diff --git "a/src/nn.ipynb" "b/src/nn.ipynb" --- "a/src/nn.ipynb" +++ "b/src/nn.ipynb" @@ -7,21 +7,16 @@ "outputs": [], "source": [ "import pandas as pd\n", - "import numpy as np\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import roc_curve, precision_recall_curve\n", - "import matplotlib.pyplot as plt \n", - "import seaborn as sns\n", + "from visual_eval import eval_binary_classification\n", "from tqdm import tqdm\n", "import os\n", "\n", "DATA_DIR = os.path.join(\"..\", \"data\")\n", - "MODEL_DIR = os.path.join(\"..\", \"models\")\n", - "\n", - "sns.set()" + "MODEL_DIR = os.path.join(\"..\", \"models\")" ] }, { @@ -33,7 +28,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/v8/0hd98b512cn3ms2rz146k7jw0000gn/T/ipykernel_77749/685274063.py:1: DtypeWarning: Columns (505,506,507) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "/var/folders/v8/0hd98b512cn3ms2rz146k7jw0000gn/T/ipykernel_10013/685274063.py:1: DtypeWarning: Columns (503,504,505) have mixed types. Specify dtype option on import or set low_memory=False.\n", " detailed_games_df = pd.read_csv(\n" ] }, @@ -43,8 +38,8 @@ "text": [ "\n", "RangeIndex: 377608 entries, 0 to 377607\n", - "Columns: 513 entries, Unnamed: 0.2 to BaselinePrediction\n", - "dtypes: float64(364), int64(142), object(7)\n", + "Columns: 511 entries, Unnamed: 0 to ChalkSeedDiff\n", + "dtypes: float64(455), int64(49), object(7)\n", "memory usage: 1.4+ GB\n" ] } @@ -91,12 +86,11 @@ "feature_cols = [\n", " # \"ChalkSeed\",\n", " # \"OppChalkSeed\",\n", - "\n", + " \"ChalkSeedDiff\",\n", " \"ScoreDiff mean reg\",\n", " \"FGMDiff mean reg\",\n", " \"FGM3Diff mean reg\",\n", " \"TODiff mean reg\",\n", - "\n", " \"OppScore mean reg\",\n", " \"OppFGM mean reg\",\n", " \"OppFGM3 mean reg\",\n", @@ -113,17 +107,19 @@ "outputs": [], "source": [ "# split into training and testing datasets\n", + "mens_tourney_df = mens_games_df[mens_games_df[\"GameType\"] == \"tourney\"]\n", "MX_train, MX_test, My_train, My_test = train_test_split(\n", - " mens_games_df[feature_cols],\n", - " mens_games_df[target_cols],\n", + " mens_tourney_df[feature_cols],\n", + " mens_tourney_df[target_cols],\n", " test_size=0.2,\n", " random_state=1,\n", ")\n", "\n", "# same for womens\n", + "wmns_tourney_df = wmns_games_df[wmns_games_df[\"GameType\"] == \"tourney\"]\n", "WX_train, WX_test, Wy_train, Wy_test = train_test_split(\n", - " wmns_games_df[feature_cols],\n", - " wmns_games_df[target_cols],\n", + " wmns_tourney_df[feature_cols],\n", + " wmns_tourney_df[target_cols],\n", " test_size=0.2,\n", " random_state=1,\n", ")" @@ -146,6 +142,7 @@ "# convert data to tensor objects and register to device\n", "# DEVICE = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", "\n", + "\n", "def get_device() -> str:\n", " if torch.cuda.is_available():\n", " return \"cuda\"\n", @@ -153,6 +150,7 @@ " return \"mps\"\n", " return \"cpu\"\n", "\n", + "\n", "DEVICE = get_device()\n", "print(DEVICE)" ] @@ -163,7 +161,6 @@ "metadata": {}, "outputs": [], "source": [ - "\n", "MX_train_T = torch.tensor(\n", " MX_train.astype(float).values,\n", " dtype=torch.float32,\n", @@ -223,11 +220,12 @@ "source": [ "num_features = len(feature_cols)\n", "\n", + "\n", "class NiglNN(nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " self.activation_func = nn.Sigmoid()\n", - " self.layer1 = nn.Linear(num_features, 64) \n", + " self.layer1 = nn.Linear(num_features, 64)\n", " self.layer2 = nn.Linear(64, 32)\n", " self.layer3 = nn.Linear(32, 16)\n", " self.layer4 = nn.Linear(16, 8)\n", @@ -247,7 +245,7 @@ " x = self.activation_func(x)\n", " x = self.layer6(x)\n", " x = self.activation_func(x)\n", - " return x\n" + " return x" ] }, { @@ -259,7 +257,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 10000/10000 [19:24<00:00, 8.59epoch/s, BCE=0.663]\n" + "100%|██████████| 10000/10000 [01:46<00:00, 94.03epoch/s, BCE=0.641]\n" ] } ], @@ -276,7 +274,7 @@ " for epoch in epochs:\n", " optimizer.zero_grad()\n", " pred = mens_nigl10k(MX_train_T)\n", - " loss = loss_fn(pred, My_train_T) \n", + " loss = loss_fn(pred, My_train_T)\n", " loss.backward()\n", " optimizer.step()\n", " epochs.set_postfix(BCE=loss.item())" @@ -284,19 +282,19 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Binary Cross Entropy: 0.6655928492546082\n" + "Binary Cross Entropy: 0.6580580472946167\n" ] }, { "data": { - "image/png": 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", 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" ] @@ -315,37 +313,12 @@ "\n", " pred_arr = pred.cpu().numpy().flatten()\n", " true_labels = My_test_T.cpu().numpy().flatten()\n", - "\n", - " fpr, tpr, thresholds_roc = roc_curve(true_labels, pred_arr)\n", - " precision, recall, threshold_prob = precision_recall_curve(true_labels, pred_arr)\n", - "\n", - " # Plot Precision-Recall Curve\n", - " plt.figure(figsize=(12, 6))\n", - " plt.subplot(1, 2, 1)\n", - " plt.plot(recall, precision, label=\"Precision-Recall Curve\", color=\"red\")\n", - " plt.ylim(0)\n", - " plt.xlabel(\"Recall\")\n", - " plt.ylabel(\"Precision\")\n", - " plt.title(\"Precision-Recall Curve\")\n", - " plt.legend(loc=\"lower right\")\n", - "\n", - " # Plot ROC Curve\n", - " plt.subplot(1, 2, 2)\n", - " plt.plot(fpr, tpr, label=\"ROC Curve\")\n", - " plt.plot([0, 1], [0, 1], linestyle=\"--\", label=\"Random Guessing Model\")\n", - " plt.title(\"ROC Curve vs. Random\")\n", - " plt.xlabel(\"False Positive Rate\")\n", - " plt.ylabel(\"True Positive Rate\")\n", - " plt.legend(loc=\"lower right\")\n", - "\n", - " plt.tight_layout()\n", - " plt.show()\n", - " " + " eval_binary_classification(pred=pred_arr, true=true_labels)\n" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -362,21 +335,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 0%| | 0/10000 [00:00" ] @@ -432,36 +398,12 @@ "\n", " pred_arr = pred.cpu().numpy().flatten()\n", " true_labels = Wy_test_T.cpu().numpy().flatten()\n", - "\n", - " fpr, tpr, thresholds_roc = roc_curve(true_labels, pred_arr)\n", - " precision, recall, threshold_prob = precision_recall_curve(true_labels, pred_arr)\n", - "\n", - " # Plot Precision-Recall Curve\n", - " plt.figure(figsize=(12, 6))\n", - " plt.subplot(1, 2, 1)\n", - " plt.plot(recall, precision, label=\"Precision-Recall Curve\", color=\"red\")\n", - " plt.ylim(0)\n", - " plt.xlabel(\"Recall\")\n", - " plt.ylabel(\"Precision\")\n", - " plt.title(\"Precision-Recall Curve\")\n", - " plt.legend(loc=\"lower right\")\n", - "\n", - " # Plot ROC Curve\n", - " plt.subplot(1, 2, 2)\n", - " plt.plot(fpr, tpr, label=\"ROC Curve\")\n", - " plt.plot([0, 1], [0, 1], linestyle=\"--\")\n", - " plt.title(\"ROC Curve\")\n", - " plt.xlabel(\"False Positive Rate\")\n", - " plt.ylabel(\"True Positive Rate\")\n", - " plt.legend(loc=\"lower right\")\n", - "\n", - " plt.tight_layout()\n", - " plt.show()" + " eval_binary_classification(pred=pred_arr, true=true_labels)\n" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [