notebooks/losses.ipynb

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    "# Different Loss Functions for Classification\n",
    "\n",
    "The performance of a classifier is often evaluated in terms of accuracy. To trace back how much each feature contributes to the overall performance e.g., the improvement in accuracy from a feature, SAGE implements the zero-one loss.\n",
    "\n",
    "Recall (or [look up](https://arxiv.org/pdf/1811.12808.pdf)) that accuracy $\\operatorname{ACC}(\\cdot)$ can be defined as:\n",
    "$$\n",
    "\\operatorname{ACC} = 1 - \\frac{1}{n} \\sum_{i=1}^n L(\\hat{y}_i, y_i)\n",
    "$$\n",
    "whereby $L(\\cdot)$ is the zero-one loss given by:\n",
    "$$\n",
    "L(\\hat{y}_i, y_i) = \\mathbb{I}\\left(y_{i}\\neq \\hat{y}_{i}\\right).\n",
    "$$\n",
    "\n",
    "Thus, there exists a direct link between accuracy and zero-one loss. Put it simply, improvements in zero-one loss (decrease) directly relates to improvements in accuracy. \n",
    "\n",
    "Conventiently, SAGE values estimated using the zero-one loss can be interpreted as the change in zero-one loss over a naïve prediction or change in accuracy over a naïve prediction."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data\n",
    "\n",
    "<https://archive.ics.uci.edu/ml/datasets/South+German+Credit+%28UPDATE%29>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/markus/workdir/sage/venv/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "from catboost import CatBoostClassifier\n",
    "import numpy as np\n",
    "import sage\n",
    "from sklearn.metrics import accuracy_score, log_loss, zero_one_loss\n",
    "from sklearn.dummy import DummyClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data\n",
    "df = sage.datasets.credit()\n",
    "\n",
    "# Feature names and categorical columns (for CatBoost model)\n",
    "feature_names = df.columns.tolist()\n",
    "categorical_features = [\n",
    "    \"Credit History\",\n",
    "    \"Purpose\",\n",
    "    \"Credit Amount\",\n",
    "    \"Savings Account/Bonds\",\n",
    "    \"Employment Since\",\n",
    "    \"Personal Status\",\n",
    "    \"Debtors/Guarantors\",\n",
    "    \"Property Type\",\n",
    "    \"Other Installment Plans\",\n",
    "    \"Housing Ownership\",\n",
    "    \"Job\",\n",
    "    \"Telephone\",\n",
    "    \"Foreign Worker\",\n",
    "]\n",
    "\n",
    "df[categorical_features] = df[categorical_features].astype(\"category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/markus/workdir/sage/venv/lib/python3.10/site-packages/numpy/core/fromnumeric.py:59: FutureWarning: 'DataFrame.swapaxes' is deprecated and will be removed in a future version. Please use 'DataFrame.transpose' instead.\n",
      "  return bound(*args, **kwds)\n"
     ]
    }
   ],
   "source": [
    "# Shuffle + split into 60 % train set, 10 % val set, and 10 % test set\n",
    "train, val, test = np.split(df.sample(frac=1), [int(0.8 * len(df)), int(0.9 * len(df))])\n",
    "\n",
    "y_train, y_val, y_test = (\n",
    "    train[\"Good Customer\"],\n",
    "    val[\"Good Customer\"],\n",
    "    test[\"Good Customer\"],\n",
    ")\n",
    "X_train, X_val, X_test = (\n",
    "    train.drop(columns=\"Good Customer\"),\n",
    "    val.drop(columns=\"Good Customer\"),\n",
    "    test.drop(columns=\"Good Customer\"),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train model\n",
    "\n",
    "Calculate the accuracy, cross-entropy loss, and zero-one loss of naïve prediction. The `DummyClassifier` predicts the most-frequent class passed to `fit()` when `predict()` is called and the empirical class-prior distribution when `predict_proba()` is called. See [`docs`](https://scikit-learn.org/stable/modules/generated/sklearn.dummy.DummyClassifier.html#sklearn-dummy-dummyclassifier)."
   ]
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  {
   "cell_type": "code",
   "execution_count": 4,
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      ],
      "text/plain": [
       "DummyClassifier()"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "naive_model = DummyClassifier(strategy=\"prior\")\n",
    "naive_model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Naïve accuracy = 0.670\n",
      "Naïve zero-one = 0.330\n",
      "Naïve cross-entropy = 0.637\n"
     ]
    }
   ],
   "source": [
    "base_acc = accuracy_score(y_test, naive_model.predict(X_test))\n",
    "base_zero_one_loss = zero_one_loss(y_test, naive_model.predict(X_test))\n",
    "base_log_loss = log_loss(y_test, naive_model.predict_proba(X_test))\n",
    "\n",
    "print(f\"Naïve accuracy = {base_acc:.3f}\")\n",
    "print(f\"Naïve zero-one = {base_zero_one_loss:.3f}\")\n",
    "print(f\"Naïve cross-entropy = {base_log_loss:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "catboost_model = CatBoostClassifier(iterations=100, learning_rate=0.3, depth=3)\n",
    "\n",
    "catboost_model = catboost_model.fit(\n",
    "    X_train,\n",
    "    y_train,\n",
    "    eval_set=(X_val, y_val),\n",
    "    cat_features=categorical_features,\n",
    "    verbose=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Catboost accuracy = 0.760\n",
      "Catboost zero-one = 0.240\n",
      "Catboost cross-entropy = 0.530\n"
     ]
    }
   ],
   "source": [
    "catboost_acc = accuracy_score(y_test, catboost_model.predict(X_test))\n",
    "catboost_zero_one_loss = zero_one_loss(y_test, catboost_model.predict(X_test))\n",
    "catboost_log_loss = log_loss(y_test, catboost_model.predict_proba(X_test))\n",
    "print(f\"Catboost accuracy = {catboost_acc:.3f}\")\n",
    "print(f\"Catboost zero-one = {catboost_zero_one_loss:.3f}\")\n",
    "print(f\"Catboost cross-entropy = {catboost_log_loss:.3f}\")\n",
    "\n",
    "assert catboost_zero_one_loss == 1 - catboost_acc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate importance\n",
    "### Zero-one Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PermutationEstimator will use 8 jobs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1/1 [05:44<00:00, 344.23s/it]     \n"
     ]
    }
   ],
   "source": [
    "imputer = sage.MarginalImputer(catboost_model, X_train[:128])\n",
    "estimator = sage.PermutationEstimator(imputer, \"zero one\", n_jobs=-1)\n",
    "sage_values = estimator(X_test.to_numpy(), y_test.to_numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.testing.assert_approx_equal(\n",
    "    catboost_zero_one_loss - base_zero_one_loss,\n",
    "    - np.sum(sage_values.values),\n",
    "    significant=2,\n",
    ")\n",
    "np.testing.assert_approx_equal(\n",
    "    catboost_acc - base_acc, np.sum(sage_values.values), significant=2\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sage_values.plot(feature_names, title=\"Feature Importance (zero-one loss)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cross-Entropy Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PermutationEstimator will use 8 jobs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1/1 [01:42<00:00, 102.95s/it]    \n"
     ]
    }
   ],
   "source": [
    "imputer = sage.MarginalImputer(catboost_model, X_train[:128])\n",
    "estimator = sage.PermutationEstimator(imputer, \"cross entropy\", n_jobs=-1)\n",
    "sage_values = estimator(X_test.to_numpy(), y_test.to_numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.testing.assert_approx_equal(\n",
    "    catboost_log_loss - base_log_loss, - np.sum(sage_values.values), significant=2\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sage_values.plot(feature_names, title=\"Feature Importance (cross-entropy loss)\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}