From 46db6c17eeae815c4bae01fefe325a4a2686052b Mon Sep 17 00:00:00 2001
From: ViiSkor <vikaskorik@gmail.com>
Date: Wed, 10 Jun 2020 15:03:44 +0300
Subject: [PATCH] Add missing imports to utils.py

---
 notebooks/Models_exploration.ipynb | 110665 +-------------------------
 src/utils.py                       |      6 +-
 2 files changed, 85 insertions(+), 110586 deletions(-)

diff --git a/notebooks/Models_exploration.ipynb b/notebooks/Models_exploration.ipynb
index c297c4d..b27ee72 100644
--- a/notebooks/Models_exploration.ipynb
+++ b/notebooks/Models_exploration.ipynb
@@ -6,6 +6,7 @@
       "name": "Models_exploration",
       "provenance": [],
       "collapsed_sections": [],
+      "toc_visible": true,
       "machine_shape": "hm"
     },
     "kernelspec": {
@@ -29,7 +30,7 @@
       "metadata": {
         "id": "GXQRLG_lWb6b",
         "colab_type": "code",
-        "outputId": "b1535f76-a1ea-492d-f682-a959253c1384",
+        "outputId": "652ec035-5988-4806-a53a-5f9a9905d446",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 122
@@ -69,7 +70,11 @@
       "metadata": {
         "id": "Favb_S72QDVk",
         "colab_type": "code",
-        "colab": {}
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 51
+        },
+        "outputId": "73c292ed-587c-4aec-a77d-42ba5d3cbbf5"
       },
       "source": [
         "import sys\n",
@@ -84,6 +89,7 @@
         "from matplotlib import animation, rc\n",
         "from matplotlib import pyplot as plt\n",
         "\n",
+        "from src.data_gen import Med3DDataGenerator, Med2DDataGenerator\n",
         "from src.visualization import animate_scan\n",
         "from src.metrics import dice_coefficient, recall, precision, mean_dice, mean_iou\n",
         "from src.losses import soft_dice_loss\n",
@@ -91,8 +97,17 @@
         "\n",
         "rc('animation', html='jshtml')"
       ],
-      "execution_count": 0,
-      "outputs": []
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
+            "  import pandas.util.testing as tm\n"
+          ],
+          "name": "stderr"
+        }
+      ]
     },
     {
       "cell_type": "markdown",
@@ -254,8 +269,8 @@
         "colab": {}
       },
       "source": [
-        "model_3DUnet_path = '/content/drive/My Drive/VolumMedSeg/models/BraTS/tmp/Unet3D.h5'\n",
-        "model_history_3DUnet_path = '/content/drive/My Drive/VolumMedSeg/models/BraTS/tmp/Unet3D_history.pkl'\n",
+        "model_3DUnet_path = '/content/drive/My Drive/VolumMedSeg/models/BraTS/Unet3D/Unet3D.h5'\n",
+        "model_history_3DUnet_path = '/content/drive/My Drive/VolumMedSeg/models/BraTS/Unet3D/Unet3D_history.pkl'\n",
         "\n",
         "model_Dilated3DUnet_path = '/content/drive/My Drive/VolumMedSeg/models/BraTS/UNet3DDilated/Unet3DDilated.h5'\n",
         "model_history_Dilated3DUnet_path = '/content/drive/My Drive/VolumMedSeg/models/BraTS/UNet3DDilated/Unet3DDilated_history.pkl'\n",
@@ -339,13 +354,25 @@
       "metadata": {
         "id": "NeFVfbJY4Jup",
         "colab_type": "code",
-        "colab": {}
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 34
+        },
+        "outputId": "2d345806-b0b0-43c1-f3e4-5b5612884525"
       },
       "source": [
         "prediction_UNet3D = model_3D.predict(validation3D_generator, verbose=1)"
       ],
-      "execution_count": 0,
-      "outputs": []
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "51/51 [==============================] - 586s 11s/step\n"
+          ],
+          "name": "stdout"
+        }
+      ]
     },
     {
       "cell_type": "code",
@@ -388,13 +415,25 @@
       "metadata": {
         "id": "i8XXzUftJnxh",
         "colab_type": "code",
-        "colab": {}
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 34
+        },
+        "outputId": "895bf2ca-b420-4049-83e5-a323bed572e1"
       },
       "source": [
         "prediction_UNet3D_dil = model_3D_dil.predict(validation3D_generator, verbose=1)"
       ],
-      "execution_count": 0,
-      "outputs": []
+      "execution_count": 16,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "51/51 [==============================] - 657s 13s/step\n"
+          ],
+          "name": "stdout"
+        }
+      ]
     },
     {
       "cell_type": "code",
@@ -492,13 +531,25 @@
       "metadata": {
         "id": "chXy29jyOS3i",
         "colab_type": "code",
-        "colab": {}
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 34
+        },
+        "outputId": "21ff7bbc-71df-44a3-bf16-4663cc74fddd"
       },
       "source": [
         "prediction_UNet2D = model2D.predict(validation2D_generator, verbose=1)"
       ],
-      "execution_count": 0,
-      "outputs": []
+      "execution_count": 21,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "6988/6988 [==============================] - 1040s 149ms/step\n"
+          ],
+          "name": "stdout"
+        }
+      ]
     },
     {
       "cell_type": "code",
@@ -521,7 +572,7 @@
         "colab": {}
       },
       "source": [
-        "scores_2D = evaluate(val_data2D_paths, stacked_pred, mean_iou, DIM3D, SCAN_TYPES, OUTPUT_CLASSES, MERGE_CLASSES, mode=\"2D\")"
+        "scores_2D = evaluate(val_data2D_paths, stacked_pred, mean_dice, DIM3D, SCAN_TYPES, OUTPUT_CLASSES, MERGE_CLASSES, mode=\"2D\")"
       ],
       "execution_count": 0,
       "outputs": []
@@ -583,7 +634,7 @@
         "colab": {}
       },
       "source": [
-        "scores_2D_dil = evaluate(val_data2D_paths, stacked_pred_dil, mean_iou, DIM3D, SCAN_TYPES, OUTPUT_CLASSES, MERGE_CLASSES, mode=\"2D\")"
+        "scores_2D_dil = evaluate(val_data2D_paths, stacked_pred_dil, mean_dice, DIM3D, SCAN_TYPES, OUTPUT_CLASSES, MERGE_CLASSES, mode=\"2D\")"
       ],
       "execution_count": 0,
       "outputs": []
@@ -603,11 +654,7 @@
       "metadata": {
         "id": "fYfsXEDs3arJ",
         "colab_type": "code",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 1000
-        },
-        "outputId": "58def37d-9cf7-42fe-e13d-b70878d962e2"
+        "colab": {}
       },
       "source": [
         "mask, modalities = load_sample(val_data3D_paths[50], DIM3D, SCAN_TYPES, OUTPUT_CLASSES, MERGE_CLASSES, mode=\"3D\")\n",
@@ -622,110529 +669,8 @@
         "                    (20, 12))\n",
         "anim"
       ],
-      "execution_count": 52,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "data": {
-            "text/html": [
-              "\n",
-              "<link rel=\"stylesheet\"\n",
-              "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
-              "css/font-awesome.min.css\">\n",
-              "<script language=\"javascript\">\n",
-              "  function isInternetExplorer() {\n",
-              "    ua = navigator.userAgent;\n",
-              "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
-              "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
-              "  }\n",
-              "\n",
-              "  /* Define the Animation class */\n",
-              "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
-              "    this.img_id = img_id;\n",
-              "    this.slider_id = slider_id;\n",
-              "    this.loop_select_id = loop_select_id;\n",
-              "    this.interval = interval;\n",
-              "    this.current_frame = 0;\n",
-              "    this.direction = 0;\n",
-              "    this.timer = null;\n",
-              "    this.frames = new Array(frames.length);\n",
-              "\n",
-              "    for (var i=0; i<frames.length; i++)\n",
-              "    {\n",
-              "     this.frames[i] = new Image();\n",
-              "     this.frames[i].src = frames[i];\n",
-              "    }\n",
-              "    var slider = document.getElementById(this.slider_id);\n",
-              "    slider.max = this.frames.length - 1;\n",
-              "    if (isInternetExplorer()) {\n",
-              "        // switch from oninput to onchange because IE <= 11 does not conform\n",
-              "        // with W3C specification. It ignores oninput and onchange behaves\n",
-              "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
-              "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
-              "        slider.setAttribute('oninput', null);\n",
-              "    }\n",
-              "    this.set_frame(this.current_frame);\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.get_loop_state = function(){\n",
-              "    var button_group = document[this.loop_select_id].state;\n",
-              "    for (var i = 0; i < button_group.length; i++) {\n",
-              "        var button = button_group[i];\n",
-              "        if (button.checked) {\n",
-              "            return button.value;\n",
-              "        }\n",
-              "    }\n",
-              "    return undefined;\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.set_frame = function(frame){\n",
-              "    this.current_frame = frame;\n",
-              "    document.getElementById(this.img_id).src =\n",
-              "            this.frames[this.current_frame].src;\n",
-              "    document.getElementById(this.slider_id).value = this.current_frame;\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.next_frame = function()\n",
-              "  {\n",
-              "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.previous_frame = function()\n",
-              "  {\n",
-              "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.first_frame = function()\n",
-              "  {\n",
-              "    this.set_frame(0);\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.last_frame = function()\n",
-              "  {\n",
-              "    this.set_frame(this.frames.length - 1);\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.slower = function()\n",
-              "  {\n",
-              "    this.interval /= 0.7;\n",
-              "    if(this.direction > 0){this.play_animation();}\n",
-              "    else if(this.direction < 0){this.reverse_animation();}\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.faster = function()\n",
-              "  {\n",
-              "    this.interval *= 0.7;\n",
-              "    if(this.direction > 0){this.play_animation();}\n",
-              "    else if(this.direction < 0){this.reverse_animation();}\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.anim_step_forward = function()\n",
-              "  {\n",
-              "    this.current_frame += 1;\n",
-              "    if(this.current_frame < this.frames.length){\n",
-              "      this.set_frame(this.current_frame);\n",
-              "    }else{\n",
-              "      var loop_state = this.get_loop_state();\n",
-              "      if(loop_state == \"loop\"){\n",
-              "        this.first_frame();\n",
-              "      }else if(loop_state == \"reflect\"){\n",
-              "        this.last_frame();\n",
-              "        this.reverse_animation();\n",
-              "      }else{\n",
-              "        this.pause_animation();\n",
-              "        this.last_frame();\n",
-              "      }\n",
-              "    }\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.anim_step_reverse = function()\n",
-              "  {\n",
-              "    this.current_frame -= 1;\n",
-              "    if(this.current_frame >= 0){\n",
-              "      this.set_frame(this.current_frame);\n",
-              "    }else{\n",
-              "      var loop_state = this.get_loop_state();\n",
-              "      if(loop_state == \"loop\"){\n",
-              "        this.last_frame();\n",
-              "      }else if(loop_state == \"reflect\"){\n",
-              "        this.first_frame();\n",
-              "        this.play_animation();\n",
-              "      }else{\n",
-              "        this.pause_animation();\n",
-              "        this.first_frame();\n",
-              "      }\n",
-              "    }\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.pause_animation = function()\n",
-              "  {\n",
-              "    this.direction = 0;\n",
-              "    if (this.timer){\n",
-              "      clearInterval(this.timer);\n",
-              "      this.timer = null;\n",
-              "    }\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.play_animation = function()\n",
-              "  {\n",
-              "    this.pause_animation();\n",
-              "    this.direction = 1;\n",
-              "    var t = this;\n",
-              "    if (!this.timer) this.timer = setInterval(function() {\n",
-              "        t.anim_step_forward();\n",
-              "    }, this.interval);\n",
-              "  }\n",
-              "\n",
-              "  Animation.prototype.reverse_animation = function()\n",
-              "  {\n",
-              "    this.pause_animation();\n",
-              "    this.direction = -1;\n",
-              "    var t = this;\n",
-              "    if (!this.timer) this.timer = setInterval(function() {\n",
-              "        t.anim_step_reverse();\n",
-              "    }, this.interval);\n",
-              "  }\n",
-              "</script>\n",
-              "\n",
-              "<style>\n",
-              ".animation {\n",
-              "    display: inline-block;\n",
-              "    text-align: center;\n",
-              "}\n",
-              "input[type=range].anim-slider {\n",
-              "    width: 374px;\n",
-              "    margin-left: auto;\n",
-              "    margin-right: auto;\n",
-              "}\n",
-              ".anim-buttons {\n",
-              "    margin: 8px 0px;\n",
-              "}\n",
-              ".anim-buttons button {\n",
-              "    padding: 0;\n",
-              "    width: 36px;\n",
-              "}\n",
-              ".anim-state label {\n",
-              "    margin-right: 8px;\n",
-              "}\n",
-              ".anim-state input {\n",
-              "    margin: 0;\n",
-              "    vertical-align: middle;\n",
-              "}\n",
-              "</style>\n",
-              "\n",
-              "<div class=\"animation\">\n",
-              "  <img id=\"_anim_imgb260f02911044ed999524fabf0881d15\">\n",
-              "  <div class=\"anim-controls\">\n",
-              "    <input id=\"_anim_sliderb260f02911044ed999524fabf0881d15\" type=\"range\" class=\"anim-slider\"\n",
-              "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
-              "           oninput=\"animb260f02911044ed999524fabf0881d15.set_frame(parseInt(this.value));\"></input>\n",
-              "    <div class=\"anim-buttons\">\n",
-              "      <button onclick=\"animb260f02911044ed999524fabf0881d15.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
-              "      <button onclick=\"animb260f02911044ed999524fabf0881d15.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
-              "          </i></button>\n",
-              "      <button onclick=\"animb260f02911044ed999524fabf0881d15.previous_frame()\">\n",
-              "          <i class=\"fa fa-step-backward\"></i></button>\n",
-              "      <button onclick=\"animb260f02911044ed999524fabf0881d15.reverse_animation()\">\n",
-              "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
-              "      <button onclick=\"animb260f02911044ed999524fabf0881d15.pause_animation()\"><i class=\"fa fa-pause\">\n",
-              "          </i></button>\n",
-              "      <button onclick=\"animb260f02911044ed999524fabf0881d15.play_animation()\"><i class=\"fa fa-play\"></i>\n",
-              "          </button>\n",
-              "      <button onclick=\"animb260f02911044ed999524fabf0881d15.next_frame()\"><i class=\"fa fa-step-forward\">\n",
-              "          </i></button>\n",
-              "      <button onclick=\"animb260f02911044ed999524fabf0881d15.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
-              "          </i></button>\n",
-              "      <button onclick=\"animb260f02911044ed999524fabf0881d15.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
-              "    </div>\n",
-              "    <form action=\"#n\" name=\"_anim_loop_selectb260f02911044ed999524fabf0881d15\" class=\"anim-state\">\n",
-              "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_b260f02911044ed999524fabf0881d15\"\n",
-              "             >\n",
-              "      <label for=\"_anim_radio1_b260f02911044ed999524fabf0881d15\">Once</label>\n",
-              "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_b260f02911044ed999524fabf0881d15\"\n",
-              "             checked>\n",
-              "      <label for=\"_anim_radio2_b260f02911044ed999524fabf0881d15\">Loop</label>\n",
-              "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_b260f02911044ed999524fabf0881d15\"\n",
-              "             >\n",
-              "      <label for=\"_anim_radio3_b260f02911044ed999524fabf0881d15\">Reflect</label>\n",
-              "    </form>\n",
-              "  </div>\n",
-              "</div>\n",
-              "\n",
-              "\n",
-              "<script language=\"javascript\">\n",
-              "  /* Instantiate the Animation class. */\n",
-              "  /* The IDs given should match those used in the template above. */\n",
-              "  (function() {\n",
-              "    var img_id = \"_anim_imgb260f02911044ed999524fabf0881d15\";\n",
-              "    var slider_id = \"_anim_sliderb260f02911044ed999524fabf0881d15\";\n",
-              "    var loop_select_id = \"_anim_loop_selectb260f02911044ed999524fabf0881d15\";\n",
-              "    var frames = new Array(144);\n",
-              "    \n",
-              "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABaAAAANgCAYAAADamM9GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
-              "AAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0\\\n",
-              "dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdeZgU9Z3A4W/DwAyXgjgCggJRgwgx\\\n",
-              "3oAYB3BEBUXFC3ARb0Vc4xE0KspgRGMU0Sd4LALiQRZFBd31NgENxisekSyCrgKuCRHEKF6oA7V/\\\n",
-              "uDNLMwPMgD+J4X2fZ55Hq6urq2u6ft3zoboql2VZFgAAAAAA8C2rs6lXAAAAAACAf04CNAAAAAAA\\\n",
-              "SQjQAAAAAAAkIUADAAAAAJCEAA0AAAAAQBICNAAAAAAASQjQAAAAAAAkIUADAAAAAJCEAA0AAAAA\\\n",
-              "QBICNAAAAAAASQjQAAAAAAAkIUADAAAAAJCEAA0AAAAAQBICNAAAAAAASQjQAAAAAAAkIUADAAAA\\\n",
-              "AJCEAA0AAAAAQBICNAAAAAAASQjQAAAAAAAkIUADAAAAAJCEAA0AAAAAQBICNAAAAAAASQjQAAAA\\\n",
-              "AAAkIUADAAAAAJCEAA0AAAAAQBICNAAAAAAASQjQAAAAAAAkIUADAAAAAJCEAA0AAAAAQBICNAAA\\\n",
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-              "AAAASQjQAAAAAAAkIUADAAAAAJCEAA0AAAAAQBICNAAAAAAASQjQAAAAAAAkIUADAAAAAJCEAA0A\\\n",
-              "AAAAQBICNAAAAAAASQjQAAAAAAAkIUADAAAAAJCEAA0AAAAAQBICNAAAAAAASQjQAAAAAAAkIUAD\\\n",
-              "AAAAAJCEAA0AAAAAQBICNAAAAAAASQjQAAAAAAAkIUADAAAAAJCEAA0AAAAAQBICNAAAAAAASQjQ\\\n",
-              "AAAAAAAkIUADAAAAAJCEAA0AAAAAQBICNAAAAAAASQjQAAAAAAAkIUADAAAAAJCEAA0AAAAAQBIC\\\n",
-              "NAAAAAAASQjQAAAAAAAkIUADAAAAAJCEAA0AAAAAQBICNAAAAAAASQjQAAAAAAAkIUADAAAAAJCE\\\n",
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-              "ARoAAAAAgIQADQAAAABAQoAGAAAAACAhQAMAAAAAkBCgAQAAAABICNAAAAAAACQEaAAAAAAAEgI0\\\n",
-              "AAAAAAAJARoAAAAAgIQADQAAAABAQoAGAAAAACAhQAMAAAAAkBCgAQAAAABICNAAAAAAACQEaAAA\\\n",
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-              "ACQEaAAAAAAAEgI0AAAAAAAJARoAAAAAgIQADQAAAABAQoAGAAAAACAhQAMAAAAAkBCgAQAAAABI\\\n",
-              "CNAAAAAAACQEaAAAAAAAEgI0AAAAAAAJARoAAAAAgIQADQAAAABAQoAGAAAAACAhQAMAAAAAkBCg\\\n",
-              "AQAAAABICNAAAAAAACQEaAAAAAAAEgI0AAAAAAAJARoAAAAAgIQADQAAAABAQoAGAAAAACAhQAMA\\\n",
-              "AAAAkBCgAQAAAABICNAAAAAAACQEaAAAAAAAEgI0AAAAAAAJARoAAAAAgIQADQAAAABAQoAGAAAA\\\n",
-              "ACAhQAMAAAAAkBCgAQAAAABICNAAAAAAACQEaAAAAAAAEgI0AAAAAAAJARoAAAAAgIQADQAAAABA\\\n",
-              "QoAGAAAAACAhQAMAAAAAkBCgAQAAAABICNAAAAAAACQEaAAAAAAAEgI0AAAAAAAJARoAAAAAgIQA\\\n",
-              "DQAAAABAQoAGAAAAACAhQAMAAAAAkBCgAQAAAABICNAAAAAAACQEaAAAAAAAEgI0AAAAAAAJARoA\\\n",
-              "AAAAgIQADQAAAABAQoAGAAAAACAhQAMAAAAAkBCgAQAAAABICNAAAAAAACQEaAAAAAAAEgI0AAAA\\\n",
-              "AAAJARoAAAAAgIQADQAAAABAQoAGAAAAACAhQAMAAAAAkBCgAQAAAABICNAAAAAAACQEaAAAAAAA\\\n",
-              "EgI0AAAAAAAJARoAAAAAgIQADQAAAABAQoAGAAAAACAhQAMAAAAAkBCgAQAAAABICNAAAAAAACQE\\\n",
-              "aAAAAAAAEgI0AAAAAAAJARoAAAAAgIQADQAAAABAQoAGAAAAACAhQAMAAAAAkBCgAQAAAABICNAA\\\n",
-              "AAAAACQEaAAAAAAAEgI0AAAAAAAJARoAAAAAgIQADQAAAABAQoAGAAAAACAhQAMAAAAAkBCgAQAA\\\n",
-              "AABICNAAAAAAACQEaAAAAAAAEgI0AAAAAAAJARoAAAAAgIQADQAAAABAQoAGAAAAACAhQAMAAAAA\\\n",
-              "kBCgAQAAAABICNAAAAAAACQEaAAAAAAAEgI0AAAAAAAJARoAAAAAgIQADQAAAABAQoAGAAAAACAh\\\n",
-              "QAMAAAAAkBCgAQAAAABICNAAAAAAACQEaAAAAAAAEgI0AAAAAAAJARoAAAAAgMQFlHx6XmiyLaYA\\\n",
-              "AAAASUVORK5CYII=\\\n",
-              "\"\n",
-              "\n",
-              "\n",
-              "    /* set a timeout to make sure all the above elements are created before\n",
-              "       the object is initialized. */\n",
-              "    setTimeout(function() {\n",
-              "        animb260f02911044ed999524fabf0881d15 = new Animation(frames, img_id, slider_id, 1000.0,\n",
-              "                                 loop_select_id);\n",
-              "    }, 0);\n",
-              "  })()\n",
-              "</script>\n"
-            ],
-            "text/plain": [
-              "<matplotlib.animation.ArtistAnimation at 0x7f0aa39a10b8>"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          },
-          "execution_count": 52
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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\n",
-            "text/plain": [
-              "<Figure size 1440x864 with 6 Axes>"
-            ]
-          },
-          "metadata": {
-            "tags": [],
-            "needs_background": "light"
-          }
-        }
-      ]
+      "execution_count": 0,
+      "outputs": []
     },
     {
       "cell_type": "markdown",
@@ -111221,7 +747,7 @@
         "plt.ylabel('Loss', fontsize=18)\n",
         "plt.show();"
       ],
-      "execution_count": 88,
+      "execution_count": 0,
       "outputs": [
         {
           "output_type": "display_data",
@@ -111242,11 +768,11 @@
       "metadata": {
         "id": "OzCOcRs5wAk7",
         "colab_type": "code",
+        "outputId": "68f7882c-f823-4698-f80f-05cb740ed74a",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 510
-        },
-        "outputId": "68f7882c-f823-4698-f80f-05cb740ed74a"
+        }
       },
       "source": [
         "sns.set(style=\"whitegrid\")\n",
@@ -111261,7 +787,7 @@
         "plt.ylabel('Loss', fontsize=18)\n",
         "plt.show();"
       ],
-      "execution_count": 82,
+      "execution_count": 0,
       "outputs": [
         {
           "output_type": "display_data",
@@ -111282,11 +808,11 @@
       "metadata": {
         "id": "mhCLP7cxsqSE",
         "colab_type": "code",
+        "outputId": "a4a3c851-e873-4dc1-a0a8-76ef53815fe3",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 507
-        },
-        "outputId": "a4a3c851-e873-4dc1-a0a8-76ef53815fe3"
+        }
       },
       "source": [
         "sns.set(style=\"whitegrid\")\n",
@@ -111302,7 +828,7 @@
         "plt.ylabel('Loss', fontsize=18)\n",
         "plt.show();"
       ],
-      "execution_count": 83,
+      "execution_count": 0,
       "outputs": [
         {
           "output_type": "display_data",
@@ -111333,11 +859,7 @@
       "metadata": {
         "id": "3wwyd73ls1qJ",
         "colab_type": "code",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 524
-        },
-        "outputId": "6dfcadc2-1fa7-43d0-8c97-07d0aa47befc"
+        "colab": {}
       },
       "source": [
         "scores_3D['model'] = ['3D U-Net' for _ in range(len(scores_3D['score']))]\n",
@@ -111356,33 +878,8 @@
         "plt.ylabel('model', fontsize=18)\n",
         "sns.boxplot(x=\"model\", y=\"score\", hue=\"class\", data=df_models, palette=\"hls\")"
       ],
-      "execution_count": 86,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "data": {
-            "text/plain": [
-              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0aa878b198>"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          },
-          "execution_count": 86
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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\n",
-            "text/plain": [
-              "<Figure size 1296x576 with 1 Axes>"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          }
-        }
-      ]
+      "execution_count": 0,
+      "outputs": []
     }
   ]
 }
\ No newline at end of file
diff --git a/src/utils.py b/src/utils.py
index e359ccc..74d8265 100644
--- a/src/utils.py
+++ b/src/utils.py
@@ -6,6 +6,8 @@
 import nibabel as nib
 from tqdm import tqdm
 
+from preprocessing import preprocess_label, crop, pad
+
 
 def get_fpaths(data_dir, mode="3D"):
   '''Parse all the filenames and create a dictionary for each patient with structure:
@@ -189,7 +191,7 @@ def stack_2D_2_3D(samples_sep, arr, dim, n_channels):
   return np.array(stacked_pred)
 
 
-def load_sample(path, dim, scan_types, classes, merge_classes, mode="3D"):
+def load_sample(path, dim, scan_types, classes, merge_classes, n_channels, n_classes, mode="3D"):
   dim_before_axes_swap = (dim[-1], dim[1], dim[0])
   if mode=="3D":
     masks = preprocess_label(np.asanyarray(nib.load(path['seg']).dataobj), output_classes=classes, merge_classes=merge_classes)
@@ -223,7 +225,7 @@ def evaluate(data_paths, prediction, metric, dim, scan_types, classes, merge_cla
       else:
         cls_name = cls
         cls = [cls]
-      mask, _ = load_sample(path=path, dim=dim, scan_types=scan_types, classes=cls, merge_classes=merge_classes, mode=mode)
+      mask, _ = load_sample(path=path, dim=dim, scan_types=scan_types, classes=cls, merge_classes=merge_classes, n_channels=len(scan_types), n_classes=1, mode=mode)
       mask = np.array([mask])
       pred = np.array([pred])
       score = metric(mask, pred)