shallow-training/nncw.ipynb

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    "id": "TGIxH9Tmt5zp"
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   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tensorflow as tf\n",
    "tf.get_logger().setLevel('ERROR')\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import seaborn as sns\n",
    "import random\n",
    "import pickle\n",
    "import json\n",
    "import math\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "fig_dpi = 70"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fksHv5rXACEX"
   },
   "source": [
    "# Neural Network Training\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "l4zqVWyRAM0Z"
   },
   "source": [
    "## Load Dataset\n",
    "\n",
    "Read CSVs dumped from MatLab and parse into Pandas DataFrames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 331
    },
    "executionInfo": {
     "elapsed": 2441,
     "status": "ok",
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    },
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    "outputId": "fbfa9406-f662-4ebc-8ba2-67950714627c"
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   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Clump thickness</th>\n",
       "      <th>Uniformity of cell size</th>\n",
       "      <th>Uniformity of cell shape</th>\n",
       "      <th>Marginal adhesion</th>\n",
       "      <th>Single epithelial cell size</th>\n",
       "      <th>Bare nuclei</th>\n",
       "      <th>Bland chomatin</th>\n",
       "      <th>Normal nucleoli</th>\n",
       "      <th>Mitoses</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "      <td>699.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.441774</td>\n",
       "      <td>0.313448</td>\n",
       "      <td>0.320744</td>\n",
       "      <td>0.280687</td>\n",
       "      <td>0.321602</td>\n",
       "      <td>0.354363</td>\n",
       "      <td>0.343777</td>\n",
       "      <td>0.286695</td>\n",
       "      <td>0.158941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.281574</td>\n",
       "      <td>0.305146</td>\n",
       "      <td>0.297191</td>\n",
       "      <td>0.285538</td>\n",
       "      <td>0.221430</td>\n",
       "      <td>0.360186</td>\n",
       "      <td>0.243836</td>\n",
       "      <td>0.305363</td>\n",
       "      <td>0.171508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Clump thickness  Uniformity of cell size  Uniformity of cell shape  \\\n",
       "count       699.000000               699.000000                699.000000   \n",
       "mean          0.441774                 0.313448                  0.320744   \n",
       "std           0.281574                 0.305146                  0.297191   \n",
       "min           0.100000                 0.100000                  0.100000   \n",
       "25%           0.200000                 0.100000                  0.100000   \n",
       "50%           0.400000                 0.100000                  0.100000   \n",
       "75%           0.600000                 0.500000                  0.500000   \n",
       "max           1.000000                 1.000000                  1.000000   \n",
       "\n",
       "       Marginal adhesion  Single epithelial cell size  Bare nuclei  \\\n",
       "count         699.000000                   699.000000   699.000000   \n",
       "mean            0.280687                     0.321602     0.354363   \n",
       "std             0.285538                     0.221430     0.360186   \n",
       "min             0.100000                     0.100000     0.100000   \n",
       "25%             0.100000                     0.200000     0.100000   \n",
       "50%             0.100000                     0.200000     0.100000   \n",
       "75%             0.400000                     0.400000     0.500000   \n",
       "max             1.000000                     1.000000     1.000000   \n",
       "\n",
       "       Bland chomatin  Normal nucleoli     Mitoses  \n",
       "count      699.000000       699.000000  699.000000  \n",
       "mean         0.343777         0.286695    0.158941  \n",
       "std          0.243836         0.305363    0.171508  \n",
       "min          0.100000         0.100000    0.100000  \n",
       "25%          0.200000         0.100000    0.100000  \n",
       "50%          0.300000         0.100000    0.100000  \n",
       "75%          0.500000         0.400000    0.100000  \n",
       "max          1.000000         1.000000    1.000000  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('features.csv', header=None).T\n",
    "data.columns = ['Clump thickness', 'Uniformity of cell size', 'Uniformity of cell shape', 'Marginal adhesion', 'Single epithelial cell size', 'Bare nuclei', 'Bland chomatin', 'Normal nucleoli', 'Mitoses']\n",
    "labels = pd.read_csv('targets.csv', header=None).T\n",
    "labels.columns = ['Benign', 'Malignant']\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "executionInfo": {
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     "status": "ok",
     "timestamp": 1615991459236,
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    },
    "id": "qc1Mku6h041u",
    "outputId": "94e38c34-0419-4a02-ac8c-17bbc83f777b"
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   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Benign</th>\n",
       "      <th>Malignant</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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      ],
      "text/plain": [
       "   Benign  Malignant\n",
       "0       1          0\n",
       "1       1          0\n",
       "2       1          0\n",
       "3       0          1\n",
       "4       1          0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "h9QsJjWEMbLu"
   },
   "source": [
    "### Explore Dataset\n",
    "\n",
    "The classes are uneven in their occurences, stratify when splitting later on"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 2430,
     "status": "ok",
     "timestamp": 1615991459237,
     "user": {
      "displayName": "Andy Pack",
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     },
     "user_tz": 0
    },
    "id": "rjjiSYAZMa4k",
    "outputId": "ae0c3772-00be-4f2b-80d2-9cd62a6b6e08"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Benign       458\n",
       "Malignant    241\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels.astype(bool).sum(axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "E9lVYI14AUMf"
   },
   "source": [
    "## Split Dataset\n",
    "\n",
    "Using a 50/50 split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "executionInfo": {
     "elapsed": 2604,
     "status": "ok",
     "timestamp": 1615991459418,
     "user": {
      "displayName": "Andy Pack",
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      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "L83Ae5l9wM35"
   },
   "outputs": [],
   "source": [
    "data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5, stratify=labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Qf2U199fNjmJ"
   },
   "source": [
    "## Generate & Retrieve Model\n",
    "\n",
    "Get a shallow model with a single hidden layer of varying nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "executionInfo": {
     "elapsed": 2598,
     "status": "ok",
     "timestamp": 1615991459419,
     "user": {
      "displayName": "Andy Pack",
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      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "SgoQ-NjWB0T5"
   },
   "outputs": [],
   "source": [
    "def get_model(hidden_nodes=9, activation=lambda: 'sigmoid', weight_init=lambda: 'glorot_uniform'):\n",
    "    layers = [tf.keras.layers.InputLayer(input_shape=(9,)), \n",
    "              tf.keras.layers.Dense(hidden_nodes, activation=activation(), kernel_initializer=weight_init()), \n",
    "              tf.keras.layers.Dense(2, activation='softmax', kernel_initializer=weight_init())]\n",
    "\n",
    "    model = tf.keras.models.Sequential(layers)\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QT5B9PTUN3pj"
   },
   "source": [
    "# Example Training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mQGAUtIPAd6e"
   },
   "source": [
    "## Define Model\n",
    "\n",
    "Variable number of hidden nodes. All using 9D outputs except the last layer which is 2D for binary classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 7889,
     "status": "ok",
     "timestamp": 1615991464716,
     "user": {
      "displayName": "Andy Pack",
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      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "fYA34P0Vu_pX",
    "outputId": "aded18b8-aa7f-4362-a614-837c8a0f526f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_2 (Dense)              (None, 9)                 90        \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 2)                 20        \n",
      "=================================================================\n",
      "Total params: 110\n",
      "Trainable params: 110\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = get_model(9)\n",
    "model.compile('sgd', loss='categorical_crossentropy', metrics=['accuracy'])\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KZSwFe-AAs1y"
   },
   "source": [
    "## Train Model\n",
    "\n",
    "Example 10 epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 11304,
     "status": "ok",
     "timestamp": 1615991468137,
     "user": {
      "displayName": "Andy Pack",
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      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "s8U9Atu3zelS",
    "outputId": "8439e8d2-7a5d-495f-a192-a34f01e95bfa"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "11/11 [==============================] - 1s 2ms/step - loss: 0.6257 - accuracy: 0.6607\n",
      "Epoch 2/5\n",
      "11/11 [==============================] - 0s 3ms/step - loss: 0.6226 - accuracy: 0.6651\n",
      "Epoch 3/5\n",
      "11/11 [==============================] - 0s 2ms/step - loss: 0.6326 - accuracy: 0.6424\n",
      "Epoch 4/5\n",
      "11/11 [==============================] - 0s 3ms/step - loss: 0.6158 - accuracy: 0.6696\n",
      "Epoch 5/5\n",
      "11/11 [==============================] - 0s 2ms/step - loss: 0.6228 - accuracy: 0.6534\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x2cd249f3400>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(data_train.to_numpy(), labels_train.to_numpy(), epochs=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 11294,
     "status": "ok",
     "timestamp": 1615991468137,
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      "displayName": "Andy Pack",
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     "user_tz": 0
    },
    "id": "VnUEJdXovzi-",
    "outputId": "02075086-352c-4a23-fac5-ad54d11e0e35"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['loss', 'accuracy']"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.metrics_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
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    "executionInfo": {
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     "status": "ok",
     "timestamp": 1615991468138,
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    "id": "r0vxP3Ah42ib",
    "outputId": "061113ba-52db-4fbe-c7f9-b5d3d85438ed"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(), dtype=float32, numpy=0.6561605>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.metrics[1].result()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "z7bn8pKTAynt",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "# Experiment 1\n",
    "\n",
    "The below function runs an iteration of layer/epoch investigations.\n",
    "Returns the amount of layers/epochs used as well as the results and the model.\n",
    "\n",
    "Using cancer dataset (as in E2) and ‘trainscg’ or an optimiser of your choice, vary nodes and epochs (that is using early stopping for epochs) over suitable range, to find optimal choice in terms of classification test error rate of node/epochs for 50/50% random train/test split (no validation set). It is suggested that you initially try epochs = [ 1 2 4 8 16 32 64], nodes = [2 8 32], so there would be 21 node/epoch combinations. \n",
    "\n",
    "(Hint1: from the ‘advanced script’in E2, nodes can be changed to xx, with hiddenLayerSize = xx; and epochs changed to xx by addingnet. trainParam.epochs = xx; placed afternet = patternnet(hiddenLayerSize, trainFcn); --see ‘trainscg’ help documentation for changing epochs). \n",
    "\n",
    "Repeat each of the 21 node/epoch combinations at least thirty times, with different 50/50 split and take average and report classification error rate and standard deviation (std). Graph classification train and test error rate and std as node-epoch changes, that is plot error rate vs epochs for different number of nodes. Report the optimal value for test error rate and associated node/epoch values. \n",
    "\n",
    "(Hint2: as epochs increases you can expect the test error rate to reach a minimum and then start increasing, you may need to set the stopping criteria to achieve the desired number of epochs – Hint 3: to find classification error rates for train and test set, you need to check the code from E2, to determine how you may obtain the train and test set patterns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "executionInfo": {
     "elapsed": 11274,
     "status": "ok",
     "timestamp": 1615991468138,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "mYWhCSW4A57V",
    "tags": [
     "exp1",
     "exp-func"
    ]
   },
   "outputs": [],
   "source": [
    "# hidden_nodes = [2, 8, 16, 24, 32]\n",
    "# epochs = [1, 2, 4, 8, 16, 32, 64, 100, 150, 200]\n",
    "hidden_nodes = [2, 8, 16]\n",
    "epochs = [1, 2, 4, 8]\n",
    "\n",
    "def evaluate_parameters(hidden_nodes=hidden_nodes, \n",
    "                        epochs=epochs, \n",
    "                        batch_size=128,\n",
    "                        optimizer=lambda: 'sgd',\n",
    "                        loss=lambda: 'categorical_crossentropy',\n",
    "                        metrics=['accuracy'],\n",
    "                        callbacks=None,\n",
    "                        validation_split=None,\n",
    "\n",
    "                        verbose=0,\n",
    "                        print_params=True,\n",
    "                        return_model=True,\n",
    "                        run_eagerly=False,\n",
    "                        \n",
    "                        dtrain=data_train,\n",
    "                        dtest=data_test,\n",
    "                        ltrain=labels_train,\n",
    "                        ltest=labels_test):\n",
    "    for idx1, hn in enumerate(hidden_nodes):\n",
    "        for idx2, e in enumerate(epochs):\n",
    "            if print_params:\n",
    "                print(f\"Nodes: {hn}, Epochs: {e}\")\n",
    "\n",
    "            model = get_model(hn)\n",
    "            model.compile(\n",
    "                optimizer=optimizer(),\n",
    "                loss=loss(),\n",
    "                metrics=metrics,\n",
    "                run_eagerly=run_eagerly\n",
    "                )\n",
    "            \n",
    "            response = {\"nodes\": hn, \n",
    "                        \"epochs\": e,\n",
    "                        ##############\n",
    "                        ##   TRAIN\n",
    "                        ##############\n",
    "                        \"history\": model.fit(dtrain.to_numpy(), \n",
    "                                             ltrain.to_numpy(), \n",
    "                                             epochs=e, \n",
    "                                             verbose=verbose,\n",
    "                                             \n",
    "                                             callbacks=callbacks,\n",
    "                                             validation_split=validation_split).history,\n",
    "                        ##############\n",
    "                        ##   TEST\n",
    "                        ##############\n",
    "                        \"results\": model.evaluate(dtest.to_numpy(), \n",
    "                                                 ltest.to_numpy(), \n",
    "                                                 batch_size=batch_size, \n",
    "                                                 verbose=verbose),\n",
    "                        \"optimizer\": model.optimizer.get_config(),\n",
    "                        \"loss\": model.loss,\n",
    "                        \"model_config\": json.loads(model.to_json())\n",
    "                       }\n",
    "\n",
    "            if return_model:\n",
    "                response[\"model\"] = model\n",
    "\n",
    "            yield response"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "r-63V9qb-i4w",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "## Single Iteration\n",
    "Run a single iteration of epoch/layer investigations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 313592,
     "status": "ok",
     "timestamp": 1615991770468,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "ZmGFkE9y8E4H",
    "outputId": "243fb136-bc07-4438-afb7-f2d21758168d",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nodes: 2, Epochs: 1\n",
      "Nodes: 2, Epochs: 2\n",
      "Nodes: 2, Epochs: 4\n",
      "Nodes: 2, Epochs: 8\n",
      "Nodes: 8, Epochs: 1\n",
      "Nodes: 8, Epochs: 2\n",
      "Nodes: 8, Epochs: 4\n",
      "Nodes: 8, Epochs: 8\n",
      "Nodes: 16, Epochs: 1\n",
      "Nodes: 16, Epochs: 2\n",
      "Nodes: 16, Epochs: 4\n",
      "Nodes: 16, Epochs: 8\n"
     ]
    }
   ],
   "source": [
    "# es = tf.keras.callbacks.EarlyStopping(monitor='val_loss', mode='min', patience = 5)\n",
    "single_results = list(evaluate_parameters(return_model=False, validation_split=0.2\n",
    "                                          , optimizer = lambda: tf.keras.optimizers.SGD(learning_rate=0.5, momentum=0.5)\n",
    "#                                           , callbacks=[es]\n",
    "                                         ))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mdWK3-M6SK8_",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Train/Test Curves\n",
    "\n",
    "For a single test from the set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 517
    },
    "executionInfo": {
     "elapsed": 314527,
     "status": "ok",
     "timestamp": 1615991771417,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "F9Xre1o6SesD",
    "outputId": "d6b817aa-58cd-4510-807f-e5e6bcf62f18",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nodes: 2, Epochs: 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1050x490 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "single_result = random.choice([i for i in single_results if i[\"epochs\"] > 1])\n",
    "single_history = single_result[\"history\"]\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(15,7))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "################\n",
    "##    LOSS\n",
    "################\n",
    "ax = axes[0]\n",
    "ax.set_title(\"Training vs Validation Loss\")\n",
    "ax.plot(single_history['loss'], label=\"train\", lw=2)\n",
    "ax.plot(single_history['val_loss'], label=\"validation\", lw=2, c=(1,0,0))\n",
    "ax.set_xlabel(\"Epochs\")\n",
    "ax.grid()\n",
    "ax.legend()\n",
    "\n",
    "################\n",
    "##  ACCURACY\n",
    "################\n",
    "ax = axes[1]\n",
    "ax.set_title(\"Training vs Validation Accuracy\")\n",
    "ax.plot(single_history['accuracy'], label=\"train\", lw=2)\n",
    "ax.plot(single_history['val_accuracy'], label=\"validation\", lw=2, c=(1,0,0))\n",
    "ax.set_xlabel(\"Epochs\")\n",
    "ax.set_ylim(0, 1)\n",
    "ax.grid()\n",
    "ax.legend()\n",
    "\n",
    "print(f\"Nodes: {single_result['nodes']}, Epochs: {single_result['epochs']}\")\n",
    "# plt.tight_layout()\n",
    "# plt.savefig('fig.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0IQ7HfJCSDud",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Accuracy Surface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 705
    },
    "executionInfo": {
     "elapsed": 315450,
     "status": "ok",
     "timestamp": 1615991772345,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "X3MWHLxJElbc",
    "outputId": "134671d0-bfd3-4ee6-aa02-1a2a5b23f3ca",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x350 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, Y = np.meshgrid(epochs, hidden_nodes)\n",
    "\n",
    "shaped_result = np.reshape([r[\"results\"][1] for r in single_results], \n",
    "                           (len(hidden_nodes), len(epochs)))\n",
    "\n",
    "fig = plt.figure(figsize=(8, 5))\n",
    "fig.set_dpi(fig_dpi)\n",
    "ax = plt.axes(projection='3d')\n",
    "\n",
    "surf = ax.plot_surface(X, Y, shaped_result, cmap='viridis')\n",
    "ax.set_title('Model test accuracy over different training periods with different numbers of nodes')\n",
    "ax.set_xlabel('Epochs')\n",
    "ax.set_ylabel('Hidden Nodes')\n",
    "ax.set_zlabel('Accuracy')\n",
    "ax.view_init(30, -110)\n",
    "ax.set_zlim([0, 1])\n",
    "fig.colorbar(surf, shrink=0.3, aspect=6)\n",
    "\n",
    "plt.tight_layout()\n",
    "# plt.savefig('fig.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "C793_RHvSGai",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Error Rate Curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 668
    },
    "executionInfo": {
     "elapsed": 316211,
     "status": "ok",
     "timestamp": 1615991773109,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "tpClZMptrq-q",
    "outputId": "f9fe93f9-7b67-4772-83e4-9e3567fd9318",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x350 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "for layer in hidden_nodes:\n",
    "    plt.plot(epochs, \n",
    "             1 - np.array([i[\"results\"][1] \n",
    "                  for i in single_results \n",
    "                  if i[\"nodes\"] == layer]), \n",
    "             label=f'{layer} Nodes')\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.title(\"Test error rates for a single iteration of different epochs and hidden node training\")\n",
    "plt.xlabel(\"Epochs\")\n",
    "plt.ylabel(\"Error Rate\")\n",
    "\n",
    "# plt.savefig('fig.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7mJaKjlCxEkt",
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "## Multiple Iterations\n",
    "\n",
    "Run multiple iterations of the epoch/layer investigations and average\n",
    "\n",
    "### CSV Results\n",
    "\n",
    "| test | learning rate | momentum | batch size | hidden nodes | epochs |\n",
    "| --- | --- | --- | --- | --- | --- |\n",
    "|1|0.01|0|128|2, 8, 12, 16, 24, 32, 64, 128, 256|1, 2, 4, 8, 16, 32, 64, 100, 150, 200|\n",
    "|2|0.5|0.1|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|3|0.2|0.05|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|4|0.08|0.04|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|5|0.08|0|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|6|0.06|0|128|1, 2, 3, 4, 5, 6, 7, 8|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|7|0.06|0|35|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "\n",
    "### Pickle Results\n",
    "\n",
    "| test | learning rate | momentum | batch size | hidden nodes | epochs |\n",
    "| --- | --- | --- | --- | --- | --- |\n",
    "|1|0.01|0|128|2, 8, 12, 16, 24, 32, 64, 128, 256|1, 2, 4, 8, 16, 32, 64, 100, 150, 200|\n",
    "|2|0.5|0.1|128|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|3|1|0.3|20|2, 8, 12, 16, 24, 32, 64, 128|1, 2, 4, 8, 16, 32, 64, 100|\n",
    "|4|0.6|0.1|20|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200|\n",
    "|5|0.05|0.01|20|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200|\n",
    "|6|1.5|0.5|20|2, 8, 16, 24, 32|1, 2, 4, 8, 16, 32, 64, 100, 150, 200|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "id": "-lsKo4BCP3yw",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 1/30\n",
      "Iteration 2/30\n",
      "Iteration 3/30\n",
      "Iteration 4/30\n",
      "Iteration 5/30\n",
      "Iteration 6/30\n",
      "Iteration 7/30\n",
      "Iteration 8/30\n",
      "Iteration 9/30\n",
      "Iteration 10/30\n",
      "Iteration 11/30\n",
      "Iteration 12/30\n",
      "Iteration 13/30\n",
      "Iteration 14/30\n",
      "Iteration 15/30\n",
      "Iteration 16/30\n",
      "Iteration 17/30\n",
      "Iteration 18/30\n",
      "Iteration 19/30\n",
      "Iteration 20/30\n",
      "Iteration 21/30\n",
      "Iteration 22/30\n",
      "Iteration 23/30\n",
      "Iteration 24/30\n",
      "Iteration 25/30\n",
      "Iteration 26/30\n",
      "Iteration 27/30\n",
      "Iteration 28/30\n",
      "Iteration 29/30\n",
      "Iteration 30/30\n"
     ]
    }
   ],
   "source": [
    "multi_param_results = list()\n",
    "multi_iterations = 30\n",
    "for i in range(multi_iterations):\n",
    "    print(f\"Iteration {i+1}/{multi_iterations}\")\n",
    "    data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5, stratify=labels)\n",
    "    multi_param_results.append(list(evaluate_parameters(dtrain=data_train, \n",
    "                                                  dtest=data_test, \n",
    "                                                  ltrain=labels_train, \n",
    "                                                  ltest=labels_test,\n",
    "                                                  optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=1.5, momentum=0.5),\n",
    "                                                  return_model=False,\n",
    "                                                  print_params=False,\n",
    "                                                  batch_size=20)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Accuracy Tensor\n",
    "\n",
    "Create a tensor for holding the accuracy results\n",
    "\n",
    "(Iterations x [Test/Train] x Number of nodes x Number of epochs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30 Tests\n",
      "Nodes: [2, 8, 16, 24, 32]\n",
      "Epochs: [1, 2, 4, 8, 16, 32, 64, 100, 150, 200]\n",
      "\n",
      "Loss: categorical_crossentropy\n",
      "LR: 0.05000000074505806\n",
      "Momentum: 0.009999999776482582\n"
     ]
    }
   ],
   "source": [
    "multi_param_epochs = sorted(list({i[\"epochs\"] for i in multi_param_results[0]}))\n",
    "multi_param_nodes = sorted(list({i[\"nodes\"] for i in multi_param_results[0]}))\n",
    "multi_param_iter = len(multi_param_results)\n",
    "\n",
    "accuracy_tensor = np.zeros((multi_param_iter, 2, len(multi_param_nodes), len(multi_param_epochs)))\n",
    "for iter_idx, iteration in enumerate(multi_param_results):\n",
    "    for single_test in iteration:\n",
    "        accuracy_tensor[iter_idx, :,\n",
    "                        multi_param_nodes.index(single_test['nodes']), \n",
    "                        multi_param_epochs.index(single_test['epochs'])] = [single_test[\"results\"][1], \n",
    "                                                                            single_test[\"history\"][\"accuracy\"][-1]]\n",
    "        \n",
    "mean_param_accuracy = np.mean(accuracy_tensor, axis=0)\n",
    "std_param_accuracy = np.std(accuracy_tensor, axis=0)\n",
    "\n",
    "print(f'{multi_param_iter} Tests')\n",
    "print(f'Nodes: {multi_param_nodes}')\n",
    "print(f'Epochs: {multi_param_epochs}')\n",
    "print()\n",
    "print(f'Loss: {multi_param_results[0][0][\"loss\"]}')\n",
    "print(f'LR: {multi_param_results[0][0][\"optimizer\"][\"learning_rate\"]:.3}')\n",
    "print(f'Momentum: {multi_param_results[0][0][\"optimizer\"][\"momentum\"]:.3}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "#### Export/Import Test Sets\n",
    "\n",
    "Export mean and standard deviations for retrieval and visualisation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [],
   "source": [
    "pickle.dump(multi_param_results, open(\"result.p\", \"wb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [],
   "source": [
    "exp1_testname = 'exp1-test5'\n",
    "multi_param_results = pickle.load(open(f\"results/{exp1_testname}.p\", \"rb\"))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "np.savetxt(\"exp1-mean.csv\", mean_param_accuracy, delimiter=',')\n",
    "np.savetxt(\"exp1-std.csv\", std_param_accuracy, delimiter=',')"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "mean_param_accuracy = np.loadtxt(\"results/test1-exp1-mean.csv\", delimiter=',')\n",
    "std_param_accuracy = np.loadtxt(\"results/test1-exp1-std.csv\", delimiter=',')\n",
    "# multi_iterations = 30"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Best Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nodes: 24, Epochs: 8, 96.9% Accurate\n"
     ]
    }
   ],
   "source": [
    "best_param_accuracy_idx = np.unravel_index(np.argmax(mean_param_accuracy[0, :, :]), mean_param_accuracy.shape)\n",
    "best_param_accuracy = mean_param_accuracy[best_param_accuracy_idx]\n",
    "best_param_accuracy_nodes = multi_param_nodes[best_param_accuracy_idx[1]]\n",
    "best_param_accuracy_epochs = multi_param_epochs[best_param_accuracy_idx[2]]\n",
    "\n",
    "print(f'Nodes: {best_param_accuracy_nodes}, Epochs: {best_param_accuracy_epochs}, {best_param_accuracy * 100:.1}% Accurate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Test Accuracy Surface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {
    "executionInfo": {
     "elapsed": 2653358,
     "status": "aborted",
     "timestamp": 1615994110345,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "ZGJVhz6iJU-7",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3000x2000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, Y = np.meshgrid(multi_param_epochs, multi_param_nodes)\n",
    "\n",
    "# fig = plt.figure(figsize=(10, 5))\n",
    "fig = plt.figure()\n",
    "fig.set_dpi(fig_dpi)\n",
    "ax = plt.axes(projection='3d')\n",
    "\n",
    "surf = ax.plot_surface(X, Y, mean_param_accuracy[0, :, :], cmap='coolwarm')\n",
    "ax.set_title(f'Average Accuracy')\n",
    "ax.set_xlabel('Epochs')\n",
    "ax.set_ylabel('Hidden Nodes')\n",
    "ax.set_zlabel('Accuracy')\n",
    "ax.view_init(30, -110)\n",
    "ax.set_zlim([0, 1])\n",
    "fig.colorbar(surf, shrink=0.3, aspect=6)\n",
    "\n",
    "plt.tight_layout()\n",
    "# plt.savefig(f'graphs/{exp1_testname}-acc-surf.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Test Error Rate Curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "executionInfo": {
     "elapsed": 2653349,
     "status": "aborted",
     "timestamp": 1615994110347,
     "user": {
      "displayName": "Andy Pack",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GjA4K4ZhdArHXAFbAGr4n0aCv2HmyUpx4cy6zcUq34=s64",
      "userId": "16615063155528027547"
     },
     "user_tz": 0
    },
    "id": "Jrn3hKQAlGcc",
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x2000 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fig = plt.figure(figsize=(7, 5))\n",
    "fig = plt.figure()\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "for idx, layer in enumerate(mean_param_accuracy[0, :, :]):\n",
    "#     plt.errorbar(epochs, 1- layer, yerr=std_param_accuracy[idx], label=f'{hidden_nodes[idx]} Nodes')\n",
    "    plt.plot(multi_param_epochs, 1 - layer, '-', label=f'{multi_param_nodes[idx]} Nodes', lw=2)\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.title(f\"Test error rates for different epochs and hidden nodes\")\n",
    "plt.xlabel(\"Epochs\")\n",
    "plt.ylabel(\"Error Rate\")\n",
    "plt.ylim(0)\n",
    "\n",
    "plt.tight_layout()\n",
    "# plt.savefig(f'graphs/{exp1_testname}-error-rate-curves.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "source": [
    "### Test/Train Error Over Nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 4000x4000 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(math.ceil(len(multi_param_nodes) / 2), 2, figsize=(8, 8*math.ceil(len(multi_param_nodes) / 2)/3))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "for idx, (nodes, ax) in enumerate(zip(multi_param_nodes, axes.flatten())):\n",
    "    ax.set_title(f'Error Rates For {nodes} Nodes')\n",
    "#     ax.errorbar(multi_param_epochs, 1 - mean_param_accuracy[0, idx, :], fmt='x', ls='-', yerr=std_param_accuracy[0, idx, :], markersize=4, lw=1, label='Test', capsize=4, c=(0, 0, 1), ecolor=(0, 0, 1, 0.5))\n",
    "#     ax.errorbar(multi_param_epochs, 1 - mean_param_accuracy[1, idx, :], fmt='x', ls='-', yerr=std_param_accuracy[1, idx, :], markersize=4, lw=1, label='Train', capsize=4, c=(1, 0, 0), ecolor=(1, 0, 0, 0.5))\n",
    "    ax.plot(multi_param_epochs, 1 - mean_param_accuracy[0, idx, :], 'x', ls='-', lw=1, label='Test', c=(0, 0, 1))\n",
    "    ax.plot(multi_param_epochs, 1 - mean_param_accuracy[1, idx, :], 'x', ls='-', lw=1, label='Train', c=(1, 0, 0))\n",
    "    ax.set_ylim(0, np.round(np.max(1 - mean_param_accuracy + std_param_accuracy) + 0.05, 1))\n",
    "    ax.legend()\n",
    "    ax.grid()\n",
    "\n",
    "fig.tight_layout()\n",
    "# fig.savefig(f'graphs/{exp1_testname}-test-train-error-rate.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {
    "tags": [
     "exp1"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 4000x4000 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(math.ceil(len(multi_param_nodes) / 2), 2, figsize=(8, 8*math.ceil(len(multi_param_nodes) / 2)/3))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "for idx, (nodes, ax) in enumerate(zip(multi_param_nodes, axes.flatten())):\n",
    "    ax.set_title(f'Error Rate Std Dev. For {nodes} Nodes')\n",
    "    ax.plot(multi_param_epochs, std_param_accuracy[0, idx, :], 'x', ls='-', lw=1, label='Test', c=(0, 0, 1))\n",
    "    ax.plot(multi_param_epochs, std_param_accuracy[1, idx, :], 'x', ls='-', lw=1, label='Train', c=(1, 0, 0))\n",
    "    ax.set_ylim(0, np.round(np.max(std_param_accuracy) + 0.05, 1))\n",
    "    ax.legend()\n",
    "    ax.grid()\n",
    "\n",
    "fig.tight_layout()\n",
    "# fig.savefig(f'graphs/{exp1_testname}-test-train-error-rate-std.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eUPJuxUtVUc3",
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "# Experiment 2\n",
    "\n",
    "For cancer dataset, choose an appropriate value of node and epochs, based on Exp 1) and use ensemble of individual (base) classifiers with random starting weights and Majority Vote to see if performance improves - repeat the majority vote ensemble at least thirty times with different 50/50 split and average and graph (Each classifier in the ensemble sees the same training patterns). Repeat for a different odd number (prevents tied vote) of individual classifiers between 3 and 25, and comment on the result of individualclassifier accuracy vs ensemble accuracy as number of base classifiers varies. Consider changing the number of nodes/epochs (both less complex and more complex) to see if you obtain better performance, and comment on the result with respect to why the optimal node/epoch combination may be different for an ensemble compared with the base classifier, as in Exp 1). \n",
    "\n",
    "(Hint4: to implement majority vote you need to determine the predicted class labels –probably easier to implement yourself rather than use the ensemble matlab functions)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": [
     "exp2",
     "exp-func"
    ]
   },
   "outputs": [],
   "source": [
    "num_models=[1, 3, 9, 15, 25]\n",
    "\n",
    "def evaluate_ensemble_vote(hidden_nodes=16, \n",
    "                           epochs=50, \n",
    "                           batch_size=128,\n",
    "                           optimizer=lambda: 'sgd',\n",
    "                           weight_init=lambda: 'glorot_uniform',\n",
    "                           loss=lambda: 'categorical_crossentropy',\n",
    "                           metrics=['accuracy'],\n",
    "                           callbacks=None,\n",
    "                           validation_split=None,\n",
    "                           round_predictions=True,\n",
    "\n",
    "                           nmodels=num_models,\n",
    "\n",
    "                           verbose=0,\n",
    "                           print_params=True,\n",
    "                           return_model=True,\n",
    "\n",
    "                           dtrain=data_train,\n",
    "                           dtest=data_test,\n",
    "                           ltrain=labels_train,\n",
    "                           ltest=labels_test):\n",
    "    for m in nmodels:\n",
    "        if print_params:\n",
    "            print(f\"Models: {m}\")\n",
    "\n",
    "        models = [get_model(hidden_nodes, weight_init=weight_init) for _ in range(m)]\n",
    "        for model in models:        \n",
    "            model.compile(\n",
    "                optimizer=optimizer(),\n",
    "                loss=loss(),\n",
    "                metrics=metrics\n",
    "                )\n",
    "            \n",
    "        \n",
    "\n",
    "        response = {\"nodes\": hidden_nodes, \n",
    "                    \"epochs\": list(),\n",
    "                    \"num_models\": m}\n",
    "        \n",
    "        ###################\n",
    "        ##  TRAIN MODELS\n",
    "        ###################\n",
    "        histories = list()\n",
    "        for idx, model in enumerate(models):\n",
    "            if isinstance(epochs, tuple):\n",
    "                if m == 1:\n",
    "                    e = (epochs[0] + epochs[1]) / 2 # average, not lower bound if single model\n",
    "                else:\n",
    "                    e = np.linspace(epochs[0], epochs[1], num=m)[idx]\n",
    "                e = int(e)\n",
    "            else:\n",
    "                e = epochs\n",
    "                \n",
    "#             print(m, e) # debug\n",
    "            \n",
    "            history = model.fit(dtrain.to_numpy(), \n",
    "                                ltrain.to_numpy(), \n",
    "                                epochs=e, \n",
    "                                verbose=verbose,\n",
    "\n",
    "                                callbacks=callbacks,\n",
    "                                validation_split=validation_split)\n",
    "            histories.append(history.history)\n",
    "            response[\"epochs\"].append(e)\n",
    "\n",
    "        ########################\n",
    "        ##  FEEDFORWARD TEST\n",
    "        ########################\n",
    "        # TEST DATA PREDICTIONS\n",
    "        response[\"predictions\"] = [model(dtest.to_numpy()) for model in models]\n",
    "        # TEST LABEL TENSOR\n",
    "        ltest_tensor = tf.constant(ltest.to_numpy())\n",
    "\n",
    "        ########################\n",
    "        ##  ENSEMBLE ACCURACY\n",
    "        ########################\n",
    "        ensem_sum_rounded = sum(tf.math.round(pred) for pred in response[\"predictions\"])\n",
    "        ensem_sum = sum(response[\"predictions\"])\n",
    "        # round predictions to onehot vectors and sum over all ensemble models\n",
    "        # take argmax for ensemble predicted class\n",
    "        \n",
    "        correct = 0 # number of correct ensemble predictions\n",
    "        correct_num_models = 0 # when correctly predicted ensembley, proportion of models correctly classifying\n",
    "        individual_accuracy = 0 # proportion of models correctly classifying\n",
    "        \n",
    "         # pc = predicted class, pcr = rounded predicted class, gt = ground truth\n",
    "        for pc, pcr, gt in zip(ensem_sum, ensem_sum_rounded, ltest_tensor):\n",
    "            gt_argmax = tf.math.argmax(gt)\n",
    "            \n",
    "            if round_predictions:\n",
    "                pred_val = pcr\n",
    "            else:\n",
    "                pred_val = pc\n",
    "            \n",
    "            correct_models = pcr[gt_argmax] / m # use rounded value so will divide nicely\n",
    "            individual_accuracy += correct_models\n",
    "            \n",
    "            if tf.math.argmax(pred_val) == gt_argmax: # ENSEMBLE EVALUATE HERE\n",
    "                correct += 1\n",
    "                correct_num_models += correct_models\n",
    "                \n",
    "#                 print(pc.numpy(), pcr.numpy(), gt.numpy(), (pcr[gt_argmax] / m).numpy(), True) # debug\n",
    "#             else:\n",
    "#                 print(pc.numpy(), pcr.numpy(), gt.numpy(), (pcr[gt_argmax] / m).numpy(), False)\n",
    "                \n",
    "        ########################\n",
    "        ##      RESULTS\n",
    "        ########################\n",
    "        response.update({\n",
    "            \"history\": histories,\n",
    "            \"optimizer\": model.optimizer.get_config(),\n",
    "            \"model_config\": json.loads(model.to_json()),\n",
    "            \"loss\": model.loss,\n",
    "            \"round_predictions\": round_predictions,\n",
    "            \n",
    "            \"accuracy\": correct / len(ltest), # average number of correct ensemble predictions\n",
    "            \"agreement\": correct_num_models / correct, # when correctly predicted ensembley, average proportion of models correctly classifying\n",
    "            \"individual_accuracy\": individual_accuracy / len(ltest) # average proportion of individual models correctly classifying\n",
    "        })\n",
    "\n",
    "        if return_model:\n",
    "            response[\"models\"] = models\n",
    "\n",
    "        yield response"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "## Single Iteration\n",
    "Run a single iteration of ensemble model investigations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Models: 1\n",
      "Models: 3\n",
      "Models: 9\n"
     ]
    }
   ],
   "source": [
    "single_ensem_results = list()\n",
    "for test in evaluate_ensemble_vote(epochs=(5, 300), optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.02)):\n",
    "    single_ensem_results.append(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x350 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "ensem_x = [i[\"num_models\"] for i in single_ensem_results]\n",
    "\n",
    "plt.plot(ensem_x, [i[\"accuracy\"] for i in single_ensem_results], 'x-', label='Ensemble Accuracy')\n",
    "plt.plot(ensem_x, [i[\"individual_accuracy\"] for i in single_ensem_results], 'x-', label='Individual Accuracy')\n",
    "plt.plot(ensem_x, [i[\"agreement\"] for i in single_ensem_results], 'x-', label='Agreement')\n",
    "\n",
    "plt.title(\"Test Accuracy for Horizontal Model Ensembles\")\n",
    "plt.ylim(0, 1)\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.ylabel(\"Accuracy\")\n",
    "plt.xlabel(\"Number of Models\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "## Multiple Iterations\n",
    "Run multiple iterations of the ensemble model investigations and average\n",
    "\n",
    "### CSV Results\n",
    "\n",
    "| test | learning rate | momentum | batch size | hidden nodes | epochs | models |\n",
    "| --- | --- | --- | --- | --- | --- | --- |\n",
    "|1|0.06|0|128|16|50|1, 3, 9, 15, 25|\n",
    "|2|0.06|0|35|16|1 - 100|1, 3, 9, 15, 25|\n",
    "\n",
    "### Pickle Results\n",
    "\n",
    "| test | learning rate | momentum | batch size | hidden nodes | epochs | models |\n",
    "| --- | --- | --- | --- | --- | --- | --- |\n",
    "|3|0.06|0.05|35|16|1 - 300|1, 3, 9, 15, 25|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 1/5\n",
      "Iteration 2/5\n",
      "Iteration 3/5\n",
      "Iteration 4/5\n",
      "Iteration 5/5\n"
     ]
    }
   ],
   "source": [
    "multi_ensem_results = list()\n",
    "multi_ensem_iterations = 5\n",
    "for i in range(multi_ensem_iterations):\n",
    "    print(f\"Iteration {i+1}/{multi_ensem_iterations}\")\n",
    "    data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5, stratify=labels)\n",
    "    multi_ensem_results.append(list(evaluate_ensemble_vote(epochs=(1, 100),\n",
    "                                                           hidden_nodes=16,\n",
    "                                                           nmodels=[1, 3, 7, 11, 15],\n",
    "                                                           optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.05, momentum=0.01),\n",
    "                                                           weight_init=lambda: 'random_uniform',\n",
    "                                                           batch_size=35,\n",
    "                                                           dtrain=data_train, \n",
    "                                                           dtest=data_test, \n",
    "                                                           ltrain=labels_train, \n",
    "                                                           ltest=labels_test,\n",
    "                                                           return_model=False,\n",
    "                                                           print_params=False)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "### Accuracy Tensor\n",
    "\n",
    "Create a tensor for holding the accuracy results\n",
    "\n",
    "(Iterations x Param x Number of models)\n",
    "\n",
    "#### Params\n",
    "0. Test Accuracy\n",
    "1. Train Accuracy\n",
    "2. Individual Accuracy\n",
    "3. Agreement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 Tests\n",
      "Models: [1, 3, 7, 11, 15]\n",
      "\n",
      "Loss: categorical_crossentropy\n",
      "LR: 0.05\n",
      "Momentum: 0.01\n"
     ]
    }
   ],
   "source": [
    "multi_ensem_models = sorted(list({i[\"num_models\"] for i in multi_ensem_results[0]}))\n",
    "multi_ensem_iter = len(multi_ensem_results)\n",
    "\n",
    "accuracy_ensem_tensor = np.zeros((multi_ensem_iter, 4, len(multi_ensem_models)))\n",
    "for iter_idx, iteration in enumerate(multi_ensem_results):\n",
    "    for single_test in iteration:\n",
    "        \n",
    "        ensem_models_idx = multi_ensem_models.index(single_test['num_models'])\n",
    "        accuracy_ensem_tensor[iter_idx, :, ensem_models_idx] = [single_test[\"accuracy\"], \n",
    "                                                                np.mean([i[\"accuracy\"][-1] for i in single_test[\"history\"]]), \n",
    "                                                                single_test[\"individual_accuracy\"], \n",
    "                                                                single_test[\"agreement\"]]\n",
    "        \n",
    "mean_ensem_accuracy = np.mean(accuracy_ensem_tensor, axis=0)\n",
    "std_ensem_accuracy = np.std(accuracy_ensem_tensor, axis=0)\n",
    "\n",
    "print(f'{multi_ensem_iter} Tests')\n",
    "print(f'Models: {multi_ensem_models}')\n",
    "print()\n",
    "print(f'Loss: {multi_ensem_results[0][0][\"loss\"]}')\n",
    "print(f'LR: {multi_ensem_results[0][0][\"optimizer\"][\"learning_rate\"]:.3}')\n",
    "print(f'Momentum: {multi_ensem_results[0][0][\"optimizer\"][\"momentum\"]:.3}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "#### Export/Import Test Sets\n",
    "\n",
    "Export mean and standard deviations for retrieval and visualisation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [],
   "source": [
    "pickle.dump(multi_ensem_results, open(\"result.p\", \"wb\"))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "multi_ensem_results = pickle.load(open(\"results/exp2-test1.p\", \"rb\"))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "np.savetxt(\"exp2-mean.csv\", mean_ensem_accuracy, delimiter=',')\n",
    "np.savetxt(\"exp2-std.csv\", std_ensem_accuracy, delimiter=',')"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "mean_ensem_accuracy = np.loadtxt(\"results/test1-exp2-mean.csv\", delimiter=',')\n",
    "std_ensem_accuracy = np.loadtxt(\"results/test1-exp2-std.csv\", delimiter=',')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "### Best Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Models: 11, 74.3% Accurate\n"
     ]
    }
   ],
   "source": [
    "best_ensem_accuracy_idx = np.unravel_index(np.argmax(mean_ensem_accuracy[0, :]), mean_ensem_accuracy.shape)\n",
    "best_ensem_accuracy = mean_ensem_accuracy[best_ensem_accuracy_idx]\n",
    "best_ensem_accuracy_models = multi_ensem_models[best_ensem_accuracy_idx[1]]\n",
    "\n",
    "print(f'Models: {best_ensem_accuracy_models}, {best_ensem_accuracy * 100:.3}% Accurate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "source": [
    "### Test/Train Error Over Model Numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "tags": [
     "exp2"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x350 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 5))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "# plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[0, :], 'x-', label='Ensemble Test')\n",
    "# plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[2, :], 'x-', label='Individual Test')\n",
    "# plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[1, :], 'x-', label='Individual Train')\n",
    "# plt.plot(multi_ensem_models, 1 - mean_ensem_accuracy[3, :], 'x-', label='Agreement')\n",
    "\n",
    "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[0, :], yerr=std_ensem_accuracy[0, :], capsize=4, label='Ensemble Test')\n",
    "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[2, :], yerr=std_ensem_accuracy[2, :], capsize=4, label='Individual Test')\n",
    "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[1, :], yerr=std_ensem_accuracy[1, :], capsize=4, label='Individual Train')\n",
    "plt.errorbar(multi_ensem_models, 1 - mean_ensem_accuracy[3, :], yerr=std_ensem_accuracy[3, :], capsize=4, label='Disagreement')\n",
    "\n",
    "plt.title(f\"Error Rate for Horizontal Ensemble Models\")\n",
    "plt.ylim(0, 1)\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.xlabel(\"Number of Models\")\n",
    "plt.ylabel(\"Error Rate\")\n",
    "plt.show()"
   ]
  },
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   "metadata": {
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    "tags": [
     "ex3"
    ]
   },
   "source": [
    "# Experiment 3\n",
    "\n",
    "Repeat Exp 2) for cancer dataset with two different optimisers of your choice e.g. ‘trainlm’ and ‘trainrp’. Comment and discuss the result and decide which is more appropriate training algorithm for the problem. In your discussion, include in your description a detailed account of how the training algorithms (optimisations) work."
   ]
  }
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