28, Minibatch Loss= 0.2891, Training Accuracy= 0.883\n",
"Step 28, Minibatch Loss= 0.3310, Training Accuracy= 0.881\n",
"Step 28, Minibatch Loss= 0.2292, Training Accuracy= 0.918\n",
"Step 28, Minibatch Loss= 0.2600, Training Accuracy= 0.903\n",
"Step 28, Minibatch Loss= 0.2506, Training Accuracy= 0.899\n",
"Step 28, Minibatch Loss= 0.3030, Training Accuracy= 0.866\n",
"Step 28, Minibatch Loss= 0.3201, Training Accuracy= 0.862\n",
"Step 28, Minibatch Loss= 0.2599, Training Accuracy= 0.885\n",
"Step 28, Minibatch Loss= 0.2699, Training Accuracy= 0.870\n",
"Step 28, Minibatch Loss= 0.3637, Training Accuracy= 0.852\n",
"Step 28, Minibatch Loss= 0.3685, Training Accuracy= 0.836\n",
"Step 28, Minibatch Loss= 0.3926, Training Accuracy= 0.815\n",
"Step 28, Minibatch Loss= 0.2881, Training Accuracy= 0.871\n",
"Step 28, Minibatch Loss= 0.3478, Training Accuracy= 0.832\n",
"Step 28, Minibatch Loss= 0.3284, Training Accuracy= 0.868\n",
"Step 28, Minibatch Loss= 0.3121, Training Accuracy= 0.868\n",
"Step 28, Minibatch Loss= 0.3470, Training Accuracy= 0.845\n",
"Step 28, Minibatch Loss= 0.3082, Training Accuracy= 0.882\n",
"Step 28, Minibatch Loss= 0.2273, Training Accuracy= 0.906\n",
"Step 28, Minibatch Loss= 0.2994, Training Accuracy= 0.883\n",
"Step 28, Minibatch Loss= 0.3780, Training Accuracy= 0.826\n",
"Step 28, Minibatch Loss= 0.3198, Training Accuracy= 0.868\n",
"Step 28, Minibatch Loss= 0.3419, Training Accuracy= 0.826\n",
"Step 28, Minibatch Loss= 0.3788, Training Accuracy= 0.820\n",
"***********************\n",
"Testing Accuracy: 0.84580314\n",
"***********************\n",
"Step 29, Minibatch Loss= 0.3555, Training Accuracy= 0.857\n",
"Step 29, Minibatch Loss= 0.3690, Training Accuracy= 0.824\n",
"Step 29, Minibatch Loss= 0.2580, Training Accuracy= 0.912\n",
"Step 29, Minibatch Loss= 0.2907, Training Accuracy= 0.907\n",
"Step 29, Minibatch Loss= 0.2763, Training Accuracy= 0.885\n",
"Step 29, Minibatch Loss= 0.2666, Training Accuracy= 0.899\n",
"Step 29, Minibatch Loss= 0.2485, Training Accuracy= 0.922\n",
"Step 29, Minibatch Loss= 0.2841, Training Accuracy= 0.884\n",
"Step 29, Minibatch Loss= 0.3120, Training Accuracy= 0.858\n",
"Step 29, Minibatch Loss= 0.2983, Training Accuracy= 0.876\n",
"Step 29, Minibatch Loss= 0.2952, Training Accuracy= 0.869\n",
"Step 29, Minibatch Loss= 0.2633, Training Accuracy= 0.894\n",
"Step 29, Minibatch Loss= 0.5030, Training Accuracy= 0.740\n",
"Step 29, Minibatch Loss= 0.2977, Training Accuracy= 0.860\n",
"Step 29, Minibatch Loss= 0.2636, Training Accuracy= 0.889\n",
"Step 29, Minibatch Loss= 0.3555, Training Accuracy= 0.836\n",
"Step 29, Minibatch Loss= 0.3850, Training Accuracy= 0.831\n",
"Step 29, Minibatch Loss= 0.2316, Training Accuracy= 0.892\n",
"Step 29, Minibatch Loss= 0.3178, Training Accuracy= 0.858\n",
"Step 29, Minibatch Loss= 0.2818, Training Accuracy= 0.889\n",
"Step 29, Minibatch Loss= 0.2934, Training Accuracy= 0.886\n",
"Step 29, Minibatch Loss= 0.3899, Training Accuracy= 0.824\n",
"Step 29, Minibatch Loss= 0.3020, Training Accuracy= 0.876\n",
"Step 29, Minibatch Loss= 0.2872, Training Accuracy= 0.886\n",
"Step 29, Minibatch Loss= 0.2318, Training Accuracy= 0.922\n",
"Step 29, Minibatch Loss= 0.3350, Training Accuracy= 0.868\n",
"Step 29, Minibatch Loss= 0.3045, Training Accuracy= 0.852\n",
"Step 29, Minibatch Loss= 0.2701, Training Accuracy= 0.889\n",
"Step 29, Minibatch Loss= 0.2582, Training Accuracy= 0.876\n",
"Step 29, Minibatch Loss= 0.2788, Training Accuracy= 0.891\n",
"Step 29, Minibatch Loss= 0.4359, Training Accuracy= 0.794\n",
"***********************\n",
"Testing Accuracy: 0.8469944\n",
"***********************\n",
"Step 30, Minibatch Loss= 0.2103, Training Accuracy= 0.921\n",
"Step 30, Minibatch Loss= 0.3272, Training Accuracy= 0.837\n",
"Step 30, Minibatch Loss= 0.2705, Training Accuracy= 0.884\n",
"Step 30, Minibatch Loss= 0.3068, Training Accuracy= 0.853\n",
"Step 30, Minibatch Loss= 0.2192, Training Accuracy= 0.919\n",
"Step 30, Minibatch Loss= 0.3273, Training Accuracy= 0.852\n",
"Step 30, Minibatch Loss= 0.3405, Training Accuracy= 0.859\n",
"Step 30, Minibatch Loss= 0.3184, Training Accuracy= 0.871\n",
"Step 30, Minibatch Loss= 0.3026, Training Accuracy= 0.877\n",
"Step 30, Minibatch Loss= 0.3830, Training Accuracy= 0.836\n",
"Step 30, Minibatch Loss= 0.3310, Training Accuracy= 0.828\n",
"Step 30, Minibatch Loss= 0.2876, Training Accuracy= 0.889\n",
"Step 30, Minibatch Loss= 0.3422, Training Accuracy= 0.866\n",
"Step 30, Minibatch Loss= 0.2163, Training Accuracy= 0.922\n",
"Step 30, Minibatch Loss= 0.2913, Training Accuracy= 0.874\n",
"Step 30, Minibatch Loss= 0.2366, Training Accuracy= 0.905\n",
"Step 30, Minibatch Loss= 0.3922, Training Accuracy= 0.848\n",
"Step 30, Minibatch Loss= 0.4166, Training Accuracy= 0.816\n",
"Step 30, Minibatch Loss= 0.3141, Training Accuracy= 0.876\n",
"Step 30, Minibatch Loss= 0.3583, Training Accuracy= 0.831\n",
"Step 30, Minibatch Loss= 0.3428, Training Accuracy= 0.826\n",
"Step 30, Minibatch Loss= 0.2860, Training Accuracy= 0.878\n",
"Step 30, Minibatch Loss= 0.3243, Training Accuracy= 0.851\n",
"Step 30, Minibatch Loss= 0.2817, Training Accuracy= 0.884\n",
"Step 30, Minibatch Loss= 0.3170, Training Accuracy= 0.861\n",
"Step 30, Minibatch Loss= 0.2383, Training Accuracy= 0.912\n",
"Step 30, Minibatch Loss= 0.3430, Training Accuracy= 0.850\n",
"Step 30, Minibatch Loss= 0.2444, Training Accuracy= 0.898\n",
"Step 30, Minibatch Loss= 0.3113, Training Accuracy= 0.896\n",
"Step 30, Minibatch Loss= 0.2711, Training Accuracy= 0.880\n",
"Step 30, Minibatch Loss= 0.2770, Training Accuracy= 0.864\n",
"***********************\n",
"Testing Accuracy: 0.8430676\n",
"***********************\n",
"Step 31, Minibatch Loss= 0.2834, Training Accuracy= 0.878\n",
"Step 31, Minibatch Loss= 0.2708, Training Accuracy= 0.874\n",
"Step 31, Minibatch Loss= 0.3090, Training Accuracy= 0.850\n",
"Step 31, Minibatch Loss= 0.2785, Training Accuracy= 0.895\n",
"Step 31, Minibatch Loss= 0.3035, Training Accuracy= 0.860\n",
"Step 31, Minibatch Loss= 0.2926, Training Accuracy= 0.847\n",
"Step 31, Minibatch Loss= 0.3209, Training Accuracy= 0.861\n",
"Step 31, Minibatch Loss= 0.2199, Training Accuracy= 0.925\n",
"Step 31, Minibatch Loss= 0.2400, Training Accuracy= 0.908\n",
"Step 31, Minibatch Loss= 0.2982, Training Accuracy= 0.878\n",
"Step 31, Minibatch Loss= 0.4504, Training Accuracy= 0.800\n",
"Step 31, Minibatch Loss= 0.2172, Training Accuracy= 0.910\n",
"Step 31, Minibatch Loss= 0.3518, Training Accuracy= 0.872\n",
"Step 31, Minibatch Loss= 0.3683, Training Accuracy= 0.834\n",
"Step 31, Minibatch Loss= 0.3125, Training Accuracy= 0.853\n",
"Step 31, Minibatch Loss= 0.3331, Training Accuracy= 0.869\n",
"Step 31, Minibatch Loss= 0.2853, Training Accuracy= 0.895\n",
"Step 31, Minibatch Loss= 0.2243, Training Accuracy= 0.894\n",
"Step 31, Minibatch Loss= 0.1897, Training Accuracy= 0.943\n",
"Step 31, Minibatch Loss= 0.3445, Training Accuracy= 0.830\n",
"Step 31, Minibatch Loss= 0.2696, Training Accuracy= 0.880\n",
"Step 31, Minibatch Loss= 0.3280, Training Accuracy= 0.875\n",
"Step 31, Minibatch Loss= 0.2083, Training Accuracy= 0.922\n",
"Step 31, Minibatch Loss= 0.3524, Training Accuracy= 0.844\n",
"Step 31, Minibatch Loss= 0.3503, Training Accuracy= 0.831\n",
"Step 31, Minibatch Loss= 0.1936, Training Accuracy= 0.934\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 31, Minibatch Loss= 0.2675, Training Accuracy= 0.895\n",
"Step 31, Minibatch Loss= 0.4082, Training Accuracy= 0.803\n",
"Step 31, Minibatch Loss= 0.3003, Training Accuracy= 0.870\n",
"Step 31, Minibatch Loss= 0.3009, Training Accuracy= 0.872\n",
"Step 31, Minibatch Loss= 0.2572, Training Accuracy= 0.872\n",
"***********************\n",
"Testing Accuracy: 0.8443324\n",
"***********************\n",
"Step 32, Minibatch Loss= 0.3359, Training Accuracy= 0.847\n",
"Step 32, Minibatch Loss= 0.2850, Training Accuracy= 0.868\n",
"Step 32, Minibatch Loss= 0.2380, Training Accuracy= 0.901\n",
"Step 32, Minibatch Loss= 0.3432, Training Accuracy= 0.836\n",
"Step 32, Minibatch Loss= 0.2742, Training Accuracy= 0.900\n",
"Step 32, Minibatch Loss= 0.3360, Training Accuracy= 0.843\n",
"Step 32, Minibatch Loss= 0.3132, Training Accuracy= 0.864\n",
"Step 32, Minibatch Loss= 0.1935, Training Accuracy= 0.931\n",
"Step 32, Minibatch Loss= 0.2959, Training Accuracy= 0.873\n",
"Step 32, Minibatch Loss= 0.2377, Training Accuracy= 0.903\n",
"Step 32, Minibatch Loss= 0.3175, Training Accuracy= 0.866\n",
"Step 32, Minibatch Loss= 0.3083, Training Accuracy= 0.847\n",
"Step 32, Minibatch Loss= 0.3739, Training Accuracy= 0.825\n",
"Step 32, Minibatch Loss= 0.4499, Training Accuracy= 0.795\n",
"Step 32, Minibatch Loss= 0.3087, Training Accuracy= 0.855\n",
"Step 32, Minibatch Loss= 0.3024, Training Accuracy= 0.873\n",
"Step 32, Minibatch Loss= 0.3394, Training Accuracy= 0.850\n",
"Step 32, Minibatch Loss= 0.3369, Training Accuracy= 0.843\n",
"Step 32, Minibatch Loss= 0.3704, Training Accuracy= 0.824\n",
"Step 32, Minibatch Loss= 0.2576, Training Accuracy= 0.901\n",
"Step 32, Minibatch Loss= 0.2687, Training Accuracy= 0.901\n",
"Step 32, Minibatch Loss= 0.3623, Training Accuracy= 0.806\n",
"Step 32, Minibatch Loss= 0.2552, Training Accuracy= 0.908\n",
"Step 32, Minibatch Loss= 0.2616, Training Accuracy= 0.876\n",
"Step 32, Minibatch Loss= 0.2981, Training Accuracy= 0.879\n",
"Step 32, Minibatch Loss= 0.1851, Training Accuracy= 0.929\n",
"Step 32, Minibatch Loss= 0.2865, Training Accuracy= 0.897\n",
"Step 32, Minibatch Loss= 0.2703, Training Accuracy= 0.895\n",
"Step 32, Minibatch Loss= 0.2455, Training Accuracy= 0.909\n",
"Step 32, Minibatch Loss= 0.2808, Training Accuracy= 0.876\n",
"Step 32, Minibatch Loss= 0.3928, Training Accuracy= 0.807\n",
"***********************\n",
"Testing Accuracy: 0.8459002\n",
"***********************\n",
"Step 33, Minibatch Loss= 0.2537, Training Accuracy= 0.908\n",
"Step 33, Minibatch Loss= 0.2649, Training Accuracy= 0.877\n",
"Step 33, Minibatch Loss= 0.2926, Training Accuracy= 0.872\n",
"Step 33, Minibatch Loss= 0.2786, Training Accuracy= 0.876\n",
"Step 33, Minibatch Loss= 0.3347, Training Accuracy= 0.850\n",
"Step 33, Minibatch Loss= 0.3153, Training Accuracy= 0.883\n",
"Step 33, Minibatch Loss= 0.3067, Training Accuracy= 0.875\n",
"Step 33, Minibatch Loss= 0.3054, Training Accuracy= 0.855\n",
"Step 33, Minibatch Loss= 0.3288, Training Accuracy= 0.866\n",
"Step 33, Minibatch Loss= 0.2423, Training Accuracy= 0.905\n",
"Step 33, Minibatch Loss= 0.2879, Training Accuracy= 0.873\n",
"Step 33, Minibatch Loss= 0.2745, Training Accuracy= 0.883\n",
"Step 33, Minibatch Loss= 0.2251, Training Accuracy= 0.920\n",
"Step 33, Minibatch Loss= 0.2714, Training Accuracy= 0.881\n",
"Step 33, Minibatch Loss= 0.2957, Training Accuracy= 0.880\n",
"Step 33, Minibatch Loss= 0.3380, Training Accuracy= 0.850\n",
"Step 33, Minibatch Loss= 0.2828, Training Accuracy= 0.878\n",
"Step 33, Minibatch Loss= 0.3523, Training Accuracy= 0.847\n",
"Step 33, Minibatch Loss= 0.2733, Training Accuracy= 0.880\n",
"Step 33, Minibatch Loss= 0.3517, Training Accuracy= 0.837\n",
"Step 33, Minibatch Loss= 0.2546, Training Accuracy= 0.893\n",
"Step 33, Minibatch Loss= 0.2641, Training Accuracy= 0.889\n",
"Step 33, Minibatch Loss= 0.2912, Training Accuracy= 0.867\n",
"Step 33, Minibatch Loss= 0.2480, Training Accuracy= 0.901\n",
"Step 33, Minibatch Loss= 0.3369, Training Accuracy= 0.844\n",
"Step 33, Minibatch Loss= 0.3822, Training Accuracy= 0.850\n",
"Step 33, Minibatch Loss= 0.3138, Training Accuracy= 0.843\n",
"Step 33, Minibatch Loss= 0.2541, Training Accuracy= 0.874\n",
"Step 33, Minibatch Loss= 0.3011, Training Accuracy= 0.870\n",
"Step 33, Minibatch Loss= 0.2952, Training Accuracy= 0.878\n",
"Step 33, Minibatch Loss= 0.3418, Training Accuracy= 0.838\n",
"***********************\n",
"Testing Accuracy: 0.84425884\n",
"***********************\n",
"Step 34, Minibatch Loss= 0.3200, Training Accuracy= 0.876\n",
"Step 34, Minibatch Loss= 0.2706, Training Accuracy= 0.900\n",
"Step 34, Minibatch Loss= 0.4478, Training Accuracy= 0.743\n",
"Step 34, Minibatch Loss= 0.2738, Training Accuracy= 0.870\n",
"Step 34, Minibatch Loss= 0.2449, Training Accuracy= 0.916\n",
"Step 34, Minibatch Loss= 0.2511, Training Accuracy= 0.896\n",
"Step 34, Minibatch Loss= 0.2633, Training Accuracy= 0.890\n",
"Step 34, Minibatch Loss= 0.2361, Training Accuracy= 0.925\n",
"Step 34, Minibatch Loss= 0.2975, Training Accuracy= 0.878\n",
"Step 34, Minibatch Loss= 0.2224, Training Accuracy= 0.913\n",
"Step 34, Minibatch Loss= 0.3205, Training Accuracy= 0.846\n",
"Step 34, Minibatch Loss= 0.2956, Training Accuracy= 0.864\n",
"Step 34, Minibatch Loss= 0.3142, Training Accuracy= 0.863\n",
"Step 34, Minibatch Loss= 0.2866, Training Accuracy= 0.858\n",
"Step 34, Minibatch Loss= 0.3001, Training Accuracy= 0.866\n",
"Step 34, Minibatch Loss= 0.3579, Training Accuracy= 0.833\n",
"Step 34, Minibatch Loss= 0.3123, Training Accuracy= 0.873\n",
"Step 34, Minibatch Loss= 0.2787, Training Accuracy= 0.898\n",
"Step 34, Minibatch Loss= 0.2450, Training Accuracy= 0.889\n",
"Step 34, Minibatch Loss= 0.2851, Training Accuracy= 0.871\n",
"Step 34, Minibatch Loss= 0.3350, Training Accuracy= 0.855\n",
"Step 34, Minibatch Loss= 0.2582, Training Accuracy= 0.883\n",
"Step 34, Minibatch Loss= 0.2142, Training Accuracy= 0.918\n",
"Step 34, Minibatch Loss= 0.2845, Training Accuracy= 0.883\n",
"Step 34, Minibatch Loss= 0.4126, Training Accuracy= 0.783\n",
"Step 34, Minibatch Loss= 0.3867, Training Accuracy= 0.810\n",
"Step 34, Minibatch Loss= 0.2739, Training Accuracy= 0.899\n",
"Step 34, Minibatch Loss= 0.2870, Training Accuracy= 0.878\n",
"Step 34, Minibatch Loss= 0.3950, Training Accuracy= 0.815\n",
"Step 34, Minibatch Loss= 0.3462, Training Accuracy= 0.837\n",
"Step 34, Minibatch Loss= 0.3317, Training Accuracy= 0.852\n",
"***********************\n",
"Testing Accuracy: 0.84570605\n",
"***********************\n",
"Step 35, Minibatch Loss= 0.2581, Training Accuracy= 0.898\n",
"Step 35, Minibatch Loss= 0.3744, Training Accuracy= 0.811\n",
"Step 35, Minibatch Loss= 0.3093, Training Accuracy= 0.864\n",
"Step 35, Minibatch Loss= 0.2539, Training Accuracy= 0.901\n",
"Step 35, Minibatch Loss= 0.3043, Training Accuracy= 0.851\n",
"Step 35, Minibatch Loss= 0.2676, Training Accuracy= 0.903\n",
"Step 35, Minibatch Loss= 0.2990, Training Accuracy= 0.868\n",
"Step 35, Minibatch Loss= 0.3170, Training Accuracy= 0.857\n",
"Step 35, Minibatch Loss= 0.1953, Training Accuracy= 0.935\n",
"Step 35, Minibatch Loss= 0.3812, Training Accuracy= 0.832\n",
"Step 35, Minibatch Loss= 0.2832, Training Accuracy= 0.873\n",
"Step 35, Minibatch Loss= 0.2704, Training Accuracy= 0.867\n",
"Step 35, Minibatch Loss= 0.2502, Training Accuracy= 0.900\n",
"Step 35, Minibatch Loss= 0.2317, Training Accuracy= 0.909\n",
"Step 35, Minibatch Loss= 0.4179, Training Accuracy= 0.787\n",
"Step 35, Minibatch Loss= 0.3334, Training Accuracy= 0.837\n",
"Step 35, Minibatch Loss= 0.3215, Training Accuracy= 0.844\n",
"Step 35, Minibatch Loss= 0.3589, Training Accuracy= 0.810\n",
"Step 35, Minibatch Loss= 0.2578, Training Accuracy= 0.895\n",
"Step 35, Minibatch Loss= 0.2434, Training Accuracy= 0.907\n",
"Step 35, Minibatch Loss= 0.2810, Training Accuracy= 0.879\n",
"Step 35, Minibatch Loss= 0.3068, Training Accuracy= 0.880\n",
"Step 35, Minibatch Loss= 0.2559, Training Accuracy= 0.897\n",
"Step 35, Minibatch Loss= 0.2412, Training Accuracy= 0.911\n",
"Step 35, Minibatch Loss= 0.2802, Training Accuracy= 0.884\n",
"Step 35, Minibatch Loss= 0.2929, Training Accuracy= 0.880\n",
"Step 35, Minibatch Loss= 0.2231, Training Accuracy= 0.924\n",
"Step 35, Minibatch Loss= 0.2718, Training Accuracy= 0.877\n",
"Step 35, Minibatch Loss= 0.4057, Training Accuracy= 0.818\n",
"Step 35, Minibatch Loss= 0.3200, Training Accuracy= 0.871\n",
"Step 35, Minibatch Loss= 0.3960, Training Accuracy= 0.825\n",
"***********************\n",
"Testing Accuracy: 0.8484563\n",
"***********************\n",
"Step 36, Minibatch Loss= 0.2982, Training Accuracy= 0.874\n",
"Step 36, Minibatch Loss= 0.2830, Training Accuracy= 0.876\n",
"Step 36, Minibatch Loss= 0.4991, Training Accuracy= 0.719\n",
"Step 36, Minibatch Loss= 0.3274, Training Accuracy= 0.850\n",
"Step 36, Minibatch Loss= 0.2083, Training Accuracy= 0.919\n",
"Step 36, Minibatch Loss= 0.2897, Training Accuracy= 0.874\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 36, Minibatch Loss= 0.3117, Training Accuracy= 0.849\n",
"Step 36, Minibatch Loss= 0.2450, Training Accuracy= 0.900\n",
"Step 36, Minibatch Loss= 0.2882, Training Accuracy= 0.872\n",
"Step 36, Minibatch Loss= 0.1980, Training Accuracy= 0.924\n",
"Step 36, Minibatch Loss= 0.2827, Training Accuracy= 0.880\n",
"Step 36, Minibatch Loss= 0.3429, Training Accuracy= 0.855\n",
"Step 36, Minibatch Loss= 0.3776, Training Accuracy= 0.844\n",
"Step 36, Minibatch Loss= 0.2739, Training Accuracy= 0.894\n",
"Step 36, Minibatch Loss= 0.3217, Training Accuracy= 0.852\n",
"Step 36, Minibatch Loss= 0.3186, Training Accuracy= 0.870\n",
"Step 36, Minibatch Loss= 0.3143, Training Accuracy= 0.874\n",
"Step 36, Minibatch Loss= 0.2284, Training Accuracy= 0.894\n",
"Step 36, Minibatch Loss= 0.3268, Training Accuracy= 0.862\n",
"Step 36, Minibatch Loss= 0.3444, Training Accuracy= 0.855\n",
"Step 36, Minibatch Loss= 0.2635, Training Accuracy= 0.881\n",
"Step 36, Minibatch Loss= 0.3221, Training Accuracy= 0.835\n",
"Step 36, Minibatch Loss= 0.2209, Training Accuracy= 0.913\n",
"Step 36, Minibatch Loss= 0.3507, Training Accuracy= 0.871\n",
"Step 36, Minibatch Loss= 0.2900, Training Accuracy= 0.857\n",
"Step 36, Minibatch Loss= 0.2792, Training Accuracy= 0.875\n",
"Step 36, Minibatch Loss= 0.2091, Training Accuracy= 0.913\n",
"Step 36, Minibatch Loss= 0.3378, Training Accuracy= 0.851\n",
"Step 36, Minibatch Loss= 0.3378, Training Accuracy= 0.841\n",
"Step 36, Minibatch Loss= 0.1965, Training Accuracy= 0.916\n",
"Step 36, Minibatch Loss= 0.2399, Training Accuracy= 0.897\n",
"***********************\n",
"Testing Accuracy: 0.8448854\n",
"***********************\n",
"Step 37, Minibatch Loss= 0.2349, Training Accuracy= 0.904\n",
"Step 37, Minibatch Loss= 0.2798, Training Accuracy= 0.871\n",
"Step 37, Minibatch Loss= 0.2828, Training Accuracy= 0.882\n",
"Step 37, Minibatch Loss= 0.2815, Training Accuracy= 0.882\n",
"Step 37, Minibatch Loss= 0.3317, Training Accuracy= 0.854\n",
"Step 37, Minibatch Loss= 0.2839, Training Accuracy= 0.887\n",
"Step 37, Minibatch Loss= 0.2043, Training Accuracy= 0.921\n",
"Step 37, Minibatch Loss= 0.2582, Training Accuracy= 0.893\n",
"Step 37, Minibatch Loss= 0.4566, Training Accuracy= 0.771\n",
"Step 37, Minibatch Loss= 0.3857, Training Accuracy= 0.828\n",
"Step 37, Minibatch Loss= 0.4122, Training Accuracy= 0.795\n",
"Step 37, Minibatch Loss= 0.2548, Training Accuracy= 0.882\n",
"Step 37, Minibatch Loss= 0.3337, Training Accuracy= 0.848\n",
"Step 37, Minibatch Loss= 0.2867, Training Accuracy= 0.878\n",
"Step 37, Minibatch Loss= 0.3337, Training Accuracy= 0.846\n",
"Step 37, Minibatch Loss= 0.2662, Training Accuracy= 0.888\n",
"Step 37, Minibatch Loss= 0.3477, Training Accuracy= 0.863\n",
"Step 37, Minibatch Loss= 0.2746, Training Accuracy= 0.884\n",
"Step 37, Minibatch Loss= 0.3256, Training Accuracy= 0.882\n",
"Step 37, Minibatch Loss= 0.2703, Training Accuracy= 0.890\n",
"Step 37, Minibatch Loss= 0.2187, Training Accuracy= 0.906\n",
"Step 37, Minibatch Loss= 0.3347, Training Accuracy= 0.835\n",
"Step 37, Minibatch Loss= 0.2827, Training Accuracy= 0.835\n",
"Step 37, Minibatch Loss= 0.1970, Training Accuracy= 0.916\n",
"Step 37, Minibatch Loss= 0.3378, Training Accuracy= 0.863\n",
"Step 37, Minibatch Loss= 0.2027, Training Accuracy= 0.921\n",
"Step 37, Minibatch Loss= 0.3243, Training Accuracy= 0.866\n",
"Step 37, Minibatch Loss= 0.3166, Training Accuracy= 0.867\n",
"Step 37, Minibatch Loss= 0.2983, Training Accuracy= 0.885\n",
"Step 37, Minibatch Loss= 0.2522, Training Accuracy= 0.892\n",
"Step 37, Minibatch Loss= 0.3689, Training Accuracy= 0.836\n",
"***********************\n",
"Testing Accuracy: 0.8411174\n",
"***********************\n",
"Step 38, Minibatch Loss= 0.2856, Training Accuracy= 0.883\n",
"Step 38, Minibatch Loss= 0.3147, Training Accuracy= 0.860\n",
"Step 38, Minibatch Loss= 0.3620, Training Accuracy= 0.846\n",
"Step 38, Minibatch Loss= 0.2790, Training Accuracy= 0.888\n",
"Step 38, Minibatch Loss= 0.2534, Training Accuracy= 0.901\n",
"Step 38, Minibatch Loss= 0.2545, Training Accuracy= 0.900\n",
"Step 38, Minibatch Loss= 0.4494, Training Accuracy= 0.787\n",
"Step 38, Minibatch Loss= 0.2363, Training Accuracy= 0.916\n",
"Step 38, Minibatch Loss= 0.3525, Training Accuracy= 0.832\n",
"Step 38, Minibatch Loss= 0.2789, Training Accuracy= 0.883\n",
"Step 38, Minibatch Loss= 0.2930, Training Accuracy= 0.870\n",
"Step 38, Minibatch Loss= 0.2696, Training Accuracy= 0.866\n",
"Step 38, Minibatch Loss= 0.2238, Training Accuracy= 0.902\n",
"Step 38, Minibatch Loss= 0.2946, Training Accuracy= 0.877\n",
"Step 38, Minibatch Loss= 0.3679, Training Accuracy= 0.831\n",
"Step 38, Minibatch Loss= 0.2599, Training Accuracy= 0.908\n",
"Step 38, Minibatch Loss= 0.2659, Training Accuracy= 0.898\n",
"Step 38, Minibatch Loss= 0.3389, Training Accuracy= 0.863\n",
"Step 38, Minibatch Loss= 0.2567, Training Accuracy= 0.884\n",
"Step 38, Minibatch Loss= 0.2942, Training Accuracy= 0.854\n",
"Step 38, Minibatch Loss= 0.2637, Training Accuracy= 0.904\n",
"Step 38, Minibatch Loss= 0.2195, Training Accuracy= 0.909\n",
"Step 38, Minibatch Loss= 0.2868, Training Accuracy= 0.868\n",
"Step 38, Minibatch Loss= 0.2047, Training Accuracy= 0.928\n",
"Step 38, Minibatch Loss= 0.3290, Training Accuracy= 0.849\n",
"Step 38, Minibatch Loss= 0.2368, Training Accuracy= 0.904\n",
"Step 38, Minibatch Loss= 0.4414, Training Accuracy= 0.791\n",
"Step 38, Minibatch Loss= 0.2724, Training Accuracy= 0.890\n",
"Step 38, Minibatch Loss= 0.3048, Training Accuracy= 0.875\n",
"Step 38, Minibatch Loss= 0.3380, Training Accuracy= 0.821\n",
"Step 38, Minibatch Loss= 0.3208, Training Accuracy= 0.860\n",
"***********************\n",
"Testing Accuracy: 0.84723854\n",
"***********************\n",
"Step 39, Minibatch Loss= 0.2903, Training Accuracy= 0.863\n",
"Step 39, Minibatch Loss= 0.2934, Training Accuracy= 0.870\n",
"Step 39, Minibatch Loss= 0.3773, Training Accuracy= 0.812\n",
"Step 39, Minibatch Loss= 0.2909, Training Accuracy= 0.881\n",
"Step 39, Minibatch Loss= 0.2781, Training Accuracy= 0.888\n",
"Step 39, Minibatch Loss= 0.3201, Training Accuracy= 0.860\n",
"Step 39, Minibatch Loss= 0.2649, Training Accuracy= 0.900\n",
"Step 39, Minibatch Loss= 0.2801, Training Accuracy= 0.886\n",
"Step 39, Minibatch Loss= 0.2404, Training Accuracy= 0.901\n",
"Step 39, Minibatch Loss= 0.2277, Training Accuracy= 0.929\n",
"Step 39, Minibatch Loss= 0.2626, Training Accuracy= 0.893\n",
"Step 39, Minibatch Loss= 0.3814, Training Accuracy= 0.803\n",
"Step 39, Minibatch Loss= 0.3233, Training Accuracy= 0.827\n",
"Step 39, Minibatch Loss= 0.2894, Training Accuracy= 0.871\n",
"Step 39, Minibatch Loss= 0.2175, Training Accuracy= 0.917\n",
"Step 39, Minibatch Loss= 0.2778, Training Accuracy= 0.870\n",
"Step 39, Minibatch Loss= 0.2980, Training Accuracy= 0.872\n",
"Step 39, Minibatch Loss= 0.2239, Training Accuracy= 0.909\n",
"Step 39, Minibatch Loss= 0.2815, Training Accuracy= 0.852\n",
"Step 39, Minibatch Loss= 0.3044, Training Accuracy= 0.868\n",
"Step 39, Minibatch Loss= 0.2552, Training Accuracy= 0.895\n",
"Step 39, Minibatch Loss= 0.3309, Training Accuracy= 0.848\n",
"Step 39, Minibatch Loss= 0.2458, Training Accuracy= 0.913\n",
"Step 39, Minibatch Loss= 0.4410, Training Accuracy= 0.791\n",
"Step 39, Minibatch Loss= 0.2955, Training Accuracy= 0.881\n",
"Step 39, Minibatch Loss= 0.2537, Training Accuracy= 0.917\n",
"Step 39, Minibatch Loss= 0.2868, Training Accuracy= 0.859\n",
"Step 39, Minibatch Loss= 0.2529, Training Accuracy= 0.883\n",
"Step 39, Minibatch Loss= 0.3507, Training Accuracy= 0.844\n",
"Step 39, Minibatch Loss= 0.2724, Training Accuracy= 0.876\n",
"Step 39, Minibatch Loss= 0.2869, Training Accuracy= 0.862\n",
"***********************\n",
"Testing Accuracy: 0.8478945\n",
"***********************\n",
"Step 40, Minibatch Loss= 0.3527, Training Accuracy= 0.838\n",
"Step 40, Minibatch Loss= 0.2211, Training Accuracy= 0.919\n",
"Step 40, Minibatch Loss= 0.3005, Training Accuracy= 0.887\n",
"Step 40, Minibatch Loss= 0.2812, Training Accuracy= 0.880\n",
"Step 40, Minibatch Loss= 0.3006, Training Accuracy= 0.891\n",
"Step 40, Minibatch Loss= 0.2402, Training Accuracy= 0.904\n",
"Step 40, Minibatch Loss= 0.2515, Training Accuracy= 0.891\n",
"Step 40, Minibatch Loss= 0.3595, Training Accuracy= 0.833\n",
"Step 40, Minibatch Loss= 0.2767, Training Accuracy= 0.871\n",
"Step 40, Minibatch Loss= 0.3467, Training Accuracy= 0.844\n",
"Step 40, Minibatch Loss= 0.2966, Training Accuracy= 0.865\n",
"Step 40, Minibatch Loss= 0.3552, Training Accuracy= 0.844\n",
"Step 40, Minibatch Loss= 0.2387, Training Accuracy= 0.903\n",
"Step 40, Minibatch Loss= 0.4047, Training Accuracy= 0.793\n",
"Step 40, Minibatch Loss= 0.2510, Training Accuracy= 0.916\n",
"Step 40, Minibatch Loss= 0.2537, Training Accuracy= 0.882\n",
"Step 40, Minibatch Loss= 0.3554, Training Accuracy= 0.861\n",
"Step 40, Minibatch Loss= 0.3038, Training Accuracy= 0.900\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 40, Minibatch Loss= 0.2018, Training Accuracy= 0.921\n",
"Step 40, Minibatch Loss= 0.2555, Training Accuracy= 0.892\n",
"Step 40, Minibatch Loss= 0.3050, Training Accuracy= 0.873\n",
"Step 40, Minibatch Loss= 0.2961, Training Accuracy= 0.859\n",
"Step 40, Minibatch Loss= 0.2539, Training Accuracy= 0.897\n",
"Step 40, Minibatch Loss= 0.3245, Training Accuracy= 0.857\n",
"Step 40, Minibatch Loss= 0.2518, Training Accuracy= 0.887\n",
"Step 40, Minibatch Loss= 0.2503, Training Accuracy= 0.900\n",
"Step 40, Minibatch Loss= 0.3043, Training Accuracy= 0.863\n",
"Step 40, Minibatch Loss= 0.2318, Training Accuracy= 0.915\n",
"Step 40, Minibatch Loss= 0.3671, Training Accuracy= 0.838\n",
"Step 40, Minibatch Loss= 0.3322, Training Accuracy= 0.842\n",
"Step 40, Minibatch Loss= 0.3376, Training Accuracy= 0.844\n",
"***********************\n",
"Testing Accuracy: 0.8467797\n",
"***********************\n",
"Step 41, Minibatch Loss= 0.2237, Training Accuracy= 0.913\n",
"Step 41, Minibatch Loss= 0.3210, Training Accuracy= 0.850\n",
"Step 41, Minibatch Loss= 0.3741, Training Accuracy= 0.841\n",
"Step 41, Minibatch Loss= 0.2544, Training Accuracy= 0.890\n",
"Step 41, Minibatch Loss= 0.2065, Training Accuracy= 0.918\n",
"Step 41, Minibatch Loss= 0.3180, Training Accuracy= 0.859\n",
"Step 41, Minibatch Loss= 0.2599, Training Accuracy= 0.884\n",
"Step 41, Minibatch Loss= 0.4384, Training Accuracy= 0.798\n",
"Step 41, Minibatch Loss= 0.2462, Training Accuracy= 0.886\n",
"Step 41, Minibatch Loss= 0.2368, Training Accuracy= 0.911\n",
"Step 41, Minibatch Loss= 0.2807, Training Accuracy= 0.860\n",
"Step 41, Minibatch Loss= 0.3112, Training Accuracy= 0.849\n",
"Step 41, Minibatch Loss= 0.3145, Training Accuracy= 0.860\n",
"Step 41, Minibatch Loss= 0.3591, Training Accuracy= 0.830\n",
"Step 41, Minibatch Loss= 0.3605, Training Accuracy= 0.821\n",
"Step 41, Minibatch Loss= 0.2301, Training Accuracy= 0.902\n",
"Step 41, Minibatch Loss= 0.2119, Training Accuracy= 0.918\n",
"Step 41, Minibatch Loss= 0.2993, Training Accuracy= 0.856\n",
"Step 41, Minibatch Loss= 0.3856, Training Accuracy= 0.816\n",
"Step 41, Minibatch Loss= 0.3465, Training Accuracy= 0.844\n",
"Step 41, Minibatch Loss= 0.2539, Training Accuracy= 0.905\n",
"Step 41, Minibatch Loss= 0.3303, Training Accuracy= 0.851\n",
"Step 41, Minibatch Loss= 0.2980, Training Accuracy= 0.874\n",
"Step 41, Minibatch Loss= 0.2428, Training Accuracy= 0.935\n",
"Step 41, Minibatch Loss= 0.2244, Training Accuracy= 0.891\n",
"Step 41, Minibatch Loss= 0.3571, Training Accuracy= 0.838\n",
"Step 41, Minibatch Loss= 0.3576, Training Accuracy= 0.819\n",
"Step 41, Minibatch Loss= 0.2305, Training Accuracy= 0.906\n",
"Step 41, Minibatch Loss= 0.2451, Training Accuracy= 0.907\n",
"Step 41, Minibatch Loss= 0.2529, Training Accuracy= 0.896\n",
"Step 41, Minibatch Loss= 0.3057, Training Accuracy= 0.864\n",
"***********************\n",
"Testing Accuracy: 0.83396673\n",
"***********************\n",
"Step 42, Minibatch Loss= 0.3400, Training Accuracy= 0.891\n",
"Step 42, Minibatch Loss= 0.3294, Training Accuracy= 0.852\n",
"Step 42, Minibatch Loss= 0.2577, Training Accuracy= 0.870\n",
"Step 42, Minibatch Loss= 0.2534, Training Accuracy= 0.875\n",
"Step 42, Minibatch Loss= 0.3941, Training Accuracy= 0.825\n",
"Step 42, Minibatch Loss= 0.3015, Training Accuracy= 0.870\n",
"Step 42, Minibatch Loss= 0.2617, Training Accuracy= 0.881\n",
"Step 42, Minibatch Loss= 0.2780, Training Accuracy= 0.885\n",
"Step 42, Minibatch Loss= 0.2829, Training Accuracy= 0.895\n",
"Step 42, Minibatch Loss= 0.3490, Training Accuracy= 0.844\n",
"Step 42, Minibatch Loss= 0.3350, Training Accuracy= 0.858\n",
"Step 42, Minibatch Loss= 0.2381, Training Accuracy= 0.886\n",
"Step 42, Minibatch Loss= 0.2933, Training Accuracy= 0.858\n",
"Step 42, Minibatch Loss= 0.3221, Training Accuracy= 0.855\n",
"Step 42, Minibatch Loss= 0.2028, Training Accuracy= 0.913\n",
"Step 42, Minibatch Loss= 0.3250, Training Accuracy= 0.861\n",
"Step 42, Minibatch Loss= 0.2958, Training Accuracy= 0.877\n",
"Step 42, Minibatch Loss= 0.2227, Training Accuracy= 0.912\n",
"Step 42, Minibatch Loss= 0.2695, Training Accuracy= 0.891\n",
"Step 42, Minibatch Loss= 0.2477, Training Accuracy= 0.914\n",
"Step 42, Minibatch Loss= 0.2863, Training Accuracy= 0.873\n",
"Step 42, Minibatch Loss= 0.3553, Training Accuracy= 0.838\n",
"Step 42, Minibatch Loss= 0.2985, Training Accuracy= 0.846\n",
"Step 42, Minibatch Loss= 0.3425, Training Accuracy= 0.841\n",
"Step 42, Minibatch Loss= 0.2344, Training Accuracy= 0.908\n",
"Step 42, Minibatch Loss= 0.2230, Training Accuracy= 0.904\n",
"Step 42, Minibatch Loss= 0.5377, Training Accuracy= 0.761\n",
"Step 42, Minibatch Loss= 0.2581, Training Accuracy= 0.908\n",
"Step 42, Minibatch Loss= 0.2791, Training Accuracy= 0.888\n",
"Step 42, Minibatch Loss= 0.3507, Training Accuracy= 0.853\n",
"Step 42, Minibatch Loss= 0.2286, Training Accuracy= 0.897\n",
"***********************\n",
"Testing Accuracy: 0.84219396\n",
"***********************\n",
"Step 43, Minibatch Loss= 0.2377, Training Accuracy= 0.902\n",
"Step 43, Minibatch Loss= 0.3686, Training Accuracy= 0.804\n",
"Step 43, Minibatch Loss= 0.4486, Training Accuracy= 0.769\n",
"Step 43, Minibatch Loss= 0.3045, Training Accuracy= 0.878\n",
"Step 43, Minibatch Loss= 0.2665, Training Accuracy= 0.907\n",
"Step 43, Minibatch Loss= 0.2455, Training Accuracy= 0.919\n",
"Step 43, Minibatch Loss= 0.3611, Training Accuracy= 0.866\n",
"Step 43, Minibatch Loss= 0.2861, Training Accuracy= 0.895\n",
"Step 43, Minibatch Loss= 0.3207, Training Accuracy= 0.862\n",
"Step 43, Minibatch Loss= 0.2463, Training Accuracy= 0.907\n",
"Step 43, Minibatch Loss= 0.3208, Training Accuracy= 0.849\n",
"Step 43, Minibatch Loss= 0.2722, Training Accuracy= 0.872\n",
"Step 43, Minibatch Loss= 0.2723, Training Accuracy= 0.884\n",
"Step 43, Minibatch Loss= 0.2950, Training Accuracy= 0.864\n",
"Step 43, Minibatch Loss= 0.3618, Training Accuracy= 0.831\n",
"Step 43, Minibatch Loss= 0.3500, Training Accuracy= 0.843\n",
"Step 43, Minibatch Loss= 0.2343, Training Accuracy= 0.915\n",
"Step 43, Minibatch Loss= 0.1851, Training Accuracy= 0.940\n",
"Step 43, Minibatch Loss= 0.3691, Training Accuracy= 0.805\n",
"Step 43, Minibatch Loss= 0.2866, Training Accuracy= 0.880\n",
"Step 43, Minibatch Loss= 0.2149, Training Accuracy= 0.915\n",
"Step 43, Minibatch Loss= 0.4173, Training Accuracy= 0.801\n",
"Step 43, Minibatch Loss= 0.3431, Training Accuracy= 0.829\n",
"Step 43, Minibatch Loss= 0.2853, Training Accuracy= 0.877\n",
"Step 43, Minibatch Loss= 0.3933, Training Accuracy= 0.805\n",
"Step 43, Minibatch Loss= 0.3743, Training Accuracy= 0.804\n",
"Step 43, Minibatch Loss= 0.2652, Training Accuracy= 0.885\n",
"Step 43, Minibatch Loss= 0.2646, Training Accuracy= 0.892\n",
"Step 43, Minibatch Loss= 0.2616, Training Accuracy= 0.871\n",
"Step 43, Minibatch Loss= 0.2817, Training Accuracy= 0.877\n",
"Step 43, Minibatch Loss= 0.2292, Training Accuracy= 0.916\n",
"***********************\n",
"Testing Accuracy: 0.8501859\n",
"***********************\n",
"Step 44, Minibatch Loss= 0.3006, Training Accuracy= 0.875\n",
"Step 44, Minibatch Loss= 0.4026, Training Accuracy= 0.807\n",
"Step 44, Minibatch Loss= 0.2958, Training Accuracy= 0.832\n",
"Step 44, Minibatch Loss= 0.2952, Training Accuracy= 0.866\n",
"Step 44, Minibatch Loss= 0.3715, Training Accuracy= 0.834\n",
"Step 44, Minibatch Loss= 0.2624, Training Accuracy= 0.896\n",
"Step 44, Minibatch Loss= 0.2587, Training Accuracy= 0.904\n",
"Step 44, Minibatch Loss= 0.2473, Training Accuracy= 0.904\n",
"Step 44, Minibatch Loss= 0.2018, Training Accuracy= 0.936\n",
"Step 44, Minibatch Loss= 0.3369, Training Accuracy= 0.836\n",
"Step 44, Minibatch Loss= 0.3223, Training Accuracy= 0.863\n",
"Step 44, Minibatch Loss= 0.3002, Training Accuracy= 0.874\n",
"Step 44, Minibatch Loss= 0.2702, Training Accuracy= 0.883\n",
"Step 44, Minibatch Loss= 0.3099, Training Accuracy= 0.853\n",
"Step 44, Minibatch Loss= 0.3127, Training Accuracy= 0.856\n",
"Step 44, Minibatch Loss= 0.2307, Training Accuracy= 0.898\n",
"Step 44, Minibatch Loss= 0.3591, Training Accuracy= 0.836\n",
"Step 44, Minibatch Loss= 0.2100, Training Accuracy= 0.923\n",
"Step 44, Minibatch Loss= 0.2455, Training Accuracy= 0.889\n",
"Step 44, Minibatch Loss= 0.3128, Training Accuracy= 0.849\n",
"Step 44, Minibatch Loss= 0.2988, Training Accuracy= 0.869\n",
"Step 44, Minibatch Loss= 0.3325, Training Accuracy= 0.856\n",
"Step 44, Minibatch Loss= 0.3266, Training Accuracy= 0.843\n",
"Step 44, Minibatch Loss= 0.2132, Training Accuracy= 0.914\n",
"Step 44, Minibatch Loss= 0.2837, Training Accuracy= 0.880\n",
"Step 44, Minibatch Loss= 0.2880, Training Accuracy= 0.873\n",
"Step 44, Minibatch Loss= 0.3025, Training Accuracy= 0.872\n",
"Step 44, Minibatch Loss= 0.3376, Training Accuracy= 0.841\n",
"Step 44, Minibatch Loss= 0.2854, Training Accuracy= 0.857\n",
"Step 44, Minibatch Loss= 0.3241, Training Accuracy= 0.855\n"
]
},
{
"name": "stdout",
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"Step 44, Minibatch Loss= 0.2810, Training Accuracy= 0.897\n",
"***********************\n",
"Testing Accuracy: 0.8498094\n",
"***********************\n",
"Step 45, Minibatch Loss= 0.3049, Training Accuracy= 0.840\n",
"Step 45, Minibatch Loss= 0.4201, Training Accuracy= 0.778\n",
"Step 45, Minibatch Loss= 0.2203, Training Accuracy= 0.923\n",
"Step 45, Minibatch Loss= 0.3845, Training Accuracy= 0.831\n",
"Step 45, Minibatch Loss= 0.2356, Training Accuracy= 0.899\n",
"Step 45, Minibatch Loss= 0.2381, Training Accuracy= 0.899\n",
"Step 45, Minibatch Loss= 0.3303, Training Accuracy= 0.831\n",
"Step 45, Minibatch Loss= 0.3000, Training Accuracy= 0.865\n",
"Step 45, Minibatch Loss= 0.2776, Training Accuracy= 0.884\n",
"Step 45, Minibatch Loss= 0.2820, Training Accuracy= 0.900\n",
"Step 45, Minibatch Loss= 0.2794, Training Accuracy= 0.890\n",
"Step 45, Minibatch Loss= 0.2831, Training Accuracy= 0.864\n",
"Step 45, Minibatch Loss= 0.2457, Training Accuracy= 0.897\n",
"Step 45, Minibatch Loss= 0.2921, Training Accuracy= 0.883\n",
"Step 45, Minibatch Loss= 0.3134, Training Accuracy= 0.863\n",
"Step 45, Minibatch Loss= 0.2723, Training Accuracy= 0.881\n",
"Step 45, Minibatch Loss= 0.2804, Training Accuracy= 0.856\n",
"Step 45, Minibatch Loss= 0.2738, Training Accuracy= 0.877\n",
"Step 45, Minibatch Loss= 0.2253, Training Accuracy= 0.916\n",
"Step 45, Minibatch Loss= 0.3353, Training Accuracy= 0.850\n",
"Step 45, Minibatch Loss= 0.3144, Training Accuracy= 0.863\n",
"Step 45, Minibatch Loss= 0.4045, Training Accuracy= 0.808\n",
"Step 45, Minibatch Loss= 0.3092, Training Accuracy= 0.875\n",
"Step 45, Minibatch Loss= 0.2468, Training Accuracy= 0.897\n",
"Step 45, Minibatch Loss= 0.1834, Training Accuracy= 0.926\n",
"Step 45, Minibatch Loss= 0.2606, Training Accuracy= 0.895\n",
"Step 45, Minibatch Loss= 0.2707, Training Accuracy= 0.894\n",
"Step 45, Minibatch Loss= 0.2618, Training Accuracy= 0.902\n",
"Step 45, Minibatch Loss= 0.3056, Training Accuracy= 0.844\n",
"Step 45, Minibatch Loss= 0.2516, Training Accuracy= 0.880\n",
"Step 45, Minibatch Loss= 0.3443, Training Accuracy= 0.847\n",
"***********************\n",
"Testing Accuracy: 0.8487181\n",
"***********************\n",
"Step 46, Minibatch Loss= 0.2935, Training Accuracy= 0.866\n",
"Step 46, Minibatch Loss= 0.2477, Training Accuracy= 0.896\n",
"Step 46, Minibatch Loss= 0.2758, Training Accuracy= 0.884\n",
"Step 46, Minibatch Loss= 0.2771, Training Accuracy= 0.891\n",
"Step 46, Minibatch Loss= 0.2310, Training Accuracy= 0.900\n",
"Step 46, Minibatch Loss= 0.3105, Training Accuracy= 0.855\n",
"Step 46, Minibatch Loss= 0.2875, Training Accuracy= 0.882\n",
"Step 46, Minibatch Loss= 0.2037, Training Accuracy= 0.930\n",
"Step 46, Minibatch Loss= 0.3397, Training Accuracy= 0.813\n",
"Step 46, Minibatch Loss= 0.2344, Training Accuracy= 0.901\n",
"Step 46, Minibatch Loss= 0.2389, Training Accuracy= 0.893\n",
"Step 46, Minibatch Loss= 0.3180, Training Accuracy= 0.848\n",
"Step 46, Minibatch Loss= 0.3068, Training Accuracy= 0.859\n",
"Step 46, Minibatch Loss= 0.2972, Training Accuracy= 0.855\n",
"Step 46, Minibatch Loss= 0.2834, Training Accuracy= 0.882\n",
"Step 46, Minibatch Loss= 0.3119, Training Accuracy= 0.871\n",
"Step 46, Minibatch Loss= 0.3730, Training Accuracy= 0.842\n",
"Step 46, Minibatch Loss= 0.2809, Training Accuracy= 0.896\n",
"Step 46, Minibatch Loss= 0.2666, Training Accuracy= 0.891\n",
"Step 46, Minibatch Loss= 0.2750, Training Accuracy= 0.892\n",
"Step 46, Minibatch Loss= 0.2687, Training Accuracy= 0.875\n",
"Step 46, Minibatch Loss= 0.2783, Training Accuracy= 0.856\n",
"Step 46, Minibatch Loss= 0.1696, Training Accuracy= 0.922\n",
"Step 46, Minibatch Loss= 0.3360, Training Accuracy= 0.847\n",
"Step 46, Minibatch Loss= 0.3444, Training Accuracy= 0.837\n",
"Step 46, Minibatch Loss= 0.3157, Training Accuracy= 0.865\n",
"Step 46, Minibatch Loss= 0.3450, Training Accuracy= 0.837\n",
"Step 46, Minibatch Loss= 0.2082, Training Accuracy= 0.915\n",
"Step 46, Minibatch Loss= 0.3349, Training Accuracy= 0.846\n",
"Step 46, Minibatch Loss= 0.3567, Training Accuracy= 0.823\n",
"Step 46, Minibatch Loss= 0.3023, Training Accuracy= 0.863\n",
"***********************\n",
"Testing Accuracy: 0.8497535\n",
"***********************\n",
"Step 47, Minibatch Loss= 0.3054, Training Accuracy= 0.885\n",
"Step 47, Minibatch Loss= 0.2748, Training Accuracy= 0.889\n",
"Step 47, Minibatch Loss= 0.2625, Training Accuracy= 0.892\n",
"Step 47, Minibatch Loss= 0.3131, Training Accuracy= 0.853\n",
"Step 47, Minibatch Loss= 0.2590, Training Accuracy= 0.898\n",
"Step 47, Minibatch Loss= 0.2884, Training Accuracy= 0.874\n",
"Step 47, Minibatch Loss= 0.2665, Training Accuracy= 0.853\n",
"Step 47, Minibatch Loss= 0.2838, Training Accuracy= 0.855\n",
"Step 47, Minibatch Loss= 0.3269, Training Accuracy= 0.842\n",
"Step 47, Minibatch Loss= 0.2539, Training Accuracy= 0.891\n",
"Step 47, Minibatch Loss= 0.2564, Training Accuracy= 0.894\n",
"Step 47, Minibatch Loss= 0.2739, Training Accuracy= 0.876\n",
"Step 47, Minibatch Loss= 0.2389, Training Accuracy= 0.912\n",
"Step 47, Minibatch Loss= 0.2690, Training Accuracy= 0.888\n",
"Step 47, Minibatch Loss= 0.2985, Training Accuracy= 0.837\n",
"Step 47, Minibatch Loss= 0.2626, Training Accuracy= 0.873\n",
"Step 47, Minibatch Loss= 0.2414, Training Accuracy= 0.875\n",
"Step 47, Minibatch Loss= 0.3282, Training Accuracy= 0.838\n",
"Step 47, Minibatch Loss= 0.2666, Training Accuracy= 0.905\n",
"Step 47, Minibatch Loss= 0.2394, Training Accuracy= 0.893\n",
"Step 47, Minibatch Loss= 0.3082, Training Accuracy= 0.863\n",
"Step 47, Minibatch Loss= 0.3073, Training Accuracy= 0.859\n",
"Step 47, Minibatch Loss= 0.3044, Training Accuracy= 0.847\n",
"Step 47, Minibatch Loss= 0.2429, Training Accuracy= 0.918\n",
"Step 47, Minibatch Loss= 0.2515, Training Accuracy= 0.898\n",
"Step 47, Minibatch Loss= 0.1986, Training Accuracy= 0.913\n",
"Step 47, Minibatch Loss= 0.3187, Training Accuracy= 0.864\n",
"Step 47, Minibatch Loss= 0.4014, Training Accuracy= 0.818\n",
"Step 47, Minibatch Loss= 0.2762, Training Accuracy= 0.870\n",
"Step 47, Minibatch Loss= 0.2880, Training Accuracy= 0.898\n",
"Step 47, Minibatch Loss= 0.3418, Training Accuracy= 0.841\n",
"***********************\n",
"Testing Accuracy: 0.85266554\n",
"***********************\n",
"Step 48, Minibatch Loss= 0.2311, Training Accuracy= 0.895\n",
"Step 48, Minibatch Loss= 0.3411, Training Accuracy= 0.802\n",
"Step 48, Minibatch Loss= 0.1963, Training Accuracy= 0.935\n",
"Step 48, Minibatch Loss= 0.2951, Training Accuracy= 0.864\n",
"Step 48, Minibatch Loss= 0.2321, Training Accuracy= 0.906\n",
"Step 48, Minibatch Loss= 0.2776, Training Accuracy= 0.896\n",
"Step 48, Minibatch Loss= 0.2801, Training Accuracy= 0.883\n",
"Step 48, Minibatch Loss= 0.3505, Training Accuracy= 0.838\n",
"Step 48, Minibatch Loss= 0.2980, Training Accuracy= 0.868\n",
"Step 48, Minibatch Loss= 0.1640, Training Accuracy= 0.952\n",
"Step 48, Minibatch Loss= 0.2465, Training Accuracy= 0.888\n",
"Step 48, Minibatch Loss= 0.3017, Training Accuracy= 0.871\n",
"Step 48, Minibatch Loss= 0.3232, Training Accuracy= 0.829\n",
"Step 48, Minibatch Loss= 0.3166, Training Accuracy= 0.832\n",
"Step 48, Minibatch Loss= 0.2173, Training Accuracy= 0.932\n",
"Step 48, Minibatch Loss= 0.3038, Training Accuracy= 0.859\n",
"Step 48, Minibatch Loss= 0.2314, Training Accuracy= 0.914\n",
"Step 48, Minibatch Loss= 0.3905, Training Accuracy= 0.842\n",
"Step 48, Minibatch Loss= 0.2848, Training Accuracy= 0.861\n",
"Step 48, Minibatch Loss= 0.2900, Training Accuracy= 0.861\n",
"Step 48, Minibatch Loss= 0.2420, Training Accuracy= 0.911\n",
"Step 48, Minibatch Loss= 0.3095, Training Accuracy= 0.847\n",
"Step 48, Minibatch Loss= 0.3199, Training Accuracy= 0.851\n",
"Step 48, Minibatch Loss= 0.3294, Training Accuracy= 0.830\n",
"Step 48, Minibatch Loss= 0.3203, Training Accuracy= 0.859\n",
"Step 48, Minibatch Loss= 0.2404, Training Accuracy= 0.885\n",
"Step 48, Minibatch Loss= 0.2019, Training Accuracy= 0.924\n",
"Step 48, Minibatch Loss= 0.2668, Training Accuracy= 0.897\n",
"Step 48, Minibatch Loss= 0.3294, Training Accuracy= 0.842\n",
"Step 48, Minibatch Loss= 0.2420, Training Accuracy= 0.895\n",
"Step 48, Minibatch Loss= 0.2383, Training Accuracy= 0.889\n",
"***********************\n",
"Testing Accuracy: 0.85145366\n",
"***********************\n",
"Step 49, Minibatch Loss= 0.2652, Training Accuracy= 0.882\n",
"Step 49, Minibatch Loss= 0.3750, Training Accuracy= 0.799\n",
"Step 49, Minibatch Loss= 0.2704, Training Accuracy= 0.869\n",
"Step 49, Minibatch Loss= 0.2686, Training Accuracy= 0.862\n",
"Step 49, Minibatch Loss= 0.2270, Training Accuracy= 0.921\n",
"Step 49, Minibatch Loss= 0.3116, Training Accuracy= 0.860\n",
"Step 49, Minibatch Loss= 0.3264, Training Accuracy= 0.840\n",
"Step 49, Minibatch Loss= 0.2352, Training Accuracy= 0.908\n",
"Step 49, Minibatch Loss= 0.2292, Training Accuracy= 0.901\n",
"Step 49, Minibatch Loss= 0.4131, Training Accuracy= 0.783\n"
]
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{
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"Step 49, Minibatch Loss= 0.2600, Training Accuracy= 0.861\n",
"Step 49, Minibatch Loss= 0.2625, Training Accuracy= 0.893\n",
"Step 49, Minibatch Loss= 0.2564, Training Accuracy= 0.884\n",
"Step 49, Minibatch Loss= 0.2741, Training Accuracy= 0.889\n",
"Step 49, Minibatch Loss= 0.2865, Training Accuracy= 0.868\n",
"Step 49, Minibatch Loss= 0.2111, Training Accuracy= 0.938\n",
"Step 49, Minibatch Loss= 0.2867, Training Accuracy= 0.884\n",
"Step 49, Minibatch Loss= 0.2957, Training Accuracy= 0.860\n",
"Step 49, Minibatch Loss= 0.3659, Training Accuracy= 0.848\n",
"Step 49, Minibatch Loss= 0.2307, Training Accuracy= 0.903\n",
"Step 49, Minibatch Loss= 0.2331, Training Accuracy= 0.903\n",
"Step 49, Minibatch Loss= 0.1809, Training Accuracy= 0.940\n",
"Step 49, Minibatch Loss= 0.3784, Training Accuracy= 0.846\n",
"Step 49, Minibatch Loss= 0.2314, Training Accuracy= 0.886\n",
"Step 49, Minibatch Loss= 0.2902, Training Accuracy= 0.886\n",
"Step 49, Minibatch Loss= 0.2288, Training Accuracy= 0.910\n",
"Step 49, Minibatch Loss= 0.3257, Training Accuracy= 0.857\n",
"Step 49, Minibatch Loss= 0.2340, Training Accuracy= 0.890\n",
"Step 49, Minibatch Loss= 0.2664, Training Accuracy= 0.884\n",
"Step 49, Minibatch Loss= 0.2517, Training Accuracy= 0.897\n",
"Step 49, Minibatch Loss= 0.2741, Training Accuracy= 0.906\n",
"***********************\n",
"Testing Accuracy: 0.8484563\n",
"***********************\n",
"Step 50, Minibatch Loss= 0.2858, Training Accuracy= 0.880\n",
"Step 50, Minibatch Loss= 0.2046, Training Accuracy= 0.908\n",
"Step 50, Minibatch Loss= 0.3050, Training Accuracy= 0.876\n",
"Step 50, Minibatch Loss= 0.2839, Training Accuracy= 0.861\n",
"Step 50, Minibatch Loss= 0.1952, Training Accuracy= 0.932\n",
"Step 50, Minibatch Loss= 0.2358, Training Accuracy= 0.885\n",
"Step 50, Minibatch Loss= 0.2709, Training Accuracy= 0.893\n",
"Step 50, Minibatch Loss= 0.2913, Training Accuracy= 0.868\n",
"Step 50, Minibatch Loss= 0.2287, Training Accuracy= 0.926\n",
"Step 50, Minibatch Loss= 0.2177, Training Accuracy= 0.915\n",
"Step 50, Minibatch Loss= 0.2694, Training Accuracy= 0.889\n",
"Step 50, Minibatch Loss= 0.3004, Training Accuracy= 0.870\n",
"Step 50, Minibatch Loss= 0.1992, Training Accuracy= 0.920\n",
"Step 50, Minibatch Loss= 0.3323, Training Accuracy= 0.855\n",
"Step 50, Minibatch Loss= 0.3946, Training Accuracy= 0.802\n",
"Step 50, Minibatch Loss= 0.3470, Training Accuracy= 0.815\n",
"Step 50, Minibatch Loss= 0.2906, Training Accuracy= 0.882\n",
"Step 50, Minibatch Loss= 0.3193, Training Accuracy= 0.842\n",
"Step 50, Minibatch Loss= 0.2238, Training Accuracy= 0.916\n",
"Step 50, Minibatch Loss= 0.3039, Training Accuracy= 0.882\n",
"Step 50, Minibatch Loss= 0.2271, Training Accuracy= 0.915\n",
"Step 50, Minibatch Loss= 0.3140, Training Accuracy= 0.879\n",
"Step 50, Minibatch Loss= 0.4098, Training Accuracy= 0.773\n",
"Step 50, Minibatch Loss= 0.2466, Training Accuracy= 0.898\n",
"Step 50, Minibatch Loss= 0.2871, Training Accuracy= 0.892\n",
"Step 50, Minibatch Loss= 0.3275, Training Accuracy= 0.862\n",
"Step 50, Minibatch Loss= 0.2175, Training Accuracy= 0.903\n",
"Step 50, Minibatch Loss= 0.2293, Training Accuracy= 0.906\n",
"Step 50, Minibatch Loss= 0.2543, Training Accuracy= 0.881\n",
"Step 50, Minibatch Loss= 0.2749, Training Accuracy= 0.872\n",
"Step 50, Minibatch Loss= 0.3081, Training Accuracy= 0.841\n",
"***********************\n",
"Testing Accuracy: 0.85078007\n",
"***********************\n",
"Step 51, Minibatch Loss= 0.2781, Training Accuracy= 0.899\n",
"Step 51, Minibatch Loss= 0.3524, Training Accuracy= 0.822\n",
"Step 51, Minibatch Loss= 0.2969, Training Accuracy= 0.871\n",
"Step 51, Minibatch Loss= 0.2165, Training Accuracy= 0.883\n",
"Step 51, Minibatch Loss= 0.2619, Training Accuracy= 0.895\n",
"Step 51, Minibatch Loss= 0.3418, Training Accuracy= 0.819\n",
"Step 51, Minibatch Loss= 0.3104, Training Accuracy= 0.861\n",
"Step 51, Minibatch Loss= 0.3096, Training Accuracy= 0.853\n",
"Step 51, Minibatch Loss= 0.2508, Training Accuracy= 0.888\n",
"Step 51, Minibatch Loss= 0.3103, Training Accuracy= 0.874\n",
"Step 51, Minibatch Loss= 0.2326, Training Accuracy= 0.892\n",
"Step 51, Minibatch Loss= 0.2400, Training Accuracy= 0.914\n",
"Step 51, Minibatch Loss= 0.2451, Training Accuracy= 0.894\n",
"Step 51, Minibatch Loss= 0.3680, Training Accuracy= 0.835\n",
"Step 51, Minibatch Loss= 0.2515, Training Accuracy= 0.897\n",
"Step 51, Minibatch Loss= 0.3851, Training Accuracy= 0.830\n",
"Step 51, Minibatch Loss= 0.2189, Training Accuracy= 0.911\n",
"Step 51, Minibatch Loss= 0.2676, Training Accuracy= 0.886\n",
"Step 51, Minibatch Loss= 0.3063, Training Accuracy= 0.884\n",
"Step 51, Minibatch Loss= 0.2568, Training Accuracy= 0.893\n",
"Step 51, Minibatch Loss= 0.3583, Training Accuracy= 0.828\n",
"Step 51, Minibatch Loss= 0.2481, Training Accuracy= 0.897\n",
"Step 51, Minibatch Loss= 0.2142, Training Accuracy= 0.917\n",
"Step 51, Minibatch Loss= 0.3279, Training Accuracy= 0.843\n",
"Step 51, Minibatch Loss= 0.3119, Training Accuracy= 0.833\n",
"Step 51, Minibatch Loss= 0.2277, Training Accuracy= 0.882\n",
"Step 51, Minibatch Loss= 0.2422, Training Accuracy= 0.905\n",
"Step 51, Minibatch Loss= 0.2615, Training Accuracy= 0.910\n",
"Step 51, Minibatch Loss= 0.1955, Training Accuracy= 0.927\n",
"Step 51, Minibatch Loss= 0.2408, Training Accuracy= 0.890\n",
"Step 51, Minibatch Loss= 0.2725, Training Accuracy= 0.881\n",
"***********************\n",
"Testing Accuracy: 0.8517743\n",
"***********************\n",
"Step 52, Minibatch Loss= 0.1924, Training Accuracy= 0.920\n",
"Step 52, Minibatch Loss= 0.2914, Training Accuracy= 0.881\n",
"Step 52, Minibatch Loss= 0.2486, Training Accuracy= 0.923\n",
"Step 52, Minibatch Loss= 0.2935, Training Accuracy= 0.847\n",
"Step 52, Minibatch Loss= 0.3611, Training Accuracy= 0.803\n",
"Step 52, Minibatch Loss= 0.3259, Training Accuracy= 0.862\n",
"Step 52, Minibatch Loss= 0.1921, Training Accuracy= 0.934\n",
"Step 52, Minibatch Loss= 0.2752, Training Accuracy= 0.895\n",
"Step 52, Minibatch Loss= 0.2939, Training Accuracy= 0.885\n",
"Step 52, Minibatch Loss= 0.3503, Training Accuracy= 0.847\n",
"Step 52, Minibatch Loss= 0.2555, Training Accuracy= 0.885\n",
"Step 52, Minibatch Loss= 0.2469, Training Accuracy= 0.896\n",
"Step 52, Minibatch Loss= 0.2492, Training Accuracy= 0.894\n",
"Step 52, Minibatch Loss= 0.3220, Training Accuracy= 0.847\n",
"Step 52, Minibatch Loss= 0.2000, Training Accuracy= 0.913\n",
"Step 52, Minibatch Loss= 0.2435, Training Accuracy= 0.901\n",
"Step 52, Minibatch Loss= 0.3288, Training Accuracy= 0.840\n",
"Step 52, Minibatch Loss= 0.2916, Training Accuracy= 0.847\n",
"Step 52, Minibatch Loss= 0.2593, Training Accuracy= 0.873\n",
"Step 52, Minibatch Loss= 0.3374, Training Accuracy= 0.818\n",
"Step 52, Minibatch Loss= 0.2155, Training Accuracy= 0.921\n",
"Step 52, Minibatch Loss= 0.2776, Training Accuracy= 0.890\n",
"Step 52, Minibatch Loss= 0.2688, Training Accuracy= 0.898\n",
"Step 52, Minibatch Loss= 0.2822, Training Accuracy= 0.849\n",
"Step 52, Minibatch Loss= 0.2996, Training Accuracy= 0.868\n",
"Step 52, Minibatch Loss= 0.2717, Training Accuracy= 0.865\n",
"Step 52, Minibatch Loss= 0.2144, Training Accuracy= 0.932\n",
"Step 52, Minibatch Loss= 0.2897, Training Accuracy= 0.885\n",
"Step 52, Minibatch Loss= 0.2934, Training Accuracy= 0.893\n",
"Step 52, Minibatch Loss= 0.2316, Training Accuracy= 0.898\n",
"Step 52, Minibatch Loss= 0.2471, Training Accuracy= 0.885\n",
"***********************\n",
"Testing Accuracy: 0.853245\n",
"***********************\n",
"Step 53, Minibatch Loss= 0.3252, Training Accuracy= 0.836\n",
"Step 53, Minibatch Loss= 0.2768, Training Accuracy= 0.888\n",
"Step 53, Minibatch Loss= 0.2022, Training Accuracy= 0.936\n",
"Step 53, Minibatch Loss= 0.4421, Training Accuracy= 0.766\n",
"Step 53, Minibatch Loss= 0.2451, Training Accuracy= 0.901\n",
"Step 53, Minibatch Loss= 0.2690, Training Accuracy= 0.891\n",
"Step 53, Minibatch Loss= 0.2417, Training Accuracy= 0.884\n",
"Step 53, Minibatch Loss= 0.2824, Training Accuracy= 0.891\n",
"Step 53, Minibatch Loss= 0.2571, Training Accuracy= 0.907\n",
"Step 53, Minibatch Loss= 0.2470, Training Accuracy= 0.879\n",
"Step 53, Minibatch Loss= 0.3053, Training Accuracy= 0.858\n",
"Step 53, Minibatch Loss= 0.2849, Training Accuracy= 0.886\n",
"Step 53, Minibatch Loss= 0.2624, Training Accuracy= 0.889\n",
"Step 53, Minibatch Loss= 0.2874, Training Accuracy= 0.853\n",
"Step 53, Minibatch Loss= 0.2840, Training Accuracy= 0.860\n",
"Step 53, Minibatch Loss= 0.1612, Training Accuracy= 0.935\n",
"Step 53, Minibatch Loss= 0.2452, Training Accuracy= 0.904\n",
"Step 53, Minibatch Loss= 0.2130, Training Accuracy= 0.907\n",
"Step 53, Minibatch Loss= 0.1616, Training Accuracy= 0.949\n",
"Step 53, Minibatch Loss= 0.1910, Training Accuracy= 0.927\n",
"Step 53, Minibatch Loss= 0.2826, Training Accuracy= 0.876\n",
"Step 53, Minibatch Loss= 0.2995, Training Accuracy= 0.860\n",
"Step 53, Minibatch Loss= 0.2417, Training Accuracy= 0.882\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 53, Minibatch Loss= 0.3390, Training Accuracy= 0.854\n",
"Step 53, Minibatch Loss= 0.2911, Training Accuracy= 0.866\n",
"Step 53, Minibatch Loss= 0.3195, Training Accuracy= 0.858\n",
"Step 53, Minibatch Loss= 0.2762, Training Accuracy= 0.877\n",
"Step 53, Minibatch Loss= 0.2524, Training Accuracy= 0.877\n",
"Step 53, Minibatch Loss= 0.2790, Training Accuracy= 0.870\n",
"Step 53, Minibatch Loss= 0.3054, Training Accuracy= 0.875\n",
"Step 53, Minibatch Loss= 0.3876, Training Accuracy= 0.786\n",
"***********************\n",
"Testing Accuracy: 0.8572542\n",
"***********************\n",
"Step 54, Minibatch Loss= 0.3080, Training Accuracy= 0.875\n",
"Step 54, Minibatch Loss= 0.2266, Training Accuracy= 0.923\n",
"Step 54, Minibatch Loss= 0.4056, Training Accuracy= 0.775\n",
"Step 54, Minibatch Loss= 0.3785, Training Accuracy= 0.830\n",
"Step 54, Minibatch Loss= 0.1917, Training Accuracy= 0.943\n",
"Step 54, Minibatch Loss= 0.2601, Training Accuracy= 0.881\n",
"Step 54, Minibatch Loss= 0.2328, Training Accuracy= 0.901\n",
"Step 54, Minibatch Loss= 0.2591, Training Accuracy= 0.897\n",
"Step 54, Minibatch Loss= 0.2287, Training Accuracy= 0.900\n",
"Step 54, Minibatch Loss= 0.2745, Training Accuracy= 0.885\n",
"Step 54, Minibatch Loss= 0.2265, Training Accuracy= 0.917\n",
"Step 54, Minibatch Loss= 0.2596, Training Accuracy= 0.892\n",
"Step 54, Minibatch Loss= 0.3320, Training Accuracy= 0.846\n",
"Step 54, Minibatch Loss= 0.2013, Training Accuracy= 0.923\n",
"Step 54, Minibatch Loss= 0.3075, Training Accuracy= 0.862\n",
"Step 54, Minibatch Loss= 0.2200, Training Accuracy= 0.897\n",
"Step 54, Minibatch Loss= 0.3380, Training Accuracy= 0.851\n",
"Step 54, Minibatch Loss= 0.2481, Training Accuracy= 0.885\n",
"Step 54, Minibatch Loss= 0.3065, Training Accuracy= 0.857\n",
"Step 54, Minibatch Loss= 0.2686, Training Accuracy= 0.881\n",
"Step 54, Minibatch Loss= 0.3166, Training Accuracy= 0.852\n",
"Step 54, Minibatch Loss= 0.2313, Training Accuracy= 0.885\n",
"Step 54, Minibatch Loss= 0.2927, Training Accuracy= 0.866\n",
"Step 54, Minibatch Loss= 0.2391, Training Accuracy= 0.889\n",
"Step 54, Minibatch Loss= 0.3330, Training Accuracy= 0.863\n",
"Step 54, Minibatch Loss= 0.2303, Training Accuracy= 0.913\n",
"Step 54, Minibatch Loss= 0.2466, Training Accuracy= 0.899\n",
"Step 54, Minibatch Loss= 0.2766, Training Accuracy= 0.869\n",
"Step 54, Minibatch Loss= 0.3506, Training Accuracy= 0.838\n",
"Step 54, Minibatch Loss= 0.3165, Training Accuracy= 0.853\n",
"Step 54, Minibatch Loss= 0.2531, Training Accuracy= 0.901\n",
"***********************\n",
"Testing Accuracy: 0.85632175\n",
"***********************\n",
"Step 55, Minibatch Loss= 0.2225, Training Accuracy= 0.913\n",
"Step 55, Minibatch Loss= 0.2950, Training Accuracy= 0.863\n",
"Step 55, Minibatch Loss= 0.1801, Training Accuracy= 0.926\n",
"Step 55, Minibatch Loss= 0.3587, Training Accuracy= 0.826\n",
"Step 55, Minibatch Loss= 0.3165, Training Accuracy= 0.890\n",
"Step 55, Minibatch Loss= 0.2902, Training Accuracy= 0.862\n",
"Step 55, Minibatch Loss= 0.2048, Training Accuracy= 0.927\n",
"Step 55, Minibatch Loss= 0.3110, Training Accuracy= 0.861\n",
"Step 55, Minibatch Loss= 0.2381, Training Accuracy= 0.893\n",
"Step 55, Minibatch Loss= 0.3018, Training Accuracy= 0.863\n",
"Step 55, Minibatch Loss= 0.3358, Training Accuracy= 0.845\n",
"Step 55, Minibatch Loss= 0.2535, Training Accuracy= 0.896\n",
"Step 55, Minibatch Loss= 0.2461, Training Accuracy= 0.902\n",
"Step 55, Minibatch Loss= 0.3914, Training Accuracy= 0.830\n",
"Step 55, Minibatch Loss= 0.3198, Training Accuracy= 0.862\n",
"Step 55, Minibatch Loss= 0.3195, Training Accuracy= 0.845\n",
"Step 55, Minibatch Loss= 0.3047, Training Accuracy= 0.879\n",
"Step 55, Minibatch Loss= 0.2787, Training Accuracy= 0.890\n",
"Step 55, Minibatch Loss= 0.3550, Training Accuracy= 0.819\n",
"Step 55, Minibatch Loss= 0.2964, Training Accuracy= 0.844\n",
"Step 55, Minibatch Loss= 0.2183, Training Accuracy= 0.923\n",
"Step 55, Minibatch Loss= 0.2861, Training Accuracy= 0.880\n",
"Step 55, Minibatch Loss= 0.2211, Training Accuracy= 0.906\n",
"Step 55, Minibatch Loss= 0.3311, Training Accuracy= 0.838\n",
"Step 55, Minibatch Loss= 0.2270, Training Accuracy= 0.912\n",
"Step 55, Minibatch Loss= 0.2667, Training Accuracy= 0.877\n",
"Step 55, Minibatch Loss= 0.2060, Training Accuracy= 0.912\n",
"Step 55, Minibatch Loss= 0.2627, Training Accuracy= 0.894\n",
"Step 55, Minibatch Loss= 0.2712, Training Accuracy= 0.894\n",
"Step 55, Minibatch Loss= 0.2621, Training Accuracy= 0.887\n",
"Step 55, Minibatch Loss= 0.3094, Training Accuracy= 0.866\n",
"***********************\n",
"Testing Accuracy: 0.8443324\n",
"***********************\n",
"Step 56, Minibatch Loss= 0.3233, Training Accuracy= 0.826\n",
"Step 56, Minibatch Loss= 0.3591, Training Accuracy= 0.834\n",
"Step 56, Minibatch Loss= 0.2924, Training Accuracy= 0.875\n",
"Step 56, Minibatch Loss= 0.2718, Training Accuracy= 0.889\n",
"Step 56, Minibatch Loss= 0.2820, Training Accuracy= 0.892\n",
"Step 56, Minibatch Loss= 0.2468, Training Accuracy= 0.890\n",
"Step 56, Minibatch Loss= 0.3410, Training Accuracy= 0.868\n",
"Step 56, Minibatch Loss= 0.2612, Training Accuracy= 0.886\n",
"Step 56, Minibatch Loss= 0.3404, Training Accuracy= 0.814\n",
"Step 56, Minibatch Loss= 0.3281, Training Accuracy= 0.860\n",
"Step 56, Minibatch Loss= 0.1588, Training Accuracy= 0.942\n",
"Step 56, Minibatch Loss= 0.2275, Training Accuracy= 0.900\n",
"Step 56, Minibatch Loss= 0.2753, Training Accuracy= 0.880\n",
"Step 56, Minibatch Loss= 0.2682, Training Accuracy= 0.888\n",
"Step 56, Minibatch Loss= 0.2764, Training Accuracy= 0.879\n",
"Step 56, Minibatch Loss= 0.2200, Training Accuracy= 0.905\n",
"Step 56, Minibatch Loss= 0.2589, Training Accuracy= 0.879\n",
"Step 56, Minibatch Loss= 0.2357, Training Accuracy= 0.885\n",
"Step 56, Minibatch Loss= 0.3529, Training Accuracy= 0.851\n",
"Step 56, Minibatch Loss= 0.2479, Training Accuracy= 0.909\n",
"Step 56, Minibatch Loss= 0.2455, Training Accuracy= 0.892\n",
"Step 56, Minibatch Loss= 0.2385, Training Accuracy= 0.909\n",
"Step 56, Minibatch Loss= 0.2643, Training Accuracy= 0.864\n",
"Step 56, Minibatch Loss= 0.3161, Training Accuracy= 0.861\n",
"Step 56, Minibatch Loss= 0.2549, Training Accuracy= 0.899\n",
"Step 56, Minibatch Loss= 0.3202, Training Accuracy= 0.863\n",
"Step 56, Minibatch Loss= 0.2101, Training Accuracy= 0.900\n",
"Step 56, Minibatch Loss= 0.2232, Training Accuracy= 0.895\n",
"Step 56, Minibatch Loss= 0.3267, Training Accuracy= 0.851\n",
"Step 56, Minibatch Loss= 0.2335, Training Accuracy= 0.893\n",
"Step 56, Minibatch Loss= 0.2114, Training Accuracy= 0.913\n",
"***********************\n",
"Testing Accuracy: 0.8541833\n",
"***********************\n",
"Step 57, Minibatch Loss= 0.2857, Training Accuracy= 0.877\n",
"Step 57, Minibatch Loss= 0.2738, Training Accuracy= 0.872\n",
"Step 57, Minibatch Loss= 0.1724, Training Accuracy= 0.933\n",
"Step 57, Minibatch Loss= 0.2282, Training Accuracy= 0.908\n",
"Step 57, Minibatch Loss= 0.2558, Training Accuracy= 0.893\n",
"Step 57, Minibatch Loss= 0.2414, Training Accuracy= 0.891\n",
"Step 57, Minibatch Loss= 0.2581, Training Accuracy= 0.885\n",
"Step 57, Minibatch Loss= 0.2491, Training Accuracy= 0.884\n",
"Step 57, Minibatch Loss= 0.3273, Training Accuracy= 0.829\n",
"Step 57, Minibatch Loss= 0.2544, Training Accuracy= 0.875\n",
"Step 57, Minibatch Loss= 0.2822, Training Accuracy= 0.870\n",
"Step 57, Minibatch Loss= 0.2926, Training Accuracy= 0.890\n",
"Step 57, Minibatch Loss= 0.3479, Training Accuracy= 0.841\n",
"Step 57, Minibatch Loss= 0.3317, Training Accuracy= 0.865\n",
"Step 57, Minibatch Loss= 0.1924, Training Accuracy= 0.917\n",
"Step 57, Minibatch Loss= 0.2660, Training Accuracy= 0.892\n",
"Step 57, Minibatch Loss= 0.2292, Training Accuracy= 0.888\n",
"Step 57, Minibatch Loss= 0.2011, Training Accuracy= 0.912\n",
"Step 57, Minibatch Loss= 0.2593, Training Accuracy= 0.897\n",
"Step 57, Minibatch Loss= 0.1949, Training Accuracy= 0.938\n",
"Step 57, Minibatch Loss= 0.3141, Training Accuracy= 0.874\n",
"Step 57, Minibatch Loss= 0.3116, Training Accuracy= 0.837\n",
"Step 57, Minibatch Loss= 0.3054, Training Accuracy= 0.849\n",
"Step 57, Minibatch Loss= 0.1905, Training Accuracy= 0.929\n",
"Step 57, Minibatch Loss= 0.2325, Training Accuracy= 0.906\n",
"Step 57, Minibatch Loss= 0.3701, Training Accuracy= 0.838\n",
"Step 57, Minibatch Loss= 0.3484, Training Accuracy= 0.814\n",
"Step 57, Minibatch Loss= 0.2516, Training Accuracy= 0.897\n",
"Step 57, Minibatch Loss= 0.2335, Training Accuracy= 0.919\n",
"Step 57, Minibatch Loss= 0.3599, Training Accuracy= 0.831\n",
"Step 57, Minibatch Loss= 0.2932, Training Accuracy= 0.881\n",
"***********************\n",
"Testing Accuracy: 0.849377\n",
"***********************\n",
"Step 58, Minibatch Loss= 0.2379, Training Accuracy= 0.897\n",
"Step 58, Minibatch Loss= 0.2291, Training Accuracy= 0.911\n",
"Step 58, Minibatch Loss= 0.2585, Training Accuracy= 0.895\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 58, Minibatch Loss= 0.2003, Training Accuracy= 0.914\n",
"Step 58, Minibatch Loss= 0.3034, Training Accuracy= 0.855\n",
"Step 58, Minibatch Loss= 0.2810, Training Accuracy= 0.866\n",
"Step 58, Minibatch Loss= 0.2425, Training Accuracy= 0.903\n",
"Step 58, Minibatch Loss= 0.4238, Training Accuracy= 0.758\n",
"Step 58, Minibatch Loss= 0.2490, Training Accuracy= 0.888\n",
"Step 58, Minibatch Loss= 0.2914, Training Accuracy= 0.858\n",
"Step 58, Minibatch Loss= 0.2766, Training Accuracy= 0.878\n",
"Step 58, Minibatch Loss= 0.2344, Training Accuracy= 0.909\n",
"Step 58, Minibatch Loss= 0.2278, Training Accuracy= 0.921\n",
"Step 58, Minibatch Loss= 0.2133, Training Accuracy= 0.920\n",
"Step 58, Minibatch Loss= 0.3095, Training Accuracy= 0.867\n",
"Step 58, Minibatch Loss= 0.3207, Training Accuracy= 0.845\n",
"Step 58, Minibatch Loss= 0.3249, Training Accuracy= 0.860\n",
"Step 58, Minibatch Loss= 0.2525, Training Accuracy= 0.876\n",
"Step 58, Minibatch Loss= 0.2732, Training Accuracy= 0.862\n",
"Step 58, Minibatch Loss= 0.2594, Training Accuracy= 0.895\n",
"Step 58, Minibatch Loss= 0.2806, Training Accuracy= 0.857\n",
"Step 58, Minibatch Loss= 0.2024, Training Accuracy= 0.924\n",
"Step 58, Minibatch Loss= 0.2679, Training Accuracy= 0.881\n",
"Step 58, Minibatch Loss= 0.2791, Training Accuracy= 0.881\n",
"Step 58, Minibatch Loss= 0.2157, Training Accuracy= 0.911\n",
"Step 58, Minibatch Loss= 0.3724, Training Accuracy= 0.837\n",
"Step 58, Minibatch Loss= 0.2524, Training Accuracy= 0.887\n",
"Step 58, Minibatch Loss= 0.2888, Training Accuracy= 0.859\n",
"Step 58, Minibatch Loss= 0.2632, Training Accuracy= 0.866\n",
"Step 58, Minibatch Loss= 0.2590, Training Accuracy= 0.892\n",
"Step 58, Minibatch Loss= 0.2169, Training Accuracy= 0.902\n",
"***********************\n",
"Testing Accuracy: 0.8524626\n",
"***********************\n",
"Step 59, Minibatch Loss= 0.3622, Training Accuracy= 0.830\n",
"Step 59, Minibatch Loss= 0.2816, Training Accuracy= 0.857\n",
"Step 59, Minibatch Loss= 0.3712, Training Accuracy= 0.827\n",
"Step 59, Minibatch Loss= 0.2498, Training Accuracy= 0.899\n",
"Step 59, Minibatch Loss= 0.1898, Training Accuracy= 0.936\n",
"Step 59, Minibatch Loss= 0.2743, Training Accuracy= 0.882\n",
"Step 59, Minibatch Loss= 0.3083, Training Accuracy= 0.860\n",
"Step 59, Minibatch Loss= 0.2549, Training Accuracy= 0.897\n",
"Step 59, Minibatch Loss= 0.2347, Training Accuracy= 0.918\n",
"Step 59, Minibatch Loss= 0.1782, Training Accuracy= 0.935\n",
"Step 59, Minibatch Loss= 0.2701, Training Accuracy= 0.872\n",
"Step 59, Minibatch Loss= 0.2328, Training Accuracy= 0.898\n",
"Step 59, Minibatch Loss= 0.2265, Training Accuracy= 0.902\n",
"Step 59, Minibatch Loss= 0.2596, Training Accuracy= 0.885\n",
"Step 59, Minibatch Loss= 0.2115, Training Accuracy= 0.918\n",
"Step 59, Minibatch Loss= 0.3228, Training Accuracy= 0.829\n",
"Step 59, Minibatch Loss= 0.2458, Training Accuracy= 0.902\n",
"Step 59, Minibatch Loss= 0.1984, Training Accuracy= 0.932\n",
"Step 59, Minibatch Loss= 0.3308, Training Accuracy= 0.850\n",
"Step 59, Minibatch Loss= 0.2497, Training Accuracy= 0.887\n",
"Step 59, Minibatch Loss= 0.2476, Training Accuracy= 0.907\n",
"Step 59, Minibatch Loss= 0.3227, Training Accuracy= 0.852\n",
"Step 59, Minibatch Loss= 0.2604, Training Accuracy= 0.890\n",
"Step 59, Minibatch Loss= 0.2521, Training Accuracy= 0.909\n",
"Step 59, Minibatch Loss= 0.3790, Training Accuracy= 0.821\n",
"Step 59, Minibatch Loss= 0.2207, Training Accuracy= 0.905\n",
"Step 59, Minibatch Loss= 0.2643, Training Accuracy= 0.897\n",
"Step 59, Minibatch Loss= 0.2230, Training Accuracy= 0.916\n",
"Step 59, Minibatch Loss= 0.2365, Training Accuracy= 0.881\n",
"Step 59, Minibatch Loss= 0.1999, Training Accuracy= 0.928\n",
"Step 59, Minibatch Loss= 0.2833, Training Accuracy= 0.877\n",
"***********************\n",
"Testing Accuracy: 0.85496575\n",
"***********************\n",
"Step 60, Minibatch Loss= 0.2139, Training Accuracy= 0.914\n",
"Step 60, Minibatch Loss= 0.1652, Training Accuracy= 0.934\n",
"Step 60, Minibatch Loss= 0.1947, Training Accuracy= 0.922\n",
"Step 60, Minibatch Loss= 0.3155, Training Accuracy= 0.840\n",
"Step 60, Minibatch Loss= 0.3355, Training Accuracy= 0.830\n",
"Step 60, Minibatch Loss= 0.2007, Training Accuracy= 0.915\n",
"Step 60, Minibatch Loss= 0.2649, Training Accuracy= 0.876\n",
"Step 60, Minibatch Loss= 0.2240, Training Accuracy= 0.925\n",
"Step 60, Minibatch Loss= 0.2478, Training Accuracy= 0.900\n",
"Step 60, Minibatch Loss= 0.2223, Training Accuracy= 0.903\n",
"Step 60, Minibatch Loss= 0.2258, Training Accuracy= 0.894\n",
"Step 60, Minibatch Loss= 0.2729, Training Accuracy= 0.878\n",
"Step 60, Minibatch Loss= 0.3239, Training Accuracy= 0.876\n",
"Step 60, Minibatch Loss= 0.1993, Training Accuracy= 0.917\n",
"Step 60, Minibatch Loss= 0.1883, Training Accuracy= 0.920\n",
"Step 60, Minibatch Loss= 0.2806, Training Accuracy= 0.889\n",
"Step 60, Minibatch Loss= 0.3262, Training Accuracy= 0.845\n",
"Step 60, Minibatch Loss= 0.3501, Training Accuracy= 0.841\n",
"Step 60, Minibatch Loss= 0.2336, Training Accuracy= 0.907\n",
"Step 60, Minibatch Loss= 0.2502, Training Accuracy= 0.890\n",
"Step 60, Minibatch Loss= 0.2933, Training Accuracy= 0.870\n",
"Step 60, Minibatch Loss= 0.3404, Training Accuracy= 0.847\n",
"Step 60, Minibatch Loss= 0.2150, Training Accuracy= 0.915\n",
"Step 60, Minibatch Loss= 0.2671, Training Accuracy= 0.891\n",
"Step 60, Minibatch Loss= 0.2584, Training Accuracy= 0.886\n",
"Step 60, Minibatch Loss= 0.2806, Training Accuracy= 0.882\n",
"Step 60, Minibatch Loss= 0.3239, Training Accuracy= 0.862\n",
"Step 60, Minibatch Loss= 0.2397, Training Accuracy= 0.873\n",
"Step 60, Minibatch Loss= 0.2923, Training Accuracy= 0.881\n",
"Step 60, Minibatch Loss= 0.3030, Training Accuracy= 0.851\n",
"Step 60, Minibatch Loss= 0.2930, Training Accuracy= 0.855\n",
"***********************\n",
"Testing Accuracy: 0.8577219\n",
"***********************\n",
"Step 61, Minibatch Loss= 0.2959, Training Accuracy= 0.887\n",
"Step 61, Minibatch Loss= 0.2632, Training Accuracy= 0.885\n",
"Step 61, Minibatch Loss= 0.2558, Training Accuracy= 0.888\n",
"Step 61, Minibatch Loss= 0.2726, Training Accuracy= 0.878\n",
"Step 61, Minibatch Loss= 0.2499, Training Accuracy= 0.886\n",
"Step 61, Minibatch Loss= 0.1824, Training Accuracy= 0.929\n",
"Step 61, Minibatch Loss= 0.1769, Training Accuracy= 0.943\n",
"Step 61, Minibatch Loss= 0.3711, Training Accuracy= 0.836\n",
"Step 61, Minibatch Loss= 0.3551, Training Accuracy= 0.857\n",
"Step 61, Minibatch Loss= 0.2843, Training Accuracy= 0.886\n",
"Step 61, Minibatch Loss= 0.3104, Training Accuracy= 0.845\n",
"Step 61, Minibatch Loss= 0.2443, Training Accuracy= 0.896\n",
"Step 61, Minibatch Loss= 0.3160, Training Accuracy= 0.860\n",
"Step 61, Minibatch Loss= 0.2646, Training Accuracy= 0.874\n",
"Step 61, Minibatch Loss= 0.2165, Training Accuracy= 0.912\n",
"Step 61, Minibatch Loss= 0.3115, Training Accuracy= 0.874\n",
"Step 61, Minibatch Loss= 0.3256, Training Accuracy= 0.843\n",
"Step 61, Minibatch Loss= 0.2280, Training Accuracy= 0.905\n",
"Step 61, Minibatch Loss= 0.2819, Training Accuracy= 0.866\n",
"Step 61, Minibatch Loss= 0.2036, Training Accuracy= 0.916\n",
"Step 61, Minibatch Loss= 0.2892, Training Accuracy= 0.857\n",
"Step 61, Minibatch Loss= 0.2898, Training Accuracy= 0.850\n",
"Step 61, Minibatch Loss= 0.2829, Training Accuracy= 0.894\n",
"Step 61, Minibatch Loss= 0.2157, Training Accuracy= 0.918\n",
"Step 61, Minibatch Loss= 0.2094, Training Accuracy= 0.919\n",
"Step 61, Minibatch Loss= 0.2304, Training Accuracy= 0.926\n",
"Step 61, Minibatch Loss= 0.2916, Training Accuracy= 0.854\n",
"Step 61, Minibatch Loss= 0.2414, Training Accuracy= 0.879\n",
"Step 61, Minibatch Loss= 0.2629, Training Accuracy= 0.883\n",
"Step 61, Minibatch Loss= 0.2804, Training Accuracy= 0.863\n",
"Step 61, Minibatch Loss= 0.3109, Training Accuracy= 0.858\n",
"***********************\n",
"Testing Accuracy: 0.8548952\n",
"***********************\n",
"Step 62, Minibatch Loss= 0.2285, Training Accuracy= 0.908\n",
"Step 62, Minibatch Loss= 0.2918, Training Accuracy= 0.868\n",
"Step 62, Minibatch Loss= 0.2540, Training Accuracy= 0.898\n",
"Step 62, Minibatch Loss= 0.3517, Training Accuracy= 0.807\n",
"Step 62, Minibatch Loss= 0.2519, Training Accuracy= 0.894\n",
"Step 62, Minibatch Loss= 0.2601, Training Accuracy= 0.889\n",
"Step 62, Minibatch Loss= 0.2223, Training Accuracy= 0.900\n",
"Step 62, Minibatch Loss= 0.1657, Training Accuracy= 0.927\n",
"Step 62, Minibatch Loss= 0.2706, Training Accuracy= 0.902\n",
"Step 62, Minibatch Loss= 0.2233, Training Accuracy= 0.895\n",
"Step 62, Minibatch Loss= 0.3611, Training Accuracy= 0.807\n",
"Step 62, Minibatch Loss= 0.2548, Training Accuracy= 0.902\n",
"Step 62, Minibatch Loss= 0.1747, Training Accuracy= 0.937\n",
"Step 62, Minibatch Loss= 0.2680, Training Accuracy= 0.865\n",
"Step 62, Minibatch Loss= 0.1850, Training Accuracy= 0.936\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 62, Minibatch Loss= 0.3213, Training Accuracy= 0.864\n",
"Step 62, Minibatch Loss= 0.3461, Training Accuracy= 0.840\n",
"Step 62, Minibatch Loss= 0.2797, Training Accuracy= 0.877\n",
"Step 62, Minibatch Loss= 0.2508, Training Accuracy= 0.889\n",
"Step 62, Minibatch Loss= 0.3429, Training Accuracy= 0.850\n",
"Step 62, Minibatch Loss= 0.1912, Training Accuracy= 0.920\n",
"Step 62, Minibatch Loss= 0.2341, Training Accuracy= 0.931\n",
"Step 62, Minibatch Loss= 0.2172, Training Accuracy= 0.907\n",
"Step 62, Minibatch Loss= 0.2796, Training Accuracy= 0.891\n",
"Step 62, Minibatch Loss= 0.3121, Training Accuracy= 0.875\n",
"Step 62, Minibatch Loss= 0.2140, Training Accuracy= 0.910\n",
"Step 62, Minibatch Loss= 0.2282, Training Accuracy= 0.901\n",
"Step 62, Minibatch Loss= 0.2968, Training Accuracy= 0.860\n",
"Step 62, Minibatch Loss= 0.3308, Training Accuracy= 0.865\n",
"Step 62, Minibatch Loss= 0.3423, Training Accuracy= 0.854\n",
"Step 62, Minibatch Loss= 0.2767, Training Accuracy= 0.888\n",
"***********************\n",
"Testing Accuracy: 0.8566365\n",
"***********************\n",
"Step 63, Minibatch Loss= 0.2128, Training Accuracy= 0.929\n",
"Step 63, Minibatch Loss= 0.3163, Training Accuracy= 0.836\n",
"Step 63, Minibatch Loss= 0.2010, Training Accuracy= 0.923\n",
"Step 63, Minibatch Loss= 0.2343, Training Accuracy= 0.915\n",
"Step 63, Minibatch Loss= 0.2070, Training Accuracy= 0.915\n",
"Step 63, Minibatch Loss= 0.3670, Training Accuracy= 0.816\n",
"Step 63, Minibatch Loss= 0.3147, Training Accuracy= 0.832\n",
"Step 63, Minibatch Loss= 0.2782, Training Accuracy= 0.875\n",
"Step 63, Minibatch Loss= 0.2177, Training Accuracy= 0.896\n",
"Step 63, Minibatch Loss= 0.2438, Training Accuracy= 0.900\n",
"Step 63, Minibatch Loss= 0.2600, Training Accuracy= 0.882\n",
"Step 63, Minibatch Loss= 0.2568, Training Accuracy= 0.890\n",
"Step 63, Minibatch Loss= 0.2672, Training Accuracy= 0.878\n",
"Step 63, Minibatch Loss= 0.3043, Training Accuracy= 0.885\n",
"Step 63, Minibatch Loss= 0.2467, Training Accuracy= 0.894\n",
"Step 63, Minibatch Loss= 0.2581, Training Accuracy= 0.889\n",
"Step 63, Minibatch Loss= 0.3120, Training Accuracy= 0.867\n",
"Step 63, Minibatch Loss= 0.1830, Training Accuracy= 0.932\n",
"Step 63, Minibatch Loss= 0.3087, Training Accuracy= 0.859\n",
"Step 63, Minibatch Loss= 0.2928, Training Accuracy= 0.864\n",
"Step 63, Minibatch Loss= 0.1915, Training Accuracy= 0.905\n",
"Step 63, Minibatch Loss= 0.1780, Training Accuracy= 0.927\n",
"Step 63, Minibatch Loss= 0.3079, Training Accuracy= 0.859\n",
"Step 63, Minibatch Loss= 0.3711, Training Accuracy= 0.862\n",
"Step 63, Minibatch Loss= 0.3315, Training Accuracy= 0.862\n",
"Step 63, Minibatch Loss= 0.2286, Training Accuracy= 0.895\n",
"Step 63, Minibatch Loss= 0.2607, Training Accuracy= 0.883\n",
"Step 63, Minibatch Loss= 0.2692, Training Accuracy= 0.896\n",
"Step 63, Minibatch Loss= 0.2448, Training Accuracy= 0.900\n",
"Step 63, Minibatch Loss= 0.2324, Training Accuracy= 0.894\n",
"Step 63, Minibatch Loss= 0.2775, Training Accuracy= 0.871\n",
"***********************\n",
"Testing Accuracy: 0.85041535\n",
"***********************\n",
"Step 64, Minibatch Loss= 0.2643, Training Accuracy= 0.900\n",
"Step 64, Minibatch Loss= 0.2008, Training Accuracy= 0.924\n",
"Step 64, Minibatch Loss= 0.2216, Training Accuracy= 0.921\n",
"Step 64, Minibatch Loss= 0.2418, Training Accuracy= 0.902\n",
"Step 64, Minibatch Loss= 0.2311, Training Accuracy= 0.915\n",
"Step 64, Minibatch Loss= 0.2809, Training Accuracy= 0.856\n",
"Step 64, Minibatch Loss= 0.2202, Training Accuracy= 0.895\n",
"Step 64, Minibatch Loss= 0.3582, Training Accuracy= 0.838\n",
"Step 64, Minibatch Loss= 0.2777, Training Accuracy= 0.882\n",
"Step 64, Minibatch Loss= 0.2646, Training Accuracy= 0.883\n",
"Step 64, Minibatch Loss= 0.2954, Training Accuracy= 0.878\n",
"Step 64, Minibatch Loss= 0.2768, Training Accuracy= 0.880\n",
"Step 64, Minibatch Loss= 0.2426, Training Accuracy= 0.900\n",
"Step 64, Minibatch Loss= 0.2887, Training Accuracy= 0.874\n",
"Step 64, Minibatch Loss= 0.2744, Training Accuracy= 0.879\n",
"Step 64, Minibatch Loss= 0.2370, Training Accuracy= 0.893\n",
"Step 64, Minibatch Loss= 0.2452, Training Accuracy= 0.908\n",
"Step 64, Minibatch Loss= 0.2622, Training Accuracy= 0.887\n",
"Step 64, Minibatch Loss= 0.3241, Training Accuracy= 0.848\n",
"Step 64, Minibatch Loss= 0.2359, Training Accuracy= 0.904\n",
"Step 64, Minibatch Loss= 0.3354, Training Accuracy= 0.873\n",
"Step 64, Minibatch Loss= 0.2968, Training Accuracy= 0.853\n",
"Step 64, Minibatch Loss= 0.2577, Training Accuracy= 0.898\n",
"Step 64, Minibatch Loss= 0.2402, Training Accuracy= 0.872\n",
"Step 64, Minibatch Loss= 0.2370, Training Accuracy= 0.894\n",
"Step 64, Minibatch Loss= 0.3852, Training Accuracy= 0.810\n",
"Step 64, Minibatch Loss= 0.1489, Training Accuracy= 0.941\n",
"Step 64, Minibatch Loss= 0.2399, Training Accuracy= 0.909\n",
"Step 64, Minibatch Loss= 0.2203, Training Accuracy= 0.935\n",
"Step 64, Minibatch Loss= 0.2652, Training Accuracy= 0.887\n",
"Step 64, Minibatch Loss= 0.2458, Training Accuracy= 0.897\n",
"***********************\n",
"Testing Accuracy: 0.85849845\n",
"***********************\n",
"Step 65, Minibatch Loss= 0.2034, Training Accuracy= 0.926\n",
"Step 65, Minibatch Loss= 0.2681, Training Accuracy= 0.874\n",
"Step 65, Minibatch Loss= 0.2698, Training Accuracy= 0.901\n",
"Step 65, Minibatch Loss= 0.2654, Training Accuracy= 0.875\n",
"Step 65, Minibatch Loss= 0.2514, Training Accuracy= 0.885\n",
"Step 65, Minibatch Loss= 0.2238, Training Accuracy= 0.915\n",
"Step 65, Minibatch Loss= 0.3134, Training Accuracy= 0.879\n",
"Step 65, Minibatch Loss= 0.3254, Training Accuracy= 0.823\n",
"Step 65, Minibatch Loss= 0.3144, Training Accuracy= 0.849\n",
"Step 65, Minibatch Loss= 0.2738, Training Accuracy= 0.881\n",
"Step 65, Minibatch Loss= 0.2867, Training Accuracy= 0.877\n",
"Step 65, Minibatch Loss= 0.3216, Training Accuracy= 0.863\n",
"Step 65, Minibatch Loss= 0.2151, Training Accuracy= 0.934\n",
"Step 65, Minibatch Loss= 0.2617, Training Accuracy= 0.904\n",
"Step 65, Minibatch Loss= 0.2624, Training Accuracy= 0.886\n",
"Step 65, Minibatch Loss= 0.2430, Training Accuracy= 0.891\n",
"Step 65, Minibatch Loss= 0.2977, Training Accuracy= 0.857\n",
"Step 65, Minibatch Loss= 0.2658, Training Accuracy= 0.879\n",
"Step 65, Minibatch Loss= 0.2257, Training Accuracy= 0.907\n",
"Step 65, Minibatch Loss= 0.2362, Training Accuracy= 0.899\n",
"Step 65, Minibatch Loss= 0.2597, Training Accuracy= 0.874\n",
"Step 65, Minibatch Loss= 0.1837, Training Accuracy= 0.938\n",
"Step 65, Minibatch Loss= 0.2433, Training Accuracy= 0.896\n",
"Step 65, Minibatch Loss= 0.1947, Training Accuracy= 0.914\n",
"Step 65, Minibatch Loss= 0.2898, Training Accuracy= 0.876\n",
"Step 65, Minibatch Loss= 0.2557, Training Accuracy= 0.909\n",
"Step 65, Minibatch Loss= 0.3241, Training Accuracy= 0.848\n",
"Step 65, Minibatch Loss= 0.2385, Training Accuracy= 0.888\n",
"Step 65, Minibatch Loss= 0.2151, Training Accuracy= 0.908\n",
"Step 65, Minibatch Loss= 0.2935, Training Accuracy= 0.860\n",
"Step 65, Minibatch Loss= 0.2355, Training Accuracy= 0.903\n",
"***********************\n",
"Testing Accuracy: 0.8481298\n",
"***********************\n",
"Step 66, Minibatch Loss= 0.3638, Training Accuracy= 0.834\n",
"Step 66, Minibatch Loss= 0.3059, Training Accuracy= 0.877\n",
"Step 66, Minibatch Loss= 0.2767, Training Accuracy= 0.872\n",
"Step 66, Minibatch Loss= 0.2254, Training Accuracy= 0.922\n",
"Step 66, Minibatch Loss= 0.2131, Training Accuracy= 0.917\n",
"Step 66, Minibatch Loss= 0.2235, Training Accuracy= 0.919\n",
"Step 66, Minibatch Loss= 0.2710, Training Accuracy= 0.894\n",
"Step 66, Minibatch Loss= 0.2141, Training Accuracy= 0.916\n",
"Step 66, Minibatch Loss= 0.2070, Training Accuracy= 0.921\n",
"Step 66, Minibatch Loss= 0.3082, Training Accuracy= 0.849\n",
"Step 66, Minibatch Loss= 0.2538, Training Accuracy= 0.904\n",
"Step 66, Minibatch Loss= 0.2482, Training Accuracy= 0.883\n",
"Step 66, Minibatch Loss= 0.3163, Training Accuracy= 0.864\n",
"Step 66, Minibatch Loss= 0.2563, Training Accuracy= 0.897\n",
"Step 66, Minibatch Loss= 0.2230, Training Accuracy= 0.905\n",
"Step 66, Minibatch Loss= 0.3185, Training Accuracy= 0.856\n",
"Step 66, Minibatch Loss= 0.1699, Training Accuracy= 0.935\n",
"Step 66, Minibatch Loss= 0.2195, Training Accuracy= 0.886\n",
"Step 66, Minibatch Loss= 0.1901, Training Accuracy= 0.922\n",
"Step 66, Minibatch Loss= 0.2549, Training Accuracy= 0.903\n",
"Step 66, Minibatch Loss= 0.3090, Training Accuracy= 0.865\n",
"Step 66, Minibatch Loss= 0.3489, Training Accuracy= 0.849\n",
"Step 66, Minibatch Loss= 0.3169, Training Accuracy= 0.858\n",
"Step 66, Minibatch Loss= 0.3119, Training Accuracy= 0.872\n",
"Step 66, Minibatch Loss= 0.2118, Training Accuracy= 0.921\n",
"Step 66, Minibatch Loss= 0.1916, Training Accuracy= 0.939\n",
"Step 66, Minibatch Loss= 0.3534, Training Accuracy= 0.838\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 66, Minibatch Loss= 0.2705, Training Accuracy= 0.879\n",
"Step 66, Minibatch Loss= 0.2396, Training Accuracy= 0.881\n",
"Step 66, Minibatch Loss= 0.2281, Training Accuracy= 0.910\n",
"Step 66, Minibatch Loss= 0.2741, Training Accuracy= 0.879\n",
"***********************\n",
"Testing Accuracy: 0.8582367\n",
"***********************\n",
"Step 67, Minibatch Loss= 0.1432, Training Accuracy= 0.953\n",
"Step 67, Minibatch Loss= 0.2711, Training Accuracy= 0.860\n",
"Step 67, Minibatch Loss= 0.2811, Training Accuracy= 0.888\n",
"Step 67, Minibatch Loss= 0.2429, Training Accuracy= 0.901\n",
"Step 67, Minibatch Loss= 0.2510, Training Accuracy= 0.886\n",
"Step 67, Minibatch Loss= 0.2748, Training Accuracy= 0.868\n",
"Step 67, Minibatch Loss= 0.2488, Training Accuracy= 0.889\n",
"Step 67, Minibatch Loss= 0.1909, Training Accuracy= 0.915\n",
"Step 67, Minibatch Loss= 0.2736, Training Accuracy= 0.891\n",
"Step 67, Minibatch Loss= 0.2760, Training Accuracy= 0.883\n",
"Step 67, Minibatch Loss= 0.2443, Training Accuracy= 0.900\n",
"Step 67, Minibatch Loss= 0.2722, Training Accuracy= 0.883\n",
"Step 67, Minibatch Loss= 0.1885, Training Accuracy= 0.934\n",
"Step 67, Minibatch Loss= 0.2731, Training Accuracy= 0.877\n",
"Step 67, Minibatch Loss= 0.2394, Training Accuracy= 0.904\n",
"Step 67, Minibatch Loss= 0.2763, Training Accuracy= 0.881\n",
"Step 67, Minibatch Loss= 0.2346, Training Accuracy= 0.895\n",
"Step 67, Minibatch Loss= 0.3649, Training Accuracy= 0.806\n",
"Step 67, Minibatch Loss= 0.2583, Training Accuracy= 0.900\n",
"Step 67, Minibatch Loss= 0.3033, Training Accuracy= 0.852\n",
"Step 67, Minibatch Loss= 0.2044, Training Accuracy= 0.917\n",
"Step 67, Minibatch Loss= 0.3294, Training Accuracy= 0.876\n",
"Step 67, Minibatch Loss= 0.3002, Training Accuracy= 0.869\n",
"Step 67, Minibatch Loss= 0.3519, Training Accuracy= 0.829\n",
"Step 67, Minibatch Loss= 0.2518, Training Accuracy= 0.896\n",
"Step 67, Minibatch Loss= 0.2442, Training Accuracy= 0.877\n",
"Step 67, Minibatch Loss= 0.3044, Training Accuracy= 0.841\n",
"Step 67, Minibatch Loss= 0.2971, Training Accuracy= 0.868\n",
"Step 67, Minibatch Loss= 0.2148, Training Accuracy= 0.908\n",
"Step 67, Minibatch Loss= 0.3414, Training Accuracy= 0.850\n",
"Step 67, Minibatch Loss= 0.2397, Training Accuracy= 0.898\n",
"***********************\n",
"Testing Accuracy: 0.8545834\n",
"***********************\n",
"Step 68, Minibatch Loss= 0.2078, Training Accuracy= 0.926\n",
"Step 68, Minibatch Loss= 0.1975, Training Accuracy= 0.936\n",
"Step 68, Minibatch Loss= 0.2596, Training Accuracy= 0.865\n",
"Step 68, Minibatch Loss= 0.2152, Training Accuracy= 0.914\n",
"Step 68, Minibatch Loss= 0.2546, Training Accuracy= 0.893\n",
"Step 68, Minibatch Loss= 0.1848, Training Accuracy= 0.926\n",
"Step 68, Minibatch Loss= 0.2403, Training Accuracy= 0.873\n",
"Step 68, Minibatch Loss= 0.2114, Training Accuracy= 0.914\n",
"Step 68, Minibatch Loss= 0.2560, Training Accuracy= 0.891\n",
"Step 68, Minibatch Loss= 0.2630, Training Accuracy= 0.892\n",
"Step 68, Minibatch Loss= 0.3217, Training Accuracy= 0.847\n",
"Step 68, Minibatch Loss= 0.2327, Training Accuracy= 0.907\n",
"Step 68, Minibatch Loss= 0.2182, Training Accuracy= 0.912\n",
"Step 68, Minibatch Loss= 0.2203, Training Accuracy= 0.912\n",
"Step 68, Minibatch Loss= 0.2612, Training Accuracy= 0.893\n",
"Step 68, Minibatch Loss= 0.2630, Training Accuracy= 0.888\n",
"Step 68, Minibatch Loss= 0.2585, Training Accuracy= 0.883\n",
"Step 68, Minibatch Loss= 0.3119, Training Accuracy= 0.864\n",
"Step 68, Minibatch Loss= 0.2683, Training Accuracy= 0.875\n",
"Step 68, Minibatch Loss= 0.2188, Training Accuracy= 0.908\n",
"Step 68, Minibatch Loss= 0.3237, Training Accuracy= 0.853\n",
"Step 68, Minibatch Loss= 0.2918, Training Accuracy= 0.884\n",
"Step 68, Minibatch Loss= 0.3832, Training Accuracy= 0.846\n",
"Step 68, Minibatch Loss= 0.2458, Training Accuracy= 0.893\n",
"Step 68, Minibatch Loss= 0.3425, Training Accuracy= 0.845\n",
"Step 68, Minibatch Loss= 0.2062, Training Accuracy= 0.910\n",
"Step 68, Minibatch Loss= 0.2709, Training Accuracy= 0.878\n",
"Step 68, Minibatch Loss= 0.2017, Training Accuracy= 0.922\n",
"Step 68, Minibatch Loss= 0.2542, Training Accuracy= 0.879\n",
"Step 68, Minibatch Loss= 0.2798, Training Accuracy= 0.890\n",
"Step 68, Minibatch Loss= 0.2977, Training Accuracy= 0.893\n",
"***********************\n",
"Testing Accuracy: 0.85809255\n",
"***********************\n",
"Step 69, Minibatch Loss= 0.2224, Training Accuracy= 0.911\n",
"Step 69, Minibatch Loss= 0.2515, Training Accuracy= 0.906\n",
"Step 69, Minibatch Loss= 0.2596, Training Accuracy= 0.888\n",
"Step 69, Minibatch Loss= 0.2277, Training Accuracy= 0.892\n",
"Step 69, Minibatch Loss= 0.2311, Training Accuracy= 0.915\n",
"Step 69, Minibatch Loss= 0.3150, Training Accuracy= 0.861\n",
"Step 69, Minibatch Loss= 0.1630, Training Accuracy= 0.941\n",
"Step 69, Minibatch Loss= 0.3013, Training Accuracy= 0.869\n",
"Step 69, Minibatch Loss= 0.2397, Training Accuracy= 0.895\n",
"Step 69, Minibatch Loss= 0.3024, Training Accuracy= 0.850\n",
"Step 69, Minibatch Loss= 0.1894, Training Accuracy= 0.920\n",
"Step 69, Minibatch Loss= 0.3037, Training Accuracy= 0.869\n",
"Step 69, Minibatch Loss= 0.2458, Training Accuracy= 0.906\n",
"Step 69, Minibatch Loss= 0.4218, Training Accuracy= 0.823\n",
"Step 69, Minibatch Loss= 0.1841, Training Accuracy= 0.913\n",
"Step 69, Minibatch Loss= 0.2839, Training Accuracy= 0.865\n",
"Step 69, Minibatch Loss= 0.1624, Training Accuracy= 0.942\n",
"Step 69, Minibatch Loss= 0.2911, Training Accuracy= 0.873\n",
"Step 69, Minibatch Loss= 0.1757, Training Accuracy= 0.933\n",
"Step 69, Minibatch Loss= 0.2870, Training Accuracy= 0.877\n",
"Step 69, Minibatch Loss= 0.1760, Training Accuracy= 0.940\n",
"Step 69, Minibatch Loss= 0.1843, Training Accuracy= 0.919\n",
"Step 69, Minibatch Loss= 0.1995, Training Accuracy= 0.934\n",
"Step 69, Minibatch Loss= 0.2258, Training Accuracy= 0.919\n",
"Step 69, Minibatch Loss= 0.4311, Training Accuracy= 0.797\n",
"Step 69, Minibatch Loss= 0.2966, Training Accuracy= 0.863\n",
"Step 69, Minibatch Loss= 0.2676, Training Accuracy= 0.868\n",
"Step 69, Minibatch Loss= 0.3801, Training Accuracy= 0.824\n",
"Step 69, Minibatch Loss= 0.2646, Training Accuracy= 0.885\n",
"Step 69, Minibatch Loss= 0.2349, Training Accuracy= 0.924\n",
"Step 69, Minibatch Loss= 0.2006, Training Accuracy= 0.916\n",
"***********************\n",
"Testing Accuracy: 0.85800725\n",
"***********************\n",
"Step 70, Minibatch Loss= 0.2808, Training Accuracy= 0.851\n",
"Step 70, Minibatch Loss= 0.2683, Training Accuracy= 0.905\n",
"Step 70, Minibatch Loss= 0.2881, Training Accuracy= 0.878\n",
"Step 70, Minibatch Loss= 0.3226, Training Accuracy= 0.860\n",
"Step 70, Minibatch Loss= 0.2535, Training Accuracy= 0.882\n",
"Step 70, Minibatch Loss= 0.1671, Training Accuracy= 0.937\n",
"Step 70, Minibatch Loss= 0.2538, Training Accuracy= 0.899\n",
"Step 70, Minibatch Loss= 0.2519, Training Accuracy= 0.880\n",
"Step 70, Minibatch Loss= 0.3508, Training Accuracy= 0.846\n",
"Step 70, Minibatch Loss= 0.2692, Training Accuracy= 0.883\n",
"Step 70, Minibatch Loss= 0.2967, Training Accuracy= 0.872\n",
"Step 70, Minibatch Loss= 0.2266, Training Accuracy= 0.901\n",
"Step 70, Minibatch Loss= 0.2213, Training Accuracy= 0.905\n",
"Step 70, Minibatch Loss= 0.1944, Training Accuracy= 0.929\n",
"Step 70, Minibatch Loss= 0.3515, Training Accuracy= 0.850\n",
"Step 70, Minibatch Loss= 0.2337, Training Accuracy= 0.897\n",
"Step 70, Minibatch Loss= 0.1913, Training Accuracy= 0.912\n",
"Step 70, Minibatch Loss= 0.2323, Training Accuracy= 0.896\n",
"Step 70, Minibatch Loss= 0.2252, Training Accuracy= 0.923\n",
"Step 70, Minibatch Loss= 0.2725, Training Accuracy= 0.889\n",
"Step 70, Minibatch Loss= 0.2839, Training Accuracy= 0.869\n",
"Step 70, Minibatch Loss= 0.2157, Training Accuracy= 0.913\n",
"Step 70, Minibatch Loss= 0.2985, Training Accuracy= 0.854\n",
"Step 70, Minibatch Loss= 0.2477, Training Accuracy= 0.896\n",
"Step 70, Minibatch Loss= 0.1651, Training Accuracy= 0.949\n",
"Step 70, Minibatch Loss= 0.3163, Training Accuracy= 0.873\n",
"Step 70, Minibatch Loss= 0.2633, Training Accuracy= 0.890\n",
"Step 70, Minibatch Loss= 0.2591, Training Accuracy= 0.893\n",
"Step 70, Minibatch Loss= 0.3065, Training Accuracy= 0.880\n",
"Step 70, Minibatch Loss= 0.2403, Training Accuracy= 0.889\n",
"Step 70, Minibatch Loss= 0.2878, Training Accuracy= 0.892\n",
"***********************\n",
"Testing Accuracy: 0.85285085\n",
"***********************\n",
"Step 71, Minibatch Loss= 0.2712, Training Accuracy= 0.873\n",
"Step 71, Minibatch Loss= 0.2759, Training Accuracy= 0.881\n",
"Step 71, Minibatch Loss= 0.3190, Training Accuracy= 0.857\n",
"Step 71, Minibatch Loss= 0.2812, Training Accuracy= 0.897\n",
"Step 71, Minibatch Loss= 0.2974, Training Accuracy= 0.857\n",
"Step 71, Minibatch Loss= 0.2551, Training Accuracy= 0.882\n",
"Step 71, Minibatch Loss= 0.2354, Training Accuracy= 0.903\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 71, Minibatch Loss= 0.2781, Training Accuracy= 0.876\n",
"Step 71, Minibatch Loss= 0.2838, Training Accuracy= 0.882\n",
"Step 71, Minibatch Loss= 0.2397, Training Accuracy= 0.887\n",
"Step 71, Minibatch Loss= 0.2131, Training Accuracy= 0.910\n",
"Step 71, Minibatch Loss= 0.2350, Training Accuracy= 0.892\n",
"Step 71, Minibatch Loss= 0.2928, Training Accuracy= 0.878\n",
"Step 71, Minibatch Loss= 0.2035, Training Accuracy= 0.905\n",
"Step 71, Minibatch Loss= 0.3580, Training Accuracy= 0.860\n",
"Step 71, Minibatch Loss= 0.2209, Training Accuracy= 0.916\n",
"Step 71, Minibatch Loss= 0.3147, Training Accuracy= 0.865\n",
"Step 71, Minibatch Loss= 0.2776, Training Accuracy= 0.882\n",
"Step 71, Minibatch Loss= 0.2217, Training Accuracy= 0.915\n",
"Step 71, Minibatch Loss= 0.2110, Training Accuracy= 0.915\n",
"Step 71, Minibatch Loss= 0.3286, Training Accuracy= 0.834\n",
"Step 71, Minibatch Loss= 0.1690, Training Accuracy= 0.936\n",
"Step 71, Minibatch Loss= 0.2244, Training Accuracy= 0.893\n",
"Step 71, Minibatch Loss= 0.3555, Training Accuracy= 0.851\n",
"Step 71, Minibatch Loss= 0.3055, Training Accuracy= 0.858\n",
"Step 71, Minibatch Loss= 0.2801, Training Accuracy= 0.880\n",
"Step 71, Minibatch Loss= 0.2306, Training Accuracy= 0.889\n",
"Step 71, Minibatch Loss= 0.2517, Training Accuracy= 0.902\n",
"Step 71, Minibatch Loss= 0.2463, Training Accuracy= 0.903\n",
"Step 71, Minibatch Loss= 0.1980, Training Accuracy= 0.927\n",
"Step 71, Minibatch Loss= 0.2377, Training Accuracy= 0.902\n",
"***********************\n",
"Testing Accuracy: 0.85564524\n",
"***********************\n",
"Step 72, Minibatch Loss= 0.2712, Training Accuracy= 0.884\n",
"Step 72, Minibatch Loss= 0.2252, Training Accuracy= 0.893\n",
"Step 72, Minibatch Loss= 0.3746, Training Accuracy= 0.837\n",
"Step 72, Minibatch Loss= 0.2958, Training Accuracy= 0.878\n",
"Step 72, Minibatch Loss= 0.3887, Training Accuracy= 0.804\n",
"Step 72, Minibatch Loss= 0.2554, Training Accuracy= 0.886\n",
"Step 72, Minibatch Loss= 0.2083, Training Accuracy= 0.913\n",
"Step 72, Minibatch Loss= 0.2626, Training Accuracy= 0.902\n",
"Step 72, Minibatch Loss= 0.2630, Training Accuracy= 0.891\n",
"Step 72, Minibatch Loss= 0.2721, Training Accuracy= 0.902\n",
"Step 72, Minibatch Loss= 0.2631, Training Accuracy= 0.900\n",
"Step 72, Minibatch Loss= 0.3662, Training Accuracy= 0.850\n",
"Step 72, Minibatch Loss= 0.1918, Training Accuracy= 0.933\n",
"Step 72, Minibatch Loss= 0.1977, Training Accuracy= 0.926\n",
"Step 72, Minibatch Loss= 0.3372, Training Accuracy= 0.821\n",
"Step 72, Minibatch Loss= 0.2983, Training Accuracy= 0.863\n",
"Step 72, Minibatch Loss= 0.2342, Training Accuracy= 0.900\n",
"Step 72, Minibatch Loss= 0.3059, Training Accuracy= 0.841\n",
"Step 72, Minibatch Loss= 0.2735, Training Accuracy= 0.867\n",
"Step 72, Minibatch Loss= 0.2530, Training Accuracy= 0.907\n",
"Step 72, Minibatch Loss= 0.2525, Training Accuracy= 0.883\n",
"Step 72, Minibatch Loss= 0.3074, Training Accuracy= 0.857\n",
"Step 72, Minibatch Loss= 0.2365, Training Accuracy= 0.905\n",
"Step 72, Minibatch Loss= 0.1820, Training Accuracy= 0.933\n",
"Step 72, Minibatch Loss= 0.2444, Training Accuracy= 0.887\n",
"Step 72, Minibatch Loss= 0.1843, Training Accuracy= 0.935\n",
"Step 72, Minibatch Loss= 0.2193, Training Accuracy= 0.905\n",
"Step 72, Minibatch Loss= 0.1933, Training Accuracy= 0.920\n",
"Step 72, Minibatch Loss= 0.2608, Training Accuracy= 0.905\n",
"Step 72, Minibatch Loss= 0.2682, Training Accuracy= 0.870\n",
"Step 72, Minibatch Loss= 0.2304, Training Accuracy= 0.903\n",
"***********************\n",
"Testing Accuracy: 0.85284793\n",
"***********************\n",
"Step 73, Minibatch Loss= 0.2497, Training Accuracy= 0.894\n",
"Step 73, Minibatch Loss= 0.3152, Training Accuracy= 0.857\n",
"Step 73, Minibatch Loss= 0.2881, Training Accuracy= 0.870\n",
"Step 73, Minibatch Loss= 0.3235, Training Accuracy= 0.861\n",
"Step 73, Minibatch Loss= 0.2392, Training Accuracy= 0.895\n",
"Step 73, Minibatch Loss= 0.2252, Training Accuracy= 0.896\n",
"Step 73, Minibatch Loss= 0.2419, Training Accuracy= 0.886\n",
"Step 73, Minibatch Loss= 0.2489, Training Accuracy= 0.901\n",
"Step 73, Minibatch Loss= 0.2026, Training Accuracy= 0.912\n",
"Step 73, Minibatch Loss= 0.2588, Training Accuracy= 0.870\n",
"Step 73, Minibatch Loss= 0.2792, Training Accuracy= 0.890\n",
"Step 73, Minibatch Loss= 0.2205, Training Accuracy= 0.928\n",
"Step 73, Minibatch Loss= 0.2381, Training Accuracy= 0.900\n",
"Step 73, Minibatch Loss= 0.2558, Training Accuracy= 0.897\n",
"Step 73, Minibatch Loss= 0.2324, Training Accuracy= 0.909\n",
"Step 73, Minibatch Loss= 0.2774, Training Accuracy= 0.883\n",
"Step 73, Minibatch Loss= 0.2591, Training Accuracy= 0.895\n",
"Step 73, Minibatch Loss= 0.2927, Training Accuracy= 0.870\n",
"Step 73, Minibatch Loss= 0.1893, Training Accuracy= 0.923\n",
"Step 73, Minibatch Loss= 0.3067, Training Accuracy= 0.855\n",
"Step 73, Minibatch Loss= 0.1926, Training Accuracy= 0.928\n",
"Step 73, Minibatch Loss= 0.2632, Training Accuracy= 0.885\n",
"Step 73, Minibatch Loss= 0.2729, Training Accuracy= 0.879\n",
"Step 73, Minibatch Loss= 0.2732, Training Accuracy= 0.876\n",
"Step 73, Minibatch Loss= 0.1885, Training Accuracy= 0.919\n",
"Step 73, Minibatch Loss= 0.2068, Training Accuracy= 0.914\n",
"Step 73, Minibatch Loss= 0.2308, Training Accuracy= 0.909\n",
"Step 73, Minibatch Loss= 0.3241, Training Accuracy= 0.859\n",
"Step 73, Minibatch Loss= 0.3060, Training Accuracy= 0.860\n",
"Step 73, Minibatch Loss= 0.2250, Training Accuracy= 0.892\n",
"Step 73, Minibatch Loss= 0.3014, Training Accuracy= 0.879\n",
"***********************\n",
"Testing Accuracy: 0.85335386\n",
"***********************\n",
"Step 74, Minibatch Loss= 0.2322, Training Accuracy= 0.925\n",
"Step 74, Minibatch Loss= 0.2933, Training Accuracy= 0.871\n",
"Step 74, Minibatch Loss= 0.2436, Training Accuracy= 0.893\n",
"Step 74, Minibatch Loss= 0.3442, Training Accuracy= 0.849\n",
"Step 74, Minibatch Loss= 0.2770, Training Accuracy= 0.885\n",
"Step 74, Minibatch Loss= 0.2750, Training Accuracy= 0.881\n",
"Step 74, Minibatch Loss= 0.2048, Training Accuracy= 0.912\n",
"Step 74, Minibatch Loss= 0.2112, Training Accuracy= 0.912\n",
"Step 74, Minibatch Loss= 0.1998, Training Accuracy= 0.909\n",
"Step 74, Minibatch Loss= 0.2901, Training Accuracy= 0.880\n",
"Step 74, Minibatch Loss= 0.3069, Training Accuracy= 0.837\n",
"Step 74, Minibatch Loss= 0.2200, Training Accuracy= 0.903\n",
"Step 74, Minibatch Loss= 0.2723, Training Accuracy= 0.895\n",
"Step 74, Minibatch Loss= 0.2155, Training Accuracy= 0.916\n",
"Step 74, Minibatch Loss= 0.2557, Training Accuracy= 0.893\n",
"Step 74, Minibatch Loss= 0.2228, Training Accuracy= 0.912\n",
"Step 74, Minibatch Loss= 0.2724, Training Accuracy= 0.887\n",
"Step 74, Minibatch Loss= 0.2679, Training Accuracy= 0.893\n",
"Step 74, Minibatch Loss= 0.1870, Training Accuracy= 0.922\n",
"Step 74, Minibatch Loss= 0.2028, Training Accuracy= 0.904\n",
"Step 74, Minibatch Loss= 0.3197, Training Accuracy= 0.865\n",
"Step 74, Minibatch Loss= 0.2196, Training Accuracy= 0.912\n",
"Step 74, Minibatch Loss= 0.2155, Training Accuracy= 0.892\n",
"Step 74, Minibatch Loss= 0.2972, Training Accuracy= 0.876\n",
"Step 74, Minibatch Loss= 0.2545, Training Accuracy= 0.898\n",
"Step 74, Minibatch Loss= 0.2495, Training Accuracy= 0.910\n",
"Step 74, Minibatch Loss= 0.2380, Training Accuracy= 0.908\n",
"Step 74, Minibatch Loss= 0.2509, Training Accuracy= 0.897\n",
"Step 74, Minibatch Loss= 0.2382, Training Accuracy= 0.892\n",
"Step 74, Minibatch Loss= 0.2643, Training Accuracy= 0.897\n",
"Step 74, Minibatch Loss= 0.2299, Training Accuracy= 0.891\n",
"***********************\n",
"Testing Accuracy: 0.85786307\n",
"***********************\n",
"Step 75, Minibatch Loss= 0.2315, Training Accuracy= 0.895\n",
"Step 75, Minibatch Loss= 0.2370, Training Accuracy= 0.903\n",
"Step 75, Minibatch Loss= 0.2704, Training Accuracy= 0.903\n",
"Step 75, Minibatch Loss= 0.2598, Training Accuracy= 0.872\n",
"Step 75, Minibatch Loss= 0.2739, Training Accuracy= 0.894\n",
"Step 75, Minibatch Loss= 0.2110, Training Accuracy= 0.919\n",
"Step 75, Minibatch Loss= 0.2365, Training Accuracy= 0.902\n",
"Step 75, Minibatch Loss= 0.2897, Training Accuracy= 0.862\n",
"Step 75, Minibatch Loss= 0.1720, Training Accuracy= 0.927\n",
"Step 75, Minibatch Loss= 0.3023, Training Accuracy= 0.853\n",
"Step 75, Minibatch Loss= 0.2724, Training Accuracy= 0.884\n",
"Step 75, Minibatch Loss= 0.1968, Training Accuracy= 0.927\n",
"Step 75, Minibatch Loss= 0.2552, Training Accuracy= 0.881\n",
"Step 75, Minibatch Loss= 0.2128, Training Accuracy= 0.901\n",
"Step 75, Minibatch Loss= 0.3010, Training Accuracy= 0.905\n",
"Step 75, Minibatch Loss= 0.2938, Training Accuracy= 0.881\n",
"Step 75, Minibatch Loss= 0.2806, Training Accuracy= 0.870\n",
"Step 75, Minibatch Loss= 0.2345, Training Accuracy= 0.904\n",
"Step 75, Minibatch Loss= 0.1689, Training Accuracy= 0.935\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 75, Minibatch Loss= 0.3239, Training Accuracy= 0.867\n",
"Step 75, Minibatch Loss= 0.2562, Training Accuracy= 0.898\n",
"Step 75, Minibatch Loss= 0.2634, Training Accuracy= 0.880\n",
"Step 75, Minibatch Loss= 0.3502, Training Accuracy= 0.835\n",
"Step 75, Minibatch Loss= 0.2125, Training Accuracy= 0.910\n",
"Step 75, Minibatch Loss= 0.2817, Training Accuracy= 0.881\n",
"Step 75, Minibatch Loss= 0.2681, Training Accuracy= 0.878\n",
"Step 75, Minibatch Loss= 0.2274, Training Accuracy= 0.918\n",
"Step 75, Minibatch Loss= 0.1914, Training Accuracy= 0.923\n",
"Step 75, Minibatch Loss= 0.3104, Training Accuracy= 0.860\n",
"Step 75, Minibatch Loss= 0.3239, Training Accuracy= 0.864\n",
"Step 75, Minibatch Loss= 0.2576, Training Accuracy= 0.882\n",
"***********************\n",
"Testing Accuracy: 0.85686886\n",
"***********************\n",
"Step 76, Minibatch Loss= 0.2541, Training Accuracy= 0.885\n",
"Step 76, Minibatch Loss= 0.2173, Training Accuracy= 0.913\n",
"Step 76, Minibatch Loss= 0.2736, Training Accuracy= 0.862\n",
"Step 76, Minibatch Loss= 0.2075, Training Accuracy= 0.918\n",
"Step 76, Minibatch Loss= 0.2668, Training Accuracy= 0.878\n",
"Step 76, Minibatch Loss= 0.2363, Training Accuracy= 0.898\n",
"Step 76, Minibatch Loss= 0.1931, Training Accuracy= 0.925\n",
"Step 76, Minibatch Loss= 0.2736, Training Accuracy= 0.883\n",
"Step 76, Minibatch Loss= 0.2941, Training Accuracy= 0.871\n",
"Step 76, Minibatch Loss= 0.2376, Training Accuracy= 0.899\n",
"Step 76, Minibatch Loss= 0.2923, Training Accuracy= 0.846\n",
"Step 76, Minibatch Loss= 0.2736, Training Accuracy= 0.870\n",
"Step 76, Minibatch Loss= 0.3350, Training Accuracy= 0.854\n",
"Step 76, Minibatch Loss= 0.2278, Training Accuracy= 0.906\n",
"Step 76, Minibatch Loss= 0.1991, Training Accuracy= 0.928\n",
"Step 76, Minibatch Loss= 0.2536, Training Accuracy= 0.880\n",
"Step 76, Minibatch Loss= 0.3089, Training Accuracy= 0.843\n",
"Step 76, Minibatch Loss= 0.2068, Training Accuracy= 0.928\n",
"Step 76, Minibatch Loss= 0.3260, Training Accuracy= 0.837\n",
"Step 76, Minibatch Loss= 0.2785, Training Accuracy= 0.879\n",
"Step 76, Minibatch Loss= 0.1878, Training Accuracy= 0.933\n",
"Step 76, Minibatch Loss= 0.2327, Training Accuracy= 0.912\n",
"Step 76, Minibatch Loss= 0.2499, Training Accuracy= 0.880\n",
"Step 76, Minibatch Loss= 0.3587, Training Accuracy= 0.847\n",
"Step 76, Minibatch Loss= 0.3126, Training Accuracy= 0.844\n",
"Step 76, Minibatch Loss= 0.3715, Training Accuracy= 0.854\n",
"Step 76, Minibatch Loss= 0.2462, Training Accuracy= 0.897\n",
"Step 76, Minibatch Loss= 0.3213, Training Accuracy= 0.860\n",
"Step 76, Minibatch Loss= 0.2479, Training Accuracy= 0.901\n",
"Step 76, Minibatch Loss= 0.2324, Training Accuracy= 0.906\n",
"Step 76, Minibatch Loss= 0.2085, Training Accuracy= 0.915\n",
"***********************\n",
"Testing Accuracy: 0.8543981\n",
"***********************\n",
"Step 77, Minibatch Loss= 0.2689, Training Accuracy= 0.871\n",
"Step 77, Minibatch Loss= 0.3225, Training Accuracy= 0.862\n",
"Step 77, Minibatch Loss= 0.2986, Training Accuracy= 0.883\n",
"Step 77, Minibatch Loss= 0.2889, Training Accuracy= 0.873\n",
"Step 77, Minibatch Loss= 0.1889, Training Accuracy= 0.936\n",
"Step 77, Minibatch Loss= 0.3150, Training Accuracy= 0.865\n",
"Step 77, Minibatch Loss= 0.2059, Training Accuracy= 0.923\n",
"Step 77, Minibatch Loss= 0.1904, Training Accuracy= 0.927\n",
"Step 77, Minibatch Loss= 0.2554, Training Accuracy= 0.904\n",
"Step 77, Minibatch Loss= 0.3899, Training Accuracy= 0.801\n",
"Step 77, Minibatch Loss= 0.3282, Training Accuracy= 0.869\n",
"Step 77, Minibatch Loss= 0.2395, Training Accuracy= 0.896\n",
"Step 77, Minibatch Loss= 0.2300, Training Accuracy= 0.898\n",
"Step 77, Minibatch Loss= 0.2724, Training Accuracy= 0.882\n",
"Step 77, Minibatch Loss= 0.2729, Training Accuracy= 0.869\n",
"Step 77, Minibatch Loss= 0.2477, Training Accuracy= 0.903\n",
"Step 77, Minibatch Loss= 0.2502, Training Accuracy= 0.884\n",
"Step 77, Minibatch Loss= 0.2256, Training Accuracy= 0.894\n",
"Step 77, Minibatch Loss= 0.2661, Training Accuracy= 0.887\n",
"Step 77, Minibatch Loss= 0.2344, Training Accuracy= 0.902\n",
"Step 77, Minibatch Loss= 0.2127, Training Accuracy= 0.926\n",
"Step 77, Minibatch Loss= 0.2077, Training Accuracy= 0.902\n",
"Step 77, Minibatch Loss= 0.1996, Training Accuracy= 0.905\n",
"Step 77, Minibatch Loss= 0.2666, Training Accuracy= 0.892\n",
"Step 77, Minibatch Loss= 0.2579, Training Accuracy= 0.878\n",
"Step 77, Minibatch Loss= 0.2570, Training Accuracy= 0.877\n",
"Step 77, Minibatch Loss= 0.3034, Training Accuracy= 0.875\n",
"Step 77, Minibatch Loss= 0.2372, Training Accuracy= 0.916\n",
"Step 77, Minibatch Loss= 0.2521, Training Accuracy= 0.880\n",
"Step 77, Minibatch Loss= 0.1878, Training Accuracy= 0.932\n",
"Step 77, Minibatch Loss= 0.2449, Training Accuracy= 0.886\n",
"***********************\n",
"Testing Accuracy: 0.85578644\n",
"***********************\n",
"Step 78, Minibatch Loss= 0.2701, Training Accuracy= 0.887\n",
"Step 78, Minibatch Loss= 0.2011, Training Accuracy= 0.903\n",
"Step 78, Minibatch Loss= 0.1745, Training Accuracy= 0.921\n",
"Step 78, Minibatch Loss= 0.2368, Training Accuracy= 0.878\n",
"Step 78, Minibatch Loss= 0.2466, Training Accuracy= 0.900\n",
"Step 78, Minibatch Loss= 0.2473, Training Accuracy= 0.878\n",
"Step 78, Minibatch Loss= 0.2507, Training Accuracy= 0.894\n",
"Step 78, Minibatch Loss= 0.1946, Training Accuracy= 0.916\n",
"Step 78, Minibatch Loss= 0.2912, Training Accuracy= 0.895\n",
"Step 78, Minibatch Loss= 0.3053, Training Accuracy= 0.877\n",
"Step 78, Minibatch Loss= 0.2385, Training Accuracy= 0.884\n",
"Step 78, Minibatch Loss= 0.2191, Training Accuracy= 0.921\n",
"Step 78, Minibatch Loss= 0.3657, Training Accuracy= 0.846\n",
"Step 78, Minibatch Loss= 0.2671, Training Accuracy= 0.889\n",
"Step 78, Minibatch Loss= 0.2336, Training Accuracy= 0.890\n",
"Step 78, Minibatch Loss= 0.2366, Training Accuracy= 0.912\n",
"Step 78, Minibatch Loss= 0.2759, Training Accuracy= 0.867\n",
"Step 78, Minibatch Loss= 0.2606, Training Accuracy= 0.886\n",
"Step 78, Minibatch Loss= 0.2793, Training Accuracy= 0.886\n",
"Step 78, Minibatch Loss= 0.2483, Training Accuracy= 0.922\n",
"Step 78, Minibatch Loss= 0.2878, Training Accuracy= 0.863\n",
"Step 78, Minibatch Loss= 0.2735, Training Accuracy= 0.869\n",
"Step 78, Minibatch Loss= 0.2698, Training Accuracy= 0.872\n",
"Step 78, Minibatch Loss= 0.2458, Training Accuracy= 0.891\n",
"Step 78, Minibatch Loss= 0.2291, Training Accuracy= 0.902\n",
"Step 78, Minibatch Loss= 0.4378, Training Accuracy= 0.835\n",
"Step 78, Minibatch Loss= 0.3160, Training Accuracy= 0.857\n",
"Step 78, Minibatch Loss= 0.2359, Training Accuracy= 0.899\n",
"Step 78, Minibatch Loss= 0.1928, Training Accuracy= 0.932\n",
"Step 78, Minibatch Loss= 0.2189, Training Accuracy= 0.903\n",
"Step 78, Minibatch Loss= 0.3029, Training Accuracy= 0.867\n",
"***********************\n",
"Testing Accuracy: 0.8522861\n",
"***********************\n",
"Step 79, Minibatch Loss= 0.2521, Training Accuracy= 0.900\n",
"Step 79, Minibatch Loss= 0.2219, Training Accuracy= 0.908\n",
"Step 79, Minibatch Loss= 0.2215, Training Accuracy= 0.912\n",
"Step 79, Minibatch Loss= 0.3428, Training Accuracy= 0.846\n",
"Step 79, Minibatch Loss= 0.2094, Training Accuracy= 0.929\n",
"Step 79, Minibatch Loss= 0.3027, Training Accuracy= 0.861\n",
"Step 79, Minibatch Loss= 0.3225, Training Accuracy= 0.874\n",
"Step 79, Minibatch Loss= 0.2431, Training Accuracy= 0.892\n",
"Step 79, Minibatch Loss= 0.2888, Training Accuracy= 0.864\n",
"Step 79, Minibatch Loss= 0.2139, Training Accuracy= 0.918\n",
"Step 79, Minibatch Loss= 0.2446, Training Accuracy= 0.897\n",
"Step 79, Minibatch Loss= 0.1986, Training Accuracy= 0.922\n",
"Step 79, Minibatch Loss= 0.3199, Training Accuracy= 0.888\n",
"Step 79, Minibatch Loss= 0.2509, Training Accuracy= 0.891\n",
"Step 79, Minibatch Loss= 0.1434, Training Accuracy= 0.956\n",
"Step 79, Minibatch Loss= 0.2452, Training Accuracy= 0.888\n",
"Step 79, Minibatch Loss= 0.2925, Training Accuracy= 0.881\n",
"Step 79, Minibatch Loss= 0.2785, Training Accuracy= 0.893\n",
"Step 79, Minibatch Loss= 0.1966, Training Accuracy= 0.922\n",
"Step 79, Minibatch Loss= 0.2942, Training Accuracy= 0.876\n",
"Step 79, Minibatch Loss= 0.2634, Training Accuracy= 0.891\n",
"Step 79, Minibatch Loss= 0.3387, Training Accuracy= 0.843\n",
"Step 79, Minibatch Loss= 0.2523, Training Accuracy= 0.879\n",
"Step 79, Minibatch Loss= 0.2395, Training Accuracy= 0.878\n",
"Step 79, Minibatch Loss= 0.2298, Training Accuracy= 0.905\n",
"Step 79, Minibatch Loss= 0.1900, Training Accuracy= 0.917\n",
"Step 79, Minibatch Loss= 0.3001, Training Accuracy= 0.855\n",
"Step 79, Minibatch Loss= 0.2251, Training Accuracy= 0.908\n",
"Step 79, Minibatch Loss= 0.1978, Training Accuracy= 0.918\n",
"Step 79, Minibatch Loss= 0.3493, Training Accuracy= 0.849\n",
"Step 79, Minibatch Loss= 0.2316, Training Accuracy= 0.890\n",
"***********************\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Testing Accuracy: 0.85741895\n",
"***********************\n",
"Step 80, Minibatch Loss= 0.2609, Training Accuracy= 0.886\n",
"Step 80, Minibatch Loss= 0.2613, Training Accuracy= 0.888\n",
"Step 80, Minibatch Loss= 0.2521, Training Accuracy= 0.882\n",
"Step 80, Minibatch Loss= 0.2632, Training Accuracy= 0.884\n",
"Step 80, Minibatch Loss= 0.2497, Training Accuracy= 0.899\n",
"Step 80, Minibatch Loss= 0.3366, Training Accuracy= 0.842\n",
"Step 80, Minibatch Loss= 0.2654, Training Accuracy= 0.885\n",
"Step 80, Minibatch Loss= 0.2755, Training Accuracy= 0.880\n",
"Step 80, Minibatch Loss= 0.3204, Training Accuracy= 0.838\n",
"Step 80, Minibatch Loss= 0.2156, Training Accuracy= 0.911\n",
"Step 80, Minibatch Loss= 0.2957, Training Accuracy= 0.888\n",
"Step 80, Minibatch Loss= 0.2462, Training Accuracy= 0.912\n",
"Step 80, Minibatch Loss= 0.1945, Training Accuracy= 0.936\n",
"Step 80, Minibatch Loss= 0.2139, Training Accuracy= 0.921\n",
"Step 80, Minibatch Loss= 0.1750, Training Accuracy= 0.942\n",
"Step 80, Minibatch Loss= 0.2909, Training Accuracy= 0.866\n",
"Step 80, Minibatch Loss= 0.1877, Training Accuracy= 0.916\n",
"Step 80, Minibatch Loss= 0.2485, Training Accuracy= 0.910\n",
"Step 80, Minibatch Loss= 0.2542, Training Accuracy= 0.893\n",
"Step 80, Minibatch Loss= 0.2951, Training Accuracy= 0.879\n",
"Step 80, Minibatch Loss= 0.2444, Training Accuracy= 0.902\n",
"Step 80, Minibatch Loss= 0.2295, Training Accuracy= 0.896\n",
"Step 80, Minibatch Loss= 0.2453, Training Accuracy= 0.903\n",
"Step 80, Minibatch Loss= 0.2417, Training Accuracy= 0.916\n",
"Step 80, Minibatch Loss= 0.2515, Training Accuracy= 0.892\n",
"Step 80, Minibatch Loss= 0.1968, Training Accuracy= 0.921\n",
"Step 80, Minibatch Loss= 0.2782, Training Accuracy= 0.891\n",
"Step 80, Minibatch Loss= 0.2316, Training Accuracy= 0.899\n",
"Step 80, Minibatch Loss= 0.3082, Training Accuracy= 0.836\n",
"Step 80, Minibatch Loss= 0.2917, Training Accuracy= 0.859\n",
"Step 80, Minibatch Loss= 0.2554, Training Accuracy= 0.891\n",
"***********************\n",
"Testing Accuracy: 0.84847987\n",
"***********************\n",
"Step 81, Minibatch Loss= 0.3305, Training Accuracy= 0.895\n",
"Step 81, Minibatch Loss= 0.2993, Training Accuracy= 0.876\n",
"Step 81, Minibatch Loss= 0.2209, Training Accuracy= 0.910\n",
"Step 81, Minibatch Loss= 0.2483, Training Accuracy= 0.893\n",
"Step 81, Minibatch Loss= 0.2315, Training Accuracy= 0.892\n",
"Step 81, Minibatch Loss= 0.3530, Training Accuracy= 0.842\n",
"Step 81, Minibatch Loss= 0.2237, Training Accuracy= 0.923\n",
"Step 81, Minibatch Loss= 0.3080, Training Accuracy= 0.873\n",
"Step 81, Minibatch Loss= 0.2599, Training Accuracy= 0.886\n",
"Step 81, Minibatch Loss= 0.2553, Training Accuracy= 0.892\n",
"Step 81, Minibatch Loss= 0.2736, Training Accuracy= 0.871\n",
"Step 81, Minibatch Loss= 0.3306, Training Accuracy= 0.840\n",
"Step 81, Minibatch Loss= 0.2009, Training Accuracy= 0.917\n",
"Step 81, Minibatch Loss= 0.2177, Training Accuracy= 0.902\n",
"Step 81, Minibatch Loss= 0.2194, Training Accuracy= 0.913\n",
"Step 81, Minibatch Loss= 0.2295, Training Accuracy= 0.899\n",
"Step 81, Minibatch Loss= 0.2537, Training Accuracy= 0.885\n",
"Step 81, Minibatch Loss= 0.2508, Training Accuracy= 0.899\n",
"Step 81, Minibatch Loss= 0.2703, Training Accuracy= 0.877\n",
"Step 81, Minibatch Loss= 0.3096, Training Accuracy= 0.862\n",
"Step 81, Minibatch Loss= 0.2457, Training Accuracy= 0.917\n",
"Step 81, Minibatch Loss= 0.2330, Training Accuracy= 0.901\n",
"Step 81, Minibatch Loss= 0.2525, Training Accuracy= 0.885\n",
"Step 81, Minibatch Loss= 0.2516, Training Accuracy= 0.889\n",
"Step 81, Minibatch Loss= 0.2130, Training Accuracy= 0.906\n",
"Step 81, Minibatch Loss= 0.3035, Training Accuracy= 0.864\n",
"Step 81, Minibatch Loss= 0.2208, Training Accuracy= 0.917\n",
"Step 81, Minibatch Loss= 0.2794, Training Accuracy= 0.875\n",
"Step 81, Minibatch Loss= 0.2256, Training Accuracy= 0.921\n",
"Step 81, Minibatch Loss= 0.2701, Training Accuracy= 0.873\n",
"Step 81, Minibatch Loss= 0.2311, Training Accuracy= 0.890\n",
"***********************\n",
"Testing Accuracy: 0.8596074\n",
"***********************\n",
"Step 82, Minibatch Loss= 0.2421, Training Accuracy= 0.901\n",
"Step 82, Minibatch Loss= 0.2174, Training Accuracy= 0.910\n",
"Step 82, Minibatch Loss= 0.2725, Training Accuracy= 0.887\n",
"Step 82, Minibatch Loss= 0.1920, Training Accuracy= 0.933\n",
"Step 82, Minibatch Loss= 0.2176, Training Accuracy= 0.916\n",
"Step 82, Minibatch Loss= 0.2609, Training Accuracy= 0.884\n",
"Step 82, Minibatch Loss= 0.2644, Training Accuracy= 0.857\n",
"Step 82, Minibatch Loss= 0.2622, Training Accuracy= 0.871\n",
"Step 82, Minibatch Loss= 0.3048, Training Accuracy= 0.879\n",
"Step 82, Minibatch Loss= 0.2231, Training Accuracy= 0.906\n",
"Step 82, Minibatch Loss= 0.1736, Training Accuracy= 0.932\n",
"Step 82, Minibatch Loss= 0.2851, Training Accuracy= 0.888\n",
"Step 82, Minibatch Loss= 0.2035, Training Accuracy= 0.909\n",
"Step 82, Minibatch Loss= 0.1882, Training Accuracy= 0.922\n",
"Step 82, Minibatch Loss= 0.2829, Training Accuracy= 0.874\n",
"Step 82, Minibatch Loss= 0.3241, Training Accuracy= 0.859\n",
"Step 82, Minibatch Loss= 0.1975, Training Accuracy= 0.906\n",
"Step 82, Minibatch Loss= 0.3140, Training Accuracy= 0.862\n",
"Step 82, Minibatch Loss= 0.2472, Training Accuracy= 0.899\n",
"Step 82, Minibatch Loss= 0.3821, Training Accuracy= 0.807\n",
"Step 82, Minibatch Loss= 0.2078, Training Accuracy= 0.907\n",
"Step 82, Minibatch Loss= 0.3320, Training Accuracy= 0.863\n",
"Step 82, Minibatch Loss= 0.2657, Training Accuracy= 0.872\n",
"Step 82, Minibatch Loss= 0.1667, Training Accuracy= 0.942\n",
"Step 82, Minibatch Loss= 0.2284, Training Accuracy= 0.916\n",
"Step 82, Minibatch Loss= 0.3072, Training Accuracy= 0.871\n",
"Step 82, Minibatch Loss= 0.2526, Training Accuracy= 0.894\n",
"Step 82, Minibatch Loss= 0.1759, Training Accuracy= 0.933\n",
"Step 82, Minibatch Loss= 0.3433, Training Accuracy= 0.849\n",
"Step 82, Minibatch Loss= 0.2346, Training Accuracy= 0.896\n",
"Step 82, Minibatch Loss= 0.2880, Training Accuracy= 0.872\n",
"***********************\n",
"Testing Accuracy: 0.85492456\n",
"***********************\n",
"Step 83, Minibatch Loss= 0.2136, Training Accuracy= 0.908\n",
"Step 83, Minibatch Loss= 0.2790, Training Accuracy= 0.868\n",
"Step 83, Minibatch Loss= 0.2307, Training Accuracy= 0.893\n",
"Step 83, Minibatch Loss= 0.2125, Training Accuracy= 0.920\n",
"Step 83, Minibatch Loss= 0.2256, Training Accuracy= 0.923\n",
"Step 83, Minibatch Loss= 0.2889, Training Accuracy= 0.846\n",
"Step 83, Minibatch Loss= 0.2916, Training Accuracy= 0.869\n",
"Step 83, Minibatch Loss= 0.2504, Training Accuracy= 0.896\n",
"Step 83, Minibatch Loss= 0.2543, Training Accuracy= 0.877\n",
"Step 83, Minibatch Loss= 0.2891, Training Accuracy= 0.872\n",
"Step 83, Minibatch Loss= 0.2862, Training Accuracy= 0.864\n",
"Step 83, Minibatch Loss= 0.2444, Training Accuracy= 0.904\n",
"Step 83, Minibatch Loss= 0.1660, Training Accuracy= 0.937\n",
"Step 83, Minibatch Loss= 0.2291, Training Accuracy= 0.897\n",
"Step 83, Minibatch Loss= 0.2514, Training Accuracy= 0.887\n",
"Step 83, Minibatch Loss= 0.2606, Training Accuracy= 0.883\n",
"Step 83, Minibatch Loss= 0.2296, Training Accuracy= 0.895\n",
"Step 83, Minibatch Loss= 0.2750, Training Accuracy= 0.882\n",
"Step 83, Minibatch Loss= 0.2423, Training Accuracy= 0.880\n",
"Step 83, Minibatch Loss= 0.2434, Training Accuracy= 0.889\n",
"Step 83, Minibatch Loss= 0.2745, Training Accuracy= 0.880\n",
"Step 83, Minibatch Loss= 0.2568, Training Accuracy= 0.894\n",
"Step 83, Minibatch Loss= 0.2034, Training Accuracy= 0.914\n",
"Step 83, Minibatch Loss= 0.3425, Training Accuracy= 0.826\n",
"Step 83, Minibatch Loss= 0.1954, Training Accuracy= 0.916\n",
"Step 83, Minibatch Loss= 0.3099, Training Accuracy= 0.872\n",
"Step 83, Minibatch Loss= 0.2667, Training Accuracy= 0.883\n",
"Step 83, Minibatch Loss= 0.2752, Training Accuracy= 0.880\n",
"Step 83, Minibatch Loss= 0.2400, Training Accuracy= 0.901\n",
"Step 83, Minibatch Loss= 0.2318, Training Accuracy= 0.909\n",
"Step 83, Minibatch Loss= 0.2351, Training Accuracy= 0.891\n",
"***********************\n",
"Testing Accuracy: 0.85114187\n",
"***********************\n",
"Step 84, Minibatch Loss= 0.2350, Training Accuracy= 0.910\n",
"Step 84, Minibatch Loss= 0.1865, Training Accuracy= 0.920\n",
"Step 84, Minibatch Loss= 0.2147, Training Accuracy= 0.915\n",
"Step 84, Minibatch Loss= 0.2646, Training Accuracy= 0.889\n",
"Step 84, Minibatch Loss= 0.2643, Training Accuracy= 0.892\n",
"Step 84, Minibatch Loss= 0.2611, Training Accuracy= 0.900\n",
"Step 84, Minibatch Loss= 0.1615, Training Accuracy= 0.941\n",
"Step 84, Minibatch Loss= 0.2693, Training Accuracy= 0.863\n",
"Step 84, Minibatch Loss= 0.2913, Training Accuracy= 0.870\n",
"Step 84, Minibatch Loss= 0.2501, Training Accuracy= 0.899\n",
"Step 84, Minibatch Loss= 0.2521, Training Accuracy= 0.899\n",
"Step 84, Minibatch Loss= 0.2160, Training Accuracy= 0.905\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 84, Minibatch Loss= 0.3170, Training Accuracy= 0.879\n",
"Step 84, Minibatch Loss= 0.2772, Training Accuracy= 0.884\n",
"Step 84, Minibatch Loss= 0.1721, Training Accuracy= 0.939\n",
"Step 84, Minibatch Loss= 0.3191, Training Accuracy= 0.853\n",
"Step 84, Minibatch Loss= 0.2423, Training Accuracy= 0.906\n",
"Step 84, Minibatch Loss= 0.2511, Training Accuracy= 0.889\n",
"Step 84, Minibatch Loss= 0.1745, Training Accuracy= 0.932\n",
"Step 84, Minibatch Loss= 0.2531, Training Accuracy= 0.882\n",
"Step 84, Minibatch Loss= 0.1698, Training Accuracy= 0.921\n",
"Step 84, Minibatch Loss= 0.2088, Training Accuracy= 0.902\n",
"Step 84, Minibatch Loss= 0.2591, Training Accuracy= 0.895\n",
"Step 84, Minibatch Loss= 0.2655, Training Accuracy= 0.888\n",
"Step 84, Minibatch Loss= 0.1215, Training Accuracy= 0.964\n",
"Step 84, Minibatch Loss= 0.2382, Training Accuracy= 0.888\n",
"Step 84, Minibatch Loss= 0.2994, Training Accuracy= 0.873\n",
"Step 84, Minibatch Loss= 0.3240, Training Accuracy= 0.862\n",
"Step 84, Minibatch Loss= 0.2709, Training Accuracy= 0.874\n",
"Step 84, Minibatch Loss= 0.2676, Training Accuracy= 0.893\n",
"Step 84, Minibatch Loss= 0.2795, Training Accuracy= 0.883\n",
"***********************\n",
"Testing Accuracy: 0.8604457\n",
"***********************\n",
"Step 85, Minibatch Loss= 0.2275, Training Accuracy= 0.903\n",
"Step 85, Minibatch Loss= 0.3519, Training Accuracy= 0.855\n",
"Step 85, Minibatch Loss= 0.3420, Training Accuracy= 0.854\n",
"Step 85, Minibatch Loss= 0.2898, Training Accuracy= 0.880\n",
"Step 85, Minibatch Loss= 0.2860, Training Accuracy= 0.883\n",
"Step 85, Minibatch Loss= 0.2294, Training Accuracy= 0.886\n",
"Step 85, Minibatch Loss= 0.2162, Training Accuracy= 0.913\n",
"Step 85, Minibatch Loss= 0.2752, Training Accuracy= 0.858\n",
"Step 85, Minibatch Loss= 0.2207, Training Accuracy= 0.903\n",
"Step 85, Minibatch Loss= 0.1911, Training Accuracy= 0.916\n",
"Step 85, Minibatch Loss= 0.1893, Training Accuracy= 0.928\n",
"Step 85, Minibatch Loss= 0.1663, Training Accuracy= 0.923\n",
"Step 85, Minibatch Loss= 0.1914, Training Accuracy= 0.928\n",
"Step 85, Minibatch Loss= 0.2437, Training Accuracy= 0.895\n",
"Step 85, Minibatch Loss= 0.2169, Training Accuracy= 0.904\n",
"Step 85, Minibatch Loss= 0.3275, Training Accuracy= 0.855\n",
"Step 85, Minibatch Loss= 0.2403, Training Accuracy= 0.898\n",
"Step 85, Minibatch Loss= 0.1840, Training Accuracy= 0.926\n",
"Step 85, Minibatch Loss= 0.2203, Training Accuracy= 0.898\n",
"Step 85, Minibatch Loss= 0.2776, Training Accuracy= 0.872\n",
"Step 85, Minibatch Loss= 0.2178, Training Accuracy= 0.905\n",
"Step 85, Minibatch Loss= 0.2824, Training Accuracy= 0.868\n",
"Step 85, Minibatch Loss= 0.1977, Training Accuracy= 0.929\n",
"Step 85, Minibatch Loss= 0.2440, Training Accuracy= 0.902\n",
"Step 85, Minibatch Loss= 0.2341, Training Accuracy= 0.890\n",
"Step 85, Minibatch Loss= 0.2927, Training Accuracy= 0.879\n",
"Step 85, Minibatch Loss= 0.3071, Training Accuracy= 0.880\n",
"Step 85, Minibatch Loss= 0.3784, Training Accuracy= 0.833\n",
"Step 85, Minibatch Loss= 0.2273, Training Accuracy= 0.901\n",
"Step 85, Minibatch Loss= 0.2136, Training Accuracy= 0.899\n",
"Step 85, Minibatch Loss= 0.2951, Training Accuracy= 0.885\n",
"***********************\n",
"Testing Accuracy: 0.84466773\n",
"***********************\n",
"Step 86, Minibatch Loss= 0.2346, Training Accuracy= 0.906\n",
"Step 86, Minibatch Loss= 0.1948, Training Accuracy= 0.920\n",
"Step 86, Minibatch Loss= 0.2587, Training Accuracy= 0.886\n",
"Step 86, Minibatch Loss= 0.2464, Training Accuracy= 0.904\n",
"Step 86, Minibatch Loss= 0.2461, Training Accuracy= 0.875\n",
"Step 86, Minibatch Loss= 0.2126, Training Accuracy= 0.910\n",
"Step 86, Minibatch Loss= 0.2582, Training Accuracy= 0.898\n",
"Step 86, Minibatch Loss= 0.2973, Training Accuracy= 0.872\n",
"Step 86, Minibatch Loss= 0.2885, Training Accuracy= 0.871\n",
"Step 86, Minibatch Loss= 0.1148, Training Accuracy= 0.955\n",
"Step 86, Minibatch Loss= 0.1735, Training Accuracy= 0.941\n",
"Step 86, Minibatch Loss= 0.2959, Training Accuracy= 0.854\n",
"Step 86, Minibatch Loss= 0.3234, Training Accuracy= 0.841\n",
"Step 86, Minibatch Loss= 0.3151, Training Accuracy= 0.857\n",
"Step 86, Minibatch Loss= 0.2393, Training Accuracy= 0.902\n",
"Step 86, Minibatch Loss= 0.2806, Training Accuracy= 0.891\n",
"Step 86, Minibatch Loss= 0.2016, Training Accuracy= 0.910\n",
"Step 86, Minibatch Loss= 0.2323, Training Accuracy= 0.898\n",
"Step 86, Minibatch Loss= 0.2270, Training Accuracy= 0.906\n",
"Step 86, Minibatch Loss= 0.3261, Training Accuracy= 0.869\n",
"Step 86, Minibatch Loss= 0.2259, Training Accuracy= 0.894\n",
"Step 86, Minibatch Loss= 0.2813, Training Accuracy= 0.879\n",
"Step 86, Minibatch Loss= 0.2512, Training Accuracy= 0.887\n",
"Step 86, Minibatch Loss= 0.2075, Training Accuracy= 0.918\n",
"Step 86, Minibatch Loss= 0.2024, Training Accuracy= 0.930\n",
"Step 86, Minibatch Loss= 0.1702, Training Accuracy= 0.935\n",
"Step 86, Minibatch Loss= 0.2023, Training Accuracy= 0.911\n",
"Step 86, Minibatch Loss= 0.2440, Training Accuracy= 0.888\n",
"Step 86, Minibatch Loss= 0.2460, Training Accuracy= 0.890\n",
"Step 86, Minibatch Loss= 0.2216, Training Accuracy= 0.920\n",
"Step 86, Minibatch Loss= 0.3708, Training Accuracy= 0.839\n",
"***********************\n",
"Testing Accuracy: 0.85994565\n",
"***********************\n",
"Step 87, Minibatch Loss= 0.2201, Training Accuracy= 0.912\n",
"Step 87, Minibatch Loss= 0.1921, Training Accuracy= 0.924\n",
"Step 87, Minibatch Loss= 0.2297, Training Accuracy= 0.897\n",
"Step 87, Minibatch Loss= 0.2721, Training Accuracy= 0.896\n",
"Step 87, Minibatch Loss= 0.2321, Training Accuracy= 0.890\n",
"Step 87, Minibatch Loss= 0.2120, Training Accuracy= 0.916\n",
"Step 87, Minibatch Loss= 0.1493, Training Accuracy= 0.947\n",
"Step 87, Minibatch Loss= 0.2960, Training Accuracy= 0.867\n",
"Step 87, Minibatch Loss= 0.2618, Training Accuracy= 0.880\n",
"Step 87, Minibatch Loss= 0.2457, Training Accuracy= 0.894\n",
"Step 87, Minibatch Loss= 0.3232, Training Accuracy= 0.844\n",
"Step 87, Minibatch Loss= 0.1923, Training Accuracy= 0.927\n",
"Step 87, Minibatch Loss= 0.1916, Training Accuracy= 0.919\n",
"Step 87, Minibatch Loss= 0.2426, Training Accuracy= 0.912\n",
"Step 87, Minibatch Loss= 0.2058, Training Accuracy= 0.919\n",
"Step 87, Minibatch Loss= 0.2042, Training Accuracy= 0.917\n",
"Step 87, Minibatch Loss= 0.3069, Training Accuracy= 0.872\n",
"Step 87, Minibatch Loss= 0.2007, Training Accuracy= 0.907\n",
"Step 87, Minibatch Loss= 0.2866, Training Accuracy= 0.868\n",
"Step 87, Minibatch Loss= 0.1850, Training Accuracy= 0.933\n",
"Step 87, Minibatch Loss= 0.2168, Training Accuracy= 0.897\n",
"Step 87, Minibatch Loss= 0.2433, Training Accuracy= 0.888\n",
"Step 87, Minibatch Loss= 0.2251, Training Accuracy= 0.900\n",
"Step 87, Minibatch Loss= 0.2654, Training Accuracy= 0.882\n",
"Step 87, Minibatch Loss= 0.2168, Training Accuracy= 0.921\n",
"Step 87, Minibatch Loss= 0.3055, Training Accuracy= 0.868\n",
"Step 87, Minibatch Loss= 0.2769, Training Accuracy= 0.881\n",
"Step 87, Minibatch Loss= 0.3016, Training Accuracy= 0.857\n",
"Step 87, Minibatch Loss= 0.3216, Training Accuracy= 0.845\n",
"Step 87, Minibatch Loss= 0.2759, Training Accuracy= 0.883\n",
"Step 87, Minibatch Loss= 0.1989, Training Accuracy= 0.940\n",
"***********************\n",
"Testing Accuracy: 0.85116243\n",
"***********************\n",
"Step 88, Minibatch Loss= 0.2166, Training Accuracy= 0.901\n",
"Step 88, Minibatch Loss= 0.2233, Training Accuracy= 0.906\n",
"Step 88, Minibatch Loss= 0.2795, Training Accuracy= 0.890\n",
"Step 88, Minibatch Loss= 0.1848, Training Accuracy= 0.923\n",
"Step 88, Minibatch Loss= 0.3188, Training Accuracy= 0.862\n",
"Step 88, Minibatch Loss= 0.2400, Training Accuracy= 0.891\n",
"Step 88, Minibatch Loss= 0.2300, Training Accuracy= 0.912\n",
"Step 88, Minibatch Loss= 0.2888, Training Accuracy= 0.875\n",
"Step 88, Minibatch Loss= 0.2418, Training Accuracy= 0.888\n",
"Step 88, Minibatch Loss= 0.2213, Training Accuracy= 0.896\n",
"Step 88, Minibatch Loss= 0.2879, Training Accuracy= 0.856\n",
"Step 88, Minibatch Loss= 0.1708, Training Accuracy= 0.927\n",
"Step 88, Minibatch Loss= 0.2974, Training Accuracy= 0.863\n",
"Step 88, Minibatch Loss= 0.2342, Training Accuracy= 0.917\n",
"Step 88, Minibatch Loss= 0.2369, Training Accuracy= 0.898\n",
"Step 88, Minibatch Loss= 0.1648, Training Accuracy= 0.940\n",
"Step 88, Minibatch Loss= 0.2577, Training Accuracy= 0.890\n",
"Step 88, Minibatch Loss= 0.2230, Training Accuracy= 0.916\n",
"Step 88, Minibatch Loss= 0.3679, Training Accuracy= 0.843\n",
"Step 88, Minibatch Loss= 0.2764, Training Accuracy= 0.880\n",
"Step 88, Minibatch Loss= 0.2330, Training Accuracy= 0.910\n",
"Step 88, Minibatch Loss= 0.2152, Training Accuracy= 0.908\n",
"Step 88, Minibatch Loss= 0.1742, Training Accuracy= 0.930\n",
"Step 88, Minibatch Loss= 0.2903, Training Accuracy= 0.884\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 88, Minibatch Loss= 0.1931, Training Accuracy= 0.926\n",
"Step 88, Minibatch Loss= 0.3518, Training Accuracy= 0.844\n",
"Step 88, Minibatch Loss= 0.3284, Training Accuracy= 0.854\n",
"Step 88, Minibatch Loss= 0.2892, Training Accuracy= 0.885\n",
"Step 88, Minibatch Loss= 0.1782, Training Accuracy= 0.923\n",
"Step 88, Minibatch Loss= 0.2146, Training Accuracy= 0.921\n",
"Step 88, Minibatch Loss= 0.2708, Training Accuracy= 0.862\n",
"***********************\n",
"Testing Accuracy: 0.8475121\n",
"***********************\n",
"Step 89, Minibatch Loss= 0.3292, Training Accuracy= 0.853\n",
"Step 89, Minibatch Loss= 0.3012, Training Accuracy= 0.864\n",
"Step 89, Minibatch Loss= 0.2513, Training Accuracy= 0.896\n",
"Step 89, Minibatch Loss= 0.2835, Training Accuracy= 0.883\n",
"Step 89, Minibatch Loss= 0.2668, Training Accuracy= 0.893\n",
"Step 89, Minibatch Loss= 0.3031, Training Accuracy= 0.863\n",
"Step 89, Minibatch Loss= 0.2855, Training Accuracy= 0.862\n",
"Step 89, Minibatch Loss= 0.3410, Training Accuracy= 0.850\n",
"Step 89, Minibatch Loss= 0.2914, Training Accuracy= 0.875\n",
"Step 89, Minibatch Loss= 0.2246, Training Accuracy= 0.907\n",
"Step 89, Minibatch Loss= 0.2092, Training Accuracy= 0.901\n",
"Step 89, Minibatch Loss= 0.1978, Training Accuracy= 0.917\n",
"Step 89, Minibatch Loss= 0.1865, Training Accuracy= 0.943\n",
"Step 89, Minibatch Loss= 0.2339, Training Accuracy= 0.912\n",
"Step 89, Minibatch Loss= 0.3068, Training Accuracy= 0.880\n",
"Step 89, Minibatch Loss= 0.2863, Training Accuracy= 0.865\n",
"Step 89, Minibatch Loss= 0.1533, Training Accuracy= 0.946\n",
"Step 89, Minibatch Loss= 0.2249, Training Accuracy= 0.916\n",
"Step 89, Minibatch Loss= 0.4534, Training Accuracy= 0.774\n",
"Step 89, Minibatch Loss= 0.2138, Training Accuracy= 0.896\n",
"Step 89, Minibatch Loss= 0.2747, Training Accuracy= 0.894\n",
"Step 89, Minibatch Loss= 0.2653, Training Accuracy= 0.885\n",
"Step 89, Minibatch Loss= 0.2132, Training Accuracy= 0.914\n",
"Step 89, Minibatch Loss= 0.1990, Training Accuracy= 0.925\n",
"Step 89, Minibatch Loss= 0.2567, Training Accuracy= 0.886\n",
"Step 89, Minibatch Loss= 0.2922, Training Accuracy= 0.874\n",
"Step 89, Minibatch Loss= 0.1902, Training Accuracy= 0.919\n",
"Step 89, Minibatch Loss= 0.1996, Training Accuracy= 0.924\n",
"Step 89, Minibatch Loss= 0.2454, Training Accuracy= 0.892\n",
"Step 89, Minibatch Loss= 0.2912, Training Accuracy= 0.866\n",
"Step 89, Minibatch Loss= 0.2572, Training Accuracy= 0.902\n",
"***********************\n",
"Testing Accuracy: 0.85501575\n",
"***********************\n",
"Step 90, Minibatch Loss= 0.2287, Training Accuracy= 0.891\n",
"Step 90, Minibatch Loss= 0.2119, Training Accuracy= 0.921\n",
"Step 90, Minibatch Loss= 0.2307, Training Accuracy= 0.893\n",
"Step 90, Minibatch Loss= 0.2654, Training Accuracy= 0.876\n",
"Step 90, Minibatch Loss= 0.2667, Training Accuracy= 0.884\n",
"Step 90, Minibatch Loss= 0.2223, Training Accuracy= 0.897\n",
"Step 90, Minibatch Loss= 0.3000, Training Accuracy= 0.863\n",
"Step 90, Minibatch Loss= 0.2320, Training Accuracy= 0.895\n",
"Step 90, Minibatch Loss= 0.2003, Training Accuracy= 0.914\n",
"Step 90, Minibatch Loss= 0.3665, Training Accuracy= 0.850\n",
"Step 90, Minibatch Loss= 0.2353, Training Accuracy= 0.897\n",
"Step 90, Minibatch Loss= 0.3109, Training Accuracy= 0.856\n",
"Step 90, Minibatch Loss= 0.2224, Training Accuracy= 0.911\n",
"Step 90, Minibatch Loss= 0.2888, Training Accuracy= 0.863\n",
"Step 90, Minibatch Loss= 0.2512, Training Accuracy= 0.878\n",
"Step 90, Minibatch Loss= 0.2399, Training Accuracy= 0.902\n",
"Step 90, Minibatch Loss= 0.2814, Training Accuracy= 0.874\n",
"Step 90, Minibatch Loss= 0.2202, Training Accuracy= 0.904\n",
"Step 90, Minibatch Loss= 0.2171, Training Accuracy= 0.921\n",
"Step 90, Minibatch Loss= 0.2001, Training Accuracy= 0.910\n",
"Step 90, Minibatch Loss= 0.2549, Training Accuracy= 0.894\n",
"Step 90, Minibatch Loss= 0.1913, Training Accuracy= 0.917\n",
"Step 90, Minibatch Loss= 0.1811, Training Accuracy= 0.938\n",
"Step 90, Minibatch Loss= 0.2302, Training Accuracy= 0.894\n",
"Step 90, Minibatch Loss= 0.2247, Training Accuracy= 0.901\n",
"Step 90, Minibatch Loss= 0.1811, Training Accuracy= 0.935\n",
"Step 90, Minibatch Loss= 0.2167, Training Accuracy= 0.918\n",
"Step 90, Minibatch Loss= 0.2015, Training Accuracy= 0.908\n",
"Step 90, Minibatch Loss= 0.3911, Training Accuracy= 0.830\n",
"Step 90, Minibatch Loss= 0.2742, Training Accuracy= 0.877\n",
"Step 90, Minibatch Loss= 0.2293, Training Accuracy= 0.903\n",
"***********************\n",
"Testing Accuracy: 0.8568012\n",
"***********************\n",
"Step 91, Minibatch Loss= 0.2265, Training Accuracy= 0.904\n",
"Step 91, Minibatch Loss= 0.2187, Training Accuracy= 0.915\n",
"Step 91, Minibatch Loss= 0.2399, Training Accuracy= 0.905\n",
"Step 91, Minibatch Loss= 0.2308, Training Accuracy= 0.917\n",
"Step 91, Minibatch Loss= 0.2354, Training Accuracy= 0.890\n",
"Step 91, Minibatch Loss= 0.2267, Training Accuracy= 0.916\n",
"Step 91, Minibatch Loss= 0.2171, Training Accuracy= 0.912\n",
"Step 91, Minibatch Loss= 0.1552, Training Accuracy= 0.940\n",
"Step 91, Minibatch Loss= 0.2298, Training Accuracy= 0.898\n",
"Step 91, Minibatch Loss= 0.2740, Training Accuracy= 0.874\n",
"Step 91, Minibatch Loss= 0.2302, Training Accuracy= 0.901\n",
"Step 91, Minibatch Loss= 0.2454, Training Accuracy= 0.897\n",
"Step 91, Minibatch Loss= 0.2312, Training Accuracy= 0.923\n",
"Step 91, Minibatch Loss= 0.3041, Training Accuracy= 0.865\n",
"Step 91, Minibatch Loss= 0.1954, Training Accuracy= 0.917\n",
"Step 91, Minibatch Loss= 0.2847, Training Accuracy= 0.863\n",
"Step 91, Minibatch Loss= 0.2841, Training Accuracy= 0.881\n",
"Step 91, Minibatch Loss= 0.1512, Training Accuracy= 0.936\n",
"Step 91, Minibatch Loss= 0.3110, Training Accuracy= 0.844\n",
"Step 91, Minibatch Loss= 0.3124, Training Accuracy= 0.844\n",
"Step 91, Minibatch Loss= 0.2727, Training Accuracy= 0.875\n",
"Step 91, Minibatch Loss= 0.2821, Training Accuracy= 0.867\n",
"Step 91, Minibatch Loss= 0.2402, Training Accuracy= 0.901\n",
"Step 91, Minibatch Loss= 0.3003, Training Accuracy= 0.875\n",
"Step 91, Minibatch Loss= 0.2463, Training Accuracy= 0.902\n",
"Step 91, Minibatch Loss= 0.2693, Training Accuracy= 0.883\n",
"Step 91, Minibatch Loss= 0.1923, Training Accuracy= 0.932\n",
"Step 91, Minibatch Loss= 0.2907, Training Accuracy= 0.880\n",
"Step 91, Minibatch Loss= 0.3333, Training Accuracy= 0.848\n",
"Step 91, Minibatch Loss= 0.2083, Training Accuracy= 0.913\n",
"Step 91, Minibatch Loss= 0.2811, Training Accuracy= 0.867\n",
"***********************\n",
"Testing Accuracy: 0.8575866\n",
"***********************\n",
"Step 92, Minibatch Loss= 0.2871, Training Accuracy= 0.865\n",
"Step 92, Minibatch Loss= 0.1979, Training Accuracy= 0.902\n",
"Step 92, Minibatch Loss= 0.2522, Training Accuracy= 0.891\n",
"Step 92, Minibatch Loss= 0.2462, Training Accuracy= 0.887\n",
"Step 92, Minibatch Loss= 0.2547, Training Accuracy= 0.878\n",
"Step 92, Minibatch Loss= 0.2526, Training Accuracy= 0.887\n",
"Step 92, Minibatch Loss= 0.2104, Training Accuracy= 0.909\n",
"Step 92, Minibatch Loss= 0.1804, Training Accuracy= 0.906\n",
"Step 92, Minibatch Loss= 0.1980, Training Accuracy= 0.941\n",
"Step 92, Minibatch Loss= 0.2228, Training Accuracy= 0.906\n",
"Step 92, Minibatch Loss= 0.1983, Training Accuracy= 0.917\n",
"Step 92, Minibatch Loss= 0.2691, Training Accuracy= 0.893\n",
"Step 92, Minibatch Loss= 0.2463, Training Accuracy= 0.885\n",
"Step 92, Minibatch Loss= 0.1560, Training Accuracy= 0.943\n",
"Step 92, Minibatch Loss= 0.3356, Training Accuracy= 0.842\n",
"Step 92, Minibatch Loss= 0.2048, Training Accuracy= 0.925\n",
"Step 92, Minibatch Loss= 0.4006, Training Accuracy= 0.810\n",
"Step 92, Minibatch Loss= 0.1988, Training Accuracy= 0.920\n",
"Step 92, Minibatch Loss= 0.2734, Training Accuracy= 0.884\n",
"Step 92, Minibatch Loss= 0.1970, Training Accuracy= 0.920\n",
"Step 92, Minibatch Loss= 0.2723, Training Accuracy= 0.886\n",
"Step 92, Minibatch Loss= 0.2762, Training Accuracy= 0.884\n",
"Step 92, Minibatch Loss= 0.2276, Training Accuracy= 0.906\n",
"Step 92, Minibatch Loss= 0.2585, Training Accuracy= 0.883\n",
"Step 92, Minibatch Loss= 0.2417, Training Accuracy= 0.912\n",
"Step 92, Minibatch Loss= 0.1749, Training Accuracy= 0.927\n",
"Step 92, Minibatch Loss= 0.2121, Training Accuracy= 0.917\n",
"Step 92, Minibatch Loss= 0.2308, Training Accuracy= 0.901\n",
"Step 92, Minibatch Loss= 0.2934, Training Accuracy= 0.861\n",
"Step 92, Minibatch Loss= 0.2477, Training Accuracy= 0.897\n",
"Step 92, Minibatch Loss= 0.3728, Training Accuracy= 0.851\n",
"***********************\n",
"Testing Accuracy: 0.8382789\n",
"***********************\n",
"Step 93, Minibatch Loss= 0.2715, Training Accuracy= 0.870\n",
"Step 93, Minibatch Loss= 0.2102, Training Accuracy= 0.914\n",
"Step 93, Minibatch Loss= 0.3343, Training Accuracy= 0.819\n",
"Step 93, Minibatch Loss= 0.1982, Training Accuracy= 0.926\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 93, Minibatch Loss= 0.2161, Training Accuracy= 0.905\n",
"Step 93, Minibatch Loss= 0.2644, Training Accuracy= 0.879\n",
"Step 93, Minibatch Loss= 0.2860, Training Accuracy= 0.857\n",
"Step 93, Minibatch Loss= 0.2275, Training Accuracy= 0.903\n",
"Step 93, Minibatch Loss= 0.2020, Training Accuracy= 0.917\n",
"Step 93, Minibatch Loss= 0.2609, Training Accuracy= 0.880\n",
"Step 93, Minibatch Loss= 0.1635, Training Accuracy= 0.940\n",
"Step 93, Minibatch Loss= 0.1739, Training Accuracy= 0.925\n",
"Step 93, Minibatch Loss= 0.2318, Training Accuracy= 0.912\n",
"Step 93, Minibatch Loss= 0.2100, Training Accuracy= 0.922\n",
"Step 93, Minibatch Loss= 0.2990, Training Accuracy= 0.885\n",
"Step 93, Minibatch Loss= 0.2356, Training Accuracy= 0.904\n",
"Step 93, Minibatch Loss= 0.2648, Training Accuracy= 0.878\n",
"Step 93, Minibatch Loss= 0.2489, Training Accuracy= 0.891\n",
"Step 93, Minibatch Loss= 0.1585, Training Accuracy= 0.933\n",
"Step 93, Minibatch Loss= 0.2346, Training Accuracy= 0.909\n",
"Step 93, Minibatch Loss= 0.2589, Training Accuracy= 0.888\n",
"Step 93, Minibatch Loss= 0.2407, Training Accuracy= 0.905\n",
"Step 93, Minibatch Loss= 0.2665, Training Accuracy= 0.890\n",
"Step 93, Minibatch Loss= 0.3206, Training Accuracy= 0.874\n",
"Step 93, Minibatch Loss= 0.3217, Training Accuracy= 0.857\n",
"Step 93, Minibatch Loss= 0.2316, Training Accuracy= 0.897\n",
"Step 93, Minibatch Loss= 0.2335, Training Accuracy= 0.907\n",
"Step 93, Minibatch Loss= 0.1889, Training Accuracy= 0.916\n",
"Step 93, Minibatch Loss= 0.2805, Training Accuracy= 0.875\n",
"Step 93, Minibatch Loss= 0.1987, Training Accuracy= 0.911\n",
"Step 93, Minibatch Loss= 0.3222, Training Accuracy= 0.862\n",
"***********************\n",
"Testing Accuracy: 0.858169\n",
"***********************\n",
"Step 94, Minibatch Loss= 0.2749, Training Accuracy= 0.905\n",
"Step 94, Minibatch Loss= 0.2306, Training Accuracy= 0.918\n",
"Step 94, Minibatch Loss= 0.2487, Training Accuracy= 0.904\n",
"Step 94, Minibatch Loss= 0.2456, Training Accuracy= 0.899\n",
"Step 94, Minibatch Loss= 0.2780, Training Accuracy= 0.870\n",
"Step 94, Minibatch Loss= 0.2704, Training Accuracy= 0.876\n",
"Step 94, Minibatch Loss= 0.2107, Training Accuracy= 0.890\n",
"Step 94, Minibatch Loss= 0.2357, Training Accuracy= 0.890\n",
"Step 94, Minibatch Loss= 0.2377, Training Accuracy= 0.880\n",
"Step 94, Minibatch Loss= 0.1498, Training Accuracy= 0.933\n",
"Step 94, Minibatch Loss= 0.2048, Training Accuracy= 0.927\n",
"Step 94, Minibatch Loss= 0.2502, Training Accuracy= 0.912\n",
"Step 94, Minibatch Loss= 0.2828, Training Accuracy= 0.867\n",
"Step 94, Minibatch Loss= 0.2066, Training Accuracy= 0.913\n",
"Step 94, Minibatch Loss= 0.2131, Training Accuracy= 0.917\n",
"Step 94, Minibatch Loss= 0.2419, Training Accuracy= 0.892\n",
"Step 94, Minibatch Loss= 0.2540, Training Accuracy= 0.887\n",
"Step 94, Minibatch Loss= 0.2100, Training Accuracy= 0.902\n",
"Step 94, Minibatch Loss= 0.2596, Training Accuracy= 0.882\n",
"Step 94, Minibatch Loss= 0.2475, Training Accuracy= 0.901\n",
"Step 94, Minibatch Loss= 0.2513, Training Accuracy= 0.900\n",
"Step 94, Minibatch Loss= 0.2766, Training Accuracy= 0.888\n",
"Step 94, Minibatch Loss= 0.2167, Training Accuracy= 0.918\n",
"Step 94, Minibatch Loss= 0.2576, Training Accuracy= 0.893\n",
"Step 94, Minibatch Loss= 0.3546, Training Accuracy= 0.841\n",
"Step 94, Minibatch Loss= 0.3018, Training Accuracy= 0.850\n",
"Step 94, Minibatch Loss= 0.2609, Training Accuracy= 0.886\n",
"Step 94, Minibatch Loss= 0.2240, Training Accuracy= 0.909\n",
"Step 94, Minibatch Loss= 0.2102, Training Accuracy= 0.912\n",
"Step 94, Minibatch Loss= 0.2614, Training Accuracy= 0.895\n",
"Step 94, Minibatch Loss= 0.3313, Training Accuracy= 0.845\n",
"***********************\n",
"Testing Accuracy: 0.8560364\n",
"***********************\n",
"Step 95, Minibatch Loss= 0.2349, Training Accuracy= 0.904\n",
"Step 95, Minibatch Loss= 0.2057, Training Accuracy= 0.900\n",
"Step 95, Minibatch Loss= 0.4003, Training Accuracy= 0.809\n",
"Step 95, Minibatch Loss= 0.2334, Training Accuracy= 0.903\n",
"Step 95, Minibatch Loss= 0.2380, Training Accuracy= 0.907\n",
"Step 95, Minibatch Loss= 0.2710, Training Accuracy= 0.884\n",
"Step 95, Minibatch Loss= 0.2490, Training Accuracy= 0.885\n",
"Step 95, Minibatch Loss= 0.2044, Training Accuracy= 0.921\n",
"Step 95, Minibatch Loss= 0.2363, Training Accuracy= 0.898\n",
"Step 95, Minibatch Loss= 0.1809, Training Accuracy= 0.929\n",
"Step 95, Minibatch Loss= 0.3057, Training Accuracy= 0.865\n",
"Step 95, Minibatch Loss= 0.2892, Training Accuracy= 0.877\n",
"Step 95, Minibatch Loss= 0.2980, Training Accuracy= 0.878\n",
"Step 95, Minibatch Loss= 0.2439, Training Accuracy= 0.910\n",
"Step 95, Minibatch Loss= 0.2476, Training Accuracy= 0.901\n",
"Step 95, Minibatch Loss= 0.2844, Training Accuracy= 0.888\n",
"Step 95, Minibatch Loss= 0.3227, Training Accuracy= 0.842\n",
"Step 95, Minibatch Loss= 0.2035, Training Accuracy= 0.919\n",
"Step 95, Minibatch Loss= 0.2220, Training Accuracy= 0.922\n",
"Step 95, Minibatch Loss= 0.2559, Training Accuracy= 0.879\n",
"Step 95, Minibatch Loss= 0.2203, Training Accuracy= 0.918\n",
"Step 95, Minibatch Loss= 0.1624, Training Accuracy= 0.944\n",
"Step 95, Minibatch Loss= 0.2108, Training Accuracy= 0.909\n",
"Step 95, Minibatch Loss= 0.3054, Training Accuracy= 0.876\n",
"Step 95, Minibatch Loss= 0.2594, Training Accuracy= 0.879\n",
"Step 95, Minibatch Loss= 0.2182, Training Accuracy= 0.895\n",
"Step 95, Minibatch Loss= 0.2883, Training Accuracy= 0.869\n",
"Step 95, Minibatch Loss= 0.3192, Training Accuracy= 0.874\n",
"Step 95, Minibatch Loss= 0.1821, Training Accuracy= 0.918\n",
"Step 95, Minibatch Loss= 0.2283, Training Accuracy= 0.894\n",
"Step 95, Minibatch Loss= 0.1892, Training Accuracy= 0.921\n",
"***********************\n",
"Testing Accuracy: 0.8561159\n",
"***********************\n",
"Step 96, Minibatch Loss= 0.2517, Training Accuracy= 0.892\n",
"Step 96, Minibatch Loss= 0.2714, Training Accuracy= 0.871\n",
"Step 96, Minibatch Loss= 0.2463, Training Accuracy= 0.904\n",
"Step 96, Minibatch Loss= 0.2502, Training Accuracy= 0.883\n",
"Step 96, Minibatch Loss= 0.2089, Training Accuracy= 0.909\n",
"Step 96, Minibatch Loss= 0.2667, Training Accuracy= 0.879\n",
"Step 96, Minibatch Loss= 0.2868, Training Accuracy= 0.868\n",
"Step 96, Minibatch Loss= 0.2494, Training Accuracy= 0.899\n",
"Step 96, Minibatch Loss= 0.2938, Training Accuracy= 0.855\n",
"Step 96, Minibatch Loss= 0.1890, Training Accuracy= 0.924\n",
"Step 96, Minibatch Loss= 0.2017, Training Accuracy= 0.933\n",
"Step 96, Minibatch Loss= 0.2392, Training Accuracy= 0.902\n",
"Step 96, Minibatch Loss= 0.3067, Training Accuracy= 0.859\n",
"Step 96, Minibatch Loss= 0.2315, Training Accuracy= 0.914\n",
"Step 96, Minibatch Loss= 0.2071, Training Accuracy= 0.907\n",
"Step 96, Minibatch Loss= 0.2214, Training Accuracy= 0.917\n",
"Step 96, Minibatch Loss= 0.3088, Training Accuracy= 0.856\n",
"Step 96, Minibatch Loss= 0.2457, Training Accuracy= 0.894\n",
"Step 96, Minibatch Loss= 0.2952, Training Accuracy= 0.859\n",
"Step 96, Minibatch Loss= 0.2214, Training Accuracy= 0.916\n",
"Step 96, Minibatch Loss= 0.2427, Training Accuracy= 0.900\n",
"Step 96, Minibatch Loss= 0.1972, Training Accuracy= 0.911\n",
"Step 96, Minibatch Loss= 0.1978, Training Accuracy= 0.911\n",
"Step 96, Minibatch Loss= 0.1997, Training Accuracy= 0.921\n",
"Step 96, Minibatch Loss= 0.2140, Training Accuracy= 0.898\n",
"Step 96, Minibatch Loss= 0.2975, Training Accuracy= 0.879\n",
"Step 96, Minibatch Loss= 0.2841, Training Accuracy= 0.892\n",
"Step 96, Minibatch Loss= 0.1576, Training Accuracy= 0.937\n",
"Step 96, Minibatch Loss= 0.1902, Training Accuracy= 0.939\n",
"Step 96, Minibatch Loss= 0.3028, Training Accuracy= 0.879\n",
"Step 96, Minibatch Loss= 0.2519, Training Accuracy= 0.889\n",
"***********************\n",
"Testing Accuracy: 0.85714537\n",
"***********************\n",
"Step 97, Minibatch Loss= 0.2918, Training Accuracy= 0.858\n",
"Step 97, Minibatch Loss= 0.3130, Training Accuracy= 0.863\n",
"Step 97, Minibatch Loss= 0.2609, Training Accuracy= 0.877\n",
"Step 97, Minibatch Loss= 0.2598, Training Accuracy= 0.891\n",
"Step 97, Minibatch Loss= 0.1940, Training Accuracy= 0.934\n",
"Step 97, Minibatch Loss= 0.2469, Training Accuracy= 0.887\n",
"Step 97, Minibatch Loss= 0.2204, Training Accuracy= 0.899\n",
"Step 97, Minibatch Loss= 0.2317, Training Accuracy= 0.915\n",
"Step 97, Minibatch Loss= 0.2704, Training Accuracy= 0.881\n",
"Step 97, Minibatch Loss= 0.2260, Training Accuracy= 0.902\n",
"Step 97, Minibatch Loss= 0.3032, Training Accuracy= 0.872\n",
"Step 97, Minibatch Loss= 0.2800, Training Accuracy= 0.862\n",
"Step 97, Minibatch Loss= 0.2117, Training Accuracy= 0.900\n",
"Step 97, Minibatch Loss= 0.1850, Training Accuracy= 0.934\n",
"Step 97, Minibatch Loss= 0.2827, Training Accuracy= 0.876\n",
"Step 97, Minibatch Loss= 0.2806, Training Accuracy= 0.883\n",
"Step 97, Minibatch Loss= 0.2070, Training Accuracy= 0.912\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 97, Minibatch Loss= 0.1886, Training Accuracy= 0.932\n",
"Step 97, Minibatch Loss= 0.2250, Training Accuracy= 0.908\n",
"Step 97, Minibatch Loss= 0.3209, Training Accuracy= 0.857\n",
"Step 97, Minibatch Loss= 0.1551, Training Accuracy= 0.935\n",
"Step 97, Minibatch Loss= 0.2438, Training Accuracy= 0.888\n",
"Step 97, Minibatch Loss= 0.1557, Training Accuracy= 0.941\n",
"Step 97, Minibatch Loss= 0.2526, Training Accuracy= 0.881\n",
"Step 97, Minibatch Loss= 0.3177, Training Accuracy= 0.867\n",
"Step 97, Minibatch Loss= 0.1977, Training Accuracy= 0.930\n",
"Step 97, Minibatch Loss= 0.1284, Training Accuracy= 0.959\n",
"Step 97, Minibatch Loss= 0.1743, Training Accuracy= 0.941\n",
"Step 97, Minibatch Loss= 0.2934, Training Accuracy= 0.890\n",
"Step 97, Minibatch Loss= 0.2506, Training Accuracy= 0.882\n",
"Step 97, Minibatch Loss= 0.2477, Training Accuracy= 0.884\n",
"***********************\n",
"Testing Accuracy: 0.8575366\n",
"***********************\n",
"Step 98, Minibatch Loss= 0.2296, Training Accuracy= 0.915\n",
"Step 98, Minibatch Loss= 0.1807, Training Accuracy= 0.938\n",
"Step 98, Minibatch Loss= 0.2124, Training Accuracy= 0.909\n",
"Step 98, Minibatch Loss= 0.2332, Training Accuracy= 0.899\n",
"Step 98, Minibatch Loss= 0.1710, Training Accuracy= 0.949\n",
"Step 98, Minibatch Loss= 0.1842, Training Accuracy= 0.935\n",
"Step 98, Minibatch Loss= 0.2384, Training Accuracy= 0.905\n",
"Step 98, Minibatch Loss= 0.2708, Training Accuracy= 0.892\n",
"Step 98, Minibatch Loss= 0.2309, Training Accuracy= 0.897\n",
"Step 98, Minibatch Loss= 0.2756, Training Accuracy= 0.892\n",
"Step 98, Minibatch Loss= 0.3300, Training Accuracy= 0.834\n",
"Step 98, Minibatch Loss= 0.2566, Training Accuracy= 0.896\n",
"Step 98, Minibatch Loss= 0.2966, Training Accuracy= 0.853\n",
"Step 98, Minibatch Loss= 0.2520, Training Accuracy= 0.886\n",
"Step 98, Minibatch Loss= 0.1921, Training Accuracy= 0.915\n",
"Step 98, Minibatch Loss= 0.1997, Training Accuracy= 0.911\n",
"Step 98, Minibatch Loss= 0.1692, Training Accuracy= 0.917\n",
"Step 98, Minibatch Loss= 0.2628, Training Accuracy= 0.893\n",
"Step 98, Minibatch Loss= 0.2476, Training Accuracy= 0.875\n",
"Step 98, Minibatch Loss= 0.2070, Training Accuracy= 0.910\n",
"Step 98, Minibatch Loss= 0.2152, Training Accuracy= 0.918\n",
"Step 98, Minibatch Loss= 0.2768, Training Accuracy= 0.906\n",
"Step 98, Minibatch Loss= 0.3193, Training Accuracy= 0.856\n",
"Step 98, Minibatch Loss= 0.1974, Training Accuracy= 0.924\n",
"Step 98, Minibatch Loss= 0.3745, Training Accuracy= 0.840\n",
"Step 98, Minibatch Loss= 0.1809, Training Accuracy= 0.918\n",
"Step 98, Minibatch Loss= 0.2447, Training Accuracy= 0.884\n",
"Step 98, Minibatch Loss= 0.1892, Training Accuracy= 0.913\n",
"Step 98, Minibatch Loss= 0.2117, Training Accuracy= 0.914\n",
"Step 98, Minibatch Loss= 0.2701, Training Accuracy= 0.885\n",
"Step 98, Minibatch Loss= 0.3138, Training Accuracy= 0.877\n",
"***********************\n",
"Testing Accuracy: 0.8595809\n",
"***********************\n",
"Step 99, Minibatch Loss= 0.1555, Training Accuracy= 0.945\n",
"Step 99, Minibatch Loss= 0.1463, Training Accuracy= 0.950\n",
"Step 99, Minibatch Loss= 0.2056, Training Accuracy= 0.912\n",
"Step 99, Minibatch Loss= 0.2692, Training Accuracy= 0.896\n",
"Step 99, Minibatch Loss= 0.1913, Training Accuracy= 0.915\n",
"Step 99, Minibatch Loss= 0.2138, Training Accuracy= 0.912\n",
"Step 99, Minibatch Loss= 0.2766, Training Accuracy= 0.871\n",
"Step 99, Minibatch Loss= 0.3431, Training Accuracy= 0.843\n",
"Step 99, Minibatch Loss= 0.1735, Training Accuracy= 0.922\n",
"Step 99, Minibatch Loss= 0.3180, Training Accuracy= 0.855\n",
"Step 99, Minibatch Loss= 0.2579, Training Accuracy= 0.903\n",
"Step 99, Minibatch Loss= 0.2244, Training Accuracy= 0.925\n",
"Step 99, Minibatch Loss= 0.1933, Training Accuracy= 0.925\n",
"Step 99, Minibatch Loss= 0.2552, Training Accuracy= 0.895\n",
"Step 99, Minibatch Loss= 0.1878, Training Accuracy= 0.927\n",
"Step 99, Minibatch Loss= 0.2505, Training Accuracy= 0.905\n",
"Step 99, Minibatch Loss= 0.1998, Training Accuracy= 0.909\n",
"Step 99, Minibatch Loss= 0.2585, Training Accuracy= 0.887\n",
"Step 99, Minibatch Loss= 0.2090, Training Accuracy= 0.915\n",
"Step 99, Minibatch Loss= 0.2753, Training Accuracy= 0.872\n",
"Step 99, Minibatch Loss= 0.2435, Training Accuracy= 0.888\n",
"Step 99, Minibatch Loss= 0.2343, Training Accuracy= 0.904\n",
"Step 99, Minibatch Loss= 0.2818, Training Accuracy= 0.887\n",
"Step 99, Minibatch Loss= 0.2044, Training Accuracy= 0.906\n",
"Step 99, Minibatch Loss= 0.2611, Training Accuracy= 0.890\n",
"Step 99, Minibatch Loss= 0.2218, Training Accuracy= 0.899\n",
"Step 99, Minibatch Loss= 0.3290, Training Accuracy= 0.843\n",
"Step 99, Minibatch Loss= 0.2464, Training Accuracy= 0.885\n",
"Step 99, Minibatch Loss= 0.2291, Training Accuracy= 0.919\n",
"Step 99, Minibatch Loss= 0.2792, Training Accuracy= 0.871\n",
"Step 99, Minibatch Loss= 0.2268, Training Accuracy= 0.918\n",
"***********************\n",
"Testing Accuracy: 0.8590573\n",
"***********************\n",
"Step 100, Minibatch Loss= 0.2450, Training Accuracy= 0.918\n",
"Step 100, Minibatch Loss= 0.2560, Training Accuracy= 0.909\n",
"Step 100, Minibatch Loss= 0.2234, Training Accuracy= 0.894\n",
"Step 100, Minibatch Loss= 0.2661, Training Accuracy= 0.872\n",
"Step 100, Minibatch Loss= 0.3094, Training Accuracy= 0.858\n",
"Step 100, Minibatch Loss= 0.2761, Training Accuracy= 0.873\n",
"Step 100, Minibatch Loss= 0.2323, Training Accuracy= 0.912\n",
"Step 100, Minibatch Loss= 0.1713, Training Accuracy= 0.939\n",
"Step 100, Minibatch Loss= 0.2250, Training Accuracy= 0.906\n",
"Step 100, Minibatch Loss= 0.2312, Training Accuracy= 0.908\n",
"Step 100, Minibatch Loss= 0.3199, Training Accuracy= 0.861\n",
"Step 100, Minibatch Loss= 0.2606, Training Accuracy= 0.871\n",
"Step 100, Minibatch Loss= 0.2477, Training Accuracy= 0.912\n",
"Step 100, Minibatch Loss= 0.2155, Training Accuracy= 0.902\n",
"Step 100, Minibatch Loss= 0.2109, Training Accuracy= 0.913\n",
"Step 100, Minibatch Loss= 0.2710, Training Accuracy= 0.893\n",
"Step 100, Minibatch Loss= 0.2925, Training Accuracy= 0.864\n",
"Step 100, Minibatch Loss= 0.2113, Training Accuracy= 0.912\n",
"Step 100, Minibatch Loss= 0.2420, Training Accuracy= 0.896\n",
"Step 100, Minibatch Loss= 0.2954, Training Accuracy= 0.874\n",
"Step 100, Minibatch Loss= 0.2879, Training Accuracy= 0.864\n",
"Step 100, Minibatch Loss= 0.2054, Training Accuracy= 0.911\n",
"Step 100, Minibatch Loss= 0.2457, Training Accuracy= 0.893\n",
"Step 100, Minibatch Loss= 0.2157, Training Accuracy= 0.902\n",
"Step 100, Minibatch Loss= 0.1908, Training Accuracy= 0.910\n",
"Step 100, Minibatch Loss= 0.2080, Training Accuracy= 0.918\n",
"Step 100, Minibatch Loss= 0.1989, Training Accuracy= 0.909\n",
"Step 100, Minibatch Loss= 0.2067, Training Accuracy= 0.926\n",
"Step 100, Minibatch Loss= 0.2019, Training Accuracy= 0.932\n",
"Step 100, Minibatch Loss= 0.1931, Training Accuracy= 0.913\n",
"Step 100, Minibatch Loss= 0.2366, Training Accuracy= 0.880\n",
"***********************\n",
"Testing Accuracy: 0.86011916\n",
"***********************\n",
"Step 101, Minibatch Loss= 0.2325, Training Accuracy= 0.898\n",
"Step 101, Minibatch Loss= 0.2108, Training Accuracy= 0.921\n",
"Step 101, Minibatch Loss= 0.2164, Training Accuracy= 0.897\n",
"Step 101, Minibatch Loss= 0.2067, Training Accuracy= 0.917\n",
"Step 101, Minibatch Loss= 0.2738, Training Accuracy= 0.879\n",
"Step 101, Minibatch Loss= 0.2509, Training Accuracy= 0.871\n",
"Step 101, Minibatch Loss= 0.2832, Training Accuracy= 0.865\n",
"Step 101, Minibatch Loss= 0.3265, Training Accuracy= 0.852\n",
"Step 101, Minibatch Loss= 0.2017, Training Accuracy= 0.924\n",
"Step 101, Minibatch Loss= 0.2535, Training Accuracy= 0.891\n",
"Step 101, Minibatch Loss= 0.3110, Training Accuracy= 0.895\n",
"Step 101, Minibatch Loss= 0.2081, Training Accuracy= 0.930\n",
"Step 101, Minibatch Loss= 0.1950, Training Accuracy= 0.926\n",
"Step 101, Minibatch Loss= 0.2236, Training Accuracy= 0.898\n",
"Step 101, Minibatch Loss= 0.2249, Training Accuracy= 0.908\n",
"Step 101, Minibatch Loss= 0.2264, Training Accuracy= 0.897\n",
"Step 101, Minibatch Loss= 0.1961, Training Accuracy= 0.915\n",
"Step 101, Minibatch Loss= 0.2869, Training Accuracy= 0.860\n",
"Step 101, Minibatch Loss= 0.2244, Training Accuracy= 0.896\n",
"Step 101, Minibatch Loss= 0.3581, Training Accuracy= 0.842\n",
"Step 101, Minibatch Loss= 0.2452, Training Accuracy= 0.890\n",
"Step 101, Minibatch Loss= 0.2745, Training Accuracy= 0.879\n",
"Step 101, Minibatch Loss= 0.1894, Training Accuracy= 0.930\n",
"Step 101, Minibatch Loss= 0.2581, Training Accuracy= 0.882\n",
"Step 101, Minibatch Loss= 0.2812, Training Accuracy= 0.892\n",
"Step 101, Minibatch Loss= 0.2277, Training Accuracy= 0.896\n",
"Step 101, Minibatch Loss= 0.2323, Training Accuracy= 0.925\n",
"Step 101, Minibatch Loss= 0.2372, Training Accuracy= 0.899\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 101, Minibatch Loss= 0.2784, Training Accuracy= 0.875\n",
"Step 101, Minibatch Loss= 0.2586, Training Accuracy= 0.879\n",
"Step 101, Minibatch Loss= 0.2108, Training Accuracy= 0.926\n",
"***********************\n",
"Testing Accuracy: 0.85832787\n",
"***********************\n",
"Step 102, Minibatch Loss= 0.2011, Training Accuracy= 0.930\n",
"Step 102, Minibatch Loss= 0.2802, Training Accuracy= 0.885\n",
"Step 102, Minibatch Loss= 0.1952, Training Accuracy= 0.925\n",
"Step 102, Minibatch Loss= 0.2442, Training Accuracy= 0.879\n",
"Step 102, Minibatch Loss= 0.1944, Training Accuracy= 0.926\n",
"Step 102, Minibatch Loss= 0.2605, Training Accuracy= 0.889\n",
"Step 102, Minibatch Loss= 0.1971, Training Accuracy= 0.918\n",
"Step 102, Minibatch Loss= 0.2322, Training Accuracy= 0.905\n",
"Step 102, Minibatch Loss= 0.2202, Training Accuracy= 0.904\n",
"Step 102, Minibatch Loss= 0.2021, Training Accuracy= 0.910\n",
"Step 102, Minibatch Loss= 0.2240, Training Accuracy= 0.910\n",
"Step 102, Minibatch Loss= 0.2704, Training Accuracy= 0.871\n",
"Step 102, Minibatch Loss= 0.2794, Training Accuracy= 0.865\n",
"Step 102, Minibatch Loss= 0.2844, Training Accuracy= 0.866\n",
"Step 102, Minibatch Loss= 0.2136, Training Accuracy= 0.907\n",
"Step 102, Minibatch Loss= 0.2954, Training Accuracy= 0.859\n",
"Step 102, Minibatch Loss= 0.2226, Training Accuracy= 0.911\n",
"Step 102, Minibatch Loss= 0.2407, Training Accuracy= 0.899\n",
"Step 102, Minibatch Loss= 0.2958, Training Accuracy= 0.890\n",
"Step 102, Minibatch Loss= 0.2014, Training Accuracy= 0.906\n",
"Step 102, Minibatch Loss= 0.2831, Training Accuracy= 0.859\n",
"Step 102, Minibatch Loss= 0.2104, Training Accuracy= 0.915\n",
"Step 102, Minibatch Loss= 0.2377, Training Accuracy= 0.882\n",
"Step 102, Minibatch Loss= 0.2521, Training Accuracy= 0.885\n",
"Step 102, Minibatch Loss= 0.2050, Training Accuracy= 0.930\n",
"Step 102, Minibatch Loss= 0.2154, Training Accuracy= 0.917\n",
"Step 102, Minibatch Loss= 0.2127, Training Accuracy= 0.915\n",
"Step 102, Minibatch Loss= 0.2181, Training Accuracy= 0.915\n",
"Step 102, Minibatch Loss= 0.2760, Training Accuracy= 0.870\n",
"Step 102, Minibatch Loss= 0.2923, Training Accuracy= 0.876\n",
"Step 102, Minibatch Loss= 0.2649, Training Accuracy= 0.890\n",
"***********************\n",
"Testing Accuracy: 0.8561835\n",
"***********************\n",
"Step 103, Minibatch Loss= 0.1577, Training Accuracy= 0.941\n",
"Step 103, Minibatch Loss= 0.2771, Training Accuracy= 0.880\n",
"Step 103, Minibatch Loss= 0.2532, Training Accuracy= 0.903\n",
"Step 103, Minibatch Loss= 0.2205, Training Accuracy= 0.924\n",
"Step 103, Minibatch Loss= 0.1885, Training Accuracy= 0.926\n",
"Step 103, Minibatch Loss= 0.2008, Training Accuracy= 0.923\n",
"Step 103, Minibatch Loss= 0.2470, Training Accuracy= 0.889\n",
"Step 103, Minibatch Loss= 0.1829, Training Accuracy= 0.924\n",
"Step 103, Minibatch Loss= 0.2064, Training Accuracy= 0.926\n",
"Step 103, Minibatch Loss= 0.1968, Training Accuracy= 0.923\n",
"Step 103, Minibatch Loss= 0.2068, Training Accuracy= 0.917\n",
"Step 103, Minibatch Loss= 0.3008, Training Accuracy= 0.863\n",
"Step 103, Minibatch Loss= 0.3185, Training Accuracy= 0.874\n",
"Step 103, Minibatch Loss= 0.1488, Training Accuracy= 0.938\n",
"Step 103, Minibatch Loss= 0.2743, Training Accuracy= 0.879\n",
"Step 103, Minibatch Loss= 0.2320, Training Accuracy= 0.886\n",
"Step 103, Minibatch Loss= 0.2682, Training Accuracy= 0.874\n",
"Step 103, Minibatch Loss= 0.2181, Training Accuracy= 0.914\n",
"Step 103, Minibatch Loss= 0.2163, Training Accuracy= 0.910\n",
"Step 103, Minibatch Loss= 0.2521, Training Accuracy= 0.891\n",
"Step 103, Minibatch Loss= 0.2724, Training Accuracy= 0.880\n",
"Step 103, Minibatch Loss= 0.2983, Training Accuracy= 0.867\n",
"Step 103, Minibatch Loss= 0.3380, Training Accuracy= 0.856\n",
"Step 103, Minibatch Loss= 0.2074, Training Accuracy= 0.907\n",
"Step 103, Minibatch Loss= 0.2799, Training Accuracy= 0.868\n",
"Step 103, Minibatch Loss= 0.2835, Training Accuracy= 0.864\n",
"Step 103, Minibatch Loss= 0.2373, Training Accuracy= 0.892\n",
"Step 103, Minibatch Loss= 0.1939, Training Accuracy= 0.927\n",
"Step 103, Minibatch Loss= 0.2177, Training Accuracy= 0.905\n",
"Step 103, Minibatch Loss= 0.2636, Training Accuracy= 0.880\n",
"Step 103, Minibatch Loss= 0.2845, Training Accuracy= 0.874\n",
"***********************\n",
"Testing Accuracy: 0.8394555\n",
"***********************\n",
"Step 104, Minibatch Loss= 0.2829, Training Accuracy= 0.871\n",
"Step 104, Minibatch Loss= 0.1993, Training Accuracy= 0.917\n",
"Step 104, Minibatch Loss= 0.2011, Training Accuracy= 0.922\n",
"Step 104, Minibatch Loss= 0.3403, Training Accuracy= 0.849\n",
"Step 104, Minibatch Loss= 0.2871, Training Accuracy= 0.882\n",
"Step 104, Minibatch Loss= 0.2105, Training Accuracy= 0.925\n",
"Step 104, Minibatch Loss= 0.2659, Training Accuracy= 0.872\n",
"Step 104, Minibatch Loss= 0.1952, Training Accuracy= 0.921\n",
"Step 104, Minibatch Loss= 0.1753, Training Accuracy= 0.917\n",
"Step 104, Minibatch Loss= 0.2753, Training Accuracy= 0.886\n",
"Step 104, Minibatch Loss= 0.2089, Training Accuracy= 0.916\n",
"Step 104, Minibatch Loss= 0.1881, Training Accuracy= 0.923\n",
"Step 104, Minibatch Loss= 0.1947, Training Accuracy= 0.916\n",
"Step 104, Minibatch Loss= 0.2496, Training Accuracy= 0.890\n",
"Step 104, Minibatch Loss= 0.2309, Training Accuracy= 0.892\n",
"Step 104, Minibatch Loss= 0.1981, Training Accuracy= 0.930\n",
"Step 104, Minibatch Loss= 0.2710, Training Accuracy= 0.874\n",
"Step 104, Minibatch Loss= 0.2589, Training Accuracy= 0.881\n",
"Step 104, Minibatch Loss= 0.2794, Training Accuracy= 0.878\n",
"Step 104, Minibatch Loss= 0.2936, Training Accuracy= 0.864\n",
"Step 104, Minibatch Loss= 0.2935, Training Accuracy= 0.874\n",
"Step 104, Minibatch Loss= 0.2223, Training Accuracy= 0.905\n",
"Step 104, Minibatch Loss= 0.2781, Training Accuracy= 0.873\n",
"Step 104, Minibatch Loss= 0.1960, Training Accuracy= 0.927\n",
"Step 104, Minibatch Loss= 0.2309, Training Accuracy= 0.909\n",
"Step 104, Minibatch Loss= 0.2797, Training Accuracy= 0.889\n",
"Step 104, Minibatch Loss= 0.2219, Training Accuracy= 0.900\n",
"Step 104, Minibatch Loss= 0.2457, Training Accuracy= 0.899\n",
"Step 104, Minibatch Loss= 0.3237, Training Accuracy= 0.865\n",
"Step 104, Minibatch Loss= 0.3130, Training Accuracy= 0.849\n",
"Step 104, Minibatch Loss= 0.2352, Training Accuracy= 0.901\n",
"***********************\n",
"Testing Accuracy: 0.8546716\n",
"***********************\n",
"Step 105, Minibatch Loss= 0.3213, Training Accuracy= 0.861\n",
"Step 105, Minibatch Loss= 0.1803, Training Accuracy= 0.927\n",
"Step 105, Minibatch Loss= 0.2375, Training Accuracy= 0.909\n",
"Step 105, Minibatch Loss= 0.2242, Training Accuracy= 0.925\n",
"Step 105, Minibatch Loss= 0.1888, Training Accuracy= 0.910\n",
"Step 105, Minibatch Loss= 0.1989, Training Accuracy= 0.910\n",
"Step 105, Minibatch Loss= 0.2420, Training Accuracy= 0.885\n",
"Step 105, Minibatch Loss= 0.2682, Training Accuracy= 0.898\n",
"Step 105, Minibatch Loss= 0.2642, Training Accuracy= 0.879\n",
"Step 105, Minibatch Loss= 0.1687, Training Accuracy= 0.931\n",
"Step 105, Minibatch Loss= 0.2373, Training Accuracy= 0.903\n",
"Step 105, Minibatch Loss= 0.3634, Training Accuracy= 0.828\n",
"Step 105, Minibatch Loss= 0.2692, Training Accuracy= 0.860\n",
"Step 105, Minibatch Loss= 0.3023, Training Accuracy= 0.855\n",
"Step 105, Minibatch Loss= 0.2110, Training Accuracy= 0.916\n",
"Step 105, Minibatch Loss= 0.2752, Training Accuracy= 0.901\n",
"Step 105, Minibatch Loss= 0.2186, Training Accuracy= 0.910\n",
"Step 105, Minibatch Loss= 0.1999, Training Accuracy= 0.907\n",
"Step 105, Minibatch Loss= 0.2428, Training Accuracy= 0.896\n",
"Step 105, Minibatch Loss= 0.1603, Training Accuracy= 0.935\n",
"Step 105, Minibatch Loss= 0.1888, Training Accuracy= 0.914\n",
"Step 105, Minibatch Loss= 0.3058, Training Accuracy= 0.860\n",
"Step 105, Minibatch Loss= 0.2331, Training Accuracy= 0.902\n",
"Step 105, Minibatch Loss= 0.3458, Training Accuracy= 0.855\n",
"Step 105, Minibatch Loss= 0.1746, Training Accuracy= 0.940\n",
"Step 105, Minibatch Loss= 0.2229, Training Accuracy= 0.918\n",
"Step 105, Minibatch Loss= 0.2561, Training Accuracy= 0.901\n",
"Step 105, Minibatch Loss= 0.2265, Training Accuracy= 0.897\n",
"Step 105, Minibatch Loss= 0.2835, Training Accuracy= 0.851\n",
"Step 105, Minibatch Loss= 0.2171, Training Accuracy= 0.917\n",
"Step 105, Minibatch Loss= 0.1788, Training Accuracy= 0.934\n",
"***********************\n",
"Testing Accuracy: 0.8592985\n",
"***********************\n",
"Step 106, Minibatch Loss= 0.2626, Training Accuracy= 0.882\n",
"Step 106, Minibatch Loss= 0.2954, Training Accuracy= 0.873\n",
"Step 106, Minibatch Loss= 0.2114, Training Accuracy= 0.902\n",
"Step 106, Minibatch Loss= 0.2058, Training Accuracy= 0.919\n",
"Step 106, Minibatch Loss= 0.1785, Training Accuracy= 0.944\n",
"Step 106, Minibatch Loss= 0.1795, Training Accuracy= 0.940\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 106, Minibatch Loss= 0.2116, Training Accuracy= 0.902\n",
"Step 106, Minibatch Loss= 0.3136, Training Accuracy= 0.855\n",
"Step 106, Minibatch Loss= 0.2122, Training Accuracy= 0.903\n",
"Step 106, Minibatch Loss= 0.1988, Training Accuracy= 0.923\n",
"Step 106, Minibatch Loss= 0.1866, Training Accuracy= 0.920\n",
"Step 106, Minibatch Loss= 0.2038, Training Accuracy= 0.915\n",
"Step 106, Minibatch Loss= 0.2004, Training Accuracy= 0.927\n",
"Step 106, Minibatch Loss= 0.3421, Training Accuracy= 0.868\n",
"Step 106, Minibatch Loss= 0.2057, Training Accuracy= 0.906\n",
"Step 106, Minibatch Loss= 0.2162, Training Accuracy= 0.907\n",
"Step 106, Minibatch Loss= 0.2415, Training Accuracy= 0.888\n",
"Step 106, Minibatch Loss= 0.3136, Training Accuracy= 0.885\n",
"Step 106, Minibatch Loss= 0.3399, Training Accuracy= 0.852\n",
"Step 106, Minibatch Loss= 0.2582, Training Accuracy= 0.882\n",
"Step 106, Minibatch Loss= 0.2686, Training Accuracy= 0.887\n",
"Step 106, Minibatch Loss= 0.2414, Training Accuracy= 0.895\n",
"Step 106, Minibatch Loss= 0.2603, Training Accuracy= 0.889\n",
"Step 106, Minibatch Loss= 0.1857, Training Accuracy= 0.907\n",
"Step 106, Minibatch Loss= 0.2224, Training Accuracy= 0.894\n",
"Step 106, Minibatch Loss= 0.3033, Training Accuracy= 0.870\n",
"Step 106, Minibatch Loss= 0.1766, Training Accuracy= 0.926\n",
"Step 106, Minibatch Loss= 0.1987, Training Accuracy= 0.917\n",
"Step 106, Minibatch Loss= 0.2326, Training Accuracy= 0.894\n",
"Step 106, Minibatch Loss= 0.1273, Training Accuracy= 0.955\n",
"Step 106, Minibatch Loss= 0.1979, Training Accuracy= 0.918\n",
"***********************\n",
"Testing Accuracy: 0.8605075\n",
"***********************\n",
"Step 107, Minibatch Loss= 0.2093, Training Accuracy= 0.917\n",
"Step 107, Minibatch Loss= 0.2602, Training Accuracy= 0.888\n",
"Step 107, Minibatch Loss= 0.2244, Training Accuracy= 0.905\n",
"Step 107, Minibatch Loss= 0.2525, Training Accuracy= 0.870\n",
"Step 107, Minibatch Loss= 0.2556, Training Accuracy= 0.877\n",
"Step 107, Minibatch Loss= 0.2198, Training Accuracy= 0.905\n",
"Step 107, Minibatch Loss= 0.2325, Training Accuracy= 0.905\n",
"Step 107, Minibatch Loss= 0.2250, Training Accuracy= 0.912\n",
"Step 107, Minibatch Loss= 0.2553, Training Accuracy= 0.887\n",
"Step 107, Minibatch Loss= 0.2883, Training Accuracy= 0.871\n",
"Step 107, Minibatch Loss= 0.2724, Training Accuracy= 0.895\n",
"Step 107, Minibatch Loss= 0.2300, Training Accuracy= 0.897\n",
"Step 107, Minibatch Loss= 0.1647, Training Accuracy= 0.936\n",
"Step 107, Minibatch Loss= 0.1936, Training Accuracy= 0.927\n",
"Step 107, Minibatch Loss= 0.2349, Training Accuracy= 0.905\n",
"Step 107, Minibatch Loss= 0.3357, Training Accuracy= 0.870\n",
"Step 107, Minibatch Loss= 0.1612, Training Accuracy= 0.953\n",
"Step 107, Minibatch Loss= 0.2840, Training Accuracy= 0.877\n",
"Step 107, Minibatch Loss= 0.2471, Training Accuracy= 0.879\n",
"Step 107, Minibatch Loss= 0.1910, Training Accuracy= 0.927\n",
"Step 107, Minibatch Loss= 0.2423, Training Accuracy= 0.892\n",
"Step 107, Minibatch Loss= 0.2478, Training Accuracy= 0.882\n",
"Step 107, Minibatch Loss= 0.2626, Training Accuracy= 0.895\n",
"Step 107, Minibatch Loss= 0.2960, Training Accuracy= 0.880\n",
"Step 107, Minibatch Loss= 0.3013, Training Accuracy= 0.854\n",
"Step 107, Minibatch Loss= 0.2340, Training Accuracy= 0.892\n",
"Step 107, Minibatch Loss= 0.2492, Training Accuracy= 0.905\n",
"Step 107, Minibatch Loss= 0.2409, Training Accuracy= 0.890\n",
"Step 107, Minibatch Loss= 0.1476, Training Accuracy= 0.944\n",
"Step 107, Minibatch Loss= 0.1964, Training Accuracy= 0.924\n",
"Step 107, Minibatch Loss= 0.2830, Training Accuracy= 0.865\n",
"***********************\n",
"Testing Accuracy: 0.8575366\n",
"***********************\n",
"Step 108, Minibatch Loss= 0.2263, Training Accuracy= 0.908\n",
"Step 108, Minibatch Loss= 0.2059, Training Accuracy= 0.926\n",
"Step 108, Minibatch Loss= 0.1560, Training Accuracy= 0.941\n",
"Step 108, Minibatch Loss= 0.3069, Training Accuracy= 0.860\n",
"Step 108, Minibatch Loss= 0.2065, Training Accuracy= 0.904\n",
"Step 108, Minibatch Loss= 0.1979, Training Accuracy= 0.918\n",
"Step 108, Minibatch Loss= 0.1856, Training Accuracy= 0.913\n",
"Step 108, Minibatch Loss= 0.2594, Training Accuracy= 0.870\n",
"Step 108, Minibatch Loss= 0.2617, Training Accuracy= 0.897\n",
"Step 108, Minibatch Loss= 0.1830, Training Accuracy= 0.923\n",
"Step 108, Minibatch Loss= 0.2584, Training Accuracy= 0.883\n",
"Step 108, Minibatch Loss= 0.3971, Training Accuracy= 0.823\n",
"Step 108, Minibatch Loss= 0.2448, Training Accuracy= 0.899\n",
"Step 108, Minibatch Loss= 0.2309, Training Accuracy= 0.897\n",
"Step 108, Minibatch Loss= 0.2159, Training Accuracy= 0.906\n",
"Step 108, Minibatch Loss= 0.3111, Training Accuracy= 0.845\n",
"Step 108, Minibatch Loss= 0.2369, Training Accuracy= 0.904\n",
"Step 108, Minibatch Loss= 0.1746, Training Accuracy= 0.929\n",
"Step 108, Minibatch Loss= 0.2334, Training Accuracy= 0.916\n",
"Step 108, Minibatch Loss= 0.2042, Training Accuracy= 0.906\n",
"Step 108, Minibatch Loss= 0.2546, Training Accuracy= 0.891\n",
"Step 108, Minibatch Loss= 0.2796, Training Accuracy= 0.887\n",
"Step 108, Minibatch Loss= 0.1886, Training Accuracy= 0.917\n",
"Step 108, Minibatch Loss= 0.2647, Training Accuracy= 0.882\n",
"Step 108, Minibatch Loss= 0.2368, Training Accuracy= 0.906\n",
"Step 108, Minibatch Loss= 0.2899, Training Accuracy= 0.858\n",
"Step 108, Minibatch Loss= 0.1925, Training Accuracy= 0.921\n",
"Step 108, Minibatch Loss= 0.2211, Training Accuracy= 0.907\n",
"Step 108, Minibatch Loss= 0.3317, Training Accuracy= 0.860\n",
"Step 108, Minibatch Loss= 0.2019, Training Accuracy= 0.932\n",
"Step 108, Minibatch Loss= 0.1992, Training Accuracy= 0.909\n",
"***********************\n",
"Testing Accuracy: 0.8600398\n",
"***********************\n",
"Step 109, Minibatch Loss= 0.1749, Training Accuracy= 0.936\n",
"Step 109, Minibatch Loss= 0.2088, Training Accuracy= 0.910\n",
"Step 109, Minibatch Loss= 0.2353, Training Accuracy= 0.880\n",
"Step 109, Minibatch Loss= 0.2038, Training Accuracy= 0.921\n",
"Step 109, Minibatch Loss= 0.2708, Training Accuracy= 0.877\n",
"Step 109, Minibatch Loss= 0.3127, Training Accuracy= 0.870\n",
"Step 109, Minibatch Loss= 0.2448, Training Accuracy= 0.902\n",
"Step 109, Minibatch Loss= 0.1317, Training Accuracy= 0.953\n",
"Step 109, Minibatch Loss= 0.2556, Training Accuracy= 0.889\n",
"Step 109, Minibatch Loss= 0.2272, Training Accuracy= 0.928\n",
"Step 109, Minibatch Loss= 0.2656, Training Accuracy= 0.870\n",
"Step 109, Minibatch Loss= 0.1866, Training Accuracy= 0.924\n",
"Step 109, Minibatch Loss= 0.2523, Training Accuracy= 0.883\n",
"Step 109, Minibatch Loss= 0.2408, Training Accuracy= 0.900\n",
"Step 109, Minibatch Loss= 0.3663, Training Accuracy= 0.831\n",
"Step 109, Minibatch Loss= 0.2352, Training Accuracy= 0.886\n",
"Step 109, Minibatch Loss= 0.2257, Training Accuracy= 0.902\n",
"Step 109, Minibatch Loss= 0.2509, Training Accuracy= 0.896\n",
"Step 109, Minibatch Loss= 0.2018, Training Accuracy= 0.905\n",
"Step 109, Minibatch Loss= 0.2726, Training Accuracy= 0.881\n",
"Step 109, Minibatch Loss= 0.2452, Training Accuracy= 0.884\n",
"Step 109, Minibatch Loss= 0.1979, Training Accuracy= 0.915\n",
"Step 109, Minibatch Loss= 0.2281, Training Accuracy= 0.913\n",
"Step 109, Minibatch Loss= 0.2047, Training Accuracy= 0.926\n",
"Step 109, Minibatch Loss= 0.2241, Training Accuracy= 0.900\n",
"Step 109, Minibatch Loss= 0.1802, Training Accuracy= 0.925\n",
"Step 109, Minibatch Loss= 0.2396, Training Accuracy= 0.894\n",
"Step 109, Minibatch Loss= 0.2154, Training Accuracy= 0.927\n",
"Step 109, Minibatch Loss= 0.2935, Training Accuracy= 0.871\n",
"Step 109, Minibatch Loss= 0.2267, Training Accuracy= 0.897\n",
"Step 109, Minibatch Loss= 0.2438, Training Accuracy= 0.902\n",
"***********************\n",
"Testing Accuracy: 0.8594221\n",
"***********************\n",
"Step 110, Minibatch Loss= 0.2725, Training Accuracy= 0.885\n",
"Step 110, Minibatch Loss= 0.2074, Training Accuracy= 0.906\n",
"Step 110, Minibatch Loss= 0.2307, Training Accuracy= 0.901\n",
"Step 110, Minibatch Loss= 0.2241, Training Accuracy= 0.904\n",
"Step 110, Minibatch Loss= 0.2434, Training Accuracy= 0.891\n",
"Step 110, Minibatch Loss= 0.1788, Training Accuracy= 0.934\n",
"Step 110, Minibatch Loss= 0.2588, Training Accuracy= 0.896\n",
"Step 110, Minibatch Loss= 0.1323, Training Accuracy= 0.939\n",
"Step 110, Minibatch Loss= 0.2252, Training Accuracy= 0.895\n",
"Step 110, Minibatch Loss= 0.2268, Training Accuracy= 0.907\n",
"Step 110, Minibatch Loss= 0.2078, Training Accuracy= 0.921\n",
"Step 110, Minibatch Loss= 0.2640, Training Accuracy= 0.906\n",
"Step 110, Minibatch Loss= 0.3389, Training Accuracy= 0.885\n",
"Step 110, Minibatch Loss= 0.2167, Training Accuracy= 0.910\n",
"Step 110, Minibatch Loss= 0.2398, Training Accuracy= 0.892\n",
"Step 110, Minibatch Loss= 0.1942, Training Accuracy= 0.928\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 110, Minibatch Loss= 0.2713, Training Accuracy= 0.885\n",
"Step 110, Minibatch Loss= 0.2107, Training Accuracy= 0.896\n",
"Step 110, Minibatch Loss= 0.1871, Training Accuracy= 0.910\n",
"Step 110, Minibatch Loss= 0.2547, Training Accuracy= 0.901\n",
"Step 110, Minibatch Loss= 0.2651, Training Accuracy= 0.872\n",
"Step 110, Minibatch Loss= 0.3072, Training Accuracy= 0.842\n",
"Step 110, Minibatch Loss= 0.2192, Training Accuracy= 0.895\n",
"Step 110, Minibatch Loss= 0.3667, Training Accuracy= 0.833\n",
"Step 110, Minibatch Loss= 0.2116, Training Accuracy= 0.908\n",
"Step 110, Minibatch Loss= 0.2708, Training Accuracy= 0.894\n",
"Step 110, Minibatch Loss= 0.2372, Training Accuracy= 0.904\n",
"Step 110, Minibatch Loss= 0.2648, Training Accuracy= 0.884\n",
"Step 110, Minibatch Loss= 0.1686, Training Accuracy= 0.937\n",
"Step 110, Minibatch Loss= 0.2392, Training Accuracy= 0.912\n",
"Step 110, Minibatch Loss= 0.2403, Training Accuracy= 0.915\n",
"***********************\n",
"Testing Accuracy: 0.85714537\n",
"***********************\n",
"Step 111, Minibatch Loss= 0.2743, Training Accuracy= 0.869\n",
"Step 111, Minibatch Loss= 0.3250, Training Accuracy= 0.847\n",
"Step 111, Minibatch Loss= 0.2764, Training Accuracy= 0.882\n",
"Step 111, Minibatch Loss= 0.2549, Training Accuracy= 0.882\n",
"Step 111, Minibatch Loss= 0.2116, Training Accuracy= 0.915\n",
"Step 111, Minibatch Loss= 0.2535, Training Accuracy= 0.896\n",
"Step 111, Minibatch Loss= 0.2707, Training Accuracy= 0.875\n",
"Step 111, Minibatch Loss= 0.2246, Training Accuracy= 0.912\n",
"Step 111, Minibatch Loss= 0.2814, Training Accuracy= 0.884\n",
"Step 111, Minibatch Loss= 0.1668, Training Accuracy= 0.936\n",
"Step 111, Minibatch Loss= 0.1746, Training Accuracy= 0.942\n",
"Step 111, Minibatch Loss= 0.1834, Training Accuracy= 0.925\n",
"Step 111, Minibatch Loss= 0.1747, Training Accuracy= 0.933\n",
"Step 111, Minibatch Loss= 0.2481, Training Accuracy= 0.903\n",
"Step 111, Minibatch Loss= 0.2303, Training Accuracy= 0.900\n",
"Step 111, Minibatch Loss= 0.3023, Training Accuracy= 0.873\n",
"Step 111, Minibatch Loss= 0.2983, Training Accuracy= 0.867\n",
"Step 111, Minibatch Loss= 0.2231, Training Accuracy= 0.901\n",
"Step 111, Minibatch Loss= 0.2691, Training Accuracy= 0.896\n",
"Step 111, Minibatch Loss= 0.2356, Training Accuracy= 0.914\n",
"Step 111, Minibatch Loss= 0.2820, Training Accuracy= 0.878\n",
"Step 111, Minibatch Loss= 0.2652, Training Accuracy= 0.890\n",
"Step 111, Minibatch Loss= 0.3257, Training Accuracy= 0.850\n",
"Step 111, Minibatch Loss= 0.2163, Training Accuracy= 0.917\n",
"Step 111, Minibatch Loss= 0.2519, Training Accuracy= 0.889\n",
"Step 111, Minibatch Loss= 0.1961, Training Accuracy= 0.921\n",
"Step 111, Minibatch Loss= 0.2849, Training Accuracy= 0.869\n",
"Step 111, Minibatch Loss= 0.3708, Training Accuracy= 0.829\n",
"Step 111, Minibatch Loss= 0.3314, Training Accuracy= 0.846\n",
"Step 111, Minibatch Loss= 0.2030, Training Accuracy= 0.918\n",
"Step 111, Minibatch Loss= 0.2521, Training Accuracy= 0.865\n",
"***********************\n",
"Testing Accuracy: 0.8542804\n",
"***********************\n",
"Step 112, Minibatch Loss= 0.2325, Training Accuracy= 0.897\n",
"Step 112, Minibatch Loss= 0.2527, Training Accuracy= 0.891\n",
"Step 112, Minibatch Loss= 0.1923, Training Accuracy= 0.926\n",
"Step 112, Minibatch Loss= 0.3135, Training Accuracy= 0.850\n",
"Step 112, Minibatch Loss= 0.2688, Training Accuracy= 0.888\n",
"Step 112, Minibatch Loss= 0.2218, Training Accuracy= 0.910\n",
"Step 112, Minibatch Loss= 0.2599, Training Accuracy= 0.888\n",
"Step 112, Minibatch Loss= 0.2060, Training Accuracy= 0.917\n",
"Step 112, Minibatch Loss= 0.2234, Training Accuracy= 0.913\n",
"Step 112, Minibatch Loss= 0.2811, Training Accuracy= 0.890\n",
"Step 112, Minibatch Loss= 0.2171, Training Accuracy= 0.900\n",
"Step 112, Minibatch Loss= 0.3112, Training Accuracy= 0.852\n",
"Step 112, Minibatch Loss= 0.2112, Training Accuracy= 0.918\n",
"Step 112, Minibatch Loss= 0.1849, Training Accuracy= 0.944\n",
"Step 112, Minibatch Loss= 0.2102, Training Accuracy= 0.908\n",
"Step 112, Minibatch Loss= 0.2604, Training Accuracy= 0.876\n",
"Step 112, Minibatch Loss= 0.2389, Training Accuracy= 0.907\n",
"Step 112, Minibatch Loss= 0.2349, Training Accuracy= 0.902\n",
"Step 112, Minibatch Loss= 0.3185, Training Accuracy= 0.867\n",
"Step 112, Minibatch Loss= 0.2199, Training Accuracy= 0.902\n",
"Step 112, Minibatch Loss= 0.2048, Training Accuracy= 0.921\n",
"Step 112, Minibatch Loss= 0.1784, Training Accuracy= 0.926\n",
"Step 112, Minibatch Loss= 0.1950, Training Accuracy= 0.920\n",
"Step 112, Minibatch Loss= 0.2695, Training Accuracy= 0.869\n",
"Step 112, Minibatch Loss= 0.2605, Training Accuracy= 0.896\n",
"Step 112, Minibatch Loss= 0.2416, Training Accuracy= 0.899\n",
"Step 112, Minibatch Loss= 0.2536, Training Accuracy= 0.908\n",
"Step 112, Minibatch Loss= 0.2847, Training Accuracy= 0.867\n",
"Step 112, Minibatch Loss= 0.2270, Training Accuracy= 0.911\n",
"Step 112, Minibatch Loss= 0.3537, Training Accuracy= 0.834\n",
"Step 112, Minibatch Loss= 0.2175, Training Accuracy= 0.901\n",
"***********************\n",
"Testing Accuracy: 0.85543346\n",
"***********************\n",
"Step 113, Minibatch Loss= 0.2495, Training Accuracy= 0.891\n",
"Step 113, Minibatch Loss= 0.2123, Training Accuracy= 0.919\n",
"Step 113, Minibatch Loss= 0.2009, Training Accuracy= 0.921\n",
"Step 113, Minibatch Loss= 0.2999, Training Accuracy= 0.862\n",
"Step 113, Minibatch Loss= 0.2153, Training Accuracy= 0.908\n",
"Step 113, Minibatch Loss= 0.1963, Training Accuracy= 0.919\n",
"Step 113, Minibatch Loss= 0.2536, Training Accuracy= 0.891\n",
"Step 113, Minibatch Loss= 0.1863, Training Accuracy= 0.921\n",
"Step 113, Minibatch Loss= 0.2991, Training Accuracy= 0.862\n",
"Step 113, Minibatch Loss= 0.2320, Training Accuracy= 0.896\n",
"Step 113, Minibatch Loss= 0.2219, Training Accuracy= 0.899\n",
"Step 113, Minibatch Loss= 0.2584, Training Accuracy= 0.882\n",
"Step 113, Minibatch Loss= 0.2383, Training Accuracy= 0.909\n",
"Step 113, Minibatch Loss= 0.2454, Training Accuracy= 0.898\n",
"Step 113, Minibatch Loss= 0.1868, Training Accuracy= 0.930\n",
"Step 113, Minibatch Loss= 0.1816, Training Accuracy= 0.925\n",
"Step 113, Minibatch Loss= 0.3224, Training Accuracy= 0.845\n",
"Step 113, Minibatch Loss= 0.2664, Training Accuracy= 0.888\n",
"Step 113, Minibatch Loss= 0.2166, Training Accuracy= 0.912\n",
"Step 113, Minibatch Loss= 0.2314, Training Accuracy= 0.917\n",
"Step 113, Minibatch Loss= 0.2356, Training Accuracy= 0.894\n",
"Step 113, Minibatch Loss= 0.2790, Training Accuracy= 0.886\n",
"Step 113, Minibatch Loss= 0.2073, Training Accuracy= 0.919\n",
"Step 113, Minibatch Loss= 0.1965, Training Accuracy= 0.927\n",
"Step 113, Minibatch Loss= 0.1677, Training Accuracy= 0.939\n",
"Step 113, Minibatch Loss= 0.2743, Training Accuracy= 0.858\n",
"Step 113, Minibatch Loss= 0.2497, Training Accuracy= 0.902\n",
"Step 113, Minibatch Loss= 0.2434, Training Accuracy= 0.889\n",
"Step 113, Minibatch Loss= 0.1480, Training Accuracy= 0.950\n",
"Step 113, Minibatch Loss= 0.3443, Training Accuracy= 0.835\n",
"Step 113, Minibatch Loss= 0.1812, Training Accuracy= 0.916\n",
"***********************\n",
"Testing Accuracy: 0.85903376\n",
"***********************\n",
"Step 114, Minibatch Loss= 0.2120, Training Accuracy= 0.912\n",
"Step 114, Minibatch Loss= 0.2454, Training Accuracy= 0.907\n",
"Step 114, Minibatch Loss= 0.2048, Training Accuracy= 0.916\n",
"Step 114, Minibatch Loss= 0.2864, Training Accuracy= 0.882\n",
"Step 114, Minibatch Loss= 0.2860, Training Accuracy= 0.874\n",
"Step 114, Minibatch Loss= 0.2148, Training Accuracy= 0.905\n",
"Step 114, Minibatch Loss= 0.2535, Training Accuracy= 0.892\n",
"Step 114, Minibatch Loss= 0.1675, Training Accuracy= 0.936\n",
"Step 114, Minibatch Loss= 0.2084, Training Accuracy= 0.919\n",
"Step 114, Minibatch Loss= 0.2036, Training Accuracy= 0.896\n",
"Step 114, Minibatch Loss= 0.1631, Training Accuracy= 0.939\n",
"Step 114, Minibatch Loss= 0.3183, Training Accuracy= 0.864\n",
"Step 114, Minibatch Loss= 0.2401, Training Accuracy= 0.892\n",
"Step 114, Minibatch Loss= 0.2000, Training Accuracy= 0.925\n",
"Step 114, Minibatch Loss= 0.1902, Training Accuracy= 0.921\n",
"Step 114, Minibatch Loss= 0.2335, Training Accuracy= 0.909\n",
"Step 114, Minibatch Loss= 0.2050, Training Accuracy= 0.918\n",
"Step 114, Minibatch Loss= 0.2358, Training Accuracy= 0.892\n",
"Step 114, Minibatch Loss= 0.2233, Training Accuracy= 0.903\n",
"Step 114, Minibatch Loss= 0.2542, Training Accuracy= 0.888\n",
"Step 114, Minibatch Loss= 0.1862, Training Accuracy= 0.916\n",
"Step 114, Minibatch Loss= 0.2463, Training Accuracy= 0.887\n",
"Step 114, Minibatch Loss= 0.2803, Training Accuracy= 0.877\n",
"Step 114, Minibatch Loss= 0.3283, Training Accuracy= 0.867\n",
"Step 114, Minibatch Loss= 0.2678, Training Accuracy= 0.881\n",
"Step 114, Minibatch Loss= 0.3299, Training Accuracy= 0.875\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 114, Minibatch Loss= 0.3063, Training Accuracy= 0.873\n",
"Step 114, Minibatch Loss= 0.2511, Training Accuracy= 0.893\n",
"Step 114, Minibatch Loss= 0.1925, Training Accuracy= 0.923\n",
"Step 114, Minibatch Loss= 0.1764, Training Accuracy= 0.931\n",
"Step 114, Minibatch Loss= 0.1906, Training Accuracy= 0.921\n",
"***********************\n",
"Testing Accuracy: 0.84412944\n",
"***********************\n",
"Step 115, Minibatch Loss= 0.2521, Training Accuracy= 0.886\n",
"Step 115, Minibatch Loss= 0.2942, Training Accuracy= 0.860\n",
"Step 115, Minibatch Loss= 0.1901, Training Accuracy= 0.927\n",
"Step 115, Minibatch Loss= 0.2071, Training Accuracy= 0.916\n",
"Step 115, Minibatch Loss= 0.1798, Training Accuracy= 0.929\n",
"Step 115, Minibatch Loss= 0.2074, Training Accuracy= 0.920\n",
"Step 115, Minibatch Loss= 0.3216, Training Accuracy= 0.857\n",
"Step 115, Minibatch Loss= 0.1963, Training Accuracy= 0.929\n",
"Step 115, Minibatch Loss= 0.1496, Training Accuracy= 0.944\n",
"Step 115, Minibatch Loss= 0.2533, Training Accuracy= 0.905\n",
"Step 115, Minibatch Loss= 0.2705, Training Accuracy= 0.874\n",
"Step 115, Minibatch Loss= 0.1958, Training Accuracy= 0.925\n",
"Step 115, Minibatch Loss= 0.2557, Training Accuracy= 0.897\n",
"Step 115, Minibatch Loss= 0.2002, Training Accuracy= 0.913\n",
"Step 115, Minibatch Loss= 0.2353, Training Accuracy= 0.903\n",
"Step 115, Minibatch Loss= 0.2247, Training Accuracy= 0.901\n",
"Step 115, Minibatch Loss= 0.2146, Training Accuracy= 0.911\n",
"Step 115, Minibatch Loss= 0.2898, Training Accuracy= 0.872\n",
"Step 115, Minibatch Loss= 0.2802, Training Accuracy= 0.868\n",
"Step 115, Minibatch Loss= 0.2285, Training Accuracy= 0.902\n",
"Step 115, Minibatch Loss= 0.2126, Training Accuracy= 0.901\n",
"Step 115, Minibatch Loss= 0.2459, Training Accuracy= 0.895\n",
"Step 115, Minibatch Loss= 0.2906, Training Accuracy= 0.861\n",
"Step 115, Minibatch Loss= 0.2494, Training Accuracy= 0.909\n",
"Step 115, Minibatch Loss= 0.2685, Training Accuracy= 0.873\n",
"Step 115, Minibatch Loss= 0.2677, Training Accuracy= 0.887\n",
"Step 115, Minibatch Loss= 0.2237, Training Accuracy= 0.909\n",
"Step 115, Minibatch Loss= 0.2160, Training Accuracy= 0.912\n",
"Step 115, Minibatch Loss= 0.2409, Training Accuracy= 0.897\n",
"Step 115, Minibatch Loss= 0.2343, Training Accuracy= 0.901\n",
"Step 115, Minibatch Loss= 0.2319, Training Accuracy= 0.897\n",
"***********************\n",
"Testing Accuracy: 0.8552187\n",
"***********************\n",
"Step 116, Minibatch Loss= 0.2719, Training Accuracy= 0.880\n",
"Step 116, Minibatch Loss= 0.2543, Training Accuracy= 0.866\n",
"Step 116, Minibatch Loss= 0.2116, Training Accuracy= 0.917\n",
"Step 116, Minibatch Loss= 0.1878, Training Accuracy= 0.920\n",
"Step 116, Minibatch Loss= 0.1939, Training Accuracy= 0.925\n",
"Step 116, Minibatch Loss= 0.1762, Training Accuracy= 0.931\n",
"Step 116, Minibatch Loss= 0.1964, Training Accuracy= 0.916\n",
"Step 116, Minibatch Loss= 0.3095, Training Accuracy= 0.884\n",
"Step 116, Minibatch Loss= 0.2997, Training Accuracy= 0.838\n",
"Step 116, Minibatch Loss= 0.2459, Training Accuracy= 0.896\n",
"Step 116, Minibatch Loss= 0.2166, Training Accuracy= 0.889\n",
"Step 116, Minibatch Loss= 0.2563, Training Accuracy= 0.881\n",
"Step 116, Minibatch Loss= 0.1611, Training Accuracy= 0.933\n",
"Step 116, Minibatch Loss= 0.2618, Training Accuracy= 0.906\n",
"Step 116, Minibatch Loss= 0.1893, Training Accuracy= 0.919\n",
"Step 116, Minibatch Loss= 0.3055, Training Accuracy= 0.858\n",
"Step 116, Minibatch Loss= 0.2535, Training Accuracy= 0.895\n",
"Step 116, Minibatch Loss= 0.2375, Training Accuracy= 0.905\n",
"Step 116, Minibatch Loss= 0.2435, Training Accuracy= 0.879\n",
"Step 116, Minibatch Loss= 0.2267, Training Accuracy= 0.897\n",
"Step 116, Minibatch Loss= 0.2080, Training Accuracy= 0.909\n",
"Step 116, Minibatch Loss= 0.2247, Training Accuracy= 0.915\n",
"Step 116, Minibatch Loss= 0.1941, Training Accuracy= 0.918\n",
"Step 116, Minibatch Loss= 0.2213, Training Accuracy= 0.900\n",
"Step 116, Minibatch Loss= 0.2143, Training Accuracy= 0.909\n",
"Step 116, Minibatch Loss= 0.2122, Training Accuracy= 0.921\n",
"Step 116, Minibatch Loss= 0.3029, Training Accuracy= 0.868\n",
"Step 116, Minibatch Loss= 0.2468, Training Accuracy= 0.902\n",
"Step 116, Minibatch Loss= 0.2304, Training Accuracy= 0.896\n",
"Step 116, Minibatch Loss= 0.1849, Training Accuracy= 0.929\n",
"Step 116, Minibatch Loss= 0.2514, Training Accuracy= 0.911\n",
"***********************\n",
"Testing Accuracy: 0.86161053\n",
"***********************\n",
"Step 117, Minibatch Loss= 0.2085, Training Accuracy= 0.924\n",
"Step 117, Minibatch Loss= 0.1943, Training Accuracy= 0.917\n",
"Step 117, Minibatch Loss= 0.2373, Training Accuracy= 0.893\n",
"Step 117, Minibatch Loss= 0.2481, Training Accuracy= 0.900\n",
"Step 117, Minibatch Loss= 0.2917, Training Accuracy= 0.859\n",
"Step 117, Minibatch Loss= 0.3405, Training Accuracy= 0.839\n",
"Step 117, Minibatch Loss= 0.3017, Training Accuracy= 0.852\n",
"Step 117, Minibatch Loss= 0.2617, Training Accuracy= 0.883\n",
"Step 117, Minibatch Loss= 0.2499, Training Accuracy= 0.891\n",
"Step 117, Minibatch Loss= 0.2273, Training Accuracy= 0.904\n",
"Step 117, Minibatch Loss= 0.2242, Training Accuracy= 0.909\n",
"Step 117, Minibatch Loss= 0.2357, Training Accuracy= 0.914\n",
"Step 117, Minibatch Loss= 0.2936, Training Accuracy= 0.864\n",
"Step 117, Minibatch Loss= 0.2251, Training Accuracy= 0.904\n",
"Step 117, Minibatch Loss= 0.2722, Training Accuracy= 0.877\n",
"Step 117, Minibatch Loss= 0.2936, Training Accuracy= 0.861\n",
"Step 117, Minibatch Loss= 0.1652, Training Accuracy= 0.938\n",
"Step 117, Minibatch Loss= 0.2019, Training Accuracy= 0.933\n",
"Step 117, Minibatch Loss= 0.1923, Training Accuracy= 0.913\n",
"Step 117, Minibatch Loss= 0.2673, Training Accuracy= 0.875\n",
"Step 117, Minibatch Loss= 0.2317, Training Accuracy= 0.896\n",
"Step 117, Minibatch Loss= 0.2143, Training Accuracy= 0.928\n",
"Step 117, Minibatch Loss= 0.1639, Training Accuracy= 0.945\n",
"Step 117, Minibatch Loss= 0.2510, Training Accuracy= 0.900\n",
"Step 117, Minibatch Loss= 0.1734, Training Accuracy= 0.927\n",
"Step 117, Minibatch Loss= 0.2215, Training Accuracy= 0.913\n",
"Step 117, Minibatch Loss= 0.1724, Training Accuracy= 0.927\n",
"Step 117, Minibatch Loss= 0.2856, Training Accuracy= 0.883\n",
"Step 117, Minibatch Loss= 0.2323, Training Accuracy= 0.893\n",
"Step 117, Minibatch Loss= 0.2978, Training Accuracy= 0.865\n",
"Step 117, Minibatch Loss= 0.2210, Training Accuracy= 0.901\n",
"***********************\n",
"Testing Accuracy: 0.85315675\n",
"***********************\n",
"Step 118, Minibatch Loss= 0.2750, Training Accuracy= 0.872\n",
"Step 118, Minibatch Loss= 0.1997, Training Accuracy= 0.926\n",
"Step 118, Minibatch Loss= 0.2050, Training Accuracy= 0.915\n",
"Step 118, Minibatch Loss= 0.2070, Training Accuracy= 0.906\n",
"Step 118, Minibatch Loss= 0.1622, Training Accuracy= 0.940\n",
"Step 118, Minibatch Loss= 0.2496, Training Accuracy= 0.883\n",
"Step 118, Minibatch Loss= 0.2488, Training Accuracy= 0.890\n",
"Step 118, Minibatch Loss= 0.2461, Training Accuracy= 0.903\n",
"Step 118, Minibatch Loss= 0.1864, Training Accuracy= 0.920\n",
"Step 118, Minibatch Loss= 0.2782, Training Accuracy= 0.886\n",
"Step 118, Minibatch Loss= 0.2131, Training Accuracy= 0.914\n",
"Step 118, Minibatch Loss= 0.1961, Training Accuracy= 0.922\n",
"Step 118, Minibatch Loss= 0.2230, Training Accuracy= 0.906\n",
"Step 118, Minibatch Loss= 0.2737, Training Accuracy= 0.880\n",
"Step 118, Minibatch Loss= 0.2229, Training Accuracy= 0.914\n",
"Step 118, Minibatch Loss= 0.1888, Training Accuracy= 0.915\n",
"Step 118, Minibatch Loss= 0.2376, Training Accuracy= 0.887\n",
"Step 118, Minibatch Loss= 0.2842, Training Accuracy= 0.890\n",
"Step 118, Minibatch Loss= 0.2243, Training Accuracy= 0.906\n",
"Step 118, Minibatch Loss= 0.1740, Training Accuracy= 0.927\n",
"Step 118, Minibatch Loss= 0.2786, Training Accuracy= 0.877\n",
"Step 118, Minibatch Loss= 0.2540, Training Accuracy= 0.907\n",
"Step 118, Minibatch Loss= 0.3165, Training Accuracy= 0.872\n",
"Step 118, Minibatch Loss= 0.2241, Training Accuracy= 0.914\n",
"Step 118, Minibatch Loss= 0.2373, Training Accuracy= 0.887\n",
"Step 118, Minibatch Loss= 0.2465, Training Accuracy= 0.891\n",
"Step 118, Minibatch Loss= 0.2529, Training Accuracy= 0.903\n",
"Step 118, Minibatch Loss= 0.1941, Training Accuracy= 0.917\n",
"Step 118, Minibatch Loss= 0.2380, Training Accuracy= 0.887\n",
"Step 118, Minibatch Loss= 0.2135, Training Accuracy= 0.912\n",
"Step 118, Minibatch Loss= 0.2055, Training Accuracy= 0.926\n",
"***********************\n",
"Testing Accuracy: 0.85605115\n",
"***********************\n",
"Step 119, Minibatch Loss= 0.2692, Training Accuracy= 0.880\n",
"Step 119, Minibatch Loss= 0.2456, Training Accuracy= 0.895\n",
"Step 119, Minibatch Loss= 0.1969, Training Accuracy= 0.914\n",
"Step 119, Minibatch Loss= 0.1549, Training Accuracy= 0.944\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 119, Minibatch Loss= 0.2653, Training Accuracy= 0.877\n",
"Step 119, Minibatch Loss= 0.2144, Training Accuracy= 0.905\n",
"Step 119, Minibatch Loss= 0.1975, Training Accuracy= 0.920\n",
"Step 119, Minibatch Loss= 0.2016, Training Accuracy= 0.909\n",
"Step 119, Minibatch Loss= 0.2591, Training Accuracy= 0.888\n",
"Step 119, Minibatch Loss= 0.2614, Training Accuracy= 0.876\n",
"Step 119, Minibatch Loss= 0.2108, Training Accuracy= 0.907\n",
"Step 119, Minibatch Loss= 0.2798, Training Accuracy= 0.892\n",
"Step 119, Minibatch Loss= 0.2605, Training Accuracy= 0.896\n",
"Step 119, Minibatch Loss= 0.2125, Training Accuracy= 0.892\n",
"Step 119, Minibatch Loss= 0.2609, Training Accuracy= 0.895\n",
"Step 119, Minibatch Loss= 0.2200, Training Accuracy= 0.898\n",
"Step 119, Minibatch Loss= 0.2542, Training Accuracy= 0.888\n",
"Step 119, Minibatch Loss= 0.1499, Training Accuracy= 0.952\n",
"Step 119, Minibatch Loss= 0.1845, Training Accuracy= 0.928\n",
"Step 119, Minibatch Loss= 0.2232, Training Accuracy= 0.913\n",
"Step 119, Minibatch Loss= 0.2257, Training Accuracy= 0.906\n",
"Step 119, Minibatch Loss= 0.1753, Training Accuracy= 0.934\n",
"Step 119, Minibatch Loss= 0.2276, Training Accuracy= 0.899\n",
"Step 119, Minibatch Loss= 0.2189, Training Accuracy= 0.913\n",
"Step 119, Minibatch Loss= 0.2557, Training Accuracy= 0.900\n",
"Step 119, Minibatch Loss= 0.2068, Training Accuracy= 0.928\n",
"Step 119, Minibatch Loss= 0.2269, Training Accuracy= 0.919\n",
"Step 119, Minibatch Loss= 0.2670, Training Accuracy= 0.884\n",
"Step 119, Minibatch Loss= 0.2121, Training Accuracy= 0.904\n",
"Step 119, Minibatch Loss= 0.2946, Training Accuracy= 0.860\n",
"Step 119, Minibatch Loss= 0.2557, Training Accuracy= 0.888\n",
"***********************\n",
"Testing Accuracy: 0.85550404\n",
"***********************\n",
"Step 120, Minibatch Loss= 0.2242, Training Accuracy= 0.922\n",
"Step 120, Minibatch Loss= 0.2440, Training Accuracy= 0.892\n",
"Step 120, Minibatch Loss= 0.2381, Training Accuracy= 0.883\n",
"Step 120, Minibatch Loss= 0.2924, Training Accuracy= 0.875\n",
"Step 120, Minibatch Loss= 0.2048, Training Accuracy= 0.928\n",
"Step 120, Minibatch Loss= 0.2938, Training Accuracy= 0.879\n",
"Step 120, Minibatch Loss= 0.2006, Training Accuracy= 0.918\n",
"Step 120, Minibatch Loss= 0.2795, Training Accuracy= 0.865\n",
"Step 120, Minibatch Loss= 0.2539, Training Accuracy= 0.895\n",
"Step 120, Minibatch Loss= 0.2333, Training Accuracy= 0.907\n",
"Step 120, Minibatch Loss= 0.1638, Training Accuracy= 0.923\n",
"Step 120, Minibatch Loss= 0.2454, Training Accuracy= 0.903\n",
"Step 120, Minibatch Loss= 0.2833, Training Accuracy= 0.868\n",
"Step 120, Minibatch Loss= 0.2594, Training Accuracy= 0.889\n",
"Step 120, Minibatch Loss= 0.1883, Training Accuracy= 0.921\n",
"Step 120, Minibatch Loss= 0.2715, Training Accuracy= 0.874\n",
"Step 120, Minibatch Loss= 0.2976, Training Accuracy= 0.874\n",
"Step 120, Minibatch Loss= 0.2731, Training Accuracy= 0.902\n",
"Step 120, Minibatch Loss= 0.1861, Training Accuracy= 0.931\n",
"Step 120, Minibatch Loss= 0.1649, Training Accuracy= 0.950\n",
"Step 120, Minibatch Loss= 0.2004, Training Accuracy= 0.908\n",
"Step 120, Minibatch Loss= 0.2411, Training Accuracy= 0.886\n",
"Step 120, Minibatch Loss= 0.2551, Training Accuracy= 0.889\n",
"Step 120, Minibatch Loss= 0.2126, Training Accuracy= 0.908\n",
"Step 120, Minibatch Loss= 0.3876, Training Accuracy= 0.811\n",
"Step 120, Minibatch Loss= 0.1916, Training Accuracy= 0.930\n",
"Step 120, Minibatch Loss= 0.1927, Training Accuracy= 0.918\n",
"Step 120, Minibatch Loss= 0.1818, Training Accuracy= 0.917\n",
"Step 120, Minibatch Loss= 0.1847, Training Accuracy= 0.917\n",
"Step 120, Minibatch Loss= 0.2102, Training Accuracy= 0.916\n",
"Step 120, Minibatch Loss= 0.2561, Training Accuracy= 0.879\n",
"***********************\n",
"Testing Accuracy: 0.8552305\n",
"***********************\n",
"Step 121, Minibatch Loss= 0.2188, Training Accuracy= 0.914\n",
"Step 121, Minibatch Loss= 0.2408, Training Accuracy= 0.908\n",
"Step 121, Minibatch Loss= 0.2373, Training Accuracy= 0.906\n",
"Step 121, Minibatch Loss= 0.2439, Training Accuracy= 0.902\n",
"Step 121, Minibatch Loss= 0.2211, Training Accuracy= 0.906\n",
"Step 121, Minibatch Loss= 0.2234, Training Accuracy= 0.910\n",
"Step 121, Minibatch Loss= 0.2948, Training Accuracy= 0.865\n",
"Step 121, Minibatch Loss= 0.2175, Training Accuracy= 0.912\n",
"Step 121, Minibatch Loss= 0.2298, Training Accuracy= 0.901\n",
"Step 121, Minibatch Loss= 0.1723, Training Accuracy= 0.938\n",
"Step 121, Minibatch Loss= 0.3191, Training Accuracy= 0.865\n",
"Step 121, Minibatch Loss= 0.2132, Training Accuracy= 0.914\n",
"Step 121, Minibatch Loss= 0.2053, Training Accuracy= 0.919\n",
"Step 121, Minibatch Loss= 0.1695, Training Accuracy= 0.932\n",
"Step 121, Minibatch Loss= 0.2251, Training Accuracy= 0.909\n",
"Step 121, Minibatch Loss= 0.1797, Training Accuracy= 0.919\n",
"Step 121, Minibatch Loss= 0.2277, Training Accuracy= 0.911\n",
"Step 121, Minibatch Loss= 0.2173, Training Accuracy= 0.914\n",
"Step 121, Minibatch Loss= 0.2468, Training Accuracy= 0.905\n",
"Step 121, Minibatch Loss= 0.2520, Training Accuracy= 0.894\n",
"Step 121, Minibatch Loss= 0.1834, Training Accuracy= 0.924\n",
"Step 121, Minibatch Loss= 0.2754, Training Accuracy= 0.876\n",
"Step 121, Minibatch Loss= 0.3050, Training Accuracy= 0.856\n",
"Step 121, Minibatch Loss= 0.2360, Training Accuracy= 0.893\n",
"Step 121, Minibatch Loss= 0.1980, Training Accuracy= 0.920\n",
"Step 121, Minibatch Loss= 0.1916, Training Accuracy= 0.912\n",
"Step 121, Minibatch Loss= 0.3179, Training Accuracy= 0.837\n",
"Step 121, Minibatch Loss= 0.2099, Training Accuracy= 0.925\n",
"Step 121, Minibatch Loss= 0.3102, Training Accuracy= 0.864\n",
"Step 121, Minibatch Loss= 0.1796, Training Accuracy= 0.929\n",
"Step 121, Minibatch Loss= 0.2911, Training Accuracy= 0.869\n",
"***********************\n",
"Testing Accuracy: 0.8587308\n",
"***********************\n",
"Step 122, Minibatch Loss= 0.2268, Training Accuracy= 0.907\n",
"Step 122, Minibatch Loss= 0.2289, Training Accuracy= 0.911\n",
"Step 122, Minibatch Loss= 0.2144, Training Accuracy= 0.924\n",
"Step 122, Minibatch Loss= 0.2378, Training Accuracy= 0.895\n",
"Step 122, Minibatch Loss= 0.2244, Training Accuracy= 0.902\n",
"Step 122, Minibatch Loss= 0.2522, Training Accuracy= 0.889\n",
"Step 122, Minibatch Loss= 0.2260, Training Accuracy= 0.895\n",
"Step 122, Minibatch Loss= 0.1326, Training Accuracy= 0.949\n",
"Step 122, Minibatch Loss= 0.2549, Training Accuracy= 0.888\n",
"Step 122, Minibatch Loss= 0.2658, Training Accuracy= 0.898\n",
"Step 122, Minibatch Loss= 0.1819, Training Accuracy= 0.926\n",
"Step 122, Minibatch Loss= 0.2964, Training Accuracy= 0.866\n",
"Step 122, Minibatch Loss= 0.1948, Training Accuracy= 0.919\n",
"Step 122, Minibatch Loss= 0.1712, Training Accuracy= 0.931\n",
"Step 122, Minibatch Loss= 0.2840, Training Accuracy= 0.871\n",
"Step 122, Minibatch Loss= 0.2399, Training Accuracy= 0.903\n",
"Step 122, Minibatch Loss= 0.2773, Training Accuracy= 0.886\n",
"Step 122, Minibatch Loss= 0.2087, Training Accuracy= 0.917\n",
"Step 122, Minibatch Loss= 0.2046, Training Accuracy= 0.911\n",
"Step 122, Minibatch Loss= 0.2150, Training Accuracy= 0.907\n",
"Step 122, Minibatch Loss= 0.2712, Training Accuracy= 0.884\n",
"Step 122, Minibatch Loss= 0.2566, Training Accuracy= 0.890\n",
"Step 122, Minibatch Loss= 0.1809, Training Accuracy= 0.914\n",
"Step 122, Minibatch Loss= 0.2381, Training Accuracy= 0.904\n",
"Step 122, Minibatch Loss= 0.1764, Training Accuracy= 0.933\n",
"Step 122, Minibatch Loss= 0.2486, Training Accuracy= 0.891\n",
"Step 122, Minibatch Loss= 0.2138, Training Accuracy= 0.916\n",
"Step 122, Minibatch Loss= 0.2903, Training Accuracy= 0.860\n",
"Step 122, Minibatch Loss= 0.2968, Training Accuracy= 0.864\n",
"Step 122, Minibatch Loss= 0.1731, Training Accuracy= 0.937\n",
"Step 122, Minibatch Loss= 0.2327, Training Accuracy= 0.903\n",
"***********************\n",
"Testing Accuracy: 0.85687476\n",
"***********************\n",
"Step 123, Minibatch Loss= 0.2235, Training Accuracy= 0.900\n",
"Step 123, Minibatch Loss= 0.2066, Training Accuracy= 0.907\n",
"Step 123, Minibatch Loss= 0.2764, Training Accuracy= 0.882\n",
"Step 123, Minibatch Loss= 0.2322, Training Accuracy= 0.906\n",
"Step 123, Minibatch Loss= 0.2114, Training Accuracy= 0.912\n",
"Step 123, Minibatch Loss= 0.2092, Training Accuracy= 0.901\n",
"Step 123, Minibatch Loss= 0.2975, Training Accuracy= 0.858\n",
"Step 123, Minibatch Loss= 0.2038, Training Accuracy= 0.923\n",
"Step 123, Minibatch Loss= 0.2113, Training Accuracy= 0.908\n",
"Step 123, Minibatch Loss= 0.2893, Training Accuracy= 0.868\n",
"Step 123, Minibatch Loss= 0.2738, Training Accuracy= 0.887\n",
"Step 123, Minibatch Loss= 0.2456, Training Accuracy= 0.894\n",
"Step 123, Minibatch Loss= 0.2696, Training Accuracy= 0.878\n",
"Step 123, Minibatch Loss= 0.2186, Training Accuracy= 0.909\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 123, Minibatch Loss= 0.2510, Training Accuracy= 0.909\n",
"Step 123, Minibatch Loss= 0.1843, Training Accuracy= 0.936\n",
"Step 123, Minibatch Loss= 0.1624, Training Accuracy= 0.941\n",
"Step 123, Minibatch Loss= 0.2547, Training Accuracy= 0.887\n",
"Step 123, Minibatch Loss= 0.2511, Training Accuracy= 0.885\n",
"Step 123, Minibatch Loss= 0.2361, Training Accuracy= 0.908\n",
"Step 123, Minibatch Loss= 0.1819, Training Accuracy= 0.936\n",
"Step 123, Minibatch Loss= 0.1952, Training Accuracy= 0.906\n",
"Step 123, Minibatch Loss= 0.2851, Training Accuracy= 0.887\n",
"Step 123, Minibatch Loss= 0.2670, Training Accuracy= 0.892\n",
"Step 123, Minibatch Loss= 0.1645, Training Accuracy= 0.939\n",
"Step 123, Minibatch Loss= 0.2045, Training Accuracy= 0.924\n",
"Step 123, Minibatch Loss= 0.1934, Training Accuracy= 0.930\n",
"Step 123, Minibatch Loss= 0.2246, Training Accuracy= 0.896\n",
"Step 123, Minibatch Loss= 0.2818, Training Accuracy= 0.871\n",
"Step 123, Minibatch Loss= 0.2595, Training Accuracy= 0.883\n",
"Step 123, Minibatch Loss= 0.1472, Training Accuracy= 0.945\n",
"***********************\n",
"Testing Accuracy: 0.85607177\n",
"***********************\n",
"Step 124, Minibatch Loss= 0.3055, Training Accuracy= 0.881\n",
"Step 124, Minibatch Loss= 0.2308, Training Accuracy= 0.897\n",
"Step 124, Minibatch Loss= 0.1850, Training Accuracy= 0.921\n",
"Step 124, Minibatch Loss= 0.1982, Training Accuracy= 0.913\n",
"Step 124, Minibatch Loss= 0.1433, Training Accuracy= 0.942\n",
"Step 124, Minibatch Loss= 0.3040, Training Accuracy= 0.888\n",
"Step 124, Minibatch Loss= 0.1719, Training Accuracy= 0.931\n",
"Step 124, Minibatch Loss= 0.2230, Training Accuracy= 0.900\n",
"Step 124, Minibatch Loss= 0.1915, Training Accuracy= 0.928\n",
"Step 124, Minibatch Loss= 0.2495, Training Accuracy= 0.890\n",
"Step 124, Minibatch Loss= 0.2059, Training Accuracy= 0.913\n",
"Step 124, Minibatch Loss= 0.2773, Training Accuracy= 0.881\n",
"Step 124, Minibatch Loss= 0.2523, Training Accuracy= 0.863\n",
"Step 124, Minibatch Loss= 0.1660, Training Accuracy= 0.942\n",
"Step 124, Minibatch Loss= 0.2092, Training Accuracy= 0.911\n",
"Step 124, Minibatch Loss= 0.1970, Training Accuracy= 0.923\n",
"Step 124, Minibatch Loss= 0.2476, Training Accuracy= 0.892\n",
"Step 124, Minibatch Loss= 0.2491, Training Accuracy= 0.882\n",
"Step 124, Minibatch Loss= 0.1359, Training Accuracy= 0.954\n",
"Step 124, Minibatch Loss= 0.2241, Training Accuracy= 0.899\n",
"Step 124, Minibatch Loss= 0.2335, Training Accuracy= 0.896\n",
"Step 124, Minibatch Loss= 0.3148, Training Accuracy= 0.862\n",
"Step 124, Minibatch Loss= 0.2528, Training Accuracy= 0.886\n",
"Step 124, Minibatch Loss= 0.2732, Training Accuracy= 0.899\n",
"Step 124, Minibatch Loss= 0.2693, Training Accuracy= 0.891\n",
"Step 124, Minibatch Loss= 0.2492, Training Accuracy= 0.883\n",
"Step 124, Minibatch Loss= 0.2379, Training Accuracy= 0.912\n",
"Step 124, Minibatch Loss= 0.1708, Training Accuracy= 0.930\n",
"Step 124, Minibatch Loss= 0.2522, Training Accuracy= 0.894\n",
"Step 124, Minibatch Loss= 0.2729, Training Accuracy= 0.882\n",
"Step 124, Minibatch Loss= 0.2216, Training Accuracy= 0.904\n",
"***********************\n",
"Testing Accuracy: 0.8577013\n",
"***********************\n",
"Step 125, Minibatch Loss= 0.2990, Training Accuracy= 0.881\n",
"Step 125, Minibatch Loss= 0.1949, Training Accuracy= 0.920\n",
"Step 125, Minibatch Loss= 0.2226, Training Accuracy= 0.907\n",
"Step 125, Minibatch Loss= 0.1883, Training Accuracy= 0.916\n",
"Step 125, Minibatch Loss= 0.1913, Training Accuracy= 0.927\n",
"Step 125, Minibatch Loss= 0.1507, Training Accuracy= 0.950\n",
"Step 125, Minibatch Loss= 0.2695, Training Accuracy= 0.882\n",
"Step 125, Minibatch Loss= 0.2941, Training Accuracy= 0.890\n",
"Step 125, Minibatch Loss= 0.1953, Training Accuracy= 0.925\n",
"Step 125, Minibatch Loss= 0.2724, Training Accuracy= 0.876\n",
"Step 125, Minibatch Loss= 0.2432, Training Accuracy= 0.899\n",
"Step 125, Minibatch Loss= 0.2272, Training Accuracy= 0.895\n",
"Step 125, Minibatch Loss= 0.1523, Training Accuracy= 0.940\n",
"Step 125, Minibatch Loss= 0.2783, Training Accuracy= 0.889\n",
"Step 125, Minibatch Loss= 0.2867, Training Accuracy= 0.881\n",
"Step 125, Minibatch Loss= 0.2193, Training Accuracy= 0.906\n",
"Step 125, Minibatch Loss= 0.1369, Training Accuracy= 0.959\n",
"Step 125, Minibatch Loss= 0.2024, Training Accuracy= 0.921\n",
"Step 125, Minibatch Loss= 0.3861, Training Accuracy= 0.853\n",
"Step 125, Minibatch Loss= 0.2115, Training Accuracy= 0.899\n",
"Step 125, Minibatch Loss= 0.1615, Training Accuracy= 0.943\n",
"Step 125, Minibatch Loss= 0.2158, Training Accuracy= 0.898\n",
"Step 125, Minibatch Loss= 0.1760, Training Accuracy= 0.937\n",
"Step 125, Minibatch Loss= 0.2823, Training Accuracy= 0.876\n",
"Step 125, Minibatch Loss= 0.2376, Training Accuracy= 0.871\n",
"Step 125, Minibatch Loss= 0.2467, Training Accuracy= 0.904\n",
"Step 125, Minibatch Loss= 0.2897, Training Accuracy= 0.852\n",
"Step 125, Minibatch Loss= 0.2078, Training Accuracy= 0.909\n",
"Step 125, Minibatch Loss= 0.1830, Training Accuracy= 0.929\n",
"Step 125, Minibatch Loss= 0.2664, Training Accuracy= 0.881\n",
"Step 125, Minibatch Loss= 0.2398, Training Accuracy= 0.895\n",
"***********************\n",
"Testing Accuracy: 0.8578808\n",
"***********************\n",
"Step 126, Minibatch Loss= 0.2004, Training Accuracy= 0.924\n",
"Step 126, Minibatch Loss= 0.1867, Training Accuracy= 0.929\n",
"Step 126, Minibatch Loss= 0.1818, Training Accuracy= 0.931\n",
"Step 126, Minibatch Loss= 0.2346, Training Accuracy= 0.886\n",
"Step 126, Minibatch Loss= 0.1771, Training Accuracy= 0.925\n",
"Step 126, Minibatch Loss= 0.2106, Training Accuracy= 0.900\n",
"Step 126, Minibatch Loss= 0.1942, Training Accuracy= 0.923\n",
"Step 126, Minibatch Loss= 0.1683, Training Accuracy= 0.935\n",
"Step 126, Minibatch Loss= 0.3484, Training Accuracy= 0.840\n",
"Step 126, Minibatch Loss= 0.2127, Training Accuracy= 0.919\n",
"Step 126, Minibatch Loss= 0.1676, Training Accuracy= 0.934\n",
"Step 126, Minibatch Loss= 0.2338, Training Accuracy= 0.888\n",
"Step 126, Minibatch Loss= 0.2277, Training Accuracy= 0.910\n",
"Step 126, Minibatch Loss= 0.2317, Training Accuracy= 0.891\n",
"Step 126, Minibatch Loss= 0.2938, Training Accuracy= 0.878\n",
"Step 126, Minibatch Loss= 0.1825, Training Accuracy= 0.930\n",
"Step 126, Minibatch Loss= 0.2462, Training Accuracy= 0.899\n",
"Step 126, Minibatch Loss= 0.1829, Training Accuracy= 0.935\n",
"Step 126, Minibatch Loss= 0.2700, Training Accuracy= 0.878\n",
"Step 126, Minibatch Loss= 0.2950, Training Accuracy= 0.862\n",
"Step 126, Minibatch Loss= 0.2147, Training Accuracy= 0.907\n",
"Step 126, Minibatch Loss= 0.1545, Training Accuracy= 0.939\n",
"Step 126, Minibatch Loss= 0.2844, Training Accuracy= 0.866\n",
"Step 126, Minibatch Loss= 0.3168, Training Accuracy= 0.851\n",
"Step 126, Minibatch Loss= 0.3224, Training Accuracy= 0.853\n",
"Step 126, Minibatch Loss= 0.2282, Training Accuracy= 0.894\n",
"Step 126, Minibatch Loss= 0.2081, Training Accuracy= 0.929\n",
"Step 126, Minibatch Loss= 0.1854, Training Accuracy= 0.930\n",
"Step 126, Minibatch Loss= 0.2244, Training Accuracy= 0.899\n",
"Step 126, Minibatch Loss= 0.2261, Training Accuracy= 0.902\n",
"Step 126, Minibatch Loss= 0.2456, Training Accuracy= 0.901\n",
"***********************\n",
"Testing Accuracy: 0.86232823\n",
"***********************\n",
"Step 127, Minibatch Loss= 0.1778, Training Accuracy= 0.931\n",
"Step 127, Minibatch Loss= 0.1911, Training Accuracy= 0.924\n",
"Step 127, Minibatch Loss= 0.2608, Training Accuracy= 0.895\n",
"Step 127, Minibatch Loss= 0.2974, Training Accuracy= 0.859\n",
"Step 127, Minibatch Loss= 0.3003, Training Accuracy= 0.855\n",
"Step 127, Minibatch Loss= 0.2717, Training Accuracy= 0.886\n",
"Step 127, Minibatch Loss= 0.2477, Training Accuracy= 0.903\n",
"Step 127, Minibatch Loss= 0.2931, Training Accuracy= 0.882\n",
"Step 127, Minibatch Loss= 0.1946, Training Accuracy= 0.909\n",
"Step 127, Minibatch Loss= 0.2109, Training Accuracy= 0.914\n",
"Step 127, Minibatch Loss= 0.2355, Training Accuracy= 0.900\n",
"Step 127, Minibatch Loss= 0.1828, Training Accuracy= 0.931\n",
"Step 127, Minibatch Loss= 0.1681, Training Accuracy= 0.940\n",
"Step 127, Minibatch Loss= 0.3397, Training Accuracy= 0.847\n",
"Step 127, Minibatch Loss= 0.2184, Training Accuracy= 0.901\n",
"Step 127, Minibatch Loss= 0.2146, Training Accuracy= 0.905\n",
"Step 127, Minibatch Loss= 0.2569, Training Accuracy= 0.894\n",
"Step 127, Minibatch Loss= 0.2612, Training Accuracy= 0.893\n",
"Step 127, Minibatch Loss= 0.2467, Training Accuracy= 0.890\n",
"Step 127, Minibatch Loss= 0.2175, Training Accuracy= 0.929\n",
"Step 127, Minibatch Loss= 0.1573, Training Accuracy= 0.937\n",
"Step 127, Minibatch Loss= 0.2135, Training Accuracy= 0.906\n",
"Step 127, Minibatch Loss= 0.1952, Training Accuracy= 0.920\n",
"Step 127, Minibatch Loss= 0.2329, Training Accuracy= 0.900\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 127, Minibatch Loss= 0.2167, Training Accuracy= 0.910\n",
"Step 127, Minibatch Loss= 0.2204, Training Accuracy= 0.918\n",
"Step 127, Minibatch Loss= 0.2083, Training Accuracy= 0.910\n",
"Step 127, Minibatch Loss= 0.1663, Training Accuracy= 0.935\n",
"Step 127, Minibatch Loss= 0.2721, Training Accuracy= 0.882\n",
"Step 127, Minibatch Loss= 0.1756, Training Accuracy= 0.923\n",
"Step 127, Minibatch Loss= 0.2085, Training Accuracy= 0.924\n",
"***********************\n",
"Testing Accuracy: 0.86006624\n",
"***********************\n",
"Step 128, Minibatch Loss= 0.2102, Training Accuracy= 0.911\n",
"Step 128, Minibatch Loss= 0.1878, Training Accuracy= 0.929\n",
"Step 128, Minibatch Loss= 0.1820, Training Accuracy= 0.929\n",
"Step 128, Minibatch Loss= 0.2880, Training Accuracy= 0.854\n",
"Step 128, Minibatch Loss= 0.2126, Training Accuracy= 0.906\n",
"Step 128, Minibatch Loss= 0.2757, Training Accuracy= 0.882\n",
"Step 128, Minibatch Loss= 0.2436, Training Accuracy= 0.911\n",
"Step 128, Minibatch Loss= 0.2317, Training Accuracy= 0.903\n",
"Step 128, Minibatch Loss= 0.2530, Training Accuracy= 0.870\n",
"Step 128, Minibatch Loss= 0.2081, Training Accuracy= 0.913\n",
"Step 128, Minibatch Loss= 0.1827, Training Accuracy= 0.917\n",
"Step 128, Minibatch Loss= 0.2390, Training Accuracy= 0.906\n",
"Step 128, Minibatch Loss= 0.3120, Training Accuracy= 0.861\n",
"Step 128, Minibatch Loss= 0.2019, Training Accuracy= 0.929\n",
"Step 128, Minibatch Loss= 0.2181, Training Accuracy= 0.915\n",
"Step 128, Minibatch Loss= 0.2358, Training Accuracy= 0.901\n",
"Step 128, Minibatch Loss= 0.2651, Training Accuracy= 0.894\n",
"Step 128, Minibatch Loss= 0.2114, Training Accuracy= 0.915\n",
"Step 128, Minibatch Loss= 0.2439, Training Accuracy= 0.906\n",
"Step 128, Minibatch Loss= 0.2017, Training Accuracy= 0.906\n",
"Step 128, Minibatch Loss= 0.1762, Training Accuracy= 0.922\n",
"Step 128, Minibatch Loss= 0.2799, Training Accuracy= 0.871\n",
"Step 128, Minibatch Loss= 0.1970, Training Accuracy= 0.931\n",
"Step 128, Minibatch Loss= 0.1795, Training Accuracy= 0.911\n",
"Step 128, Minibatch Loss= 0.1993, Training Accuracy= 0.919\n",
"Step 128, Minibatch Loss= 0.2219, Training Accuracy= 0.915\n",
"Step 128, Minibatch Loss= 0.2295, Training Accuracy= 0.894\n",
"Step 128, Minibatch Loss= 0.1945, Training Accuracy= 0.911\n",
"Step 128, Minibatch Loss= 0.3235, Training Accuracy= 0.846\n",
"Step 128, Minibatch Loss= 0.1753, Training Accuracy= 0.938\n",
"Step 128, Minibatch Loss= 0.1861, Training Accuracy= 0.914\n",
"***********************\n",
"Testing Accuracy: 0.8591191\n",
"***********************\n",
"Step 129, Minibatch Loss= 0.2888, Training Accuracy= 0.857\n",
"Step 129, Minibatch Loss= 0.2441, Training Accuracy= 0.893\n",
"Step 129, Minibatch Loss= 0.1787, Training Accuracy= 0.926\n",
"Step 129, Minibatch Loss= 0.1837, Training Accuracy= 0.923\n",
"Step 129, Minibatch Loss= 0.1219, Training Accuracy= 0.961\n",
"Step 129, Minibatch Loss= 0.1652, Training Accuracy= 0.942\n",
"Step 129, Minibatch Loss= 0.2020, Training Accuracy= 0.900\n",
"Step 129, Minibatch Loss= 0.2189, Training Accuracy= 0.899\n",
"Step 129, Minibatch Loss= 0.2104, Training Accuracy= 0.916\n",
"Step 129, Minibatch Loss= 0.2071, Training Accuracy= 0.918\n",
"Step 129, Minibatch Loss= 0.1950, Training Accuracy= 0.917\n",
"Step 129, Minibatch Loss= 0.2270, Training Accuracy= 0.905\n",
"Step 129, Minibatch Loss= 0.2877, Training Accuracy= 0.857\n",
"Step 129, Minibatch Loss= 0.2703, Training Accuracy= 0.855\n",
"Step 129, Minibatch Loss= 0.1860, Training Accuracy= 0.915\n",
"Step 129, Minibatch Loss= 0.2654, Training Accuracy= 0.890\n",
"Step 129, Minibatch Loss= 0.3740, Training Accuracy= 0.853\n",
"Step 129, Minibatch Loss= 0.2795, Training Accuracy= 0.846\n",
"Step 129, Minibatch Loss= 0.2277, Training Accuracy= 0.917\n",
"Step 129, Minibatch Loss= 0.1675, Training Accuracy= 0.934\n",
"Step 129, Minibatch Loss= 0.2464, Training Accuracy= 0.904\n",
"Step 129, Minibatch Loss= 0.2672, Training Accuracy= 0.887\n",
"Step 129, Minibatch Loss= 0.2219, Training Accuracy= 0.910\n",
"Step 129, Minibatch Loss= 0.2336, Training Accuracy= 0.899\n",
"Step 129, Minibatch Loss= 0.1508, Training Accuracy= 0.938\n",
"Step 129, Minibatch Loss= 0.2619, Training Accuracy= 0.892\n",
"Step 129, Minibatch Loss= 0.3186, Training Accuracy= 0.868\n",
"Step 129, Minibatch Loss= 0.2566, Training Accuracy= 0.892\n",
"Step 129, Minibatch Loss= 0.2133, Training Accuracy= 0.919\n",
"Step 129, Minibatch Loss= 0.2339, Training Accuracy= 0.911\n",
"Step 129, Minibatch Loss= 0.2686, Training Accuracy= 0.885\n",
"***********************\n",
"Testing Accuracy: 0.8578366\n",
"***********************\n",
"Step 130, Minibatch Loss= 0.1722, Training Accuracy= 0.928\n",
"Step 130, Minibatch Loss= 0.1679, Training Accuracy= 0.938\n",
"Step 130, Minibatch Loss= 0.2304, Training Accuracy= 0.900\n",
"Step 130, Minibatch Loss= 0.2320, Training Accuracy= 0.914\n",
"Step 130, Minibatch Loss= 0.2163, Training Accuracy= 0.907\n",
"Step 130, Minibatch Loss= 0.1895, Training Accuracy= 0.912\n",
"Step 130, Minibatch Loss= 0.2286, Training Accuracy= 0.901\n",
"Step 130, Minibatch Loss= 0.1866, Training Accuracy= 0.927\n",
"Step 130, Minibatch Loss= 0.2434, Training Accuracy= 0.899\n",
"Step 130, Minibatch Loss= 0.2413, Training Accuracy= 0.914\n",
"Step 130, Minibatch Loss= 0.2209, Training Accuracy= 0.922\n",
"Step 130, Minibatch Loss= 0.2117, Training Accuracy= 0.905\n",
"Step 130, Minibatch Loss= 0.2277, Training Accuracy= 0.897\n",
"Step 130, Minibatch Loss= 0.2001, Training Accuracy= 0.911\n",
"Step 130, Minibatch Loss= 0.1772, Training Accuracy= 0.920\n",
"Step 130, Minibatch Loss= 0.2611, Training Accuracy= 0.880\n",
"Step 130, Minibatch Loss= 0.2669, Training Accuracy= 0.878\n",
"Step 130, Minibatch Loss= 0.2542, Training Accuracy= 0.910\n",
"Step 130, Minibatch Loss= 0.2419, Training Accuracy= 0.896\n",
"Step 130, Minibatch Loss= 0.2455, Training Accuracy= 0.889\n",
"Step 130, Minibatch Loss= 0.1860, Training Accuracy= 0.932\n",
"Step 130, Minibatch Loss= 0.1310, Training Accuracy= 0.954\n",
"Step 130, Minibatch Loss= 0.2054, Training Accuracy= 0.918\n",
"Step 130, Minibatch Loss= 0.2613, Training Accuracy= 0.884\n",
"Step 130, Minibatch Loss= 0.3026, Training Accuracy= 0.875\n",
"Step 130, Minibatch Loss= 0.3133, Training Accuracy= 0.858\n",
"Step 130, Minibatch Loss= 0.2669, Training Accuracy= 0.877\n",
"Step 130, Minibatch Loss= 0.1763, Training Accuracy= 0.933\n",
"Step 130, Minibatch Loss= 0.2799, Training Accuracy= 0.875\n",
"Step 130, Minibatch Loss= 0.1895, Training Accuracy= 0.937\n",
"Step 130, Minibatch Loss= 0.2763, Training Accuracy= 0.881\n",
"***********************\n",
"Testing Accuracy: 0.8566189\n",
"***********************\n",
"Step 131, Minibatch Loss= 0.2588, Training Accuracy= 0.886\n",
"Step 131, Minibatch Loss= 0.2566, Training Accuracy= 0.883\n",
"Step 131, Minibatch Loss= 0.2619, Training Accuracy= 0.877\n",
"Step 131, Minibatch Loss= 0.2315, Training Accuracy= 0.899\n",
"Step 131, Minibatch Loss= 0.2492, Training Accuracy= 0.891\n",
"Step 131, Minibatch Loss= 0.2560, Training Accuracy= 0.904\n",
"Step 131, Minibatch Loss= 0.2309, Training Accuracy= 0.916\n",
"Step 131, Minibatch Loss= 0.1553, Training Accuracy= 0.939\n",
"Step 131, Minibatch Loss= 0.2443, Training Accuracy= 0.900\n",
"Step 131, Minibatch Loss= 0.1576, Training Accuracy= 0.946\n",
"Step 131, Minibatch Loss= 0.1498, Training Accuracy= 0.947\n",
"Step 131, Minibatch Loss= 0.2898, Training Accuracy= 0.862\n",
"Step 131, Minibatch Loss= 0.2699, Training Accuracy= 0.887\n",
"Step 131, Minibatch Loss= 0.2186, Training Accuracy= 0.903\n",
"Step 131, Minibatch Loss= 0.1761, Training Accuracy= 0.929\n",
"Step 131, Minibatch Loss= 0.2088, Training Accuracy= 0.931\n",
"Step 131, Minibatch Loss= 0.3331, Training Accuracy= 0.859\n",
"Step 131, Minibatch Loss= 0.1627, Training Accuracy= 0.928\n",
"Step 131, Minibatch Loss= 0.2753, Training Accuracy= 0.873\n",
"Step 131, Minibatch Loss= 0.2122, Training Accuracy= 0.902\n",
"Step 131, Minibatch Loss= 0.2163, Training Accuracy= 0.903\n",
"Step 131, Minibatch Loss= 0.1780, Training Accuracy= 0.919\n",
"Step 131, Minibatch Loss= 0.1701, Training Accuracy= 0.938\n",
"Step 131, Minibatch Loss= 0.2304, Training Accuracy= 0.905\n",
"Step 131, Minibatch Loss= 0.2634, Training Accuracy= 0.890\n",
"Step 131, Minibatch Loss= 0.2300, Training Accuracy= 0.894\n",
"Step 131, Minibatch Loss= 0.2586, Training Accuracy= 0.886\n",
"Step 131, Minibatch Loss= 0.2624, Training Accuracy= 0.899\n",
"Step 131, Minibatch Loss= 0.2285, Training Accuracy= 0.913\n",
"Step 131, Minibatch Loss= 0.2599, Training Accuracy= 0.858\n",
"Step 131, Minibatch Loss= 0.1779, Training Accuracy= 0.927\n",
"***********************\n",
"Testing Accuracy: 0.8596515\n",
"***********************\n",
"Step 132, Minibatch Loss= 0.3227, Training Accuracy= 0.886\n",
"Step 132, Minibatch Loss= 0.1833, Training Accuracy= 0.930\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 132, Minibatch Loss= 0.2517, Training Accuracy= 0.886\n",
"Step 132, Minibatch Loss= 0.2034, Training Accuracy= 0.923\n",
"Step 132, Minibatch Loss= 0.2187, Training Accuracy= 0.903\n",
"Step 132, Minibatch Loss= 0.1681, Training Accuracy= 0.935\n",
"Step 132, Minibatch Loss= 0.2398, Training Accuracy= 0.878\n",
"Step 132, Minibatch Loss= 0.1950, Training Accuracy= 0.913\n",
"Step 132, Minibatch Loss= 0.2184, Training Accuracy= 0.905\n",
"Step 132, Minibatch Loss= 0.2675, Training Accuracy= 0.884\n",
"Step 132, Minibatch Loss= 0.2067, Training Accuracy= 0.902\n",
"Step 132, Minibatch Loss= 0.2900, Training Accuracy= 0.877\n",
"Step 132, Minibatch Loss= 0.1727, Training Accuracy= 0.927\n",
"Step 132, Minibatch Loss= 0.2612, Training Accuracy= 0.870\n",
"Step 132, Minibatch Loss= 0.2064, Training Accuracy= 0.911\n",
"Step 132, Minibatch Loss= 0.2344, Training Accuracy= 0.913\n",
"Step 132, Minibatch Loss= 0.1965, Training Accuracy= 0.923\n",
"Step 132, Minibatch Loss= 0.2508, Training Accuracy= 0.895\n",
"Step 132, Minibatch Loss= 0.2292, Training Accuracy= 0.902\n",
"Step 132, Minibatch Loss= 0.1575, Training Accuracy= 0.939\n",
"Step 132, Minibatch Loss= 0.1799, Training Accuracy= 0.922\n",
"Step 132, Minibatch Loss= 0.1880, Training Accuracy= 0.919\n",
"Step 132, Minibatch Loss= 0.2178, Training Accuracy= 0.918\n",
"Step 132, Minibatch Loss= 0.2472, Training Accuracy= 0.899\n",
"Step 132, Minibatch Loss= 0.2283, Training Accuracy= 0.905\n",
"Step 132, Minibatch Loss= 0.2577, Training Accuracy= 0.896\n",
"Step 132, Minibatch Loss= 0.2637, Training Accuracy= 0.886\n",
"Step 132, Minibatch Loss= 0.2548, Training Accuracy= 0.894\n",
"Step 132, Minibatch Loss= 0.2429, Training Accuracy= 0.893\n",
"Step 132, Minibatch Loss= 0.2461, Training Accuracy= 0.898\n",
"Step 132, Minibatch Loss= 0.2229, Training Accuracy= 0.910\n",
"***********************\n",
"Testing Accuracy: 0.8605986\n",
"***********************\n",
"Step 133, Minibatch Loss= 0.1944, Training Accuracy= 0.921\n",
"Step 133, Minibatch Loss= 0.2331, Training Accuracy= 0.894\n",
"Step 133, Minibatch Loss= 0.1901, Training Accuracy= 0.924\n",
"Step 133, Minibatch Loss= 0.2028, Training Accuracy= 0.915\n",
"Step 133, Minibatch Loss= 0.2097, Training Accuracy= 0.904\n",
"Step 133, Minibatch Loss= 0.2281, Training Accuracy= 0.903\n",
"Step 133, Minibatch Loss= 0.2350, Training Accuracy= 0.906\n",
"Step 133, Minibatch Loss= 0.2013, Training Accuracy= 0.930\n",
"Step 133, Minibatch Loss= 0.3470, Training Accuracy= 0.846\n",
"Step 133, Minibatch Loss= 0.2029, Training Accuracy= 0.924\n",
"Step 133, Minibatch Loss= 0.2148, Training Accuracy= 0.921\n",
"Step 133, Minibatch Loss= 0.2619, Training Accuracy= 0.869\n",
"Step 133, Minibatch Loss= 0.1382, Training Accuracy= 0.951\n",
"Step 133, Minibatch Loss= 0.2497, Training Accuracy= 0.899\n",
"Step 133, Minibatch Loss= 0.2726, Training Accuracy= 0.888\n",
"Step 133, Minibatch Loss= 0.1638, Training Accuracy= 0.937\n",
"Step 133, Minibatch Loss= 0.3072, Training Accuracy= 0.868\n",
"Step 133, Minibatch Loss= 0.2241, Training Accuracy= 0.910\n",
"Step 133, Minibatch Loss= 0.2516, Training Accuracy= 0.887\n",
"Step 133, Minibatch Loss= 0.2045, Training Accuracy= 0.914\n",
"Step 133, Minibatch Loss= 0.1366, Training Accuracy= 0.952\n",
"Step 133, Minibatch Loss= 0.2049, Training Accuracy= 0.922\n",
"Step 133, Minibatch Loss= 0.2494, Training Accuracy= 0.883\n",
"Step 133, Minibatch Loss= 0.2383, Training Accuracy= 0.889\n",
"Step 133, Minibatch Loss= 0.2169, Training Accuracy= 0.906\n",
"Step 133, Minibatch Loss= 0.2374, Training Accuracy= 0.917\n",
"Step 133, Minibatch Loss= 0.2144, Training Accuracy= 0.899\n",
"Step 133, Minibatch Loss= 0.1608, Training Accuracy= 0.926\n",
"Step 133, Minibatch Loss= 0.2489, Training Accuracy= 0.900\n",
"Step 133, Minibatch Loss= 0.2463, Training Accuracy= 0.888\n",
"Step 133, Minibatch Loss= 0.1871, Training Accuracy= 0.926\n",
"***********************\n",
"Testing Accuracy: 0.8600515\n",
"***********************\n",
"Step 134, Minibatch Loss= 0.1870, Training Accuracy= 0.923\n",
"Step 134, Minibatch Loss= 0.2969, Training Accuracy= 0.866\n",
"Step 134, Minibatch Loss= 0.2202, Training Accuracy= 0.894\n",
"Step 134, Minibatch Loss= 0.2953, Training Accuracy= 0.882\n",
"Step 134, Minibatch Loss= 0.1852, Training Accuracy= 0.922\n",
"Step 134, Minibatch Loss= 0.1455, Training Accuracy= 0.945\n",
"Step 134, Minibatch Loss= 0.2732, Training Accuracy= 0.878\n",
"Step 134, Minibatch Loss= 0.1831, Training Accuracy= 0.932\n",
"Step 134, Minibatch Loss= 0.2505, Training Accuracy= 0.891\n",
"Step 134, Minibatch Loss= 0.2005, Training Accuracy= 0.916\n",
"Step 134, Minibatch Loss= 0.2753, Training Accuracy= 0.867\n",
"Step 134, Minibatch Loss= 0.3128, Training Accuracy= 0.867\n",
"Step 134, Minibatch Loss= 0.2262, Training Accuracy= 0.914\n",
"Step 134, Minibatch Loss= 0.2484, Training Accuracy= 0.902\n",
"Step 134, Minibatch Loss= 0.1906, Training Accuracy= 0.916\n",
"Step 134, Minibatch Loss= 0.1624, Training Accuracy= 0.936\n",
"Step 134, Minibatch Loss= 0.1801, Training Accuracy= 0.928\n",
"Step 134, Minibatch Loss= 0.1647, Training Accuracy= 0.931\n",
"Step 134, Minibatch Loss= 0.2109, Training Accuracy= 0.907\n",
"Step 134, Minibatch Loss= 0.1988, Training Accuracy= 0.920\n",
"Step 134, Minibatch Loss= 0.1918, Training Accuracy= 0.914\n",
"Step 134, Minibatch Loss= 0.2192, Training Accuracy= 0.897\n",
"Step 134, Minibatch Loss= 0.2312, Training Accuracy= 0.899\n",
"Step 134, Minibatch Loss= 0.2965, Training Accuracy= 0.866\n",
"Step 134, Minibatch Loss= 0.2295, Training Accuracy= 0.904\n",
"Step 134, Minibatch Loss= 0.2591, Training Accuracy= 0.904\n",
"Step 134, Minibatch Loss= 0.1665, Training Accuracy= 0.925\n",
"Step 134, Minibatch Loss= 0.1904, Training Accuracy= 0.936\n",
"Step 134, Minibatch Loss= 0.2298, Training Accuracy= 0.911\n",
"Step 134, Minibatch Loss= 0.2154, Training Accuracy= 0.911\n",
"Step 134, Minibatch Loss= 0.2406, Training Accuracy= 0.907\n",
"***********************\n",
"Testing Accuracy: 0.8547628\n",
"***********************\n",
"Step 135, Minibatch Loss= 0.1656, Training Accuracy= 0.939\n",
"Step 135, Minibatch Loss= 0.2240, Training Accuracy= 0.904\n",
"Step 135, Minibatch Loss= 0.3112, Training Accuracy= 0.875\n",
"Step 135, Minibatch Loss= 0.2151, Training Accuracy= 0.909\n",
"Step 135, Minibatch Loss= 0.2297, Training Accuracy= 0.903\n",
"Step 135, Minibatch Loss= 0.2106, Training Accuracy= 0.914\n",
"Step 135, Minibatch Loss= 0.2083, Training Accuracy= 0.918\n",
"Step 135, Minibatch Loss= 0.1422, Training Accuracy= 0.954\n",
"Step 135, Minibatch Loss= 0.2845, Training Accuracy= 0.875\n",
"Step 135, Minibatch Loss= 0.3067, Training Accuracy= 0.859\n",
"Step 135, Minibatch Loss= 0.2188, Training Accuracy= 0.905\n",
"Step 135, Minibatch Loss= 0.2692, Training Accuracy= 0.894\n",
"Step 135, Minibatch Loss= 0.2020, Training Accuracy= 0.914\n",
"Step 135, Minibatch Loss= 0.2148, Training Accuracy= 0.909\n",
"Step 135, Minibatch Loss= 0.2627, Training Accuracy= 0.903\n",
"Step 135, Minibatch Loss= 0.3176, Training Accuracy= 0.864\n",
"Step 135, Minibatch Loss= 0.2210, Training Accuracy= 0.894\n",
"Step 135, Minibatch Loss= 0.2438, Training Accuracy= 0.894\n",
"Step 135, Minibatch Loss= 0.2983, Training Accuracy= 0.872\n",
"Step 135, Minibatch Loss= 0.1997, Training Accuracy= 0.917\n",
"Step 135, Minibatch Loss= 0.2434, Training Accuracy= 0.882\n",
"Step 135, Minibatch Loss= 0.2664, Training Accuracy= 0.892\n",
"Step 135, Minibatch Loss= 0.2499, Training Accuracy= 0.895\n",
"Step 135, Minibatch Loss= 0.1969, Training Accuracy= 0.912\n",
"Step 135, Minibatch Loss= 0.1831, Training Accuracy= 0.927\n",
"Step 135, Minibatch Loss= 0.2578, Training Accuracy= 0.892\n",
"Step 135, Minibatch Loss= 0.2776, Training Accuracy= 0.878\n",
"Step 135, Minibatch Loss= 0.2230, Training Accuracy= 0.897\n",
"Step 135, Minibatch Loss= 0.2190, Training Accuracy= 0.907\n",
"Step 135, Minibatch Loss= 0.2175, Training Accuracy= 0.915\n",
"Step 135, Minibatch Loss= 0.1769, Training Accuracy= 0.928\n",
"***********************\n",
"Testing Accuracy: 0.85521287\n",
"***********************\n",
"Step 136, Minibatch Loss= 0.2145, Training Accuracy= 0.915\n",
"Step 136, Minibatch Loss= 0.2063, Training Accuracy= 0.912\n",
"Step 136, Minibatch Loss= 0.2460, Training Accuracy= 0.887\n",
"Step 136, Minibatch Loss= 0.1999, Training Accuracy= 0.901\n",
"Step 136, Minibatch Loss= 0.2359, Training Accuracy= 0.896\n",
"Step 136, Minibatch Loss= 0.2004, Training Accuracy= 0.915\n",
"Step 136, Minibatch Loss= 0.1834, Training Accuracy= 0.917\n",
"Step 136, Minibatch Loss= 0.3007, Training Accuracy= 0.857\n",
"Step 136, Minibatch Loss= 0.2279, Training Accuracy= 0.908\n",
"Step 136, Minibatch Loss= 0.2380, Training Accuracy= 0.900\n",
"Step 136, Minibatch Loss= 0.2082, Training Accuracy= 0.914\n",
"Step 136, Minibatch Loss= 0.1673, Training Accuracy= 0.938\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 136, Minibatch Loss= 0.1841, Training Accuracy= 0.923\n",
"Step 136, Minibatch Loss= 0.2059, Training Accuracy= 0.905\n",
"Step 136, Minibatch Loss= 0.1579, Training Accuracy= 0.942\n",
"Step 136, Minibatch Loss= 0.2338, Training Accuracy= 0.899\n",
"Step 136, Minibatch Loss= 0.2698, Training Accuracy= 0.873\n",
"Step 136, Minibatch Loss= 0.3329, Training Accuracy= 0.860\n",
"Step 136, Minibatch Loss= 0.1912, Training Accuracy= 0.925\n",
"Step 136, Minibatch Loss= 0.3459, Training Accuracy= 0.854\n",
"Step 136, Minibatch Loss= 0.2555, Training Accuracy= 0.879\n",
"Step 136, Minibatch Loss= 0.2347, Training Accuracy= 0.907\n",
"Step 136, Minibatch Loss= 0.3073, Training Accuracy= 0.877\n",
"Step 136, Minibatch Loss= 0.2546, Training Accuracy= 0.875\n",
"Step 136, Minibatch Loss= 0.1771, Training Accuracy= 0.934\n",
"Step 136, Minibatch Loss= 0.1863, Training Accuracy= 0.932\n",
"Step 136, Minibatch Loss= 0.2406, Training Accuracy= 0.885\n",
"Step 136, Minibatch Loss= 0.1928, Training Accuracy= 0.915\n",
"Step 136, Minibatch Loss= 0.1395, Training Accuracy= 0.941\n",
"Step 136, Minibatch Loss= 0.2234, Training Accuracy= 0.916\n",
"Step 136, Minibatch Loss= 0.1891, Training Accuracy= 0.938\n",
"***********************\n",
"Testing Accuracy: 0.8499741\n",
"***********************\n",
"Step 137, Minibatch Loss= 0.2937, Training Accuracy= 0.877\n",
"Step 137, Minibatch Loss= 0.2693, Training Accuracy= 0.879\n",
"Step 137, Minibatch Loss= 0.1799, Training Accuracy= 0.927\n",
"Step 137, Minibatch Loss= 0.2465, Training Accuracy= 0.902\n",
"Step 137, Minibatch Loss= 0.2212, Training Accuracy= 0.897\n",
"Step 137, Minibatch Loss= 0.2310, Training Accuracy= 0.912\n",
"Step 137, Minibatch Loss= 0.2500, Training Accuracy= 0.893\n",
"Step 137, Minibatch Loss= 0.1747, Training Accuracy= 0.935\n",
"Step 137, Minibatch Loss= 0.2734, Training Accuracy= 0.883\n",
"Step 137, Minibatch Loss= 0.1850, Training Accuracy= 0.930\n",
"Step 137, Minibatch Loss= 0.2729, Training Accuracy= 0.893\n",
"Step 137, Minibatch Loss= 0.2446, Training Accuracy= 0.897\n",
"Step 137, Minibatch Loss= 0.2178, Training Accuracy= 0.910\n",
"Step 137, Minibatch Loss= 0.2159, Training Accuracy= 0.903\n",
"Step 137, Minibatch Loss= 0.2407, Training Accuracy= 0.907\n",
"Step 137, Minibatch Loss= 0.2196, Training Accuracy= 0.902\n",
"Step 137, Minibatch Loss= 0.1857, Training Accuracy= 0.925\n",
"Step 137, Minibatch Loss= 0.2419, Training Accuracy= 0.914\n",
"Step 137, Minibatch Loss= 0.2418, Training Accuracy= 0.902\n",
"Step 137, Minibatch Loss= 0.1715, Training Accuracy= 0.940\n",
"Step 137, Minibatch Loss= 0.1542, Training Accuracy= 0.946\n",
"Step 137, Minibatch Loss= 0.2105, Training Accuracy= 0.909\n",
"Step 137, Minibatch Loss= 0.1402, Training Accuracy= 0.950\n",
"Step 137, Minibatch Loss= 0.2422, Training Accuracy= 0.896\n",
"Step 137, Minibatch Loss= 0.2417, Training Accuracy= 0.897\n",
"Step 137, Minibatch Loss= 0.2425, Training Accuracy= 0.884\n",
"Step 137, Minibatch Loss= 0.2674, Training Accuracy= 0.878\n",
"Step 137, Minibatch Loss= 0.2042, Training Accuracy= 0.918\n",
"Step 137, Minibatch Loss= 0.2291, Training Accuracy= 0.911\n",
"Step 137, Minibatch Loss= 0.2171, Training Accuracy= 0.903\n",
"Step 137, Minibatch Loss= 0.1909, Training Accuracy= 0.910\n",
"***********************\n",
"Testing Accuracy: 0.8589632\n",
"***********************\n",
"Step 138, Minibatch Loss= 0.1570, Training Accuracy= 0.936\n",
"Step 138, Minibatch Loss= 0.2476, Training Accuracy= 0.902\n",
"Step 138, Minibatch Loss= 0.2023, Training Accuracy= 0.920\n",
"Step 138, Minibatch Loss= 0.2287, Training Accuracy= 0.896\n",
"Step 138, Minibatch Loss= 0.2642, Training Accuracy= 0.884\n",
"Step 138, Minibatch Loss= 0.2761, Training Accuracy= 0.882\n",
"Step 138, Minibatch Loss= 0.1763, Training Accuracy= 0.923\n",
"Step 138, Minibatch Loss= 0.1809, Training Accuracy= 0.942\n",
"Step 138, Minibatch Loss= 0.1916, Training Accuracy= 0.926\n",
"Step 138, Minibatch Loss= 0.1721, Training Accuracy= 0.930\n",
"Step 138, Minibatch Loss= 0.1854, Training Accuracy= 0.918\n",
"Step 138, Minibatch Loss= 0.1535, Training Accuracy= 0.935\n",
"Step 138, Minibatch Loss= 0.2050, Training Accuracy= 0.917\n",
"Step 138, Minibatch Loss= 0.2517, Training Accuracy= 0.887\n",
"Step 138, Minibatch Loss= 0.2692, Training Accuracy= 0.857\n",
"Step 138, Minibatch Loss= 0.2257, Training Accuracy= 0.911\n",
"Step 138, Minibatch Loss= 0.2905, Training Accuracy= 0.892\n",
"Step 138, Minibatch Loss= 0.2203, Training Accuracy= 0.897\n",
"Step 138, Minibatch Loss= 0.1989, Training Accuracy= 0.915\n",
"Step 138, Minibatch Loss= 0.3057, Training Accuracy= 0.873\n",
"Step 138, Minibatch Loss= 0.2529, Training Accuracy= 0.895\n",
"Step 138, Minibatch Loss= 0.2429, Training Accuracy= 0.900\n",
"Step 138, Minibatch Loss= 0.2589, Training Accuracy= 0.889\n",
"Step 138, Minibatch Loss= 0.1981, Training Accuracy= 0.919\n",
"Step 138, Minibatch Loss= 0.2084, Training Accuracy= 0.903\n",
"Step 138, Minibatch Loss= 0.1941, Training Accuracy= 0.912\n",
"Step 138, Minibatch Loss= 0.1812, Training Accuracy= 0.931\n",
"Step 138, Minibatch Loss= 0.2005, Training Accuracy= 0.917\n",
"Step 138, Minibatch Loss= 0.1793, Training Accuracy= 0.930\n",
"Step 138, Minibatch Loss= 0.2920, Training Accuracy= 0.871\n",
"Step 138, Minibatch Loss= 0.1631, Training Accuracy= 0.939\n",
"***********************\n",
"Testing Accuracy: 0.855607\n",
"***********************\n",
"Step 139, Minibatch Loss= 0.2080, Training Accuracy= 0.912\n",
"Step 139, Minibatch Loss= 0.2191, Training Accuracy= 0.910\n",
"Step 139, Minibatch Loss= 0.2530, Training Accuracy= 0.896\n",
"Step 139, Minibatch Loss= 0.2648, Training Accuracy= 0.889\n",
"Step 139, Minibatch Loss= 0.2442, Training Accuracy= 0.896\n",
"Step 139, Minibatch Loss= 0.3080, Training Accuracy= 0.851\n",
"Step 139, Minibatch Loss= 0.2485, Training Accuracy= 0.901\n",
"Step 139, Minibatch Loss= 0.1979, Training Accuracy= 0.915\n",
"Step 139, Minibatch Loss= 0.2053, Training Accuracy= 0.914\n",
"Step 139, Minibatch Loss= 0.1951, Training Accuracy= 0.903\n",
"Step 139, Minibatch Loss= 0.2696, Training Accuracy= 0.871\n",
"Step 139, Minibatch Loss= 0.2276, Training Accuracy= 0.914\n",
"Step 139, Minibatch Loss= 0.2166, Training Accuracy= 0.917\n",
"Step 139, Minibatch Loss= 0.2353, Training Accuracy= 0.922\n",
"Step 139, Minibatch Loss= 0.1881, Training Accuracy= 0.918\n",
"Step 139, Minibatch Loss= 0.1998, Training Accuracy= 0.912\n",
"Step 139, Minibatch Loss= 0.2515, Training Accuracy= 0.898\n",
"Step 139, Minibatch Loss= 0.1992, Training Accuracy= 0.922\n",
"Step 139, Minibatch Loss= 0.1634, Training Accuracy= 0.937\n",
"Step 139, Minibatch Loss= 0.2577, Training Accuracy= 0.900\n",
"Step 139, Minibatch Loss= 0.1661, Training Accuracy= 0.937\n",
"Step 139, Minibatch Loss= 0.2234, Training Accuracy= 0.909\n",
"Step 139, Minibatch Loss= 0.3303, Training Accuracy= 0.866\n",
"Step 139, Minibatch Loss= 0.1932, Training Accuracy= 0.917\n",
"Step 139, Minibatch Loss= 0.2082, Training Accuracy= 0.903\n",
"Step 139, Minibatch Loss= 0.1848, Training Accuracy= 0.924\n",
"Step 139, Minibatch Loss= 0.1913, Training Accuracy= 0.923\n",
"Step 139, Minibatch Loss= 0.2202, Training Accuracy= 0.922\n",
"Step 139, Minibatch Loss= 0.2216, Training Accuracy= 0.907\n",
"Step 139, Minibatch Loss= 0.2522, Training Accuracy= 0.874\n",
"Step 139, Minibatch Loss= 0.1330, Training Accuracy= 0.949\n",
"***********************\n",
"Testing Accuracy: 0.8579837\n",
"***********************\n",
"Step 140, Minibatch Loss= 0.2268, Training Accuracy= 0.874\n",
"Step 140, Minibatch Loss= 0.1878, Training Accuracy= 0.921\n",
"Step 140, Minibatch Loss= 0.2619, Training Accuracy= 0.878\n",
"Step 140, Minibatch Loss= 0.1440, Training Accuracy= 0.954\n",
"Step 140, Minibatch Loss= 0.1616, Training Accuracy= 0.936\n",
"Step 140, Minibatch Loss= 0.2282, Training Accuracy= 0.907\n",
"Step 140, Minibatch Loss= 0.2506, Training Accuracy= 0.915\n",
"Step 140, Minibatch Loss= 0.1735, Training Accuracy= 0.940\n",
"Step 140, Minibatch Loss= 0.2848, Training Accuracy= 0.870\n",
"Step 140, Minibatch Loss= 0.2598, Training Accuracy= 0.882\n",
"Step 140, Minibatch Loss= 0.2179, Training Accuracy= 0.904\n",
"Step 140, Minibatch Loss= 0.1759, Training Accuracy= 0.927\n",
"Step 140, Minibatch Loss= 0.2300, Training Accuracy= 0.915\n",
"Step 140, Minibatch Loss= 0.2107, Training Accuracy= 0.923\n",
"Step 140, Minibatch Loss= 0.2614, Training Accuracy= 0.891\n",
"Step 140, Minibatch Loss= 0.2313, Training Accuracy= 0.897\n",
"Step 140, Minibatch Loss= 0.2175, Training Accuracy= 0.915\n",
"Step 140, Minibatch Loss= 0.2015, Training Accuracy= 0.918\n",
"Step 140, Minibatch Loss= 0.1947, Training Accuracy= 0.933\n",
"Step 140, Minibatch Loss= 0.1827, Training Accuracy= 0.926\n",
"Step 140, Minibatch Loss= 0.2175, Training Accuracy= 0.897\n",
"Step 140, Minibatch Loss= 0.2092, Training Accuracy= 0.918\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 140, Minibatch Loss= 0.2049, Training Accuracy= 0.912\n",
"Step 140, Minibatch Loss= 0.2743, Training Accuracy= 0.894\n",
"Step 140, Minibatch Loss= 0.1859, Training Accuracy= 0.929\n",
"Step 140, Minibatch Loss= 0.2320, Training Accuracy= 0.911\n",
"Step 140, Minibatch Loss= 0.2579, Training Accuracy= 0.892\n",
"Step 140, Minibatch Loss= 0.2107, Training Accuracy= 0.907\n",
"Step 140, Minibatch Loss= 0.2538, Training Accuracy= 0.887\n",
"Step 140, Minibatch Loss= 0.2179, Training Accuracy= 0.915\n",
"Step 140, Minibatch Loss= 0.1638, Training Accuracy= 0.924\n",
"***********************\n",
"Testing Accuracy: 0.8561776\n",
"***********************\n",
"Step 141, Minibatch Loss= 0.2527, Training Accuracy= 0.908\n",
"Step 141, Minibatch Loss= 0.1741, Training Accuracy= 0.931\n",
"Step 141, Minibatch Loss= 0.2919, Training Accuracy= 0.880\n",
"Step 141, Minibatch Loss= 0.2715, Training Accuracy= 0.857\n",
"Step 141, Minibatch Loss= 0.2395, Training Accuracy= 0.893\n",
"Step 141, Minibatch Loss= 0.2224, Training Accuracy= 0.919\n",
"Step 141, Minibatch Loss= 0.2097, Training Accuracy= 0.910\n",
"Step 141, Minibatch Loss= 0.1549, Training Accuracy= 0.942\n",
"Step 141, Minibatch Loss= 0.1940, Training Accuracy= 0.931\n",
"Step 141, Minibatch Loss= 0.2561, Training Accuracy= 0.881\n",
"Step 141, Minibatch Loss= 0.2330, Training Accuracy= 0.910\n",
"Step 141, Minibatch Loss= 0.2552, Training Accuracy= 0.895\n",
"Step 141, Minibatch Loss= 0.1672, Training Accuracy= 0.930\n",
"Step 141, Minibatch Loss= 0.1936, Training Accuracy= 0.912\n",
"Step 141, Minibatch Loss= 0.2487, Training Accuracy= 0.899\n",
"Step 141, Minibatch Loss= 0.2970, Training Accuracy= 0.875\n",
"Step 141, Minibatch Loss= 0.1879, Training Accuracy= 0.912\n",
"Step 141, Minibatch Loss= 0.2563, Training Accuracy= 0.892\n",
"Step 141, Minibatch Loss= 0.1664, Training Accuracy= 0.941\n",
"Step 141, Minibatch Loss= 0.2523, Training Accuracy= 0.895\n",
"Step 141, Minibatch Loss= 0.2864, Training Accuracy= 0.880\n",
"Step 141, Minibatch Loss= 0.1828, Training Accuracy= 0.925\n",
"Step 141, Minibatch Loss= 0.1700, Training Accuracy= 0.935\n",
"Step 141, Minibatch Loss= 0.2567, Training Accuracy= 0.879\n",
"Step 141, Minibatch Loss= 0.2216, Training Accuracy= 0.910\n",
"Step 141, Minibatch Loss= 0.2581, Training Accuracy= 0.898\n",
"Step 141, Minibatch Loss= 0.2119, Training Accuracy= 0.906\n",
"Step 141, Minibatch Loss= 0.1281, Training Accuracy= 0.952\n",
"Step 141, Minibatch Loss= 0.2557, Training Accuracy= 0.889\n",
"Step 141, Minibatch Loss= 0.1836, Training Accuracy= 0.932\n",
"Step 141, Minibatch Loss= 0.1778, Training Accuracy= 0.924\n",
"***********************\n",
"Testing Accuracy: 0.8566365\n",
"***********************\n",
"Step 142, Minibatch Loss= 0.1965, Training Accuracy= 0.930\n",
"Step 142, Minibatch Loss= 0.2086, Training Accuracy= 0.906\n",
"Step 142, Minibatch Loss= 0.2202, Training Accuracy= 0.920\n",
"Step 142, Minibatch Loss= 0.2254, Training Accuracy= 0.909\n",
"Step 142, Minibatch Loss= 0.2961, Training Accuracy= 0.856\n",
"Step 142, Minibatch Loss= 0.1606, Training Accuracy= 0.939\n",
"Step 142, Minibatch Loss= 0.2508, Training Accuracy= 0.895\n",
"Step 142, Minibatch Loss= 0.1815, Training Accuracy= 0.931\n",
"Step 142, Minibatch Loss= 0.2624, Training Accuracy= 0.878\n",
"Step 142, Minibatch Loss= 0.2544, Training Accuracy= 0.869\n",
"Step 142, Minibatch Loss= 0.2000, Training Accuracy= 0.916\n",
"Step 142, Minibatch Loss= 0.2123, Training Accuracy= 0.911\n",
"Step 142, Minibatch Loss= 0.1606, Training Accuracy= 0.942\n",
"Step 142, Minibatch Loss= 0.1682, Training Accuracy= 0.929\n",
"Step 142, Minibatch Loss= 0.2228, Training Accuracy= 0.903\n",
"Step 142, Minibatch Loss= 0.1935, Training Accuracy= 0.924\n",
"Step 142, Minibatch Loss= 0.2681, Training Accuracy= 0.872\n",
"Step 142, Minibatch Loss= 0.1367, Training Accuracy= 0.953\n",
"Step 142, Minibatch Loss= 0.3246, Training Accuracy= 0.863\n",
"Step 142, Minibatch Loss= 0.2522, Training Accuracy= 0.895\n",
"Step 142, Minibatch Loss= 0.2611, Training Accuracy= 0.890\n",
"Step 142, Minibatch Loss= 0.1923, Training Accuracy= 0.923\n",
"Step 142, Minibatch Loss= 0.1503, Training Accuracy= 0.942\n",
"Step 142, Minibatch Loss= 0.2134, Training Accuracy= 0.906\n",
"Step 142, Minibatch Loss= 0.1878, Training Accuracy= 0.932\n",
"Step 142, Minibatch Loss= 0.1461, Training Accuracy= 0.939\n",
"Step 142, Minibatch Loss= 0.1994, Training Accuracy= 0.925\n",
"Step 142, Minibatch Loss= 0.2785, Training Accuracy= 0.894\n",
"Step 142, Minibatch Loss= 0.1848, Training Accuracy= 0.914\n",
"Step 142, Minibatch Loss= 0.3476, Training Accuracy= 0.851\n",
"Step 142, Minibatch Loss= 0.2467, Training Accuracy= 0.909\n",
"***********************\n",
"Testing Accuracy: 0.8550864\n",
"***********************\n",
"Step 143, Minibatch Loss= 0.2631, Training Accuracy= 0.873\n",
"Step 143, Minibatch Loss= 0.2933, Training Accuracy= 0.881\n",
"Step 143, Minibatch Loss= 0.1695, Training Accuracy= 0.933\n",
"Step 143, Minibatch Loss= 0.1943, Training Accuracy= 0.920\n",
"Step 143, Minibatch Loss= 0.1883, Training Accuracy= 0.914\n",
"Step 143, Minibatch Loss= 0.2477, Training Accuracy= 0.885\n",
"Step 143, Minibatch Loss= 0.2582, Training Accuracy= 0.887\n",
"Step 143, Minibatch Loss= 0.2594, Training Accuracy= 0.898\n",
"Step 143, Minibatch Loss= 0.1973, Training Accuracy= 0.911\n",
"Step 143, Minibatch Loss= 0.2097, Training Accuracy= 0.911\n",
"Step 143, Minibatch Loss= 0.1993, Training Accuracy= 0.916\n",
"Step 143, Minibatch Loss= 0.2491, Training Accuracy= 0.890\n",
"Step 143, Minibatch Loss= 0.2468, Training Accuracy= 0.891\n",
"Step 143, Minibatch Loss= 0.1829, Training Accuracy= 0.922\n",
"Step 143, Minibatch Loss= 0.2562, Training Accuracy= 0.907\n",
"Step 143, Minibatch Loss= 0.1661, Training Accuracy= 0.934\n",
"Step 143, Minibatch Loss= 0.2177, Training Accuracy= 0.922\n",
"Step 143, Minibatch Loss= 0.2103, Training Accuracy= 0.919\n",
"Step 143, Minibatch Loss= 0.1756, Training Accuracy= 0.927\n",
"Step 143, Minibatch Loss= 0.2941, Training Accuracy= 0.884\n",
"Step 143, Minibatch Loss= 0.2410, Training Accuracy= 0.897\n",
"Step 143, Minibatch Loss= 0.1456, Training Accuracy= 0.950\n",
"Step 143, Minibatch Loss= 0.2171, Training Accuracy= 0.910\n",
"Step 143, Minibatch Loss= 0.1918, Training Accuracy= 0.920\n",
"Step 143, Minibatch Loss= 0.2379, Training Accuracy= 0.883\n",
"Step 143, Minibatch Loss= 0.2402, Training Accuracy= 0.885\n",
"Step 143, Minibatch Loss= 0.1848, Training Accuracy= 0.914\n",
"Step 143, Minibatch Loss= 0.2102, Training Accuracy= 0.913\n",
"Step 143, Minibatch Loss= 0.2086, Training Accuracy= 0.911\n",
"Step 143, Minibatch Loss= 0.2233, Training Accuracy= 0.912\n",
"Step 143, Minibatch Loss= 0.2178, Training Accuracy= 0.905\n",
"***********************\n",
"Testing Accuracy: 0.85746896\n",
"***********************\n",
"Step 144, Minibatch Loss= 0.1849, Training Accuracy= 0.922\n",
"Step 144, Minibatch Loss= 0.2327, Training Accuracy= 0.893\n",
"Step 144, Minibatch Loss= 0.2190, Training Accuracy= 0.910\n",
"Step 144, Minibatch Loss= 0.2007, Training Accuracy= 0.908\n",
"Step 144, Minibatch Loss= 0.2707, Training Accuracy= 0.881\n",
"Step 144, Minibatch Loss= 0.1859, Training Accuracy= 0.916\n",
"Step 144, Minibatch Loss= 0.1884, Training Accuracy= 0.920\n",
"Step 144, Minibatch Loss= 0.1935, Training Accuracy= 0.927\n",
"Step 144, Minibatch Loss= 0.2957, Training Accuracy= 0.860\n",
"Step 144, Minibatch Loss= 0.2154, Training Accuracy= 0.904\n",
"Step 144, Minibatch Loss= 0.1999, Training Accuracy= 0.920\n",
"Step 144, Minibatch Loss= 0.2397, Training Accuracy= 0.909\n",
"Step 144, Minibatch Loss= 0.1996, Training Accuracy= 0.918\n",
"Step 144, Minibatch Loss= 0.2322, Training Accuracy= 0.900\n",
"Step 144, Minibatch Loss= 0.1802, Training Accuracy= 0.920\n",
"Step 144, Minibatch Loss= 0.2100, Training Accuracy= 0.916\n",
"Step 144, Minibatch Loss= 0.2183, Training Accuracy= 0.911\n",
"Step 144, Minibatch Loss= 0.2560, Training Accuracy= 0.878\n",
"Step 144, Minibatch Loss= 0.2199, Training Accuracy= 0.909\n",
"Step 144, Minibatch Loss= 0.2413, Training Accuracy= 0.884\n",
"Step 144, Minibatch Loss= 0.1752, Training Accuracy= 0.926\n",
"Step 144, Minibatch Loss= 0.2597, Training Accuracy= 0.906\n",
"Step 144, Minibatch Loss= 0.2245, Training Accuracy= 0.908\n",
"Step 144, Minibatch Loss= 0.1413, Training Accuracy= 0.948\n",
"Step 144, Minibatch Loss= 0.2084, Training Accuracy= 0.910\n",
"Step 144, Minibatch Loss= 0.1885, Training Accuracy= 0.926\n",
"Step 144, Minibatch Loss= 0.2631, Training Accuracy= 0.890\n",
"Step 144, Minibatch Loss= 0.2362, Training Accuracy= 0.909\n",
"Step 144, Minibatch Loss= 0.2149, Training Accuracy= 0.906\n",
"Step 144, Minibatch Loss= 0.1527, Training Accuracy= 0.939\n",
"Step 144, Minibatch Loss= 0.2531, Training Accuracy= 0.897\n",
"***********************\n",
"Testing Accuracy: 0.8563806\n",
"***********************\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 145, Minibatch Loss= 0.2074, Training Accuracy= 0.924\n",
"Step 145, Minibatch Loss= 0.2089, Training Accuracy= 0.904\n",
"Step 145, Minibatch Loss= 0.1888, Training Accuracy= 0.925\n",
"Step 145, Minibatch Loss= 0.2285, Training Accuracy= 0.901\n",
"Step 145, Minibatch Loss= 0.2498, Training Accuracy= 0.917\n",
"Step 145, Minibatch Loss= 0.1708, Training Accuracy= 0.926\n",
"Step 145, Minibatch Loss= 0.2626, Training Accuracy= 0.878\n",
"Step 145, Minibatch Loss= 0.1933, Training Accuracy= 0.926\n",
"Step 145, Minibatch Loss= 0.2704, Training Accuracy= 0.882\n",
"Step 145, Minibatch Loss= 0.2658, Training Accuracy= 0.874\n",
"Step 145, Minibatch Loss= 0.2237, Training Accuracy= 0.905\n",
"Step 145, Minibatch Loss= 0.1987, Training Accuracy= 0.932\n",
"Step 145, Minibatch Loss= 0.2168, Training Accuracy= 0.903\n",
"Step 145, Minibatch Loss= 0.2467, Training Accuracy= 0.900\n",
"Step 145, Minibatch Loss= 0.2428, Training Accuracy= 0.886\n",
"Step 145, Minibatch Loss= 0.2904, Training Accuracy= 0.867\n",
"Step 145, Minibatch Loss= 0.1774, Training Accuracy= 0.938\n",
"Step 145, Minibatch Loss= 0.1725, Training Accuracy= 0.928\n",
"Step 145, Minibatch Loss= 0.2054, Training Accuracy= 0.914\n",
"Step 145, Minibatch Loss= 0.2631, Training Accuracy= 0.904\n",
"Step 145, Minibatch Loss= 0.2265, Training Accuracy= 0.908\n",
"Step 145, Minibatch Loss= 0.2412, Training Accuracy= 0.906\n",
"Step 145, Minibatch Loss= 0.1970, Training Accuracy= 0.915\n",
"Step 145, Minibatch Loss= 0.1562, Training Accuracy= 0.943\n",
"Step 145, Minibatch Loss= 0.1976, Training Accuracy= 0.889\n",
"Step 145, Minibatch Loss= 0.2247, Training Accuracy= 0.906\n",
"Step 145, Minibatch Loss= 0.1918, Training Accuracy= 0.924\n",
"Step 145, Minibatch Loss= 0.2009, Training Accuracy= 0.908\n",
"Step 145, Minibatch Loss= 0.1730, Training Accuracy= 0.938\n",
"Step 145, Minibatch Loss= 0.3074, Training Accuracy= 0.846\n",
"Step 145, Minibatch Loss= 0.2471, Training Accuracy= 0.892\n",
"***********************\n",
"Testing Accuracy: 0.8569748\n",
"***********************\n",
"Step 146, Minibatch Loss= 0.2763, Training Accuracy= 0.864\n",
"Step 146, Minibatch Loss= 0.1582, Training Accuracy= 0.930\n",
"Step 146, Minibatch Loss= 0.2154, Training Accuracy= 0.903\n",
"Step 146, Minibatch Loss= 0.1664, Training Accuracy= 0.944\n",
"Step 146, Minibatch Loss= 0.2449, Training Accuracy= 0.883\n",
"Step 146, Minibatch Loss= 0.1851, Training Accuracy= 0.929\n",
"Step 146, Minibatch Loss= 0.2461, Training Accuracy= 0.894\n",
"Step 146, Minibatch Loss= 0.2506, Training Accuracy= 0.887\n",
"Step 146, Minibatch Loss= 0.2085, Training Accuracy= 0.907\n",
"Step 146, Minibatch Loss= 0.1271, Training Accuracy= 0.961\n",
"Step 146, Minibatch Loss= 0.1534, Training Accuracy= 0.948\n",
"Step 146, Minibatch Loss= 0.2159, Training Accuracy= 0.909\n",
"Step 146, Minibatch Loss= 0.2435, Training Accuracy= 0.911\n",
"Step 146, Minibatch Loss= 0.2580, Training Accuracy= 0.889\n",
"Step 146, Minibatch Loss= 0.2342, Training Accuracy= 0.907\n",
"Step 146, Minibatch Loss= 0.2087, Training Accuracy= 0.911\n",
"Step 146, Minibatch Loss= 0.1387, Training Accuracy= 0.957\n",
"Step 146, Minibatch Loss= 0.2450, Training Accuracy= 0.897\n",
"Step 146, Minibatch Loss= 0.2063, Training Accuracy= 0.905\n",
"Step 146, Minibatch Loss= 0.2994, Training Accuracy= 0.886\n",
"Step 146, Minibatch Loss= 0.1954, Training Accuracy= 0.923\n",
"Step 146, Minibatch Loss= 0.1927, Training Accuracy= 0.932\n",
"Step 146, Minibatch Loss= 0.2345, Training Accuracy= 0.897\n",
"Step 146, Minibatch Loss= 0.1410, Training Accuracy= 0.944\n",
"Step 146, Minibatch Loss= 0.2433, Training Accuracy= 0.897\n",
"Step 146, Minibatch Loss= 0.2256, Training Accuracy= 0.908\n",
"Step 146, Minibatch Loss= 0.2205, Training Accuracy= 0.903\n",
"Step 146, Minibatch Loss= 0.2631, Training Accuracy= 0.874\n",
"Step 146, Minibatch Loss= 0.2954, Training Accuracy= 0.878\n",
"Step 146, Minibatch Loss= 0.1784, Training Accuracy= 0.925\n",
"Step 146, Minibatch Loss= 0.2275, Training Accuracy= 0.895\n",
"***********************\n",
"Testing Accuracy: 0.8516684\n",
"***********************\n",
"Step 147, Minibatch Loss= 0.1426, Training Accuracy= 0.945\n",
"Step 147, Minibatch Loss= 0.1890, Training Accuracy= 0.924\n",
"Step 147, Minibatch Loss= 0.2182, Training Accuracy= 0.901\n",
"Step 147, Minibatch Loss= 0.3132, Training Accuracy= 0.859\n",
"Step 147, Minibatch Loss= 0.2014, Training Accuracy= 0.920\n",
"Step 147, Minibatch Loss= 0.2776, Training Accuracy= 0.885\n",
"Step 147, Minibatch Loss= 0.2250, Training Accuracy= 0.890\n",
"Step 147, Minibatch Loss= 0.2001, Training Accuracy= 0.922\n",
"Step 147, Minibatch Loss= 0.2080, Training Accuracy= 0.904\n",
"Step 147, Minibatch Loss= 0.2348, Training Accuracy= 0.906\n",
"Step 147, Minibatch Loss= 0.2332, Training Accuracy= 0.916\n",
"Step 147, Minibatch Loss= 0.1640, Training Accuracy= 0.939\n",
"Step 147, Minibatch Loss= 0.2710, Training Accuracy= 0.880\n",
"Step 147, Minibatch Loss= 0.2276, Training Accuracy= 0.906\n",
"Step 147, Minibatch Loss= 0.1603, Training Accuracy= 0.938\n",
"Step 147, Minibatch Loss= 0.2235, Training Accuracy= 0.898\n",
"Step 147, Minibatch Loss= 0.1943, Training Accuracy= 0.924\n",
"Step 147, Minibatch Loss= 0.2438, Training Accuracy= 0.885\n",
"Step 147, Minibatch Loss= 0.2731, Training Accuracy= 0.886\n",
"Step 147, Minibatch Loss= 0.1937, Training Accuracy= 0.915\n",
"Step 147, Minibatch Loss= 0.2087, Training Accuracy= 0.909\n",
"Step 147, Minibatch Loss= 0.2349, Training Accuracy= 0.905\n",
"Step 147, Minibatch Loss= 0.2098, Training Accuracy= 0.917\n",
"Step 147, Minibatch Loss= 0.1765, Training Accuracy= 0.925\n",
"Step 147, Minibatch Loss= 0.2286, Training Accuracy= 0.909\n",
"Step 147, Minibatch Loss= 0.2067, Training Accuracy= 0.920\n",
"Step 147, Minibatch Loss= 0.2387, Training Accuracy= 0.885\n",
"Step 147, Minibatch Loss= 0.2354, Training Accuracy= 0.899\n",
"Step 147, Minibatch Loss= 0.2238, Training Accuracy= 0.918\n",
"Step 147, Minibatch Loss= 0.2295, Training Accuracy= 0.889\n",
"Step 147, Minibatch Loss= 0.2593, Training Accuracy= 0.894\n",
"***********************\n",
"Testing Accuracy: 0.85023004\n",
"***********************\n",
"Step 148, Minibatch Loss= 0.2296, Training Accuracy= 0.906\n",
"Step 148, Minibatch Loss= 0.2827, Training Accuracy= 0.885\n",
"Step 148, Minibatch Loss= 0.2578, Training Accuracy= 0.879\n",
"Step 148, Minibatch Loss= 0.2466, Training Accuracy= 0.890\n",
"Step 148, Minibatch Loss= 0.1698, Training Accuracy= 0.927\n",
"Step 148, Minibatch Loss= 0.2172, Training Accuracy= 0.921\n",
"Step 148, Minibatch Loss= 0.2175, Training Accuracy= 0.910\n",
"Step 148, Minibatch Loss= 0.2347, Training Accuracy= 0.898\n",
"Step 148, Minibatch Loss= 0.2258, Training Accuracy= 0.898\n",
"Step 148, Minibatch Loss= 0.2637, Training Accuracy= 0.892\n",
"Step 148, Minibatch Loss= 0.2970, Training Accuracy= 0.872\n",
"Step 148, Minibatch Loss= 0.2973, Training Accuracy= 0.855\n",
"Step 148, Minibatch Loss= 0.2099, Training Accuracy= 0.921\n",
"Step 148, Minibatch Loss= 0.2044, Training Accuracy= 0.918\n",
"Step 148, Minibatch Loss= 0.2615, Training Accuracy= 0.892\n",
"Step 148, Minibatch Loss= 0.2098, Training Accuracy= 0.914\n",
"Step 148, Minibatch Loss= 0.2450, Training Accuracy= 0.889\n",
"Step 148, Minibatch Loss= 0.1581, Training Accuracy= 0.937\n",
"Step 148, Minibatch Loss= 0.2080, Training Accuracy= 0.933\n",
"Step 148, Minibatch Loss= 0.1989, Training Accuracy= 0.927\n",
"Step 148, Minibatch Loss= 0.1596, Training Accuracy= 0.936\n",
"Step 148, Minibatch Loss= 0.2378, Training Accuracy= 0.894\n",
"Step 148, Minibatch Loss= 0.2166, Training Accuracy= 0.913\n",
"Step 148, Minibatch Loss= 0.2922, Training Accuracy= 0.871\n",
"Step 148, Minibatch Loss= 0.1728, Training Accuracy= 0.934\n",
"Step 148, Minibatch Loss= 0.1610, Training Accuracy= 0.949\n",
"Step 148, Minibatch Loss= 0.1577, Training Accuracy= 0.941\n",
"Step 148, Minibatch Loss= 0.1966, Training Accuracy= 0.916\n",
"Step 148, Minibatch Loss= 0.2950, Training Accuracy= 0.855\n",
"Step 148, Minibatch Loss= 0.1933, Training Accuracy= 0.927\n",
"Step 148, Minibatch Loss= 0.2232, Training Accuracy= 0.907\n",
"***********************\n",
"Testing Accuracy: 0.8579219\n",
"***********************\n",
"Step 149, Minibatch Loss= 0.1495, Training Accuracy= 0.935\n",
"Step 149, Minibatch Loss= 0.2297, Training Accuracy= 0.897\n",
"Step 149, Minibatch Loss= 0.2718, Training Accuracy= 0.888\n",
"Step 149, Minibatch Loss= 0.2181, Training Accuracy= 0.921\n",
"Step 149, Minibatch Loss= 0.2322, Training Accuracy= 0.892\n",
"Step 149, Minibatch Loss= 0.3053, Training Accuracy= 0.871\n",
"Step 149, Minibatch Loss= 0.1930, Training Accuracy= 0.926\n",
"Step 149, Minibatch Loss= 0.2361, Training Accuracy= 0.891\n",
"Step 149, Minibatch Loss= 0.1603, Training Accuracy= 0.939\n",
"Step 149, Minibatch Loss= 0.2402, Training Accuracy= 0.909\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Step 149, Minibatch Loss= 0.2255, Training Accuracy= 0.904\n",
"Step 149, Minibatch Loss= 0.2115, Training Accuracy= 0.893\n",
"Step 149, Minibatch Loss= 0.1431, Training Accuracy= 0.944\n",
"Step 149, Minibatch Loss= 0.1858, Training Accuracy= 0.927\n",
"Step 149, Minibatch Loss= 0.2100, Training Accuracy= 0.902\n",
"Step 149, Minibatch Loss= 0.1895, Training Accuracy= 0.932\n",
"Step 149, Minibatch Loss= 0.2391, Training Accuracy= 0.897\n",
"Step 149, Minibatch Loss= 0.1470, Training Accuracy= 0.942\n",
"Step 149, Minibatch Loss= 0.2217, Training Accuracy= 0.900\n",
"Step 149, Minibatch Loss= 0.2204, Training Accuracy= 0.899\n",
"Step 149, Minibatch Loss= 0.2198, Training Accuracy= 0.908\n",
"Step 149, Minibatch Loss= 0.1763, Training Accuracy= 0.929\n",
"Step 149, Minibatch Loss= 0.2246, Training Accuracy= 0.917\n",
"Step 149, Minibatch Loss= 0.2511, Training Accuracy= 0.904\n",
"Step 149, Minibatch Loss= 0.2595, Training Accuracy= 0.886\n",
"Step 149, Minibatch Loss= 0.2115, Training Accuracy= 0.908\n",
"Step 149, Minibatch Loss= 0.1814, Training Accuracy= 0.935\n",
"Step 149, Minibatch Loss= 0.2142, Training Accuracy= 0.905\n",
"Step 149, Minibatch Loss= 0.2042, Training Accuracy= 0.905\n",
"Step 149, Minibatch Loss= 0.2614, Training Accuracy= 0.896\n",
"Step 149, Minibatch Loss= 0.2330, Training Accuracy= 0.895\n",
"***********************\n",
"Testing Accuracy: 0.8592868\n",
"***********************\n",
"Step 150, Minibatch Loss= 0.2518, Training Accuracy= 0.884\n",
"Step 150, Minibatch Loss= 0.1700, Training Accuracy= 0.932\n",
"Step 150, Minibatch Loss= 0.2513, Training Accuracy= 0.893\n",
"Step 150, Minibatch Loss= 0.1611, Training Accuracy= 0.941\n",
"Step 150, Minibatch Loss= 0.1739, Training Accuracy= 0.932\n",
"Step 150, Minibatch Loss= 0.2311, Training Accuracy= 0.891\n",
"Step 150, Minibatch Loss= 0.2142, Training Accuracy= 0.907\n",
"Step 150, Minibatch Loss= 0.1706, Training Accuracy= 0.936\n",
"Step 150, Minibatch Loss= 0.2514, Training Accuracy= 0.893\n",
"Step 150, Minibatch Loss= 0.2804, Training Accuracy= 0.874\n",
"Step 150, Minibatch Loss= 0.1999, Training Accuracy= 0.924\n",
"Step 150, Minibatch Loss= 0.2682, Training Accuracy= 0.877\n",
"Step 150, Minibatch Loss= 0.1719, Training Accuracy= 0.923\n",
"Step 150, Minibatch Loss= 0.1419, Training Accuracy= 0.943\n",
"Step 150, Minibatch Loss= 0.2418, Training Accuracy= 0.908\n",
"Step 150, Minibatch Loss= 0.2142, Training Accuracy= 0.915\n",
"Step 150, Minibatch Loss= 0.1876, Training Accuracy= 0.917\n",
"Step 150, Minibatch Loss= 0.1626, Training Accuracy= 0.931\n",
"Step 150, Minibatch Loss= 0.2016, Training Accuracy= 0.904\n",
"Step 150, Minibatch Loss= 0.1424, Training Accuracy= 0.955\n",
"Step 150, Minibatch Loss= 0.2169, Training Accuracy= 0.921\n",
"Step 150, Minibatch Loss= 0.2052, Training Accuracy= 0.902\n",
"Step 150, Minibatch Loss= 0.2538, Training Accuracy= 0.890\n",
"Step 150, Minibatch Loss= 0.2732, Training Accuracy= 0.885\n",
"Step 150, Minibatch Loss= 0.2318, Training Accuracy= 0.910\n",
"Step 150, Minibatch Loss= 0.1966, Training Accuracy= 0.926\n",
"Step 150, Minibatch Loss= 0.3008, Training Accuracy= 0.865\n",
"Step 150, Minibatch Loss= 0.2169, Training Accuracy= 0.928\n",
"Step 150, Minibatch Loss= 0.1945, Training Accuracy= 0.923\n",
"Step 150, Minibatch Loss= 0.2417, Training Accuracy= 0.890\n",
"Step 150, Minibatch Loss= 0.2520, Training Accuracy= 0.905\n",
"***********************\n",
"Testing Accuracy: 0.8538157\n",
"***********************\n",
"Optimization Finished!\n"
]
}
],
"source": [
"sess = tf.Session()\n",
"\n",
"# Run the initializer\n",
"sess.run(init)\n",
"\n",
"for step in range(1, num_steps+1):\n",
" np.random.seed(step)\n",
" indices = np.arange(train_data.shape[0])\n",
" np.random.shuffle(indices)\n",
" train_data_new = train_data[indices]\n",
" train_label_new = train_label[indices]\n",
"\n",
" start_point = 0\n",
" end_point = start_point + batch_size\n",
" while(end_point < data_len):\n",
" batch_x = train_data_new[start_point: end_point]\n",
" batch_y = train_label_new[start_point: end_point]\n",
"\n",
" start_point += batch_size\n",
" end_point += batch_size\n",
"\n",
" # Run optimization op (backprop)\n",
" sess.run(train_op, feed_dict={X: batch_x, Y: batch_y})\n",
" if step % display_step == 0 or step == 1:\n",
" # Calculate batch loss and accuracy\n",
" loss, acc = sess.run([loss_op, accuracy], feed_dict={X: batch_x,\n",
" Y: batch_y})\n",
" print(\"Step \" + str(step) + \", Minibatch Loss= \" + \\\n",
" \"{:.4f}\".format(loss) + \", Training Accuracy= \" + \\\n",
" \"{:.3f}\".format(acc))\n",
"# print(\"Testing Accuracy:\", \\\n",
"# sess.run(accuracy, feed_dict={X: test_data[:128],\n",
"# Y: test_label[:128]}))\n",
" print('***********************')\n",
" print(\"Testing Accuracy:\", \\\n",
" sess.run(accuracy, feed_dict={X: test_data,\n",
" Y: test_label}))\n",
" print('***********************')\n",
"\n",
"print(\"Optimization Finished!\")\n",
"sess.close()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'1.8.0'"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tf.__version__"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"sess.close()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}