From 466b480109dade79d7dcc7107f2d666da1274bdf Mon Sep 17 00:00:00 2001
From: Oli <olifer97@gmail.com>
Date: Mon, 3 Jan 2022 08:59:52 -0300
Subject: [PATCH] add return values analysis

---
 fftma_module/gen/analysis.ipynb      | 323 ++++++++++++++++++++++-----
 fftma_module/gen/lib_src/cov_value.c |   2 +-
 fftma_module/gen/lib_src/ran2.c      |   2 +-
 fftma_module/gen/save_logs.sh        |   2 +-
 4 files changed, 273 insertions(+), 56 deletions(-)

diff --git a/fftma_module/gen/analysis.ipynb b/fftma_module/gen/analysis.ipynb
index c0cac47..e3f1051 100644
--- a/fftma_module/gen/analysis.ipynb
+++ b/fftma_module/gen/analysis.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -35,7 +35,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -62,7 +62,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -106,7 +106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -118,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -129,7 +129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -165,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -184,7 +184,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -243,7 +243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -727,6 +727,7 @@
         }
        ],
        "layout": {
+        "autosize": true,
         "legend": {
          "tracegroupgap": 0
         },
@@ -1541,6 +1542,7 @@
         }
        }
       },
+      "image/png": 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        "                            \n",
@@ -1724,6 +1726,7 @@
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@@ -2538,6 +2541,7 @@
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        "                            \n",
@@ -3031,6 +3035,7 @@
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@@ -3845,6 +3850,7 @@
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        "                            \n",
@@ -4022,6 +4028,7 @@
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@@ -4836,6 +4843,7 @@
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        "                            \n",
@@ -5329,6 +5337,7 @@
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@@ -6143,6 +6152,7 @@
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        "                            \n",
@@ -6320,6 +6330,7 @@
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@@ -7134,6 +7145,7 @@
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@@ -7629,6 +7641,7 @@
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\"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"autotypenumbers\": \"strict\", \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Time treemap\"}},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
@@ -8622,6 +8636,7 @@
         }
        ],
        "layout": {
+        "autosize": true,
         "legend": {
          "tracegroupgap": 0
         },
@@ -10024,7 +10039,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -10040,6 +10055,12 @@
     "        \"ran2\": {\"idum\": [], \"idum2\": [], \"iy\": []},\n",
     "        \"cov_value\": {\"di\":[], \"dj\": [], \"dk\": []}\n",
     "    }\n",
+    "    \n",
+    "    return_values = {\n",
+    "        \"gasdev\": [],\n",
+    "        \"ran2\": [],\n",
+    "        \"cov_value\": []\n",
+    "    }\n",
     "\n",
     "    with open(file_name) as log_file:\n",
     "        lines = log_file.readlines()\n",
@@ -10051,20 +10072,26 @@
     "                for p in params:\n",
     "                    idx_value = split_line.index(p) + 2\n",
     "                    data[function_name][p].append(float(split_line[idx_value].rsplit(\",\")[0]))\n",
-    "                #print(split_line)\n",
-    "    return data\n",
+    "                    \n",
+    "            elif np.any([f in line for f in functions_repeated.keys()]) and \"RESULT = success\" in line:\n",
+    "                split_line = line.split()\n",
+    "                function_name = get_function_name(split_line[2])\n",
+    "                return_values[function_name].append(float(split_line[8].rsplit(\",\")[0]))\n",
+    "    return data, return_values\n",
     "\n",
     "def get_repeteated_data(filenames):\n",
     "    data_total = {}\n",
+    "    return_total = {}\n",
     "    for f in filenames:\n",
-    "        data = get_data_from_file(f)\n",
+    "        data, return_values = get_data_from_file(f)\n",
     "        data_total = {**data_total, **data}\n",
-    "    return data_total"
+    "        return_total = {**return_total, **return_values}\n",
+    "    return data_total, return_total"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 248,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -10093,7 +10120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 245,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -10102,6 +10129,24 @@
     "        plot_distributions(data,f)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_return_values_dist(return_values):\n",
+    "    for f in return_values.keys():\n",
+    "        \n",
+    "        fig = plt.figure()\n",
+    "        plt.title(f\"Distribution of {f} return value\")\n",
+    "        plt.hist(return_values[f], bins=60, alpha=1, edgecolor = 'black',  linewidth=1)\n",
+    "        plt.grid(True)\n",
+    "        plt.ylabel(\"Number of repetitions\")\n",
+    "        plt.xlabel(\"value\")\n",
+    "        plt.show()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -10111,7 +10156,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 234,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -10149,11 +10194,48 @@
       "needs_background": "light"
      },
      "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "data = get_repeteated_data(['log_8-aa'])\n",
-    "plot_reapeated_data_distribution(data)"
+    "data, return_values = get_repeteated_data(['log_8-aa'])\n",
+    "plot_reapeated_data_distribution(data)\n",
+    "plot_return_values_dist(return_values)"
    ]
   },
   {
@@ -10165,7 +10247,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 235,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -10203,11 +10285,48 @@
       "needs_background": "light"
      },
      "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "data = get_repeteated_data(['log_16-aa'])\n",
-    "plot_reapeated_data_distribution(data)"
+    "data, return_values = get_repeteated_data(['log_16-aa'])\n",
+    "plot_reapeated_data_distribution(data)\n",
+    "plot_return_values_dist(return_values)"
    ]
   },
   {
@@ -10219,27 +10338,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 246,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "gasdev idum\n",
-      "gasdev idum2\n",
-      "gasdev iy\n",
-      "cov_value di\n",
-      "cov_value dj\n",
-      "cov_value dk\n",
-      "ran2 idum\n",
-      "ran2 idum2\n",
-      "ran2 iy\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 600x600 with 3 Axes>"
       ]
@@ -10272,11 +10376,48 @@
       "needs_background": "light"
      },
      "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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69uPMSqMyM7OmUCSJtF/rsR/ws4iYQ9fXf5iZWQspkkRul/RbUhK5XtJg4NVqwzIzs2ZQ5Ir1I4FdgHkR8YKk15GnJDEzs9bWYxKJiFclLQLGSGrI/UfMzKw59JgUJJ0FHAzcB7ySiwO4ucK4zMysCRRpWRwAvDkiXqo4FjMzazJFOtbnAYOqDsTMzJpPkZbIC8Bdkm4AVrVGIuILlUVlZmZNoUgSmZEfZmZmHRQZnTVd0obAm3LRAxHxcrVhmZlZMygyOms8MB14mHSl+khJEyPCo7PMzFpckdNZU4C9I+IBAElvAi4BxlYZmJmZrf+KjM4a1J5AACLib3i0lpmZUawlMlvST4GL8vNPALOrC8nMzJpFkSRyDHAc0D6k9w/ADyuLyMzMmkaR0VkvAefkh5mZ2SpdJhFJl0fEQZLuIc2V1UFE/HOlkZmZ2Xqvu5bI8fnf/RsRiJmZNZ8uR2dFxON58diImF/7AI5tTHhmZrY+KzLE9/11yvbt7UDMzKz5dNcncgypxbGjpLtrXhoM/HfVgZmZ2fqvuz6Ri4HrgDOAk2rKl0XEkkqjMjOzptBdEomIeFjScZ1fkLSlE4mZmfXUEtkfuJ00xFc1rwWwY4VxmZlZE+gyiUTE/vnfHRoXjpmZNZMeR2flOxr2WGZmZq2nu9FZGwOvAYZK2oLVp7M2A4Y3IDYzM1vPddcS+QypP2Qn4I68fDtwNfD9nnYsaZqkxZLurSk7TdJCSXflx341r31F0lxJD0j6QE35PrlsrqSTasp3kHRrLr8s333RzMwaqLsr1r+b+0NOiIgdah5vi4gekwhwAbBPnfJvR8Qu+TETQNIY4BDgn/I2P5Q0QNIA4AekixvHAIfmdQHOyvt6I7AUOLJQjc3MrNcUuWJ9mqRTJE0FkDRaUo/zaeXb5xYdBjwBuDQiXoqIh4C5wG75MTci5kXECuBSYIIkAe8FrszbTwcOKHgsMzPrJUXuJzKNdBrrX/PzhcAVwLUlj/k5SYeRbmw1KSKWkvpYbqlZZwGr+10e7VS+O/A64JmIWFln/TVIOho4GmDYsGG0tbWVCnzEiBFMev3KDmUrzj679P6awfLly/t1/epxnfu/VqsvVFfnIknkDRFxsKRDASLihdwSKONHwGTSdSaTSfdv/3TJfRUWEVOBqQDjxo2L8ePHl9rPlClT+N6TO3Uom3/WCUSsMVN+v9HW1kbZ96tZuc79X6vVF6qrc5EkskLSJuR7ikh6A/BSmYNFxKL2ZUk/YXVrZiEwsmbVEbmMLsqfBoZIGphbI7Xrm5lZgxTpEzkV+A0wUtLPgRuA/yhzMEnb1Dz9CNA+cmsGcIikjSTtAIwG/gzcBozOI7E2JHW+z4j00/9G4MC8/UTSqDEzM2ugIrfHnSXpDmAP0rUix0fEUz1tJ+kSYDzpOpMFpGQ0XtIupFbNw6RhxETEHEmXA/cBK4HjIuKVvJ/PAdcDA4BpETEnH+JE4FJJXwfuBM4vWGczM+slRU5nAbwHeBfpy38Q8KueNoiIQ+sUd/lFHxHfAL5Rp3wmMLNO+TzS6C0zM+sjRaY9+SHwWeAe0umnz0j6QdWBmZnZ+q9IS+S9wFtyPwSSpgNzut/EzMxaQZGO9bnAdjXPR+YyMzNrcUVaIoOB+yX9mdQnshswW9IMgIj4cIXxmZnZeqxIEvla5VGYmVlTKjLE9yZJ2wOjI+J3+cLDgRGxrPrwzMxsfVZkdNZRpIkOf5yLRgBXVRiTmZk1iSId68cB7wSeA4iIB4GtqwzKzMyaQ5Ek8lKehh0ASQPJ82iZmVlrK5JEbpJ0MrCJpPeTpoG/ptqwzMysGRRJIicCT5KuWP8MaQqSU6oMyszMmkO3o7Py7WnnRMROwE8aE5KZmTWLblsieSbdByRt1916ZmbWmopcbLgFMCdfsf58e6GvVDczsyJJ5KuVR2FmZk2p0BXrjQjEzMyaT5HRWWZmZnU5iZiZWWldJhFJN+R/z2pcOGZm1ky66xPZRtK/Ah+WdCmg2hcj4o5KIzMzs/Ved0nka6SRWSOAczq9FqTb5pqZWQvrMolExJXAlZK+GhGTGxiTmZk1iSJDfCdL+jDw7lzUFhHXVhuWmZk1gyI3pToDOB64Lz+Ol/TNqgMzM7P1X5Er1j8I7BIRrwJImg7cCZxcZWBmZrb+K3qdyJCa5c0riMPMzJpQkZbIGcCdkm4kDfN9N3BSpVGZmVlTKNKxfomkNuBfctGJEfFEpVGZmVlTKNISISIeB2ZUHIuZmTUZz51lZmalOYmYmVlp3SYRSQMk/bVRwZiZWXPxPdbNzKw032PdzMxKq+we65KmAfsDiyNi51y2JXAZMAp4GDgoIpZKEvBdYD/gBeDw9qnmJU0ETsm7/XpETM/lY4ELgE2AmcDxERFlYjUzs3J67FjP91h/GBiUl28DitxL5AJgn05lJwE3RMRo4AZWX7S4LzA6P44GfgSrks6pwO7AbsCpkrbI2/wIOKpmu87HMjOzihWZgPEo4Ergx7loOHBVT9tFxM3Akk7FE4DpeXk6cEBN+YWR3AIMkbQN8AFgVkQsiYilwCxgn/zaZhFxS259XFizLzMza5Aip7OOI7UCbgWIiAclbV3yeMPyhYsATwDD8vJw4NGa9Rbksu7KF9Qpr0vS0aQWDsOGDaOtra1U8CNGjGDS61d2KFtx9tml99cMli9f3q/rV4/r3P+1Wn2hujoXSSIvRcSK1G0BkgaS7my4TiIiJDWkDyMipgJTAcaNGxfjx48vtZ8pU6bwvSd36lA2/6wT6M9dMW1tbZR9v5qV69z/tVp9obo6F7nY8CZJJwObSHo/cAVwTcnjLcqnosj/Ls7lC4GRNeuNyGXdlY+oU25mZg1UJImcBDwJ3AN8hjQS6pRut+jaDGBiXp4IXF1TfpiSPYBn82mv64G9JW2RO9T3Bq7Prz0naY88suuwmn2ZmVmDFJnF99V8I6pbSaexHigylFbSJcB4YKikBaRRVmcCl0s6EpgPHJRXn0ka3juXNMT3iHzsJZImk0aEAZweEe2d9ceyeojvdflhZmYN1GMSkfRB4Dzg76T7iewg6TMR0e2XdkQc2sVLe9VZN0gd+PX2Mw2YVqd8NrBz99GbmVmVinSsTwH2jIi5AJLeAPwa//I3M2t5RfpElrUnkGwesKyieMzMrIl02RKR9NG8OFvSTOByUp/Ix1jdR2FmZi2su9NZH6pZXgS8Jy8/SerMNjOzFtdlEomIIxoZiJmZNZ8io7N2AD5Pmnl31fqeCt7MzIqMzroKOJ90lfqrlUZjZmZNpUgSeTEizq08EjMzazpFksh3JZ0K/BZ4qb2w/aZRZmbWuookkbcCnwLey+rTWZGfm5lZCyuSRD4G7BgRK6oOxszMmkuRK9bvBYZUHIeZmTWhIi2RIcBfJd1Gxz4RD/E1M2txRZLIqZVHYWZmTanI/URuakQgZmbWfIpcsb6M1fdU3xAYBDwfEZtVGZiZma3/irREBrcv51vRTgD2qDIoMzNrDkVGZ60SyVXAB6oJx8zMmkmR01kfrXm6ATAOeLGyiMzMrGkUGZ1Ve1+RlcDDpFNaZmbW4or0ifi+ImZmVld3t8f9WjfbRURMriAeMzNrIt21RJ6vU/Za4EjgdYCTiJlZi+vu9rhT2pclDQaOB44ALgWmdLWdmZm1jm77RCRtCXwJ+AQwHdg1IpY2IjAzM1v/ddcn8i3go8BU4K0RsbxhUZmZWVPo7mLDScC2wCnAY5Key49lkp5rTHhmZrY+665PZK2uZjczs9bjRGFmZqU5iZiZWWlOImZmVpqTiJmZleYkYmZmpTmJmJlZaX2SRCQ9LOkeSXdJmp3LtpQ0S9KD+d8tcrkknStprqS7Je1as5+Jef0HJU3si7qYmbWyvmyJ7BkRu0TEuPz8JOCGiBgN3JCfA+wLjM6Po4EfwaopWU4Fdgd2A05tTzxmZtYY69PprAmk+bnI/x5QU35hvjXvLcAQSduQbtE7KyKW5Pm8ZgH7NDhmM7OWpoho/EGlh4ClQAA/joipkp6JiCH5dQFLI2KIpGuBMyPij/m1G4ATgfHAxhHx9Vz+VeAfEXF2neMdTWrFMGzYsLGXXnppqbgXLVrE4pUbdyhb8cRcxo4dW2p/zWD58uVsuummfR1GQ7nO/V+r1RfWvc577rnn7TVnjlYpcnvcKrwrIhZK2hqYJemvtS9GREjqtewWEVNJE0kybty4GD9+fKn9TJkyhe89uVOHsvlnnUBfJOJGaWtro+z71axc5/6v1eoL1dW5T05nRcTC/O9i4FekPo1F+TQV+d/FefWFwMiazUfksq7KzcysQRqeRCS9Nt/kCkmvBfYG7gVmAO0jrCYCV+flGcBheZTWHsCzEfE4cD2wt6Qtcof63rnMzMwapC9OZw0DfpW6PRgIXBwRv5F0G3C5pCOB+cBBef2ZwH7AXOAF0t0ViYglkiYDt+X1To+IJY2rhpmZNTyJRMQ84G11yp8G9qpTHsBxXexrGjCtt2M0M7Ni1qchvmZm1mScRMzMrDQnETMzK81JxMzMSnMSMTOz0pxEzMysNCcRMzMrzUnEzMxKcxIxM7PSnETMzKw0JxEzMyvNScTMzEpzEjEzs9KcRMzMrDQnETMzK81JxMzMSnMSMTOz0pxEzMysNCcRMzMrzUnEzMxKcxIxM7PSnETMzKw0JxEzMyvNScTMzEpzEjEzs9KcRMzMrDQnETMzK81JxMzMSnMSMTOz0pxEzMysNCcRMzMrzUnEzMxKcxIxM7PSnETMzKy0pk8ikvaR9ICkuZJO6ut4zMxaSVMnEUkDgB8A+wJjgEMljenbqMzMWkdTJxFgN2BuRMyLiBXApcCEhkYwYBCSOjwGbrTJGmXbjNiuoWGZmTXCwL4OYB0NBx6teb4A2L3zSpKOBo7OT5dLeqDk8YYCT/W00isrXlyj7ImFjyKp5GH7VKE69zOuc//XavWFda/z9vUKmz2JFBIRU4Gp67ofSbMjYlwvhNQ0XOfW0Gp1brX6QnV1bvbTWQuBkTXPR+QyMzNrgGZPIrcBoyXtIGlD4BBgRh/HZGbWMpr6dFZErJT0OeB6YAAwLSLmVHjIdT4l1oRc59bQanVutfpCRXVWRFSxXzMzawHNfjrLzMz6kJOImZmV5iRSR09TqUjaSNJl+fVbJY3qgzB7TYH6fknSfZLulnSDpLrjxZtJ0elyJP2bpJDU9MNBi9RZ0kH5s54j6eJGx9jbCvxtbyfpRkl35r/v/foizt4iaZqkxZLu7eJ1STo3vx93S9p1nQ8aEX7UPEgd9H8HdgQ2BP4CjOm0zrHAeXn5EOCyvo674vruCbwmLx/TzPUtWue83mDgZuAWYFxfx92Az3k0cCewRX6+dV/H3YA6TwWOyctjgIf7Ou51rPO7gV2Be7t4fT/gOkDAHsCt63pMt0TWVGQqlQnA9Lx8JbCXmvRydArUNyJujIgX8tNbSNfjNLOi0+VMBs4C1pyCoPkUqfNRwA8iYilARCxucIy9rUidA9gsL28OPNbA+HpdRNwMLOlmlQnAhZHcAgyRtM26HNNJZE31plIZ3tU6EbESeBZ4XUOi631F6lvrSNIvmWbWY51zM39kRPy6kYFVqMjn/CbgTZL+W9ItkvZpWHTVKFLn04BPSloAzAQ+35jQ+sza/n/vUVNfJ2KNJemTwDjgPX0dS5UkbQCcAxzex6E02kDSKa3xpNbmzZLeGhHP9GVQFTsUuCAipkh6B/AzSTtHxKt9HVizcEtkTUWmUlm1jqSBpGbw0w2JrvcVmjpG0vuA/wQ+HBEvNSi2qvRU58HAzkCbpIdJ545nNHnnepHPeQEwIyJejoiHgL+RkkqzKlLnI4HLASLiT8DGpIkK+6tenyrKSWRNRaZSmQFMzMsHAr+P3GvVhHqsr6S3Az8mJZBmP08OPdQ5Ip6NiKERMSoiRpH6gT4cEbP7JtxeUeTv+ipSKwRJQ0mnt+Y1MMbeVqTOjwB7AUh6CymJPNnQKBtrBnBYHqW1B/BsRDy+Ljv06axOooupVCSdDsyOiBnA+aRm71xSJ9YhfRfxuilY328BmwJX5PEDj0TEh/ss6HVUsM79SsE6Xw/sLek+4BXgyxHRrC3sonWeBPxE0hdJneyHN/EPQiRdQvohMDT385wKDAKIiPNI/T77AXOBF4Aj1vmYTfx+mZlZH/PpLDMzK81JxMzMSnMSMTOz0pxEzMysNCcRMzMrzUnEbD0gaXlfx2BWhpOImZmV5iRiVgFJZ0o6rub5aZJOyfdjuUPSPZLWmDlY0nhJ19Y8/76kw/PyWEk3Sbpd0vXrOvuqWW9wEjGrxmXAQTXPDyLdPuAjEbEr6R4tU4reQkDSIOB7wIERMRaYBnyjd0M2W3ue9sSsAhFxp6StJW0LbAUsBZ4Avi3p3cCrpCm4h+XynryZNCnkrJx3BgDrNOeRWW9wEjGrzhWkCTpfT2qZfIKUUMZGxMt5huCNO22zko5nCNpfFzAnIt5RacRma8mns8yqcxlpcs4DSQllc2BxTiB7AvXuVT8fGCNpI0lDyDPMAg8AW+V7XiBpkKR/qroCZj1xS8SsInnG2MHAwoh4XNLPgWsk3QPMBv5aZ5tHJV0O3As8RLrnORGxQtKBwLmSNif93/0OMKcxtTGrz7P4mplZaT6dZWZmpTmJmJlZaU4iZmZWmpOImZmV5iRiZmalOYmYmVlpTiJmZlba/wKvmUTRRRi2owAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "data = get_repeteated_data(['log_32-aa'])\n",
-    "plot_reapeated_data_distribution(data)"
+    "data, return_values = get_repeteated_data(['log_32-aa'])\n",
+    "plot_reapeated_data_distribution(data)\n",
+    "plot_return_values_dist(return_values)"
    ]
   },
   {
@@ -10288,7 +10429,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 249,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -10326,11 +10467,80 @@
       "needs_background": "light"
      },
      "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "data = get_repeteated_data(['log_64-aa', 'log_64-ab'])\n",
-    "plot_reapeated_data_distribution(data)"
+    "data, return_values = get_repeteated_data(['log_64-aa', 'log_64-ab'])\n",
+    "plot_reapeated_data_distribution(data)\n",
+    "plot_return_values_dist(return_values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Conclusiones de los parametros\n",
+    "\n",
+    "**Parametros de gasdev**\n",
+    "\n",
+    "- idum: siempre 0\n",
+    "- idum2: siempre 0\n",
+    "- iy: siempre 0\n",
+    "\n",
+    "**Parametros de ran2**\n",
+    "\n",
+    "- idum: siempre 0\n",
+    "- idum2: siempre 0\n",
+    "- iy: siempre 0\n",
+    "\n",
+    "**Parametros de cov_value**\n",
+    "\n",
+    "- di:\n",
+    "- dj:\n",
+    "- dk:\n",
+    "\n",
+    "## Conclusiones de los valores de retorno\n",
+    "\n",
+    "Parece ser que las 3 funciones tienen distribuciones bien marcadas:\n",
+    "- gasdev: es una normal(0, 500)\n",
+    "- ran2: uniforme(0,1)\n",
+    "- cov_value: parece solo devolver 0, sobre todo amedida que se agranda el tamaño del medio"
    ]
   },
   {
@@ -10339,30 +10549,37 @@
    "source": [
     "# TODO\n",
     "\n",
-    "- Completar analisis de memoria y cpu\n",
-    "- Investigar mas el tema de llamadas a funciones repetidas (gasdev, cov_value, ran2)\n",
-    "- Escribir conclusiones (proximos pasos y cosas que no se consideran importantes)\n",
-    "- Conseguir ayuda en tupac para poder correrlo"
+    "- [ ] Completar analisis de memoria y cpu\n",
+    "- [ ] Investigar mas el tema de llamadas a funciones repetidas (gasdev, cov_value, ran2)\n",
+    "- [ ] Escribir conclusiones (proximos pasos y cosas que no se consideran importantes)\n",
+    "- [X] Conseguir ayuda en tupac para poder correrlo"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.18"
+   "pygments_lexer": "ipython3",
+   "version": "3.6.9"
   }
  },
  "nbformat": 4,
diff --git a/fftma_module/gen/lib_src/cov_value.c b/fftma_module/gen/lib_src/cov_value.c
index bc5556b..2acbda5 100644
--- a/fftma_module/gen/lib_src/cov_value.c
+++ b/fftma_module/gen/lib_src/cov_value.c
@@ -79,7 +79,7 @@ double cov_value(struct vario_mod variogram, double di, double dj, double dk, in
     double* used_ram_tf = malloc(sizeof(double));
     getVirtualMemUsed(used_ram_tf);
 
-    log_info("RESULT = success, hx = %f, hy = %f, hz = %f, h = %f, cov = %f, ELAPSED = %f seconds, DIF USED VIRTUAL MEM = %5.1f MB", hx, hy, hz, h, cov, time_taken, *used_ram_tf - *used_ram_t0);
+    log_info("RESULT = success, cov = %f, hx = %f, hy = %f, hz = %f, h = %f , ELAPSED = %f seconds, DIF USED VIRTUAL MEM = %5.1f MB", cov, hx, hy, hz, h, time_taken, *used_ram_tf - *used_ram_t0);
 
     free(used_ram_t0);
     free(used_ram_tf);
diff --git a/fftma_module/gen/lib_src/ran2.c b/fftma_module/gen/lib_src/ran2.c
index a4d8d38..93cd468 100644
--- a/fftma_module/gen/lib_src/ran2.c
+++ b/fftma_module/gen/lib_src/ran2.c
@@ -83,7 +83,7 @@ double ran2(long* idum, long* idum2, long* iy, long iv[NTAB], int cores) {
     getVirtualMemUsed(used_ram_tf);
 
     if ((temp = AM * (*iy)) > RNMX) {
-        log_info("RESULT = success, ELAPSED = %f, DIF USED VIRTUAL MEM = %5.1f MB", time_taken, *used_ram_tf - *used_ram_t0);
+        log_info("RESULT = success, RNMX = %f, ELAPSED = %f, DIF USED VIRTUAL MEM = %5.1f MB", RNMX, time_taken, *used_ram_tf - *used_ram_t0);
         return (RNMX);
     }
     else {
diff --git a/fftma_module/gen/save_logs.sh b/fftma_module/gen/save_logs.sh
index f12fd6a..6a2257b 100755
--- a/fftma_module/gen/save_logs.sh
+++ b/fftma_module/gen/save_logs.sh
@@ -1,2 +1,2 @@
 python3 setup.py install --user
-ENV=analysis python3 test.py $1 2>&1 | split -l 5000000 - log_$1-
\ No newline at end of file
+ENV=true python3 test.py $1 2>&1 | split -l 5000000 - log_$1-
\ No newline at end of file