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Created July 21, 2014 06:59
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Notebook Demonstrating Using MLPs to Classify State Map Images
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MLP Hu.ipynb
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"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import pandas as pd\n",
"from sklearn import preprocessing"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"CSV_PATH = \"/Users/alex/states/data.csv\"\n",
"items = pd.read_csv(CSV_PATH)\n",
"features = range(0, 6+1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def log_ftr(ftr):\n",
" return np.log(ftr.abs()) * np.sign(ftr)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#We scale/center all the data together here. Technically this is data peaking since we should \"train scaler on test data\"\n",
"X = preprocessing.scale(log_ftr(items[features]))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
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"input": [
"TEST_FRAC = 0.15\n",
"VALID_FRAC = 0.15\n",
"\n",
"items_good = pd.DataFrame(np.hstack([items[\"State\"].values[:, np.newaxis], X]), columns=[\"State\"] + features)\n",
"\n",
"make_int = sorted(items_good[\"State\"].unique()).index\n",
"items_good[\"State\"] = items_good[\"State\"].apply(make_int)\n",
"\n",
"np.random.seed(seed=0)\n",
"items_good_suffle = items_good.ix[np.random.permutation(items_good.index)]\n",
"test_set_size = int(TEST_FRAC * len(items_good))\n",
"valid_set_size = int(VALID_FRAC * len(items_good))\n",
"\n",
"items_good_suffle[0:test_set_size].to_csv(\"/Users/alex/states/test.csv\", index=False)\n",
"items_good_suffle[test_set_size:test_set_size+valid_set_size].to_csv(\"/Users/alex/states/valid.csv\", index=False)\n",
"items_good_suffle[test_set_size+valid_set_size:].to_csv(\"/Users/alex/states/train.csv\", index=False)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
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"input": [
"train=\"\"\"\n",
"!obj:pylearn2.train.Train {\n",
" dataset: &train !obj:pylearn2.datasets.csv_dataset.CSVDataset {\n",
" path: '/Users/alex/states/train.csv',\n",
" one_hot: 1\n",
" },\n",
" model: !obj:pylearn2.models.mlp.MLP {\n",
" layers: [\n",
" !obj:pylearn2.models.mlp.Sigmoid {\n",
" layer_name: 'h0',\n",
" dim: 50,\n",
" sparse_init: 7,\n",
" },\n",
"\n",
" !obj:pylearn2.models.mlp.Softmax {\n",
" layer_name: 'y',\n",
" n_classes: 50,\n",
" irange: 0.\n",
" }\n",
" ],\n",
" nvis: 7,\n",
" },\n",
" algorithm: !obj:pylearn2.training_algorithms.bgd.BGD {\n",
" batch_size: 10000,\n",
" line_search_mode: 'exhaustive',\n",
" conjugate: 1,\n",
" updates_per_batch: 10,\n",
" monitoring_dataset:\n",
" {\n",
" 'train' : *train,\n",
" 'valid' : !obj:pylearn2.datasets.csv_dataset.CSVDataset {\n",
" path: '/Users/alex/states/valid.csv',\n",
" one_hot: 1\n",
" },\n",
" 'test' : !obj:pylearn2.datasets.csv_dataset.CSVDataset {\n",
" path: '/Users/alex/states/test.csv',\n",
" one_hot: 1\n",
" }\n",
" },\n",
" termination_criterion: !obj:pylearn2.termination_criteria.And {\n",
" criteria: [\n",
" !obj:pylearn2.termination_criteria.MonitorBased {\n",
" channel_name: \"valid_y_misclass\"\n",
" },\n",
" !obj:pylearn2.termination_criteria.EpochCounter {\n",
" max_epochs: 10000\n",
" }\n",
" ]\n",
" }\n",
" },\n",
" extensions: [\n",
" !obj:pylearn2.train_extensions.best_params.MonitorBasedSaveBest {\n",
" channel_name: 'valid_y_misclass',\n",
" save_path: \"mlp_best.pkl\"\n",
" },\n",
" ]\n",
"}\n",
"\"\"\""
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pylearn2.config import yaml_parse\n",
"train = yaml_parse.load(train)\n",
"train.main_loop()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"Using gpu device 0: GeForce GT 750M"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Couldn't import dot_parser, loading of dot files will not be possible.\n",
"compiling begin_record_entry...\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"compiling begin_record_entry done. Time elapsed: 0.241640 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitored channels: \n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min\n"
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},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u\n"
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},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u\n"
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{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u\n"
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{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u\n"
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"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u\n"
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"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u\n"
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"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u\n"
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{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u\n"
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},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Compiling accum...\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"graph size: 133\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"graph size: 128\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"graph size: 128\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Compiling accum done. Time elapsed: 3.885651 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.0\n"
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"text": [
"\tave_step_size: 0.0\n"
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"text": [
"\ttest_h0_col_norms_max: 4.10894346237\n"
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},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 2.61919975281\n"
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{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 0.709277868271\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.986663758755\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.893500208855\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.573803782463\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.502249658108\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.449611961842\n"
]
},
{
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]
},
{
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"text": [
"\ttest_h0_min_x_mean_u: 0.0218782685697\n"
]
},
{
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"text": [
"\ttest_h0_min_x_min_u: 7.45666817181e-09\n"
]
},
{
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"\ttest_h0_range_x_max_u: 0.999995172024\n"
]
},
{
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"text": [
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},
{
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"text": [
"\ttest_h0_range_x_min_u: 0.700467824936\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 8.65268325806\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 7.26084661484\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 6.57135438919\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 3.91202306747\n"
]
},
{
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"text": [
"\ttest_y_col_norms_max: 0.0\n"
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},
{
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"\ttest_y_col_norms_mean: 0.0\n"
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{
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"text": [
"\ttest_y_col_norms_min: 0.0\n"
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},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.019999999553\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.0199999976903\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.019999999553\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.980068683624\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 3.91202306747\n"
]
},
{
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"stream": "stdout",
"text": [
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},
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{
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"stream": "stdout",
"text": [
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]
},
{
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"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 4.10894393921\n"
]
},
{
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"stream": "stdout",
"text": [
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]
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{
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"stream": "stdout",
"text": [
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},
{
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"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
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},
{
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"text": [
"\ttrain_h0_max_x_mean_u: 0.987299323082\n"
]
},
{
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"text": [
"\ttrain_h0_max_x_min_u: 0.890885412693\n"
]
},
{
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"text": [
"\ttrain_h0_mean_x_max_u: 0.574983894825\n"
]
},
{
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"text": [
"\ttrain_h0_mean_x_mean_u: 0.501747250557\n"
]
},
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"text": [
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]
},
{
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"text": [
"\ttrain_h0_min_x_max_u: 0.213849365711\n"
]
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{
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"text": [
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]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 7.16876957796e-09\n"
]
},
{
"output_type": "stream",
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"text": [
"\ttrain_h0_range_x_max_u: 0.999995172024\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.964509725571\n"
]
},
{
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"text": [
"\ttrain_h0_range_x_min_u: 0.68965446949\n"
]
},
{
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"text": [
"\ttrain_h0_row_norms_max: 8.65268325806\n"
]
},
{
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"text": [
"\ttrain_h0_row_norms_mean: 7.26084709167\n"
]
},
{
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"text": [
"\ttrain_h0_row_norms_min: 6.57135438919\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 3.91202282906\n"
]
},
{
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"\ttrain_y_col_norms_max: 0.0\n"
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{
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"text": [
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},
{
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"text": [
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},
{
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"text": [
"\ttrain_y_min_max_class: 0.0200000014156\n"
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},
{
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"text": [
"\ttrain_y_misclass: 0.979160606861\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttrain_y_nll: 3.91202282906\n"
]
},
{
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"text": [
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{
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"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 4.10894346237\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 2.61919975281\n"
]
},
{
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"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 0.709277868271\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.986461639404\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.882054805756\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.576234519482\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.501531243324\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.44715064764\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.187174752355\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.0218418221921\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 5.63740965021e-09\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 0.999995052814\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.964619755745\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.694880127907\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 8.65268325806\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 7.26084661484\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 6.57135438919\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 3.91202282906\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 0.0\n"
]
},
{
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"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 0.0\n"
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},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 0.0\n"
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},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.019999999553\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.0199999976903\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.019999999553\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.983848750591\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 3.91202282906\n"
]
},
{
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"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 0.0\n"
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},
{
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},
{
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"text": [
"\tvalid_y_row_norms_min: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.668597 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 1\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 2\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 13580\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 31.8009548187\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.310326457024\n"
]
},
{
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"stream": "stdout",
"text": [
"\tave_step_size: 10.1590604782\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 4.71173334122\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 3.39323854446\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 1.62814760208\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
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"text": [
"\ttest_h0_max_x_mean_u: 0.995327234268\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.960045516491\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.568295001984\n"
]
},
{
"output_type": "stream",
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"text": [
"\ttest_h0_mean_x_mean_u: 0.492699235678\n"
]
},
{
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"text": [
"\ttest_h0_mean_x_min_u: 0.396625101566\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.0531773939729\n"
]
},
{
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"text": [
"\ttest_h0_min_x_mean_u: 0.00540603417903\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 6.29759716597e-11\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.989921212196\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.908521711826\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 11.2040481567\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 9.21664237976\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 7.72952699661\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.537281215191\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 5.07183885574\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 4.09977436066\n"
]
},
{
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"text": [
"\ttest_y_col_norms_min: 3.37069416046\n"
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},
{
"output_type": "stream",
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"text": [
"\ttest_y_max_max_class: 0.97163939476\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.649970531464\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.26915448904\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.0556701011956\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.537281215191\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 5.26645946503\n"
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},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 4.06309366226\n"
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},
{
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"text": [
"\ttest_y_row_norms_min: 2.36458587646\n"
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},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 4.71173334122\n"
]
},
{
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"stream": "stdout",
"text": [
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},
{
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"text": [
"\ttrain_h0_col_norms_min: 1.62814760208\n"
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},
{
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"text": [
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]
},
{
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"text": [
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},
{
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"text": [
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]
},
{
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"text": [
"\ttrain_h0_mean_x_max_u: 0.566277682781\n"
]
},
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"text": [
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},
{
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},
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"text": [
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},
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]
},
{
"output_type": "stream",
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"text": [
"\ttrain_h0_min_x_min_u: 6.03936484156e-11\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
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"text": [
"\ttrain_h0_range_x_mean_u: 0.989931225777\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.909307360649\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 11.2040491104\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 9.21664237976\n"
]
},
{
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"text": [
"\ttrain_h0_row_norms_min: 7.72952747345\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.547589838505\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 5.07183885574\n"
]
},
{
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"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 4.09977483749\n"
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},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 3.37069439888\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.972584843636\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.648945748806\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.266301423311\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.0544182620943\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.547589838505\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 5.26645994186\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 4.06309318542\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 2.36458587646\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.66859686375\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 4.71173334122\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 3.39323854446\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 1.62814760208\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.995368123055\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.960039496422\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.572330117226\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.492187649012\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.393212974072\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.053149484098\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.0053017209284\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 4.68944778842e-11\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.990066468716\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.908549666405\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 11.2040481567\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 9.21664237976\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 7.72952699661\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.547028839588\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 5.07183885574\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 4.09977436066\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 3.37069416046\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.972338438034\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.642102479935\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.26915448904\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.048797249794\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.547028839588\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 5.26645946503\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 4.06309366226\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 2.36458587646\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.550277 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 2\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 4\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 27160\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 27.4043998718\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.266930729151\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 8.41879844666\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 5.48817110062\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 4.01310253143\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.04462742805\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.99754011631\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.976478755474\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.610833227634\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.495023369789\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.39025208354\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.0204530060291\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.00307781156152\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 5.40070863465e-13\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.994462192059\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.958414554596\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 13.8323574066\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 10.8058948517\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 8.23977184296\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.273676246405\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 6.3258061409\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 5.062292099\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 3.81655263901\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.991876125336\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.794119119644\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.313985675573\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.0106529211625\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.273676246405\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 6.48662376404\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 5.01533794403\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 2.92535448074\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.77649986744\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 5.48817110062\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 4.01310300827\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.04462742805\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.997575521469\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.976521790028\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.607043027878\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.49432733655\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.384360909462\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.0248241201043\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.00297638098709\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 5.13757385159e-13\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.994599163532\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.959719181061\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 13.8323583603\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 10.8058948517\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 8.23977184296\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.28164434433\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 6.3258061409\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 5.062292099\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 3.81655287743\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.992272615433\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.795138835907\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.313985675573\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.0119293080643\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.28164434433\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 6.48662376404\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 5.01533794403\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 2.92535448074\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.55027699471\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 5.48817110062\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 4.01310253143\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.04462742805\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.997564017773\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.976496040821\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.612417936325\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.494622945786\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.386875212193\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.0202402174473\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.00302672199905\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 3.78466165742e-13\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.994537293911\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.958386480808\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 13.8323574066\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 10.8058948517\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 8.23977184296\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.280259013176\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 6.3258061409\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 5.062292099\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 3.81655263901\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.992162048817\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.791596114635\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.313985675573\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.00996563583612\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.280259013176\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 6.48662376404\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 5.01533794403\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 2.92535448074\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.470100 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 3\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 6\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 40740\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 23.7439136505\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.227064028382\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 6.94632720947\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 5.98403263092\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 4.35521650314\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.18447351456\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.998193979263\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.982903778553\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.615122616291\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.495844483376\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.383790880442\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.0217526424676\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.0026446657721\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 4.11430228265e-14\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.99554926157\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.971401035786\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 15.1421384811\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 11.6865034103\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 8.54699993134\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.185366913676\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 6.94525337219\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 5.55204820633\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 4.01203918457\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.994650900364\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.853015065193\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.375733435154\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.0103092780337\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.185366913676\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 7.16359901428\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 5.50105237961\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 3.17654085159\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.63714396954\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 5.98403263092\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 4.35521697998\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.18447375298\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.998254776001\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.982926487923\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.611232459545\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.495161235332\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.377865225077\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.0234117954969\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.00250783492811\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 3.89729989546e-14\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.995746850967\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.973536074162\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 15.1421394348\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 11.686504364\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 8.54699993134\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.191188827157\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 6.94525384903\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 5.55204868317\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 4.01203918457\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.994971215725\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.854191601276\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.372869253159\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.0116347577423\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.191188827157\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 7.16359949112\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 5.50105237961\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 3.17654109001\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.4701000452\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 5.98403263092\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 4.35521650314\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.18447351456\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.998229086399\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.982916891575\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.616926431656\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.495517700911\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.380610644817\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.0209275130183\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.00258087879047\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 2.79127713781e-14\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.995648145676\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.973487436771\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 15.1421384811\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 11.6865034103\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 8.54699993134\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.189709991217\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 6.94525337219\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 5.55204820633\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 4.01203918457\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.994876861572\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.851314067841\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.396439909935\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.00962199270725\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.189709991217\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 7.16359901428\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 5.50105237961\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 3.17654085159\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.335386 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 4\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 8\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 54320\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 20.8750038147\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.192352846265\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 5.7320599556\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 6.41980075836\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 4.654337883\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.2982647419\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.998574018478\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.986522734165\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.616568207741\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.495890766382\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.385030984879\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.0164088960737\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.00222243927419\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 5.58430102697e-15\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.996351540089\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.973672926426\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 16.1919155121\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 12.4628667831\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 8.88022899628\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.127861499786\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 7.46637296677\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 5.96640253067\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 4.24767780304\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.993569374084\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.894674420357\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.343706607819\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.00790377985686\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.127861499786\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 7.85054397583\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 5.91314697266\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 3.39376330376\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.56070888042\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 6.4198012352\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 4.654337883\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.2982647419\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.998607873917\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.986239254475\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.612663388252\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.495246320963\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.379236757755\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.0190186630934\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.0020878133364\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 5.27352548565e-15\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.996520042419\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.979669868946\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 16.1919155121\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 12.4628677368\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 8.88022899628\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.133277356625\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 7.4663734436\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 5.96640300751\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 4.24767827988\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.993806183338\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.895736217499\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.337296783924\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.010603829287\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.133277356625\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 7.85054397583\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 5.91314649582\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 3.39376354218\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.33538603783\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 6.41980075836\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 4.654337883\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.2982647419\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.998604893684\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.986531198025\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.618473947048\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.495634257793\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.382002562284\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.0163864530623\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.00216022529639\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 3.69928595406e-15\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.996444702148\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.976199626923\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 16.1919155121\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 12.4628667831\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 8.88022899628\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.132256001234\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 7.46637296677\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 5.96640253067\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 4.24767780304\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.993588447571\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.894096314907\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.360335320234\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.00824742298573\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.132256001234\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 7.85054397583\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 5.91314697266\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 3.39376330376\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.311444 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 5\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 10\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 67900\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 18.9257831573\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.162554100156\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 4.73780727386\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 6.93692016602\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 4.94304037094\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.39985799789\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.998855113983\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.989030301571\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.613490641117\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.495645701885\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.383449703455\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.0134571045637\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.00174982508179\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 8.83119886e-16\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.997105240822\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.975573182106\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 17.2049541473\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 13.2110128403\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 9.12826347351\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.0878561362624\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 7.94743299484\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 6.35983276367\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 4.53858184814\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.995761573315\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.924102783203\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.348057717085\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.00378006882966\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.0878561362624\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 8.50674629211\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 6.30471801758\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 3.60042142868\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.42788887024\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 6.93692064285\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 4.94304037094\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.39985799789\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.998866558075\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.987830936909\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.60934472084\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.495024293661\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.377756536007\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.0146829271689\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.00158763886429\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 8.31573166599e-16\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.997279047966\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.983471214771\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 17.2049541473\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 13.2110137939\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 9.12826347351\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.0920865163207\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 7.94743394852\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 6.35983276367\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 4.53858184814\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.995782494545\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.924111962318\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.348244935274\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.00714285671711\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.0920865163207\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 8.50674724579\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 6.30471801758\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 3.60042142868\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.31144404411\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 6.93692016602\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 4.94304037094\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.39985799789\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.998885095119\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.989035964012\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.615318596363\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.495461434126\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.380670845509\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.0124073037878\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.00169543724041\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 5.71949627331e-16\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.997189760208\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.978448033333\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 17.2049541473\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 13.2110128403\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 9.12826347351\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.0908736884594\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 7.94743299484\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 6.35983276367\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 4.53858184814\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.995742619038\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.923412144184\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.348034083843\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.00618556700647\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.0908736884594\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 8.50674629211\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 6.30471801758\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 3.60042142868\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.680422 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 6\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 12\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 81480\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 17.6375331879\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.136624887586\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 3.91687583923\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 7.38406229019\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 5.17957782745\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.48105287552\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.998972415924\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.990217208862\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.619544863701\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.494981259108\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.383445978165\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.0125406915322\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.00147283333354\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 2.03625542615e-16\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.997499704361\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.977676510811\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 18.0131015778\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 13.8250026703\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 9.35947322845\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.0639808699489\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 8.34664535522\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 6.67823171616\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 4.76476383209\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.99578499794\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.944358885288\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.422759920359\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.00343642616645\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.0639808699489\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 9.02852249146\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 6.62207603455\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 3.76740479469\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.39779305458\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 7.38406276703\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 5.17957782745\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.48105287552\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.998971939087\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.988648235798\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.612410604954\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.494371443987\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.377840280533\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.0119762662798\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.00130638596602\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 1.91320589111e-16\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.997665464878\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.984170556068\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 18.0131015778\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 13.8250026703\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 9.35947322845\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.0672836005688\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 8.34664535522\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 6.67823171616\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 4.76476383209\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.996163070202\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.944423019886\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.422759890556\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.00559646543115\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.0672836005688\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 9.02852344513\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 6.62207603455\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 3.76740503311\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.68042194843\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 7.38406229019\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 5.17957782745\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.48105287552\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.99899995327\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.990221321583\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.612275660038\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.494827181101\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.380949735641\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.0110831772909\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.00142892810982\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 1.29601229007e-16\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.997571051121\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.979663431644\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 18.0131015778\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 13.8250026703\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 9.35947322845\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.066491574049\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 8.34664535522\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 6.67823171616\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 4.76476383209\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.996046364307\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.94378554821\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.422759920359\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.00515463901684\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.066491574049\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 9.02852249146\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 6.62207603455\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 3.76740479469\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.404910 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 7\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 14\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 95060\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 17.1878585815\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.114569269121\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 3.24519062042\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 7.8514084816\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 5.42807722092\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.56439304352\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.999088346958\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.991467416286\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.62827283144\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.494684785604\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.379737913609\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.0108574824408\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.00115592998918\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 4.44976053346e-17\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.997932434082\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.980609953403\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 18.8517799377\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 14.4705648422\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 9.60171508789\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.0446190908551\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 9.03232002258\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 7.01152849197\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 5.064412117\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.996899902821\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.958819925785\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.340852886438\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.00309278350323\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.0446190908551\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 9.58613300323\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 6.95408391953\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 3.94243741035\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.79897201061\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 7.85140895844\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 5.42807769775\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.56439304352\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.999073266983\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.989306151867\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.6204251647\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.494090139866\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.379051566124\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.00931683182716\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.0010183166014\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 4.17151649686e-17\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.998054981232\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.985487937927\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 18.8517799377\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 14.4705657959\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 9.60171604156\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.0471306480467\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 9.03232002258\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 7.01152801514\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 5.064412117\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.997202992439\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.958082199097\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.332601189613\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.00390279828571\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.0471306480467\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 9.58613300323\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 6.95408439636\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 3.94243764877\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.40490996838\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 7.8514084816\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 5.42807722092\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.56439304352\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.999113082886\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.991319537163\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.621026873589\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.494560271502\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.378941744566\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.0108885299414\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.00115270435344\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 2.7820089086e-17\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.997960448265\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.980581343174\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 18.8517799377\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 14.4705648422\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 9.60171508789\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.046676017344\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 9.03232002258\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 7.01152849197\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 5.064412117\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.997110009193\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.957248926163\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.340852886438\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.00412371149287\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.046676017344\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 9.58613300323\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 6.95408391953\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 3.94243741035\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.485113 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 8\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 16\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 108640\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 17.557258606\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.0957726761699\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 2.69241595268\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 8.28729820251\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 5.66446876526\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.64033579826\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.999205231667\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.992037713528\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.631649851799\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.494413971901\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.373730897903\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.00952404178679\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.000971970730461\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 1.03892644166e-17\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.998233258724\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.982886850834\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 19.6763534546\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 15.0882673264\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 9.84712123871\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.0311106555164\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 9.6840763092\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 7.32844686508\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 5.18711853027\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.997569561005\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.970602273941\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.474620252848\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.000687285210006\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.0311106555164\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 10.1210250854\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 7.27014112473\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 4.10481309891\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.49277102947\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 8.28729820251\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 5.66446876526\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.64033579826\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.99918115139\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.990349113941\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.623615264893\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.493825048208\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.375827461481\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.00799194630235\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.000849658390507\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 9.71798170689e-18\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.998331606388\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.987289488316\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 19.6763553619\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 15.08826828\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 9.84712123871\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.0331008732319\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 9.68407726288\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 7.32844638824\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 5.18711853027\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.997830152512\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.969960451126\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.433692395687\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.000957290118095\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.0331008732319\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 10.1210250854\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 7.27014160156\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 4.10481309891\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.48511302471\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 8.28729820251\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 5.66446876526\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.64033579826\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.999189972878\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.991714298725\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.624462306499\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.494294017553\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.373169928789\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.00978464726359\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.000971198140178\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 6.38159957776e-18\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.998218774796\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.982627570629\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 19.6763534546\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 15.0882673264\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 9.84712123871\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.0327051617205\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 9.6840763092\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 7.32844686508\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 5.18711853027\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.997750818729\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.969347059727\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.474620252848\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.000687285210006\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.0327051617205\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 10.1210250854\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 7.27014112473\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 4.10481309891\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.356207 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 9\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 18\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 122220\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 19.5996685028\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.0799123197794\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 2.24436545372\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 8.76061725616\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 5.92407417297\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.72436022758\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.999336540699\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.992653429508\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.631788730621\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.493859946728\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.368308961391\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.00706520676613\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.000782008981332\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 2.08809875597e-18\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.998554587364\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.986794173717\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 20.7285785675\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 15.7678155899\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 10.1227312088\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.0209781415761\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 10.3408069611\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 7.67506837845\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 5.41769075394\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.999428987503\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.980099737644\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.424247533083\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.000343642605003\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.0209781415761\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 10.7186498642\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 7.61705636978\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 4.29019546509\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.58122098446\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 8.76061725616\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 5.92407464981\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.72436022758\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.999315619469\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.991443097591\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.625355362892\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.493241220713\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.370916545391\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.00667292205617\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.000694856455084\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 1.94846549869e-18\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.99862074852\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.989411711693\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 20.7285785675\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 15.7678165436\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 10.1227312088\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.0229835733771\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 10.3408069611\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 7.67506885529\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 5.41769075394\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.999491512775\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.979426324368\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.42355248332\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.0010309277568\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.0229835733771\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 10.7186508179\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 7.61705732346\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 4.29019594193\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.35620701313\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 8.76061725616\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 5.92407417297\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.72436022758\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.999299943447\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.992376565933\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.62454944849\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.493699520826\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.367922157049\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.00754646584392\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.000779815774877\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 1.25793998302e-18\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.99852013588\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.986633121967\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 20.7285785675\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 15.7678155899\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 10.1227312088\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.0222925432026\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 10.3408069611\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 7.67506837845\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 5.41769075394\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.999473631382\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.979044914246\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.424247533083\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.000343642605003\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.0222925432026\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 10.7186498642\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 7.61705636978\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 4.29019546509\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.311814 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 10\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 20\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 135800\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 22.4137973785\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.0664715245366\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 1.87220489979\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 9.16627311707\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 6.14235782623\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.79840111732\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.999397873878\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.992285728455\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.631160020828\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.493343055248\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.363222777843\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.00647501973435\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.000660592631903\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 5.46611547027e-19\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.9987372756\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.988796830177\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 21.5981349945\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 16.3391952515\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 10.3798084259\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.014665751718\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 10.8979959488\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 7.96779966354\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 5.46180820465\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.998819112778\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.985891103745\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.580395162106\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.014665751718\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 11.2338504791\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 7.91070556641\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 4.45572423935\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.45738005638\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 9.16627311707\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 6.14235782623\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.79840135574\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.999384820461\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.991549432278\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.627930104733\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.492753982544\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.365905433893\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.00588711351156\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.000596133992076\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 5.09085309466e-19\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.998788714409\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.990700960159\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 21.5981349945\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 16.3391971588\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 10.3798084259\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.0160221271217\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 10.8979978561\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 7.96780014038\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 5.46180868149\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.998960375786\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.985268354416\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.511931777\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.000294550787657\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.0160221271217\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 11.2338514328\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 7.91070604324\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 4.45572423935\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.31181395054\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 9.16627311707\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 6.14235782623\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.79840111732\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.999366998672\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.992023944855\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.623823523521\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.493180304766\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.362972617149\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.00692768255249\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.000657837255858\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 3.24269482577e-19\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.998709082603\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.988660633564\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 21.5981349945\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 16.3391952515\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 10.3798084259\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.0155597859994\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 10.8979959488\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 7.96779966354\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 5.46180820465\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.998918116093\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.985092043877\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.487904042006\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.0155597859994\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 11.2338504791\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 7.91070556641\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 4.45572423935\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.822552 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 11\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 22\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 149380\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 25.8935813904\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.0552512444556\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 1.56692409515\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 9.52697849274\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 6.33942890167\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.86025977135\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.999430835247\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.991285562515\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.634014189243\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.492836654186\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.356238931417\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.00559286819771\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.000558131316211\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 1.65173945031e-19\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.998872697353\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.991258144379\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 22.4181594849\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 16.8537273407\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 10.5910930634\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.0110283661634\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 11.3999423981\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 8.23276233673\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 5.55913496017\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.999008059502\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.989235818386\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.688693344593\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.0110283661634\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 11.7213602066\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 8.17752552032\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 4.60189056396\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.40147995949\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 9.52697849274\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 6.33942890167\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.86025977135\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.999446868896\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.992225706577\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.639913260937\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.492248892784\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.358978778124\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.0050289798528\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.00052637088811\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 1.5355864902e-19\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.998920559883\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.991812169552\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 22.4181594849\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 16.8537273407\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 10.5910930634\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.0115736396983\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 11.3999433517\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 8.23276233673\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 5.55913496017\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.999070048332\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.988801598549\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.512446820736\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.0115736396983\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 11.7213611603\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 8.17752552032\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 4.6018910408\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.82255196571\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 9.52697849274\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 6.33942890167\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.86025977135\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.999404609203\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.991065382957\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.631394505501\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.492639034986\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.35610345006\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.00599426450208\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.000553653808311\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 9.65725157973e-20\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.998850882053\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.99104309082\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 22.4181594849\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 16.8537273407\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 10.5910930634\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.0119368834421\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 11.3999423981\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 8.23276233673\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 5.55913496017\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.999021887779\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.988425254822\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.595729529858\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.0119368834421\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 11.7213602066\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 8.17752552032\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 4.60189056396\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.415516 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 12\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 24\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 162960\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 32.0233192444\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.045830052346\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 1.31684112549\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 9.90376186371\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 6.54222297668\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.92846798897\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.999464809895\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.990961194038\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.630604863167\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.492322146893\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.350226044655\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.0049525606446\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.000534604536369\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 4.5902856517e-20\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.998930156231\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.990951061249\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 23.1966266632\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 17.3876132965\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 10.8113327026\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.00750502292067\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 11.9120645523\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 8.50857162476\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 5.67657518387\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.999376296997\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.99271863699\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.582082867622\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.00750502292067\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 12.2053632736\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 8.45337581635\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 4.75715255737\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.90222394466\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 9.90376186371\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 6.54222297668\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.92846822739\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.999509572983\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.993218362331\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.631585896015\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.491787940264\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.353007495403\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.0046623069793\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.000485368189402\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 4.25933747409e-20\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.999024152756\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.992665529251\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 23.1966266632\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 17.3876132965\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 10.8113327026\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.00857196096331\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 11.912065506\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 8.50857162476\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 5.67657518387\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.999403834343\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.992447018623\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.511233329773\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.000294550787657\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.00857196096331\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 12.2053642273\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 8.45337677002\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 4.75715351105\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.41551601887\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 9.90376186371\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 6.54222297668\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.92846798897\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.999444782734\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.990796804428\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.623649418354\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.492166489363\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.350183486938\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.0049581034109\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.000522912712768\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 2.6424229738e-20\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.998921990395\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.990788578987\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 23.1966266632\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 17.3876132965\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 10.8113327026\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.00827135425061\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 11.9120645523\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 8.50857162476\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 5.67657518387\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.999382138252\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.992087543011\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.501953840256\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.000343642605003\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.00827135425061\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 12.2053632736\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 8.45337581635\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 4.75715255737\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.319473 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 13\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 26\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 176540\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 40.6727714539\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.0379623770714\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 1.11245465279\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 10.2439346313\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 6.74060916901\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 2.98988032341\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.999481379986\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.989932954311\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.634294271469\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.49160900712\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.343921393156\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.00405907351524\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.000438103859778\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 1.29611334078e-20\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.999043285847\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.989923298359\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 24.0032901764\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 17.9032440186\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 11.0308494568\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.00539043638855\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 12.3894119263\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 8.77553367615\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 5.93025922775\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.999825239182\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.994674682617\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.817628383636\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.00539043638855\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 12.685716629\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 8.72227287292\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 4.90641546249\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.49385297298\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 10.2439346313\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 6.74060916901\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 2.98988080025\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.999542951584\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.993278861046\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.640269756317\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.491050690413\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.346752285957\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.00414645019919\n"
]
},
{
"output_type": "stream",
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"text": [
"\ttrain_h0_min_x_mean_u: 0.000410313718021\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 1.2004171873e-20\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.999132514\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.992934465408\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 24.0032920837\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 17.9032440186\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 11.0308504105\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.00566650554538\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 12.3894128799\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 8.7755355835\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 5.93025922775\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.999848544598\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.99445104599\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.54743629694\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.00566650554538\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 12.6857175827\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 8.7222738266\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 4.90641546249\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.31947302818\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 10.2439346313\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 6.74060916901\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 2.98988032341\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.999455034733\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.989240169525\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.632369458675\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.491419404745\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.343945294619\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.00406356528401\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.000425595033448\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 7.34757396267e-21\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.999029457569\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.989232540131\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 24.0032901764\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 17.9032440186\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 11.0308494568\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.0059073404409\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 12.3894119263\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 8.77553367615\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 5.93025922775\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.999841451645\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.994191884995\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.716074645519\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.0059073404409\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 12.685716629\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 8.72227287292\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 4.90641546249\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.202919 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 14\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 28\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 190120\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 53.1033630371\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.0313519760966\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 0.941367924213\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 10.6015892029\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 6.93786764145\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 3.0419344902\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.999523878098\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.990618109703\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.635254502296\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.490674942732\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.337250083685\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.00338143482804\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.00036434904905\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 3.90560313631e-21\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.999159574509\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.990613460541\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 24.7721977234\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 18.4209461212\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 11.2823543549\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.00378456432372\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 12.8505926132\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 9.04160785675\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 5.93484640121\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.999755382538\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.996247947216\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.876141607761\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.00378456432372\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 13.176486969\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 8.99102592468\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 5.06251716614\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.4029109478\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 10.6015892029\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 6.93786764145\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 3.04193496704\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.999582707882\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.993854403496\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.641111314297\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.49011978507\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.340153098106\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.00373907061294\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.000352370174369\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 3.61124114103e-21\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.999230325222\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.993517994881\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 24.7721996307\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 18.4209480286\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 11.2823543549\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.00395165244117\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 12.8505935669\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 9.04160881042\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 5.93484640121\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.999758839607\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.996100485325\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.7185972929\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.00395165244117\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 13.1764879227\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 8.99102687836\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 5.06251716614\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.20291900635\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 10.6015892029\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 6.93786764145\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 3.0419344902\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.999502420425\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.990045964718\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.633487939835\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.490444153547\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.337326616049\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.00331547018141\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.000352514209226\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 2.18389414205e-21\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.999149858952\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.990042209625\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 24.7721977234\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 18.4209461212\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 11.2823543549\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.00416835956275\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 12.8505926132\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 9.04160785675\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 5.93484640121\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.999759376049\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.995883047581\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.818115115166\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.00416835956275\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 13.176486969\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 8.99102592468\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 5.06251716614\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Time this epoch: 1.210632 seconds\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Monitoring step:\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tEpochs seen: 15\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tBatches seen: 30\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tExamples seen: 203700\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_mult: 68.9086837769\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_grad_size: 0.0258632134646\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tave_step_size: 0.799399673939\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_max: 10.921831131\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_mean: 7.1185131073\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_col_norms_min: 3.08898949623\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_mean_u: 0.999567627907\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_max_x_min_u: 0.991416335106\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_max_u: 0.636807858944\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_mean_u: 0.49024283886\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_mean_x_min_u: 0.332560777664\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_max_u: 0.00358301308006\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_mean_u: 0.000331422052113\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_min_x_min_u: 1.16284337635e-21\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_mean_u: 0.999236285686\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_range_x_min_u: 0.991414070129\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_max: 25.4542999268\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_mean: 18.8942432404\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_h0_row_norms_min: 11.5035228729\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_objective: 0.0027123959735\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_max: 13.2484397888\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_mean: 9.28616523743\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_col_norms_min: 6.1819357872\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_max_max_class: 0.999912142754\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_mean_max_class: 0.997304677963\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_min_max_class: 0.906351566315\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_nll: 0.0027123959735\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_max: 13.618016243\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_mean: 9.23698806763\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttest_y_row_norms_min: 5.20673513412\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttotal_seconds_last_epoch: 1.28358101845\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_max: 10.921831131\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_mean: 7.11851358414\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_col_norms_min: 3.08898973465\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_mean_u: 0.999623000622\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_max_x_min_u: 0.994499444962\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_max_u: 0.642434298992\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_mean_u: 0.489699959755\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_mean_x_min_u: 0.335520893335\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_max_u: 0.00356000545435\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_mean_u: 0.000322024076013\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_min_x_min_u: 1.07326694576e-21\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_mean_u: 0.999300956726\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_range_x_min_u: 0.994053959846\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_max: 25.4542999268\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_mean: 18.8942451477\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_h0_row_norms_min: 11.5035228729\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_objective: 0.00281183118932\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_max: 13.2484397888\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_mean: 9.28616523743\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_col_norms_min: 6.1819357872\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_max_max_class: 0.999924659729\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_mean_max_class: 0.997214257717\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_min_max_class: 0.792348444462\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_nll: 0.00281183118932\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_max: 13.6180171967\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_mean: 9.23698806763\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttrain_y_row_norms_min: 5.20673513412\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\ttraining_seconds_this_epoch: 1.21063196659\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_max: 10.921831131\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_mean: 7.1185131073\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_col_norms_min: 3.08898949623\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_mean_u: 0.999551415443\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_max_x_min_u: 0.991009473801\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_max_u: 0.634968757629\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_mean_u: 0.490015029907\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_mean_x_min_u: 0.332670867443\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_max_u: 0.00350979506038\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_mean_u: 0.000320070306771\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_min_x_min_u: 6.40614781276e-22\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_max_u: 1.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_mean_u: 0.999231278896\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_range_x_min_u: 0.991007685661\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_max: 25.4542999268\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_mean: 18.8942432404\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_h0_row_norms_min: 11.5035228729\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_objective: 0.00297841592692\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_max: 13.2484397888\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_mean: 9.28616523743\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_col_norms_min: 6.1819357872\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_max_max_class: 0.999920785427\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_mean_max_class: 0.997048795223\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_min_max_class: 0.857743740082\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_misclass: 0.0\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_nll: 0.00297841592692\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_max: 13.618016243\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_mean: 9.23698806763\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\tvalid_y_row_norms_min: 5.20673513412\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#TODO: Remove this\n",
"import sys\n",
"sys.path.append(\"/Users/alex/git/pylearn2/pylearn2/scripts/\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Right now I am using this fork of pylearn2 to support inline rendering:\n",
"# https://github.com/cancan101/pylearn2/compare/ipython_embed_script\n",
"\n",
"%matplotlib inline\n",
"\n",
"import plot_monitor\n",
"\n",
"plot_monitor.run(model_paths=[\"mlp_best.pkl\"], options_out=None, show_codes=[\"test_y_misclass\",\n",
" \"valid_y_misclass\",\n",
" \"train_y_misclass\"])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"generating names...\n",
"...done\n",
"set x_axis to example"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
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zZswA8Hs0JqDWcHytW7euNfRe69at6x3ir76h8AoKCsjOzvZZ7969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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x111989d10>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
}
],
"metadata": {}
}
]
}
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