From d8d85974a9be6e7b60011623f095378027bd757d Mon Sep 17 00:00:00 2001
From: Jean-Luc Parouty <Jean-Luc.Parouty@grenoble-inp.fr>
Date: Tue, 12 Jan 2021 11:42:47 +0100
Subject: [PATCH] Update ci

---
 GTSRB/07-Show-report.ipynb      |   2 +-
 README.ipynb                    |  10 +-
 fidle/01-update-index.ipynb     |   2 +-
 fidle/02-running-ci-tests.ipynb |   4 +-
 fidle/03-ci-report.ipynb        | 263 ++++++++++++++++----------------
 fidle/cookci.py                 |   2 +-
 fidle/logs/catalog.json         |   6 +-
 fidle/logs/ci_report.html       | 179 +++++++++++++++++++---
 fidle/logs/ci_report.json       | 148 ++++++++++++++++--
 9 files changed, 446 insertions(+), 170 deletions(-)

diff --git a/GTSRB/07-Show-report.ipynb b/GTSRB/07-Show-report.ipynb
index 0999929..ee51391 100644
--- a/GTSRB/07-Show-report.ipynb
+++ b/GTSRB/07-Show-report.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
     "\n",
-    "# <!-- TITLE --> [GTSRB7] - Batch reportss\n",
+    "# <!-- TITLE --> [GTSRB7] - Batch reports\n",
     "<!-- DESC -->  Episode 7 : Displaying our jobs report, and the winner is...\n",
     "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n",
     "\n",
diff --git a/README.ipynb b/README.ipynb
index dd5f7df..d59b0d5 100644
--- a/README.ipynb
+++ b/README.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2021-01-10T20:53:42.241597Z",
-     "iopub.status.busy": "2021-01-10T20:53:42.241103Z",
-     "iopub.status.idle": "2021-01-10T20:53:42.245307Z",
-     "shell.execute_reply": "2021-01-10T20:53:42.244901Z"
+     "iopub.execute_input": "2021-01-12T10:16:04.978246Z",
+     "iopub.status.busy": "2021-01-12T10:16:04.977754Z",
+     "iopub.status.idle": "2021-01-12T10:16:04.982210Z",
+     "shell.execute_reply": "2021-01-12T10:16:04.981710Z"
     },
     "jupyter": {
      "source_hidden": true
@@ -97,7 +97,7 @@
        "Episode 5 : A lot of models, a lot of datasets and a lot of results.\n",
        "- **[GTSRB6](GTSRB/06-Notebook-as-a-batch.ipynb)** - [Full convolutions as a batch](GTSRB/06-Notebook-as-a-batch.ipynb)  \n",
        "Episode 6 : To compute bigger, use your notebook in batch mode\n",
-       "- **[GTSRB7](GTSRB/07-Show-report.ipynb)** - [Batch reportss](GTSRB/07-Show-report.ipynb)  \n",
+       "- **[GTSRB7](GTSRB/07-Show-report.ipynb)** - [Batch reports](GTSRB/07-Show-report.ipynb)  \n",
        "Episode 7 : Displaying our jobs report, and the winner is...\n",
        "- **[GTSRB10](GTSRB/batch_oar.sh)** - [OAR batch script submission](GTSRB/batch_oar.sh)  \n",
        "Bash script for an OAR batch submission of an ipython code\n",
diff --git a/fidle/01-update-index.ipynb b/fidle/01-update-index.ipynb
index 571142b..7d1ec0c 100644
--- a/fidle/01-update-index.ipynb
+++ b/fidle/01-update-index.ipynb
@@ -177,7 +177,7 @@
        "Episode 5 : A lot of models, a lot of datasets and a lot of results.\n",
        "- **[GTSRB6](GTSRB/06-Notebook-as-a-batch.ipynb)** - [Full convolutions as a batch](GTSRB/06-Notebook-as-a-batch.ipynb)  \n",
        "Episode 6 : To compute bigger, use your notebook in batch mode\n",
-       "- **[GTSRB7](GTSRB/07-Show-report.ipynb)** - [Batch reportss](GTSRB/07-Show-report.ipynb)  \n",
+       "- **[GTSRB7](GTSRB/07-Show-report.ipynb)** - [Batch reports](GTSRB/07-Show-report.ipynb)  \n",
        "Episode 7 : Displaying our jobs report, and the winner is...\n",
        "- **[GTSRB10](GTSRB/batch_oar.sh)** - [OAR batch script submission](GTSRB/batch_oar.sh)  \n",
        "Bash script for an OAR batch submission of an ipython code\n",
diff --git a/fidle/02-running-ci-tests.ipynb b/fidle/02-running-ci-tests.ipynb
index 59645df..a4cc95f 100644
--- a/fidle/02-running-ci-tests.ipynb
+++ b/fidle/02-running-ci-tests.ipynb
@@ -63,8 +63,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# profile_name = './ci/smart_cpu.yml'\n",
-    "profile_name = './ci/full_gpu.yml'\n",
+    "profile_name = './ci/smart_cpu.yml'\n",
+    "# profile_name = './ci/full_gpu.yml'\n",
     "\n",
     "cookci.run_profile(profile_name, report_name='./logs/ci_report.json')"
    ]
diff --git a/fidle/03-ci-report.ipynb b/fidle/03-ci-report.ipynb
index 82f8a4f..b75c4e3 100644
--- a/fidle/03-ci-report.ipynb
+++ b/fidle/03-ci-report.ipynb
@@ -15,7 +15,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -37,11 +37,11 @@
        "**Output_Tag** : ==ci==  \n",
        "**Save_Figs** : True  \n",
        "**Description** : Smart profile, for cpu  \n",
-       "**Host** : r10i1n1  \n",
+       "**Host** : Oban  \n",
        "**Profile** : ./ci/smart_cpu.yml  \n",
-       "**Start** : 12/01/21 00:16:28  \n",
-       "**End** : 12/01/21 00:25:12  \n",
-       "**Duration** : 0:08:44  \n"
+       "**Start** : 12/01/21 11:26:19  \n",
+       "**End** : 12/01/21 11:33:06  \n",
+       "**Duration** : 0:06:47  \n"
       ],
       "text/plain": [
        "<IPython.core.display.Markdown object>"
@@ -66,167 +66,170 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "    #T_bd15eb3a_5464_11eb_bb34_0cc47af60e47 td {\n",
+       "    #T_a95ec_ td {\n",
        "          font-size: 110%;\n",
        "          text-align: left;\n",
-       "    }    #T_bd15eb3a_5464_11eb_bb34_0cc47af60e47 th {\n",
+       "    }    #T_a95ec_ th {\n",
        "          font-size: 110%;\n",
        "          text-align: left;\n",
-       "    }</style><table id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >Id</th>        <th class=\"col_heading level0 col1\" >Dir</th>        <th class=\"col_heading level0 col2\" >Src</th>        <th class=\"col_heading level0 col3\" >Out</th>        <th class=\"col_heading level0 col4\" >Start</th>        <th class=\"col_heading level0 col5\" >End</th>        <th class=\"col_heading level0 col6\" >Duration</th>        <th class=\"col_heading level0 col7\" >State</th>    </tr></thead><tbody>\n",
+       "    }#T_a95ec_row1_col7{\n",
+       "            background-color:  OrangeRed;\n",
+       "             color: white;\n",
+       "        }</style><table id=\"T_a95ec_\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >Id</th>        <th class=\"col_heading level0 col1\" >Dir</th>        <th class=\"col_heading level0 col2\" >Src</th>        <th class=\"col_heading level0 col3\" >Out</th>        <th class=\"col_heading level0 col4\" >Start</th>        <th class=\"col_heading level0 col5\" >End</th>        <th class=\"col_heading level0 col6\" >Duration</th>        <th class=\"col_heading level0 col7\" >State</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row0_col0\" class=\"data row0 col0\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>LINR1</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row0_col1\" class=\"data row0 col1\" >LinearReg</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row0_col2\" class=\"data row0 col2\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>01-Linear-Regression.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row0_col3\" class=\"data row0 col3\" ><a href='../LinearReg/01-Linear-Regression==ci==.ipynb'>01-Linear-Regression==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row0_col4\" class=\"data row0 col4\" >12/01/21 00:16:28</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row0_col5\" class=\"data row0 col5\" >12/01/21 00:17:05</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row0_col6\" class=\"data row0 col6\" >0:00:36</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row0_col7\" class=\"data row0 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row0_col0\" class=\"data row0 col0\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>LINR1</a></td>\n",
+       "                        <td id=\"T_a95ec_row0_col1\" class=\"data row0 col1\" >LinearReg</td>\n",
+       "                        <td id=\"T_a95ec_row0_col2\" class=\"data row0 col2\" ><a href='../LinearReg/01-Linear-Regression.ipynb'>01-Linear-Regression.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row0_col3\" class=\"data row0 col3\" ><a href='../LinearReg/01-Linear-Regression==ci==.ipynb'>01-Linear-Regression==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row0_col4\" class=\"data row0 col4\" >12/01/21 11:26:19</td>\n",
+       "                        <td id=\"T_a95ec_row0_col5\" class=\"data row0 col5\" >12/01/21 11:26:23</td>\n",
+       "                        <td id=\"T_a95ec_row0_col6\" class=\"data row0 col6\" >0:00:03</td>\n",
+       "                        <td id=\"T_a95ec_row0_col7\" class=\"data row0 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row1_col0\" class=\"data row1 col0\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>GRAD1</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row1_col1\" class=\"data row1 col1\" >LinearReg</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row1_col2\" class=\"data row1 col2\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>02-Gradient-descent.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row1_col3\" class=\"data row1 col3\" ><a href='../LinearReg/02-Gradient-descent==ci==.ipynb'>02-Gradient-descent==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row1_col4\" class=\"data row1 col4\" >12/01/21 00:17:05</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row1_col5\" class=\"data row1 col5\" >12/01/21 00:17:13</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row1_col6\" class=\"data row1 col6\" >0:00:07</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row1_col7\" class=\"data row1 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row1_col0\" class=\"data row1 col0\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>GRAD1</a></td>\n",
+       "                        <td id=\"T_a95ec_row1_col1\" class=\"data row1 col1\" >LinearReg</td>\n",
+       "                        <td id=\"T_a95ec_row1_col2\" class=\"data row1 col2\" ><a href='../LinearReg/02-Gradient-descent.ipynb'>02-Gradient-descent.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row1_col3\" class=\"data row1 col3\" ><a href='../LinearReg/02-Gradient-descent==ERROR==.ipynb'>02-Gradient-descent==ERROR==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row1_col4\" class=\"data row1 col4\" >12/01/21 11:26:23</td>\n",
+       "                        <td id=\"T_a95ec_row1_col5\" class=\"data row1 col5\" >12/01/21 11:26:26</td>\n",
+       "                        <td id=\"T_a95ec_row1_col6\" class=\"data row1 col6\" >0:00:02</td>\n",
+       "                        <td id=\"T_a95ec_row1_col7\" class=\"data row1 col7\" >ERROR</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row2_col0\" class=\"data row2 col0\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>POLR1</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row2_col1\" class=\"data row2 col1\" >LinearReg</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row2_col2\" class=\"data row2 col2\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>03-Polynomial-Regression.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row2_col3\" class=\"data row2 col3\" ><a href='../LinearReg/03-Polynomial-Regression==ci==.ipynb'>03-Polynomial-Regression==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row2_col4\" class=\"data row2 col4\" >12/01/21 00:17:13</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row2_col5\" class=\"data row2 col5\" >12/01/21 00:17:18</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row2_col6\" class=\"data row2 col6\" >0:00:05</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row2_col7\" class=\"data row2 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row2_col0\" class=\"data row2 col0\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>POLR1</a></td>\n",
+       "                        <td id=\"T_a95ec_row2_col1\" class=\"data row2 col1\" >LinearReg</td>\n",
+       "                        <td id=\"T_a95ec_row2_col2\" class=\"data row2 col2\" ><a href='../LinearReg/03-Polynomial-Regression.ipynb'>03-Polynomial-Regression.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row2_col3\" class=\"data row2 col3\" ><a href='../LinearReg/03-Polynomial-Regression==ci==.ipynb'>03-Polynomial-Regression==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row2_col4\" class=\"data row2 col4\" >12/01/21 11:26:26</td>\n",
+       "                        <td id=\"T_a95ec_row2_col5\" class=\"data row2 col5\" >12/01/21 11:26:31</td>\n",
+       "                        <td id=\"T_a95ec_row2_col6\" class=\"data row2 col6\" >0:00:05</td>\n",
+       "                        <td id=\"T_a95ec_row2_col7\" class=\"data row2 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row3_col0\" class=\"data row3 col0\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>LOGR1</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row3_col1\" class=\"data row3 col1\" >LinearReg</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row3_col2\" class=\"data row3 col2\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>04-Logistic-Regression.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row3_col3\" class=\"data row3 col3\" ><a href='../LinearReg/04-Logistic-Regression==ci==.ipynb'>04-Logistic-Regression==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row3_col4\" class=\"data row3 col4\" >12/01/21 00:17:19</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row3_col5\" class=\"data row3 col5\" >12/01/21 00:17:25</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row3_col6\" class=\"data row3 col6\" >0:00:06</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row3_col7\" class=\"data row3 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row3_col0\" class=\"data row3 col0\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>LOGR1</a></td>\n",
+       "                        <td id=\"T_a95ec_row3_col1\" class=\"data row3 col1\" >LinearReg</td>\n",
+       "                        <td id=\"T_a95ec_row3_col2\" class=\"data row3 col2\" ><a href='../LinearReg/04-Logistic-Regression.ipynb'>04-Logistic-Regression.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row3_col3\" class=\"data row3 col3\" ><a href='../LinearReg/04-Logistic-Regression==ci==.ipynb'>04-Logistic-Regression==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row3_col4\" class=\"data row3 col4\" >12/01/21 11:26:32</td>\n",
+       "                        <td id=\"T_a95ec_row3_col5\" class=\"data row3 col5\" >12/01/21 11:26:36</td>\n",
+       "                        <td id=\"T_a95ec_row3_col6\" class=\"data row3 col6\" >0:00:04</td>\n",
+       "                        <td id=\"T_a95ec_row3_col7\" class=\"data row3 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row4_col0\" class=\"data row4 col0\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>PER57</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row4_col1\" class=\"data row4 col1\" >IRIS</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row4_col2\" class=\"data row4 col2\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>01-Simple-Perceptron.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row4_col3\" class=\"data row4 col3\" ><a href='../IRIS/01-Simple-Perceptron==ci==.ipynb'>01-Simple-Perceptron==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row4_col4\" class=\"data row4 col4\" >12/01/21 00:17:25</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row4_col5\" class=\"data row4 col5\" >12/01/21 00:17:30</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row4_col6\" class=\"data row4 col6\" >0:00:05</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row4_col7\" class=\"data row4 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row4_col0\" class=\"data row4 col0\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>PER57</a></td>\n",
+       "                        <td id=\"T_a95ec_row4_col1\" class=\"data row4 col1\" >IRIS</td>\n",
+       "                        <td id=\"T_a95ec_row4_col2\" class=\"data row4 col2\" ><a href='../IRIS/01-Simple-Perceptron.ipynb'>01-Simple-Perceptron.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row4_col3\" class=\"data row4 col3\" ><a href='../IRIS/01-Simple-Perceptron==ci==.ipynb'>01-Simple-Perceptron==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row4_col4\" class=\"data row4 col4\" >12/01/21 11:26:36</td>\n",
+       "                        <td id=\"T_a95ec_row4_col5\" class=\"data row4 col5\" >12/01/21 11:26:40</td>\n",
+       "                        <td id=\"T_a95ec_row4_col6\" class=\"data row4 col6\" >0:00:03</td>\n",
+       "                        <td id=\"T_a95ec_row4_col7\" class=\"data row4 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row5_col0\" class=\"data row5 col0\" ><a href='../BHPD/01-DNN-Regression.ipynb'>BHPD1</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row5_col1\" class=\"data row5 col1\" >BHPD</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row5_col2\" class=\"data row5 col2\" ><a href='../BHPD/01-DNN-Regression.ipynb'>01-DNN-Regression.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row5_col3\" class=\"data row5 col3\" ><a href='../BHPD/01-DNN-Regression==ci==.ipynb'>01-DNN-Regression==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row5_col4\" class=\"data row5 col4\" >12/01/21 00:17:31</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row5_col5\" class=\"data row5 col5\" >12/01/21 00:17:55</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row5_col6\" class=\"data row5 col6\" >0:00:24</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row5_col7\" class=\"data row5 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row5_col0\" class=\"data row5 col0\" ><a href='../BHPD/01-DNN-Regression.ipynb'>BHPD1</a></td>\n",
+       "                        <td id=\"T_a95ec_row5_col1\" class=\"data row5 col1\" >BHPD</td>\n",
+       "                        <td id=\"T_a95ec_row5_col2\" class=\"data row5 col2\" ><a href='../BHPD/01-DNN-Regression.ipynb'>01-DNN-Regression.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row5_col3\" class=\"data row5 col3\" ><a href='../BHPD/01-DNN-Regression==ci==.ipynb'>01-DNN-Regression==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row5_col4\" class=\"data row5 col4\" >12/01/21 11:26:40</td>\n",
+       "                        <td id=\"T_a95ec_row5_col5\" class=\"data row5 col5\" >12/01/21 11:26:55</td>\n",
+       "                        <td id=\"T_a95ec_row5_col6\" class=\"data row5 col6\" >0:00:14</td>\n",
+       "                        <td id=\"T_a95ec_row5_col7\" class=\"data row5 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row6_col0\" class=\"data row6 col0\" ><a href='../BHPD/02-DNN-Regression-Premium.ipynb'>BHPD2</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row6_col1\" class=\"data row6 col1\" >BHPD</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row6_col2\" class=\"data row6 col2\" ><a href='../BHPD/02-DNN-Regression-Premium.ipynb'>02-DNN-Regression-Premium.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row6_col3\" class=\"data row6 col3\" ><a href='../BHPD/02-DNN-Regression-Premium==ci==.ipynb'>02-DNN-Regression-Premium==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row6_col4\" class=\"data row6 col4\" >12/01/21 00:17:55</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row6_col5\" class=\"data row6 col5\" >12/01/21 00:18:19</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row6_col6\" class=\"data row6 col6\" >0:00:24</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row6_col7\" class=\"data row6 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row6_col0\" class=\"data row6 col0\" ><a href='../BHPD/02-DNN-Regression-Premium.ipynb'>BHPD2</a></td>\n",
+       "                        <td id=\"T_a95ec_row6_col1\" class=\"data row6 col1\" >BHPD</td>\n",
+       "                        <td id=\"T_a95ec_row6_col2\" class=\"data row6 col2\" ><a href='../BHPD/02-DNN-Regression-Premium.ipynb'>02-DNN-Regression-Premium.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row6_col3\" class=\"data row6 col3\" ><a href='../BHPD/02-DNN-Regression-Premium==ci==.ipynb'>02-DNN-Regression-Premium==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row6_col4\" class=\"data row6 col4\" >12/01/21 11:26:55</td>\n",
+       "                        <td id=\"T_a95ec_row6_col5\" class=\"data row6 col5\" >12/01/21 11:27:10</td>\n",
+       "                        <td id=\"T_a95ec_row6_col6\" class=\"data row6 col6\" >0:00:15</td>\n",
+       "                        <td id=\"T_a95ec_row6_col7\" class=\"data row6 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row7_col0\" class=\"data row7 col0\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>MNIST1</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row7_col1\" class=\"data row7 col1\" >MNIST</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row7_col2\" class=\"data row7 col2\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>01-DNN-MNIST.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row7_col3\" class=\"data row7 col3\" ><a href='../MNIST/01-DNN-MNIST==ci==.ipynb'>01-DNN-MNIST==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row7_col4\" class=\"data row7 col4\" >12/01/21 00:18:19</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row7_col5\" class=\"data row7 col5\" >12/01/21 00:19:06</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row7_col6\" class=\"data row7 col6\" >0:00:46</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row7_col7\" class=\"data row7 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row7_col0\" class=\"data row7 col0\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>MNIST1</a></td>\n",
+       "                        <td id=\"T_a95ec_row7_col1\" class=\"data row7 col1\" >MNIST</td>\n",
+       "                        <td id=\"T_a95ec_row7_col2\" class=\"data row7 col2\" ><a href='../MNIST/01-DNN-MNIST.ipynb'>01-DNN-MNIST.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row7_col3\" class=\"data row7 col3\" ><a href='../MNIST/01-DNN-MNIST==ci==.ipynb'>01-DNN-MNIST==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row7_col4\" class=\"data row7 col4\" >12/01/21 11:27:10</td>\n",
+       "                        <td id=\"T_a95ec_row7_col5\" class=\"data row7 col5\" >12/01/21 11:27:57</td>\n",
+       "                        <td id=\"T_a95ec_row7_col6\" class=\"data row7 col6\" >0:00:46</td>\n",
+       "                        <td id=\"T_a95ec_row7_col7\" class=\"data row7 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row8_col0\" class=\"data row8 col0\" ><a href='../GTSRB/01-Preparation-of-data.ipynb'>GTSRB1</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row8_col1\" class=\"data row8 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row8_col2\" class=\"data row8 col2\" ><a href='../GTSRB/01-Preparation-of-data.ipynb'>01-Preparation-of-data.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row8_col3\" class=\"data row8 col3\" ><a href='../GTSRB/01-Preparation-of-data==ci==.ipynb'>01-Preparation-of-data==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row8_col4\" class=\"data row8 col4\" >12/01/21 00:19:06</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row8_col5\" class=\"data row8 col5\" >12/01/21 00:21:54</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row8_col6\" class=\"data row8 col6\" >0:02:48</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row8_col7\" class=\"data row8 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row8_col0\" class=\"data row8 col0\" ><a href='../GTSRB/01-Preparation-of-data.ipynb'>GTSRB1</a></td>\n",
+       "                        <td id=\"T_a95ec_row8_col1\" class=\"data row8 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_a95ec_row8_col2\" class=\"data row8 col2\" ><a href='../GTSRB/01-Preparation-of-data.ipynb'>01-Preparation-of-data.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row8_col3\" class=\"data row8 col3\" ><a href='../GTSRB/01-Preparation-of-data==ci==.ipynb'>01-Preparation-of-data==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row8_col4\" class=\"data row8 col4\" >12/01/21 11:27:57</td>\n",
+       "                        <td id=\"T_a95ec_row8_col5\" class=\"data row8 col5\" >12/01/21 11:29:45</td>\n",
+       "                        <td id=\"T_a95ec_row8_col6\" class=\"data row8 col6\" >0:01:48</td>\n",
+       "                        <td id=\"T_a95ec_row8_col7\" class=\"data row8 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row9_col0\" class=\"data row9 col0\" ><a href='../GTSRB/02-First-convolutions.ipynb'>GTSRB2</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row9_col1\" class=\"data row9 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row9_col2\" class=\"data row9 col2\" ><a href='../GTSRB/02-First-convolutions.ipynb'>02-First-convolutions.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row9_col3\" class=\"data row9 col3\" ><a href='../GTSRB/02-First-convolutions==ci==.ipynb'>02-First-convolutions==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row9_col4\" class=\"data row9 col4\" >12/01/21 00:21:54</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row9_col5\" class=\"data row9 col5\" >12/01/21 00:22:20</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row9_col6\" class=\"data row9 col6\" >0:00:26</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row9_col7\" class=\"data row9 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row9_col0\" class=\"data row9 col0\" ><a href='../GTSRB/02-First-convolutions.ipynb'>GTSRB2</a></td>\n",
+       "                        <td id=\"T_a95ec_row9_col1\" class=\"data row9 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_a95ec_row9_col2\" class=\"data row9 col2\" ><a href='../GTSRB/02-First-convolutions.ipynb'>02-First-convolutions.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row9_col3\" class=\"data row9 col3\" ><a href='../GTSRB/02-First-convolutions==ci==.ipynb'>02-First-convolutions==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row9_col4\" class=\"data row9 col4\" >12/01/21 11:29:45</td>\n",
+       "                        <td id=\"T_a95ec_row9_col5\" class=\"data row9 col5\" >12/01/21 11:30:09</td>\n",
+       "                        <td id=\"T_a95ec_row9_col6\" class=\"data row9 col6\" >0:00:23</td>\n",
+       "                        <td id=\"T_a95ec_row9_col7\" class=\"data row9 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row10_col0\" class=\"data row10 col0\" ><a href='../GTSRB/03-Tracking-and-visualizing.ipynb'>GTSRB3</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row10_col1\" class=\"data row10 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row10_col2\" class=\"data row10 col2\" ><a href='../GTSRB/03-Tracking-and-visualizing.ipynb'>03-Tracking-and-visualizing.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row10_col3\" class=\"data row10 col3\" ><a href='../GTSRB/03-Tracking-and-visualizing==ci==.ipynb'>03-Tracking-and-visualizing==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row10_col4\" class=\"data row10 col4\" >12/01/21 00:22:20</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row10_col5\" class=\"data row10 col5\" >12/01/21 00:23:12</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row10_col6\" class=\"data row10 col6\" >0:00:52</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row10_col7\" class=\"data row10 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row10_col0\" class=\"data row10 col0\" ><a href='../GTSRB/03-Tracking-and-visualizing.ipynb'>GTSRB3</a></td>\n",
+       "                        <td id=\"T_a95ec_row10_col1\" class=\"data row10 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_a95ec_row10_col2\" class=\"data row10 col2\" ><a href='../GTSRB/03-Tracking-and-visualizing.ipynb'>03-Tracking-and-visualizing.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row10_col3\" class=\"data row10 col3\" ><a href='../GTSRB/03-Tracking-and-visualizing==ci==.ipynb'>03-Tracking-and-visualizing==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row10_col4\" class=\"data row10 col4\" >12/01/21 11:30:09</td>\n",
+       "                        <td id=\"T_a95ec_row10_col5\" class=\"data row10 col5\" >12/01/21 11:30:59</td>\n",
+       "                        <td id=\"T_a95ec_row10_col6\" class=\"data row10 col6\" >0:00:49</td>\n",
+       "                        <td id=\"T_a95ec_row10_col7\" class=\"data row10 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row11_col0\" class=\"data row11 col0\" ><a href='../GTSRB/04-Data-augmentation.ipynb'>GTSRB4</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row11_col1\" class=\"data row11 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row11_col2\" class=\"data row11 col2\" ><a href='../GTSRB/04-Data-augmentation.ipynb'>04-Data-augmentation.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row11_col3\" class=\"data row11 col3\" ><a href='../GTSRB/04-Data-augmentation==ci==.ipynb'>04-Data-augmentation==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row11_col4\" class=\"data row11 col4\" >12/01/21 00:23:12</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row11_col5\" class=\"data row11 col5\" >12/01/21 00:23:57</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row11_col6\" class=\"data row11 col6\" >0:00:45</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row11_col7\" class=\"data row11 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row11_col0\" class=\"data row11 col0\" ><a href='../GTSRB/04-Data-augmentation.ipynb'>GTSRB4</a></td>\n",
+       "                        <td id=\"T_a95ec_row11_col1\" class=\"data row11 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_a95ec_row11_col2\" class=\"data row11 col2\" ><a href='../GTSRB/04-Data-augmentation.ipynb'>04-Data-augmentation.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row11_col3\" class=\"data row11 col3\" ><a href='../GTSRB/04-Data-augmentation==ci==.ipynb'>04-Data-augmentation==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row11_col4\" class=\"data row11 col4\" >12/01/21 11:30:59</td>\n",
+       "                        <td id=\"T_a95ec_row11_col5\" class=\"data row11 col5\" >12/01/21 11:31:42</td>\n",
+       "                        <td id=\"T_a95ec_row11_col6\" class=\"data row11 col6\" >0:00:42</td>\n",
+       "                        <td id=\"T_a95ec_row11_col7\" class=\"data row11 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row12_col0\" class=\"data row12 col0\" ><a href='../GTSRB/05-Full-convolutions.ipynb'>GTSRB5</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row12_col1\" class=\"data row12 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row12_col2\" class=\"data row12 col2\" ><a href='../GTSRB/05-Full-convolutions.ipynb'>05-Full-convolutions.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row12_col3\" class=\"data row12 col3\" ><a href='../GTSRB/05-Full-convolutions==ci==.ipynb'>05-Full-convolutions==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row12_col4\" class=\"data row12 col4\" >12/01/21 00:23:57</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row12_col5\" class=\"data row12 col5\" >12/01/21 00:25:01</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row12_col6\" class=\"data row12 col6\" >0:01:04</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row12_col7\" class=\"data row12 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row12_col0\" class=\"data row12 col0\" ><a href='../GTSRB/05-Full-convolutions.ipynb'>GTSRB5</a></td>\n",
+       "                        <td id=\"T_a95ec_row12_col1\" class=\"data row12 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_a95ec_row12_col2\" class=\"data row12 col2\" ><a href='../GTSRB/05-Full-convolutions.ipynb'>05-Full-convolutions.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row12_col3\" class=\"data row12 col3\" ><a href='../GTSRB/05-Full-convolutions==ci==.ipynb'>05-Full-convolutions==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row12_col4\" class=\"data row12 col4\" >12/01/21 11:31:42</td>\n",
+       "                        <td id=\"T_a95ec_row12_col5\" class=\"data row12 col5\" >12/01/21 11:33:00</td>\n",
+       "                        <td id=\"T_a95ec_row12_col6\" class=\"data row12 col6\" >0:01:18</td>\n",
+       "                        <td id=\"T_a95ec_row12_col7\" class=\"data row12 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row13_col0\" class=\"data row13 col0\" ><a href='../GTSRB/06-Notebook-as-a-batch.ipynb'>GTSRB6</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row13_col1\" class=\"data row13 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row13_col2\" class=\"data row13 col2\" ><a href='../GTSRB/06-Notebook-as-a-batch.ipynb'>06-Notebook-as-a-batch.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row13_col3\" class=\"data row13 col3\" ><a href='../GTSRB/06-Notebook-as-a-batch==ci==.ipynb'>06-Notebook-as-a-batch==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row13_col4\" class=\"data row13 col4\" >12/01/21 00:25:01</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row13_col5\" class=\"data row13 col5\" >12/01/21 00:25:08</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row13_col6\" class=\"data row13 col6\" >0:00:07</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row13_col7\" class=\"data row13 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row13_col0\" class=\"data row13 col0\" ><a href='../GTSRB/06-Notebook-as-a-batch.ipynb'>GTSRB6</a></td>\n",
+       "                        <td id=\"T_a95ec_row13_col1\" class=\"data row13 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_a95ec_row13_col2\" class=\"data row13 col2\" ><a href='../GTSRB/06-Notebook-as-a-batch.ipynb'>06-Notebook-as-a-batch.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row13_col3\" class=\"data row13 col3\" ><a href='../GTSRB/06-Notebook-as-a-batch==ci==.ipynb'>06-Notebook-as-a-batch==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row13_col4\" class=\"data row13 col4\" >12/01/21 11:33:00</td>\n",
+       "                        <td id=\"T_a95ec_row13_col5\" class=\"data row13 col5\" >12/01/21 11:33:04</td>\n",
+       "                        <td id=\"T_a95ec_row13_col6\" class=\"data row13 col6\" >0:00:03</td>\n",
+       "                        <td id=\"T_a95ec_row13_col7\" class=\"data row13 col7\" >ok</td>\n",
        "            </tr>\n",
        "            <tr>\n",
-       "                                <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row14_col0\" class=\"data row14 col0\" ><a href='../GTSRB/07-Show-report.ipynb'>GTSRB7</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row14_col1\" class=\"data row14 col1\" >GTSRB</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row14_col2\" class=\"data row14 col2\" ><a href='../GTSRB/07-Show-report.ipynb'>07-Show-report.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row14_col3\" class=\"data row14 col3\" ><a href='../GTSRB/07-Show-report==ci==.ipynb'>07-Show-report==ci==.ipynb</a></td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row14_col4\" class=\"data row14 col4\" >12/01/21 00:25:08</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row14_col5\" class=\"data row14 col5\" >12/01/21 00:25:12</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row14_col6\" class=\"data row14 col6\" >0:00:03</td>\n",
-       "                        <td id=\"T_bd15eb3a_5464_11eb_bb34_0cc47af60e47row14_col7\" class=\"data row14 col7\" >ok</td>\n",
+       "                                <td id=\"T_a95ec_row14_col0\" class=\"data row14 col0\" ><a href='../GTSRB/07-Show-report.ipynb'>GTSRB7</a></td>\n",
+       "                        <td id=\"T_a95ec_row14_col1\" class=\"data row14 col1\" >GTSRB</td>\n",
+       "                        <td id=\"T_a95ec_row14_col2\" class=\"data row14 col2\" ><a href='../GTSRB/07-Show-report.ipynb'>07-Show-report.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row14_col3\" class=\"data row14 col3\" ><a href='../GTSRB/07-Show-report==ci==.ipynb'>07-Show-report==ci==.ipynb</a></td>\n",
+       "                        <td id=\"T_a95ec_row14_col4\" class=\"data row14 col4\" >12/01/21 11:33:04</td>\n",
+       "                        <td id=\"T_a95ec_row14_col5\" class=\"data row14 col5\" >12/01/21 11:33:06</td>\n",
+       "                        <td id=\"T_a95ec_row14_col6\" class=\"data row14 col6\" >0:00:02</td>\n",
+       "                        <td id=\"T_a95ec_row14_col7\" class=\"data row14 col7\" >ok</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x149d8cbb3e50>"
+       "<pandas.io.formats.style.Styler at 0x7ff3f7a5d6d0>"
       ]
      },
      "metadata": {},
@@ -247,7 +250,7 @@
    ],
    "source": [
     "import cookci\n",
-    "cookci.build_ci_report(report_name='./logs/ci_report_smart.json')"
+    "cookci.build_ci_report(report_name='./logs/ci_report.json')"
    ]
   },
   {
diff --git a/fidle/cookci.py b/fidle/cookci.py
index f9340d5..04c5ba0 100644
--- a/fidle/cookci.py
+++ b/fidle/cookci.py
@@ -187,7 +187,7 @@ def run_profile(profile_name, report_name=None, top_dir='..'):
         #
         print('    Run notebook...',end='')
         try:
-            ep = ExecutePreprocessor(timeout=600, kernel_name="python3")
+            ep = ExecutePreprocessor(timeout=6000, kernel_name="python3")
             ep.preprocess(notebook)
         except CellExecutionError as e:
             happy_end = False
diff --git a/fidle/logs/catalog.json b/fidle/logs/catalog.json
index e4712bc..de6082b 100644
--- a/fidle/logs/catalog.json
+++ b/fidle/logs/catalog.json
@@ -82,6 +82,7 @@
         "description": "Episode 2 : First convolutions and first classification of our traffic signs",
         "overrides": [
             "run_dir",
+            "enhanced_dir",
             "dataset_name",
             "batch_size",
             "epochs",
@@ -96,6 +97,7 @@
         "description": "Episode 3 : Monitoring, analysis and check points during a training session",
         "overrides": [
             "run_dir",
+            "enhanced_dir",
             "dataset_name",
             "batch_size",
             "epochs",
@@ -110,6 +112,7 @@
         "description": "Episode 4 : Adding data by data augmentation when we lack it, to improve our results",
         "overrides": [
             "run_dir",
+            "enhanced_dir",
             "dataset_name",
             "batch_size",
             "epochs",
@@ -124,6 +127,7 @@
         "description": "Episode 5 : A lot of models, a lot of datasets and a lot of results.",
         "overrides": [
             "run_dir",
+            "enhanced_dir",
             "datasets",
             "models",
             "batch_size",
@@ -145,7 +149,7 @@
         "id": "GTSRB7",
         "dirname": "GTSRB",
         "basename": "07-Show-report.ipynb",
-        "title": "Batch reportss",
+        "title": "Batch reports",
         "description": "Episode 7 : Displaying our jobs report, and the winner is...",
         "overrides": [
             "run_dir",
diff --git a/fidle/logs/ci_report.html b/fidle/logs/ci_report.html
index 040f8ef..15a8bc3 100644
--- a/fidle/logs/ci_report.html
+++ b/fidle/logs/ci_report.html
@@ -30,33 +30,176 @@
             <p>Below is the result of the continuous integration tests of the Fidle project:</p>
             <div class='title'>About :</div>
             <div class="metadata"><b>Version</b> : 1.0  <br>
-<b>Output_Tag</b> : ==full==  <br>
+<b>Output_Tag</b> : ==ci==  <br>
 <b>Save_Figs</b> : True  <br>
-<b>Description</b> : Full profile for GPU  <br>
-<b>Host</b> : r10i1n1  <br>
-<b>Profile</b> : ./ci/full_gpu.yml  <br>
-<b>Start</b> : 12/01/21 00:40:34  <br>
-<b>End</b> : 12/01/21 00:41:02  <br>
-<b>Duration</b> : 0:00:27  <br>
+<b>Description</b> : Smart profile, for cpu  <br>
+<b>Host</b> : Oban  <br>
+<b>Profile</b> : ./ci/smart_cpu.yml  <br>
+<b>Start</b> : 12/01/21 11:26:19  <br>
+<b>End</b> : 12/01/21 11:33:06  <br>
+<b>Duration</b> : 0:06:47  <br>
 </div>
             <div class='title'>Details :</div>
             <div class="result"><style  type="text/css" >
-    #T_f7c36242_5466_11eb_9ee4_0cc47af60e47 td {
+    #T_6c71a_ td {
           font-size: 110%;
           text-align: left;
-    }    #T_f7c36242_5466_11eb_9ee4_0cc47af60e47 th {
+    }    #T_6c71a_ th {
           font-size: 110%;
           text-align: left;
-    }</style><table id="T_f7c36242_5466_11eb_9ee4_0cc47af60e47" ><thead>    <tr>        <th class="col_heading level0 col0" >Id</th>        <th class="col_heading level0 col1" >Dir</th>        <th class="col_heading level0 col2" >Duration</th>        <th class="col_heading level0 col3" >End</th>        <th class="col_heading level0 col4" >Out</th>        <th class="col_heading level0 col5" >Src</th>        <th class="col_heading level0 col6" >Start</th>        <th class="col_heading level0 col7" >State</th>    </tr></thead><tbody>
+    }#T_6c71a_row1_col7{
+            background-color:  OrangeRed;
+             color: white;
+        }</style><table id="T_6c71a_" ><thead>    <tr>        <th class="col_heading level0 col0" >Id</th>        <th class="col_heading level0 col1" >Dir</th>        <th class="col_heading level0 col2" >Src</th>        <th class="col_heading level0 col3" >Out</th>        <th class="col_heading level0 col4" >Start</th>        <th class="col_heading level0 col5" >End</th>        <th class="col_heading level0 col6" >Duration</th>        <th class="col_heading level0 col7" >State</th>    </tr></thead><tbody>
                 <tr>
-                                <td id="T_f7c36242_5466_11eb_9ee4_0cc47af60e47row0_col0" class="data row0 col0" >GTSRB2</td>
-                        <td id="T_f7c36242_5466_11eb_9ee4_0cc47af60e47row0_col1" class="data row0 col1" >GTSRB</td>
-                        <td id="T_f7c36242_5466_11eb_9ee4_0cc47af60e47row0_col2" class="data row0 col2" >0:00:27</td>
-                        <td id="T_f7c36242_5466_11eb_9ee4_0cc47af60e47row0_col3" class="data row0 col3" >12/01/21 00:41:02</td>
-                        <td id="T_f7c36242_5466_11eb_9ee4_0cc47af60e47row0_col4" class="data row0 col4" >02-First-convolutions==full==.ipynb</td>
-                        <td id="T_f7c36242_5466_11eb_9ee4_0cc47af60e47row0_col5" class="data row0 col5" >02-First-convolutions.ipynb</td>
-                        <td id="T_f7c36242_5466_11eb_9ee4_0cc47af60e47row0_col6" class="data row0 col6" >12/01/21 00:40:35</td>
-                        <td id="T_f7c36242_5466_11eb_9ee4_0cc47af60e47row0_col7" class="data row0 col7" >ok</td>
+                                <td id="T_6c71a_row0_col0" class="data row0 col0" >LINR1</td>
+                        <td id="T_6c71a_row0_col1" class="data row0 col1" >LinearReg</td>
+                        <td id="T_6c71a_row0_col2" class="data row0 col2" >01-Linear-Regression.ipynb</td>
+                        <td id="T_6c71a_row0_col3" class="data row0 col3" >01-Linear-Regression==ci==.ipynb</td>
+                        <td id="T_6c71a_row0_col4" class="data row0 col4" >12/01/21 11:26:19</td>
+                        <td id="T_6c71a_row0_col5" class="data row0 col5" >12/01/21 11:26:23</td>
+                        <td id="T_6c71a_row0_col6" class="data row0 col6" >0:00:03</td>
+                        <td id="T_6c71a_row0_col7" class="data row0 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row1_col0" class="data row1 col0" >GRAD1</td>
+                        <td id="T_6c71a_row1_col1" class="data row1 col1" >LinearReg</td>
+                        <td id="T_6c71a_row1_col2" class="data row1 col2" >02-Gradient-descent.ipynb</td>
+                        <td id="T_6c71a_row1_col3" class="data row1 col3" >02-Gradient-descent==ERROR==.ipynb</td>
+                        <td id="T_6c71a_row1_col4" class="data row1 col4" >12/01/21 11:26:23</td>
+                        <td id="T_6c71a_row1_col5" class="data row1 col5" >12/01/21 11:26:26</td>
+                        <td id="T_6c71a_row1_col6" class="data row1 col6" >0:00:02</td>
+                        <td id="T_6c71a_row1_col7" class="data row1 col7" >ERROR</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row2_col0" class="data row2 col0" >POLR1</td>
+                        <td id="T_6c71a_row2_col1" class="data row2 col1" >LinearReg</td>
+                        <td id="T_6c71a_row2_col2" class="data row2 col2" >03-Polynomial-Regression.ipynb</td>
+                        <td id="T_6c71a_row2_col3" class="data row2 col3" >03-Polynomial-Regression==ci==.ipynb</td>
+                        <td id="T_6c71a_row2_col4" class="data row2 col4" >12/01/21 11:26:26</td>
+                        <td id="T_6c71a_row2_col5" class="data row2 col5" >12/01/21 11:26:31</td>
+                        <td id="T_6c71a_row2_col6" class="data row2 col6" >0:00:05</td>
+                        <td id="T_6c71a_row2_col7" class="data row2 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row3_col0" class="data row3 col0" >LOGR1</td>
+                        <td id="T_6c71a_row3_col1" class="data row3 col1" >LinearReg</td>
+                        <td id="T_6c71a_row3_col2" class="data row3 col2" >04-Logistic-Regression.ipynb</td>
+                        <td id="T_6c71a_row3_col3" class="data row3 col3" >04-Logistic-Regression==ci==.ipynb</td>
+                        <td id="T_6c71a_row3_col4" class="data row3 col4" >12/01/21 11:26:32</td>
+                        <td id="T_6c71a_row3_col5" class="data row3 col5" >12/01/21 11:26:36</td>
+                        <td id="T_6c71a_row3_col6" class="data row3 col6" >0:00:04</td>
+                        <td id="T_6c71a_row3_col7" class="data row3 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row4_col0" class="data row4 col0" >PER57</td>
+                        <td id="T_6c71a_row4_col1" class="data row4 col1" >IRIS</td>
+                        <td id="T_6c71a_row4_col2" class="data row4 col2" >01-Simple-Perceptron.ipynb</td>
+                        <td id="T_6c71a_row4_col3" class="data row4 col3" >01-Simple-Perceptron==ci==.ipynb</td>
+                        <td id="T_6c71a_row4_col4" class="data row4 col4" >12/01/21 11:26:36</td>
+                        <td id="T_6c71a_row4_col5" class="data row4 col5" >12/01/21 11:26:40</td>
+                        <td id="T_6c71a_row4_col6" class="data row4 col6" >0:00:03</td>
+                        <td id="T_6c71a_row4_col7" class="data row4 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row5_col0" class="data row5 col0" >BHPD1</td>
+                        <td id="T_6c71a_row5_col1" class="data row5 col1" >BHPD</td>
+                        <td id="T_6c71a_row5_col2" class="data row5 col2" >01-DNN-Regression.ipynb</td>
+                        <td id="T_6c71a_row5_col3" class="data row5 col3" >01-DNN-Regression==ci==.ipynb</td>
+                        <td id="T_6c71a_row5_col4" class="data row5 col4" >12/01/21 11:26:40</td>
+                        <td id="T_6c71a_row5_col5" class="data row5 col5" >12/01/21 11:26:55</td>
+                        <td id="T_6c71a_row5_col6" class="data row5 col6" >0:00:14</td>
+                        <td id="T_6c71a_row5_col7" class="data row5 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row6_col0" class="data row6 col0" >BHPD2</td>
+                        <td id="T_6c71a_row6_col1" class="data row6 col1" >BHPD</td>
+                        <td id="T_6c71a_row6_col2" class="data row6 col2" >02-DNN-Regression-Premium.ipynb</td>
+                        <td id="T_6c71a_row6_col3" class="data row6 col3" >02-DNN-Regression-Premium==ci==.ipynb</td>
+                        <td id="T_6c71a_row6_col4" class="data row6 col4" >12/01/21 11:26:55</td>
+                        <td id="T_6c71a_row6_col5" class="data row6 col5" >12/01/21 11:27:10</td>
+                        <td id="T_6c71a_row6_col6" class="data row6 col6" >0:00:15</td>
+                        <td id="T_6c71a_row6_col7" class="data row6 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row7_col0" class="data row7 col0" >MNIST1</td>
+                        <td id="T_6c71a_row7_col1" class="data row7 col1" >MNIST</td>
+                        <td id="T_6c71a_row7_col2" class="data row7 col2" >01-DNN-MNIST.ipynb</td>
+                        <td id="T_6c71a_row7_col3" class="data row7 col3" >01-DNN-MNIST==ci==.ipynb</td>
+                        <td id="T_6c71a_row7_col4" class="data row7 col4" >12/01/21 11:27:10</td>
+                        <td id="T_6c71a_row7_col5" class="data row7 col5" >12/01/21 11:27:57</td>
+                        <td id="T_6c71a_row7_col6" class="data row7 col6" >0:00:46</td>
+                        <td id="T_6c71a_row7_col7" class="data row7 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row8_col0" class="data row8 col0" >GTSRB1</td>
+                        <td id="T_6c71a_row8_col1" class="data row8 col1" >GTSRB</td>
+                        <td id="T_6c71a_row8_col2" class="data row8 col2" >01-Preparation-of-data.ipynb</td>
+                        <td id="T_6c71a_row8_col3" class="data row8 col3" >01-Preparation-of-data==ci==.ipynb</td>
+                        <td id="T_6c71a_row8_col4" class="data row8 col4" >12/01/21 11:27:57</td>
+                        <td id="T_6c71a_row8_col5" class="data row8 col5" >12/01/21 11:29:45</td>
+                        <td id="T_6c71a_row8_col6" class="data row8 col6" >0:01:48</td>
+                        <td id="T_6c71a_row8_col7" class="data row8 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row9_col0" class="data row9 col0" >GTSRB2</td>
+                        <td id="T_6c71a_row9_col1" class="data row9 col1" >GTSRB</td>
+                        <td id="T_6c71a_row9_col2" class="data row9 col2" >02-First-convolutions.ipynb</td>
+                        <td id="T_6c71a_row9_col3" class="data row9 col3" >02-First-convolutions==ci==.ipynb</td>
+                        <td id="T_6c71a_row9_col4" class="data row9 col4" >12/01/21 11:29:45</td>
+                        <td id="T_6c71a_row9_col5" class="data row9 col5" >12/01/21 11:30:09</td>
+                        <td id="T_6c71a_row9_col6" class="data row9 col6" >0:00:23</td>
+                        <td id="T_6c71a_row9_col7" class="data row9 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row10_col0" class="data row10 col0" >GTSRB3</td>
+                        <td id="T_6c71a_row10_col1" class="data row10 col1" >GTSRB</td>
+                        <td id="T_6c71a_row10_col2" class="data row10 col2" >03-Tracking-and-visualizing.ipynb</td>
+                        <td id="T_6c71a_row10_col3" class="data row10 col3" >03-Tracking-and-visualizing==ci==.ipynb</td>
+                        <td id="T_6c71a_row10_col4" class="data row10 col4" >12/01/21 11:30:09</td>
+                        <td id="T_6c71a_row10_col5" class="data row10 col5" >12/01/21 11:30:59</td>
+                        <td id="T_6c71a_row10_col6" class="data row10 col6" >0:00:49</td>
+                        <td id="T_6c71a_row10_col7" class="data row10 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row11_col0" class="data row11 col0" >GTSRB4</td>
+                        <td id="T_6c71a_row11_col1" class="data row11 col1" >GTSRB</td>
+                        <td id="T_6c71a_row11_col2" class="data row11 col2" >04-Data-augmentation.ipynb</td>
+                        <td id="T_6c71a_row11_col3" class="data row11 col3" >04-Data-augmentation==ci==.ipynb</td>
+                        <td id="T_6c71a_row11_col4" class="data row11 col4" >12/01/21 11:30:59</td>
+                        <td id="T_6c71a_row11_col5" class="data row11 col5" >12/01/21 11:31:42</td>
+                        <td id="T_6c71a_row11_col6" class="data row11 col6" >0:00:42</td>
+                        <td id="T_6c71a_row11_col7" class="data row11 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row12_col0" class="data row12 col0" >GTSRB5</td>
+                        <td id="T_6c71a_row12_col1" class="data row12 col1" >GTSRB</td>
+                        <td id="T_6c71a_row12_col2" class="data row12 col2" >05-Full-convolutions.ipynb</td>
+                        <td id="T_6c71a_row12_col3" class="data row12 col3" >05-Full-convolutions==ci==.ipynb</td>
+                        <td id="T_6c71a_row12_col4" class="data row12 col4" >12/01/21 11:31:42</td>
+                        <td id="T_6c71a_row12_col5" class="data row12 col5" >12/01/21 11:33:00</td>
+                        <td id="T_6c71a_row12_col6" class="data row12 col6" >0:01:18</td>
+                        <td id="T_6c71a_row12_col7" class="data row12 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row13_col0" class="data row13 col0" >GTSRB6</td>
+                        <td id="T_6c71a_row13_col1" class="data row13 col1" >GTSRB</td>
+                        <td id="T_6c71a_row13_col2" class="data row13 col2" >06-Notebook-as-a-batch.ipynb</td>
+                        <td id="T_6c71a_row13_col3" class="data row13 col3" >06-Notebook-as-a-batch==ci==.ipynb</td>
+                        <td id="T_6c71a_row13_col4" class="data row13 col4" >12/01/21 11:33:00</td>
+                        <td id="T_6c71a_row13_col5" class="data row13 col5" >12/01/21 11:33:04</td>
+                        <td id="T_6c71a_row13_col6" class="data row13 col6" >0:00:03</td>
+                        <td id="T_6c71a_row13_col7" class="data row13 col7" >ok</td>
+            </tr>
+            <tr>
+                                <td id="T_6c71a_row14_col0" class="data row14 col0" >GTSRB7</td>
+                        <td id="T_6c71a_row14_col1" class="data row14 col1" >GTSRB</td>
+                        <td id="T_6c71a_row14_col2" class="data row14 col2" >07-Show-report.ipynb</td>
+                        <td id="T_6c71a_row14_col3" class="data row14 col3" >07-Show-report==ci==.ipynb</td>
+                        <td id="T_6c71a_row14_col4" class="data row14 col4" >12/01/21 11:33:04</td>
+                        <td id="T_6c71a_row14_col5" class="data row14 col5" >12/01/21 11:33:06</td>
+                        <td id="T_6c71a_row14_col6" class="data row14 col6" >0:00:02</td>
+                        <td id="T_6c71a_row14_col7" class="data row14 col7" >ok</td>
             </tr>
     </tbody></table></div>
 
diff --git a/fidle/logs/ci_report.json b/fidle/logs/ci_report.json
index 23b4f95..f0fc99e 100644
--- a/fidle/logs/ci_report.json
+++ b/fidle/logs/ci_report.json
@@ -1,22 +1,148 @@
 {
     "_metadata_": {
         "version": "1.0",
-        "output_tag": "==full==",
+        "output_tag": "==ci==",
         "save_figs": true,
-        "description": "Full profile for GPU",
-        "host": "r10i1n1",
-        "profile": "./ci/full_gpu.yml",
-        "start": "12/01/21 00:40:34",
-        "end": "12/01/21 00:41:02",
-        "duration": "0:00:27"
+        "description": "Smart profile, for cpu",
+        "host": "Oban",
+        "profile": "./ci/smart_cpu.yml",
+        "start": "12/01/21 11:26:19",
+        "end": "12/01/21 11:33:06",
+        "duration": "0:06:47"
+    },
+    "LINR1": {
+        "dir": "LinearReg",
+        "src": "01-Linear-Regression.ipynb",
+        "out": "01-Linear-Regression==ci==.ipynb",
+        "start": "12/01/21 11:26:19",
+        "end": "12/01/21 11:26:23",
+        "duration": "0:00:03",
+        "state": "ok"
+    },
+    "GRAD1": {
+        "dir": "LinearReg",
+        "src": "02-Gradient-descent.ipynb",
+        "out": "02-Gradient-descent==ERROR==.ipynb",
+        "start": "12/01/21 11:26:23",
+        "end": "12/01/21 11:26:26",
+        "duration": "0:00:02",
+        "state": "ERROR"
+    },
+    "POLR1": {
+        "dir": "LinearReg",
+        "src": "03-Polynomial-Regression.ipynb",
+        "out": "03-Polynomial-Regression==ci==.ipynb",
+        "start": "12/01/21 11:26:26",
+        "end": "12/01/21 11:26:31",
+        "duration": "0:00:05",
+        "state": "ok"
+    },
+    "LOGR1": {
+        "dir": "LinearReg",
+        "src": "04-Logistic-Regression.ipynb",
+        "out": "04-Logistic-Regression==ci==.ipynb",
+        "start": "12/01/21 11:26:32",
+        "end": "12/01/21 11:26:36",
+        "duration": "0:00:04",
+        "state": "ok"
+    },
+    "PER57": {
+        "dir": "IRIS",
+        "src": "01-Simple-Perceptron.ipynb",
+        "out": "01-Simple-Perceptron==ci==.ipynb",
+        "start": "12/01/21 11:26:36",
+        "end": "12/01/21 11:26:40",
+        "duration": "0:00:03",
+        "state": "ok"
+    },
+    "BHPD1": {
+        "dir": "BHPD",
+        "src": "01-DNN-Regression.ipynb",
+        "out": "01-DNN-Regression==ci==.ipynb",
+        "start": "12/01/21 11:26:40",
+        "end": "12/01/21 11:26:55",
+        "duration": "0:00:14",
+        "state": "ok"
+    },
+    "BHPD2": {
+        "dir": "BHPD",
+        "src": "02-DNN-Regression-Premium.ipynb",
+        "out": "02-DNN-Regression-Premium==ci==.ipynb",
+        "start": "12/01/21 11:26:55",
+        "end": "12/01/21 11:27:10",
+        "duration": "0:00:15",
+        "state": "ok"
+    },
+    "MNIST1": {
+        "dir": "MNIST",
+        "src": "01-DNN-MNIST.ipynb",
+        "out": "01-DNN-MNIST==ci==.ipynb",
+        "start": "12/01/21 11:27:10",
+        "end": "12/01/21 11:27:57",
+        "duration": "0:00:46",
+        "state": "ok"
+    },
+    "GTSRB1": {
+        "dir": "GTSRB",
+        "src": "01-Preparation-of-data.ipynb",
+        "out": "01-Preparation-of-data==ci==.ipynb",
+        "start": "12/01/21 11:27:57",
+        "end": "12/01/21 11:29:45",
+        "duration": "0:01:48",
+        "state": "ok"
     },
     "GTSRB2": {
         "dir": "GTSRB",
         "src": "02-First-convolutions.ipynb",
-        "out": "02-First-convolutions==full==.ipynb",
-        "start": "12/01/21 00:40:35",
-        "end": "12/01/21 00:41:02",
-        "duration": "0:00:27",
+        "out": "02-First-convolutions==ci==.ipynb",
+        "start": "12/01/21 11:29:45",
+        "end": "12/01/21 11:30:09",
+        "duration": "0:00:23",
+        "state": "ok"
+    },
+    "GTSRB3": {
+        "dir": "GTSRB",
+        "src": "03-Tracking-and-visualizing.ipynb",
+        "out": "03-Tracking-and-visualizing==ci==.ipynb",
+        "start": "12/01/21 11:30:09",
+        "end": "12/01/21 11:30:59",
+        "duration": "0:00:49",
+        "state": "ok"
+    },
+    "GTSRB4": {
+        "dir": "GTSRB",
+        "src": "04-Data-augmentation.ipynb",
+        "out": "04-Data-augmentation==ci==.ipynb",
+        "start": "12/01/21 11:30:59",
+        "end": "12/01/21 11:31:42",
+        "duration": "0:00:42",
+        "state": "ok"
+    },
+    "GTSRB5": {
+        "dir": "GTSRB",
+        "src": "05-Full-convolutions.ipynb",
+        "out": "05-Full-convolutions==ci==.ipynb",
+        "start": "12/01/21 11:31:42",
+        "end": "12/01/21 11:33:00",
+        "duration": "0:01:18",
+        "state": "ok"
+    },
+    "GTSRB6": {
+        "dir": "GTSRB",
+        "src": "06-Notebook-as-a-batch.ipynb",
+        "out": "06-Notebook-as-a-batch==ci==.ipynb",
+        "start": "12/01/21 11:33:00",
+        "end": "12/01/21 11:33:04",
+        "duration": "0:00:03",
+        "state": "ok"
+    },
+    "GTSRB7": {
+        "dir": "GTSRB",
+        "src": "07-Show-report.ipynb",
+        "out": "07-Show-report==ci==.ipynb",
+        "start": "12/01/21 11:33:04",
+        "end": "12/01/21 11:33:06",
+        "duration": "0:00:02",
         "state": "ok"
     }
 }
\ No newline at end of file
-- 
GitLab