{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Conformal prediction with Flax and MAPIE" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "import jax.numpy as jnp\n", "import jax.random as jr\n", "import mapie\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import optax\n", "from jax import Array\n", "from mapie.regression import MapieRegressor\n", "from matplotlib.gridspec import GridSpec\n", "from sklearn.base import BaseEstimator, RegressorMixin\n", "from sklearn.metrics import r2_score\n", "from sklearn.model_selection import train_test_split\n", "\n", "from pbnn.map_estimation import train_fn\n", "from pbnn.models import MLP\n", "from pbnn.utils.analytical_functions import gramacy_function\n", "from pbnn.utils.plot import plot_on_axis\n", "\n", "warnings.filterwarnings('ignore')\n", "\n", "%load_ext watermark" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" ] } ], "source": [ "n = 100\n", "noise_level = 0.1\n", "\n", "np.random.seed(0)\n", "X = 20 * np.random.rand(n, 1)\n", "X_test = np.linspace(0, 20, 200)[:, None]\n", "X, X_test = jnp.array(X), jnp.array(X_test)\n", "\n", "noise, noise_test = (\n", " np.random.randn(n, 1) * noise_level,\n", " np.random.randn(len(X_test), 1) * noise_level,\n", ")\n", "\n", "y = gramacy_function(X, noise)\n", "y_test = gramacy_function(X_test, noise_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define a neural network using Flax\n", "\n", "Let's define a simple MLP network using `pbnn.models`. In order to be able to use `MAPIE`, we also need to define scikit-learn-like regressors that has `fit` and `predict` methods.\n", "\n", "Two regressors are implemented below: a simple MLP regressor trained with a MSE loss, and a MLP quantile regressor trained with the pinball loss." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "class MLPRegressor(RegressorMixin, BaseEstimator):\n", " def __init__(\n", " self,\n", " hidden_features: int,\n", " output_features: int,\n", " batch_size: int = 32,\n", " num_epochs: int = 1000,\n", " lr: float = 5e-3,\n", " rng_key: Array = jr.PRNGKey(0),\n", " ):\n", " self.model = MLP(hidden_features=hidden_features, out_features=output_features)\n", " self.hidden_features = hidden_features\n", " self.output_features = output_features\n", " self.batch_size = batch_size\n", " self.num_epochs = num_epochs\n", " self.lr = lr\n", " self.rng_key = rng_key\n", "\n", " def fit(self, X, y):\n", " X, y = jnp.array(X), jnp.array(y)\n", "\n", " def loss_fn(params, batch_of_data):\n", " X_batch, y_batch = batch_of_data\n", " predictions = self.model.apply({\"params\": params}, X_batch).squeeze()\n", " return -optax.losses.l2_loss(predictions, y_batch).mean()\n", "\n", " self.params = train_fn(\n", " logposterior_fn=loss_fn,\n", " network=self.model,\n", " train_ds={\"x\": X, \"y\": y},\n", " batch_size=self.batch_size,\n", " num_epochs=self.num_epochs,\n", " learning_rate=self.lr,\n", " rng_key=self.rng_key,\n", " )\n", "\n", " _, self.rng_key = jr.split(self.rng_key)\n", "\n", " return self\n", "\n", " def predict(self, X):\n", " X = jnp.array(X)\n", " return self.model.apply({\"params\": self.params}, X).squeeze()\n", "\n", "\n", "class QuantileMLPRegressor(RegressorMixin, BaseEstimator):\n", " def __init__(\n", " self,\n", " hidden_features: int,\n", " output_features: int,\n", " alpha: float,\n", " batch_size: int = 32,\n", " num_epochs: int = 1000,\n", " lr: float = 5e-3,\n", " rng_key: Array = jr.PRNGKey(0),\n", " ):\n", " self.model = MLP(hidden_features=hidden_features, out_features=output_features)\n", " self.hidden_features = hidden_features\n", " self.output_features = output_features\n", " self.batch_size = batch_size\n", " self.num_epochs = num_epochs\n", " self.lr = lr\n", " self.alpha = alpha\n", " self.alpha_ = [alpha, 0.5, 1 - alpha]\n", " self.rng_key = rng_key\n", "\n", " assert output_features == len(self.alpha_)\n", "\n", " def fit(self, X, y):\n", " X, y = jnp.array(X), jnp.array(y)\n", "\n", " def loss_fn(params, batch_of_data):\n", " X, target = batch_of_data\n", " preds = self.model.apply({\"params\": params}, X)\n", "\n", " losses = []\n", " preds_reshape = preds.reshape((-1, target.shape[1], len(self.alpha_)))\n", " for i, q in enumerate(self.alpha_):\n", " errors = target - preds_reshape[..., i]\n", " losses.append(jnp.maximum((q - 1) * errors, q * errors))\n", "\n", " loss = jnp.mean(jnp.sum(jnp.concatenate(losses, axis=-1), axis=-1))\n", " return -loss\n", "\n", " self.params = train_fn(\n", " logposterior_fn=loss_fn,\n", " network=self.model,\n", " train_ds={\"x\": X, \"y\": y},\n", " batch_size=self.batch_size,\n", " num_epochs=self.num_epochs,\n", " learning_rate=self.lr,\n", " rng_key=self.rng_key,\n", " )\n", "\n", " _, self.rng_key = jr.split(self.rng_key)\n", "\n", " return self\n", "\n", " def predict(self, X):\n", " X = jnp.array(X)\n", " return self.model.apply({\"params\": self.params}, X).squeeze()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Custom implementation of split CQR\n", "\n", "Altough split conformalized quantile regression is available in `MAPIE`, it can't be used with an arbitrary quantile regressor. However, it can easily be implemented as follows." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from typing import Union\n", "\n", "from sklearn.base import clone\n", "\n", "\n", "class SplitCQR(object):\n", " def __init__(\n", " self,\n", " regressor,\n", " X_train: Union[list, np.ndarray],\n", " y_train: np.ndarray,\n", " X_cal: Union[list, np.ndarray],\n", " y_cal: np.ndarray,\n", " alpha: float,\n", " ) -> object:\n", " self.alpha = alpha\n", "\n", " self.X_train = X_train\n", " self.y_train = y_train\n", "\n", " self.X_cal = X_cal\n", " self.y_cal = y_cal\n", "\n", " self.output_dim = y_train.shape[1]\n", " self.regressor = clone(regressor)\n", " self.__class__.__name__ = \"split_cqr\"\n", "\n", " def fit(self):\n", " self.regressor.fit(self.X_train, self.y_train)\n", " pred_cal = self.regressor.predict(self.X_cal).reshape(-1, self.output_dim, 3)\n", "\n", " r_lo = pred_cal[:, :, 0] - self.y_cal\n", " r_hi = self.y_cal - pred_cal[:, :, 2]\n", " self.residuals = np.max(np.stack([r_lo, r_hi], axis=2), axis=2)\n", " return self\n", "\n", " def predict(self, X_test: np.ndarray):\n", " n = len(self.X_cal)\n", "\n", " pred_test = self.regressor.predict(X_test)\n", " q_med, q_lo, q_hi = pred_test[:, 1::3], pred_test[:, 0::3], pred_test[:, 2::3]\n", "\n", " qleft = np.empty((len(X_test), self.output_dim))\n", " qright = np.empty((len(X_test), self.output_dim))\n", " for k in range(self.output_dim):\n", " q = np.quantile(\n", " self.residuals[:, k],\n", " (1 - self.alpha) / (1.0 + 1.0 / n),\n", " axis=0,\n", " method=\"higher\",\n", " )\n", " qleft[:, k] = q_lo[:, k] - q\n", " qright[:, k] = q_hi[:, k] + q\n", " return q_med, qleft, qright" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply conformal prediction using MAPIE" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alpha = 0.1\n", "\n", "algorithms = {\n", " \"split_cv\": dict(method=\"base\", cv=\"split\", test_size=0.1),\n", " \"cv_plus\": dict(method=\"plus\", cv=20),\n", " \"split_cqr\": dict(test_size=0.2, alpha=alpha),\n", "}\n", "\n", "mlp_regressor_params = {\n", " \"hidden_features\": 100,\n", " \"output_features\": 1,\n", " \"num_epochs\": 1_000,\n", " \"lr\": 5e-3,\n", "}\n", "\n", "quantile_regressor_params = {\n", " \"hidden_features\": 100,\n", " \"output_features\": 3,\n", " \"num_epochs\": 1_000,\n", " \"lr\": 5e-3,\n", " \"alpha\": alpha,\n", "}\n", "\n", "fig = plt.figure(constrained_layout=True, figsize=(3 * 5, 1 * 4))\n", "gs = GridSpec(nrows=1, ncols=3, figure=fig)\n", "\n", "for i, (algorithm, params) in enumerate(algorithms.items()):\n", " if algorithm == \"split_cqr\":\n", " regressor = QuantileMLPRegressor(**quantile_regressor_params)\n", " X_train, X_cal, y_train, y_cal = train_test_split(\n", " X, y, test_size=params[\"test_size\"]\n", " )\n", " model = SplitCQR(\n", " regressor, X_train, y_train, X_cal, y_cal, alpha=params[\"alpha\"]\n", " )\n", " model.fit()\n", " y_pred, qlow, qhigh = model.predict(X_test)\n", " else:\n", " regressor = MLPRegressor(**mlp_regressor_params)\n", " mapie = MapieRegressor(\n", " regressor,\n", " **params,\n", " )\n", " mapie.fit(X, y.ravel())\n", " y_pred, y_pis = mapie.predict(X_test, alpha=alpha)\n", " qlow, qhigh = y_pis[:, 0, 0], y_pis[:, 1, 0]\n", "\n", " q2_score = r2_score(y_test, y_pred)\n", " avg_width = np.mean(qhigh - qlow)\n", "\n", " ax = fig.add_subplot(gs[i])\n", " plot_on_axis(\n", " ax,\n", " X_test,\n", " y_test,\n", " y_pred.ravel(),\n", " qlow.ravel(),\n", " qhigh.ravel(),\n", " title=f\"{algorithm}, q2: {q2_score:.2f}, avg_width: {avg_width:.2f}\",\n", " )" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Author: Brian Staber\n", "\n", "Last updated: Thu Mar 28 2024\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.7\n", "IPython version : 8.21.0\n", "\n", "numpy : 1.26.3\n", "optax : 0.1.9\n", "matplotlib: 3.8.2\n", "jax : 0.4.23\n", "\n", "Watermark: 2.4.3\n", "\n" ] } ], "source": [ "%reload_ext watermark\n", "%watermark -n -u -v -iv -w -a 'Brian Staber'" ] } ], "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 2 }