From c8a40c96f8bf5b5ca84a98fcabe07eec05f41ac5 Mon Sep 17 00:00:00 2001
From: Astrid Muennich <astrid.muennich@xfel.eu>
Date: Tue, 14 Aug 2018 14:58:23 +0200
Subject: [PATCH] comments from Mikhail

---
 docs/source/tutorial.rst            | 28 +++++++++++++++++++++++--
 notebooks/Tutorial/calversion.ipynb | 32 ++++++++++++++---------------
 xfel_calibrate/notebooks.py         |  2 +-
 3 files changed, 43 insertions(+), 19 deletions(-)

diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst
index 7f8d48691..037bcf2f8 100644
--- a/docs/source/tutorial.rst
+++ b/docs/source/tutorial.rst
@@ -3,6 +3,8 @@
 Tutorial
 ========
 
+The goal of this tutorial is to demonstrate the functionality of the offline calibration tool-chain. The main functionality offered by this package is the possibility to run a notebook on the shell with input parameters for the configuration. Extending that concept the package also takes care of starting the necessary jobs on the maxwell cluster, which can be more than one if the notebook makes use of ipyparallel. Finally the pycalibration package will generate a report containing all markup and result cells of the notebook.
+
 The Tutorial consist of this documentation and two very simple notebooks:
 
 1. notebooks/Tutorial/startversion.ipynb
@@ -12,11 +14,28 @@ The Tutorial consist of this documentation and two very simple notebooks:
 2. notebooks/Tutorial/calversion.ipynb
 
    Outcome of adapting the startversion notebook to be able to be run with the offline
-   calibtaion tool-chain.
+   calibration tool-chain.
+
+To have a look at those notebooks start from a shell with the karabo environment::
+  
+  jupyter-notebook
+
+This will open a jupyter kernel running in your browser where you can then open the notebooks in the folder notebooks/Tutorial. If you in addition also start on another shell the ipcluster as instructed in the calversion.ipynb notebook::
+
+  ipcluster start --n=4 --profile=tutorial
+
+you can step through the cells and run them.
+If you run this notebook using the xfel-calibrate command as explaind at the end of this tutorial you do not need to start the cluster yourself, it will be done by the framework.
+
 
 Installation and Configuration
 ------------------------------
 
+The offline calibration tool-chain is optimised to run on the maxwell cluster.
+For more information refer to the Maxwell_ documentation.
+
+.. _Maxwell: https://confluence.desy.de/display/IS/Running+Jobs+on+Maxwell
+
 In order to use the offline calibration tool a few steps need to be carried out
 to install the necessary packages and setup the environment:
 
@@ -69,4 +88,9 @@ Running the notebook
 
      xfel-calibrate Tutorial TEST
 
-3. Look at generated report in the chosen output folder.
+   You can see your job in the queue with::
+
+     squeue -u username
+
+3. Look at the generated report in the chosen output folder.
+4. More information on the job run on the cluster can be found in the temp folder.
diff --git a/notebooks/Tutorial/calversion.ipynb b/notebooks/Tutorial/calversion.ipynb
index 78c52d632..2ae783337 100644
--- a/notebooks/Tutorial/calversion.ipynb
+++ b/notebooks/Tutorial/calversion.ipynb
@@ -15,7 +15,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 3,
    "metadata": {
     "collapsed": true
    },
@@ -37,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
@@ -55,7 +55,7 @@
        "<AsyncResult: use_dill>"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -68,7 +68,7 @@
     "import matplotlib.pyplot as plt\n",
     "\n",
     "# if not using slurm: make sure a cluster is running with \n",
-    "# ipcluster start --n=4 --profule=tutorial\n",
+    "# ipcluster start --n=4 --profile=tutorial\n",
     "# give it a while to start\n",
     "from ipyparallel import Client\n",
     "\n",
@@ -86,7 +86,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 5,
    "metadata": {
     "collapsed": true
    },
@@ -99,7 +99,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 6,
    "metadata": {
     "collapsed": true
    },
@@ -119,16 +119,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 7,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
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dUSVtbMOpkqaVdOobUs06tkdSX0n/lvSUpEmSjs+X18xxaGUbjsuX18xxKKci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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7ff664d466a0>"
+       "<matplotlib.figure.Figure at 0x7f13b659b208>"
       ]
      },
      "metadata": {},
@@ -166,7 +166,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -188,7 +188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -216,16 +216,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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nR+CuVPguI6tK3pTNNsufB/xfZeP9IulJkraZZXlrwwXwaJqt12LjrHjL1Fnj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\n+b3G3tkR8buIuBe4iGwAeQEfkXQtcAG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AJyVdTuvf+28Du0u6CngzkB9isdE6vwZcB1yRtuP/MnXE7t+HDngIRTOzISfp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\nAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7ff664af39b0>"
+       "<matplotlib.figure.Figure at 0x7f13b6429be0>"
       ]
      },
      "metadata": {},
@@ -243,7 +243,7 @@
     "plt.hist(p_mean, 50)\n",
     "plt.xlabel('mean parallel')\n",
     "plt.ylabel('counts')\n",
-    "plt.title('OParallel Mean value')\n",
+    "plt.title('Parallel Mean value')\n",
     "\n",
     "plt.subplot(223)\n",
     "plt.hist(std, 50)\n",
@@ -252,7 +252,7 @@
     "plt.title('Std value')\n",
     "\n",
     "plt.subplot(224)\n",
-    "plt.hist(std, 50)\n",
+    "plt.hist(p_std, 50)\n",
     "plt.xlabel('std parallel')\n",
     "plt.ylabel('counts')\n",
     "plt.title('Parallel Std value')\n",
diff --git a/xfel_calibrate/notebooks.py b/xfel_calibrate/notebooks.py
index dc379fb9f..a0e78baa1 100644
--- a/xfel_calibrate/notebooks.py
+++ b/xfel_calibrate/notebooks.py
@@ -86,7 +86,7 @@ notebooks = {
                                "notebook": "notebooks/Tutorial/calversion.ipynb",
                                "concurrency": {"parameter": None,
                                                "default concurrency": None,
-                                               "cluster cores": 4},
+                                               "cluster cores": 32},
                                },
                       }		
              
-- 
GitLab