From dd7f27ed88d1d232b19f4a0ed6bf7961bca0af35 Mon Sep 17 00:00:00 2001 From: neel-maniar <91568147+neel-maniar@users.noreply.github.com> Date: Mon, 17 Jun 2024 11:47:29 +0100 Subject: [PATCH] Added two new tutorial pages. These two notebooks follow the work of the paper on Linearly Constrained Gaussian Processes (see citation in notebooks). They demonstrate - a way to encode two types of linear constraints into the kernel of a GP - mathematical explanations which follow the notation of the paper - another example of implementing Multi-Output GPs in GPJax. Signed-off-by: neel-maniar <91568147+neel-maniar@users.noreply.github.com> --- docs/examples/2D_div_free.ipynb | 749 +++++++++++++++++++++++++ docs/examples/3D_curl_free.ipynb | 923 +++++++++++++++++++++++++++++++ 2 files changed, 1672 insertions(+) create mode 100644 docs/examples/2D_div_free.ipynb create mode 100644 docs/examples/3D_curl_free.ipynb diff --git a/docs/examples/2D_div_free.ipynb b/docs/examples/2D_div_free.ipynb new file mode 100644 index 000000000..38860d0d0 --- /dev/null +++ b/docs/examples/2D_div_free.ipynb @@ -0,0 +1,749 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "# Imports\n", + "from jax import config\n", + "\n", + "config.update(\"jax_enable_x64\", True)\n", + "\n", + "import jax.numpy as jnp\n", + "import jax.random as jr\n", + "import gpjax as gpx\n", + "from gpjax.typing import Array, Float\n", + "\n", + "from dataclasses import dataclass\n", + "\n", + "from jax import jacfwd, jacrev\n", + "\n", + "import tensorflow_probability as tfp\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this notebook, we reproduce the 2D simulation study, as in the [Linearly Constrained Gaussian Processes](https://papers.nips.cc/paper_files/paper/2017/hash/71ad16ad2c4d81f348082ff6c4b20768-Abstract.html) paper.\n", + "\n", + "The data is a noisy measurement of a 2D divergence-free vector field.\n", + "\n", + "Two different kernels are used:\n", + "- Diagonal kernel (Naïve kernel, using no information about the dataset being divergence free)\n", + "- Divergence-free kernel (Enforces the divergence-free condition globally)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2D div-free" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "3rd dimension of 0 (x), 1 (y), 2 (0 div)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data processing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Latent function\n", + "The latent function is chosen to be divergence-free. It is a 2D vector field: $\\mathbf f: \\mathbb{R}^D\\to\\mathbb{R}^K$ where $D=K=2$. \n", + "$$\n", + "\\begin{aligned}\n", + "& f_1\\left(x_1, x_2\\right)=e^{-a x_1 x_2}\\left(a x_1 \\sin \\left(x_1 x_2\\right)-x_1 \\cos \\left(x_1 x_2\\right)\\right) \\\\\n", + "& f_2\\left(x_1, x_2\\right)=e^{-a x_1 x_2}\\left(x_2 \\cos \\left(x_1 x_2\\right)-a x_2 \\sin \\left(x_1 x_2\\right)\\right)\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "Here, we take $a=10^{-2}$.\n", + "\n", + "## Training Set\n", + "We work with a simulated training dataset $\\mathcal{D} = \\{(\\mathbf x_i, \\mathbf y_i)\\}_{i=1}^{N_T}$ with inputs $\\mathbf{x}$\n", + "sampled uniformly on $[0, 4]\\times [0,4]$ and corresponding independent noisy outputs $\\mathbf y = \\mathbf f(\\mathbf x)+\\boldsymbol \\varepsilon$.\n", + "\n", + "and $\\boldsymbol \\varepsilon \\sim \\mathcal N(\\mathbf 0,\\sigma^2 \\mathbf I)$\n", + "\n", + "Here we take $\\sigma =10^{-4}, N_T=50$\n", + "\n", + "## Test set\n", + "The test dataset is a uniform $20\\times 20$ grid on $[0,4]\\times [0,4]$ and noiseless outputs. The number of prediction points is $N_P=400$.\n", + "\n", + "## Processing data\n", + "\n", + "### Processing data\n", + "Initially the each datum is of the form $(\\mathbf x,\\mathbf y)\\in\\mathbb{R}^D\\times \\mathbb{R}^K$.\n", + "\n", + "This is modified to three measurements: $\\{((\\mathbf x, i), y_i)\\}_{i=1}^D$. This ensures that the output is one dimensional, and so the kernel function is scalar valued. Explicitly, denoting the matrix-valued kernel function as $\\mathbf K$ and the scalar-valued kernel function as $\\tilde K$:\n", + "\n", + "$$K_{ij}(\\mathbf x,\\mathbf x') = \\tilde K((\\mathbf x,i),(\\mathbf x',j))$$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "def div_free_2d_example(x, y, a=0.01):\n", + " exp_term = jnp.exp(-a * x * y)\n", + " trig_term_x = a * x * jnp.sin(x * y) - x * jnp.cos(x * y)\n", + " trig_term_y = -a * y * jnp.sin(x * y) + y * jnp.cos(x * y)\n", + " return exp_term * trig_term_x, exp_term * trig_term_y" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## In-depth problem specification" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "n_divisions = 20" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "def label_position_2d(data):\n", + " # introduce alternating z label\n", + " n_points = len(data[0])\n", + " label = jnp.tile(jnp.array([0.0, 1.0]), n_points)\n", + " return jnp.vstack((jnp.repeat(data, repeats=2, axis=1), label)).T\n", + "\n", + "def stack_vector(data):\n", + " return data.T.flatten().reshape(-1, 1)\n", + "\n", + "def dataset_3d(pos, obs):\n", + " return gpx.Dataset(label_position_2d(pos), stack_vector(obs))" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "positions = jnp.mgrid[0:4:n_divisions*1j, 0:4:n_divisions*1j].reshape(2, -1)\n", + "\n", + "observations = jnp.stack(\n", + " div_free_2d_example(positions[0], positions[1]), axis=0\n", + ").reshape(2, -1)\n", + "\n", + "dataset = dataset_3d(positions, observations)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "simulation_key = jr.PRNGKey(0)\n", + "\n", + "# Proposition for training data, unrestricted by a grid\n", + "train_positions = jr.uniform(key=simulation_key, minval=0.0, maxval=4.0, shape=(50, 2)).reshape(2,-1)\n", + "train_observations = jnp.stack(\n", + " div_free_2d_example(train_positions[0], train_positions[1]), axis=0\n", + ").reshape(2, -1)\n", + "\n", + "# Add noise to the observations\n", + "noise = 1e-4\n", + "train_observations += noise * jr.normal(simulation_key, train_observations.shape)\n", + "\n", + "training_data = dataset_3d(train_positions, train_observations)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Ground truth + measurements plot\n", + "\n", + "fig, axs = plt.subplots(figsize=(6, 6))\n", + "# plot ground truth\n", + "axs.quiver(dataset.X[::2][:, 0], dataset.X[::2][:, 1], dataset.y[::2], dataset.y[1::2], scale=15, scale_units='y', label='Ground Truth')\n", + "# plot measurements\n", + "axs.quiver(training_data.X[::2][:, 0], training_data.X[::2][:, 1], training_data.y[::2], training_data.y[1::2], scale=15, scale_units='y', label='measurements', color='r')\n", + "\n", + "axs.set_xlabel('x')\n", + "axs.set_ylabel('y')\n", + "\n", + "fig.legend(ncol=2, loc='lower center', bbox_to_anchor=(0.5, -0.02))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Diagonal kernel" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One choice of prior distribution is a Gaussian Process with a diagonal kernel. This is where:\n", + "$$\\mathbf f \\sim \\mathcal{GP}(\\mathbf 0,k\\mathbf I)$$\n", + "such that the outputs of the predicted function are independent. This is equivalent to totally separating the dataset into two different datasets: $\\mathcal D_1:=\\{(\\mathbf x_i, y^{(1)}_i)\\}_{i=0}^{400}$ and $\\mathcal D_2:=\\{(\\mathbf x_i, y^{(2)}_i)\\}_{i=0}^{400}$ and performing a Gaussian Process Regression on each dataset separately.\n", + "\n", + "This does not use any prior information about the divergence-free nature of the underlying latent function, so is expected to perform worse than other methods." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "@dataclass\n", + "class VectorKernel_2d(gpx.kernels.AbstractKernel):\n", + "\n", + " # CR TODO: should this allow specification of lengthscale and variance?\n", + " kernel: gpx.kernels.AbstractKernel = gpx.kernels.RBF(active_dims=[0, 1])\n", + "\n", + " def __call__(\n", + " self, X: Float[Array, \"1 D\"], Xp: Float[Array, \"1 D\"]\n", + " ) -> Float[Array, \"1\"]:\n", + " # standard RBF-SE kernel if x and x' are on the same output, otherwise returns 0\n", + "\n", + " w = jnp.array(X[2], dtype=int)\n", + " wp = jnp.array(Xp[2], dtype=int)\n", + "\n", + " # drop output label to reduce resource usage\n", + " X = X[:2]\n", + " Xp = Xp[:2]\n", + "\n", + " K = (w == wp) * self.kernel(X, Xp)\n", + "\n", + " return K\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## GPJax implementation" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "def initialise_gp(kernel, mean, dataset):\n", + " prior = gpx.gps.Prior(mean_function=mean, kernel=kernel)\n", + " likelihood = gpx.likelihoods.Gaussian(\n", + " num_datapoints=dataset.n, obs_stddev=jnp.array([1.0e-3], dtype=jnp.float64)\n", + " )\n", + " posterior = prior * likelihood\n", + " return posterior" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "mean = gpx.mean_functions.Zero()\n", + "kernel = VectorKernel_2d()\n", + "diagonal_posterior = initialise_gp(kernel, mean, training_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "def optimise_mll(posterior, dataset, NIters=1000):\n", + " # define the MLL using dataset_train\n", + " objective = gpx.objectives.ConjugateMLL(negative=True)\n", + " # Optimise to minimise the MLL\n", + " opt_posterior, _ = gpx.fit_scipy(\n", + " model=posterior,\n", + " objective=objective,\n", + " train_data=dataset,\n", + " max_iters=NIters,\n", + " )\n", + " return opt_posterior" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimization terminated successfully.\n", + " Current function value: 115.603104\n", + " Iterations: 19\n", + " Function evaluations: 30\n", + " Gradient evaluations: 30\n" + ] + } + ], + "source": [ + "opt_diagonal_posterior = optimise_mll(diagonal_posterior, training_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Comparison" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The models are evaluated by calculating the RMSE between the predicted and true outputs. In particular,\n", + "\n", + "$$RMSE = \\sqrt{\\frac{1}{N_P D}\\sum_{i=1}^{N_PD} \\|\\mathbf y_p-\\mathbf y_t\\|_2^2}$$\n", + "\n", + "where $\\mathbf y_p$ are the predicted values and $\\mathbf y_t$ are the true values." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Field + residuals plot" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "def rmse(predictions, truth):\n", + " # in the paper they compute RMS per vector component\n", + " return jnp.sqrt(jnp.sum((predictions - truth) ** 2) / truth.shape[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "def latent_distribution(opt_posterior, prediction_locations, dataset_train):\n", + " latent = opt_posterior.predict(prediction_locations, train_data=dataset_train)\n", + " latent_mean = latent.mean()\n", + " latent_std = latent.stddev()\n", + " return latent_mean, latent_std" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "diagonal_mean, diagonal_std = latent_distribution(\n", + " opt_diagonal_posterior, dataset.X, training_data\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_latent_diagonal = dataset_3d(positions, diagonal_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Array(0.88814836, dtype=float64)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rmse(dataset_latent_diagonal.y, dataset.y)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "# Ground truth + diagonal estimate + residuals plot\n", + "def field_comparison_plots(ground_truth, measurements, gp_estimate):\n", + " fig, axs = plt.subplots(ncols=3, figsize=(12, 4))\n", + "\n", + " axs[0].set_title('Ground Truth')\n", + "\n", + " axs[0].quiver(ground_truth.X[::2][:, 0], ground_truth.X[::2][:, 1], ground_truth.y[::2], ground_truth.y[1::2], scale=15, scale_units='y', label='Field value')\n", + " axs[0].quiver(measurements.X[::2][:, 0], measurements.X[::2][:, 1], measurements.y[::2], measurements.y[1::2], scale=15, scale_units='y', label='measurements', color='r')\n", + "\n", + " axs[1].set_title('GP Estimate')\n", + "\n", + " axs[1].quiver(gp_estimate.X[::2][:, 0], gp_estimate.X[::2][:, 1], gp_estimate.y[::2], gp_estimate.y[1::2], scale=15, scale_units='y')\n", + " axs[1].quiver(measurements.X[::2][:, 0], measurements.X[::2][:, 1], measurements.y[::2], measurements.y[1::2], scale=15, scale_units='y', color='r')\n", + "\n", + " axs[2].set_title('Residuals')\n", + "\n", + " axs[2].quiver(ground_truth.X[::2][:, 0], ground_truth.X[::2][:, 1], ground_truth.y[::2] - gp_estimate.y[::2], ground_truth.y[1::2] - gp_estimate.y[1::2], scale=15, scale_units='y')\n", + " axs[2].quiver(measurements.X[::2][:, 0], measurements.X[::2][:, 1], measurements.y[::2], measurements.y[1::2], scale=15, scale_units='y', color='r')\n", + "\n", + " for ax_ in axs.reshape(-1):\n", + " ax_.set_xlabel('x')\n", + " ax_.set_ylabel('y')\n", + "\n", + " fig.legend(ncol=2, loc='lower center', bbox_to_anchor=(0.5, -0.08))\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "field_comparison_plots(dataset, training_data, dataset_latent_diagonal)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Divergence free kernel" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Derivation of divergence free kernel\n", + "The latent function $\\mathbf f$ was chosen such that it is divergence-free, in other words:\n", + "$$\\boldsymbol \\nabla\\cdot \\mathbf f := \\dfrac{\\partial f_1}{\\partial x_1} + \\dfrac{\\partial f_2}{\\partial x_2}=0$$\n", + "\n", + "Note that*, given any differentiable function $g$, the function:\n", + "$$\\mathbf f(\\mathbf x):= \\mathscr G_\\mathbf x g := \\begin{pmatrix}-\\dfrac{\\partial}{\\partial x_2}\\\\ \\dfrac{\\partial}{\\partial x_1}\\end{pmatrix} g$$\n", + "automatically satisfies the required constraint.\n", + "\n", + "As is the case with multivariate Gaussians, linear transformations of GPs are GPs (and they transform in much the same way).\n", + "In particular:\n", + "$$g \\sim \\mathcal{GP}(0, k_g) \\implies \\mathscr G_\\mathbf x g \\sim \\mathcal{GP}(\\mathbf 0, \\mathscr G_\\mathbf x k_g \\mathscr G_{\\mathbf x'}^\\top)$$\n", + "\n", + "In our case, we choose $k_g$ to be the squared exponential kernel. Therefore, any $\\mathbf f$ picked from the distribution $\\mathbf f \\sim \\mathcal {GP}(\\mathbf 0, \\mathscr G_\\mathbf x k_g(\\mathbf x, \\mathbf x') \\mathscr G_{\\mathbf x'}^\\top)$, where\n", + "\n", + "$$\\mathscr G_\\mathbf x k_g(\\mathbf x, \\mathbf x') \\mathscr G_{\\mathbf x'}^\\top= \\begin{pmatrix}\\dfrac{\\partial^2}{\\partial x_2 x_2'} & -\\dfrac{\\partial^2}{\\partial x_2 x_1'}\\\\-\\dfrac{\\partial^2}{\\partial x_1 x_2'} & \\dfrac{\\partial^2}{\\partial x_1 x_1'}\\end{pmatrix}k_g(\\mathbf x, \\mathbf x')$$\n", + "will satisfy the required constraint. This is the divergence-free kernel." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Much of the paper is dedicated to devising a systematic way to construct $\\mathscr{G}_x$ for arbitrary linear constraints." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "def small_hessian(\n", + " kernel, X: Float[Array, \"1 D\"], Xp: Float[Array, \"1 D\"]\n", + ") -> Float[Array, \"1\"]:\n", + " # compute all relevant second derivatives at once\n", + " # eg small_hessian(k)[0][1] is d2k/dx1dy2\n", + " return jnp.array(\n", + " jacfwd(jacrev(kernel, argnums=0), argnums=1)(X, Xp), dtype=jnp.float64\n", + " )\n", + "\n", + "@dataclass\n", + "class DivFreeKernel(gpx.kernels.AbstractKernel):\n", + " kernel: gpx.kernels.AbstractKernel = gpx.kernels.RBF(active_dims=[0, 1])\n", + "\n", + " def __call__(\n", + " self, X: Float[Array, \"1 D\"], Xp: Float[Array, \"1 D\"]\n", + " ) -> Float[Array, \"1\"]:\n", + " # the third dimension switches between 00, 01, 10 and 11 kernels\n", + "\n", + " z = jnp.array(X[2], dtype=int)\n", + " zp = jnp.array(Xp[2], dtype=int)\n", + "\n", + " # achieve the correct value via 'switches' that are either 1 or 0\n", + " k00_switch = ((z + 1) % 2) * ((zp + 1) % 2)\n", + " k01_switch = ((z + 1) % 2) * zp\n", + " k10_switch = z * ((zp + 1) % 2)\n", + " k11_switch = z * zp\n", + "\n", + " # drop output label to reduce resource usage\n", + " X = jnp.array(X[0:2])\n", + " Xp = jnp.array(Xp[0:2])\n", + "\n", + " hess = small_hessian(self.kernel, X, Xp)\n", + "\n", + " K = (\n", + " k00_switch * hess[1][1]\n", + " - k01_switch * hess[1][0]\n", + " - k10_switch * hess[0][1]\n", + " + k11_switch * hess[0][0]\n", + " )\n", + "\n", + " return K\n" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "kernel = DivFreeKernel()\n", + "div_free_posterior = initialise_gp(kernel, mean, training_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimization terminated successfully.\n", + " Current function value: 47.737461\n", + " Iterations: 33\n", + " Function evaluations: 36\n", + " Gradient evaluations: 36\n" + ] + } + ], + "source": [ + "opt_div_free_posterior = optimise_mll(div_free_posterior, training_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "div_free_mean, div_free_std = latent_distribution(\n", + " opt_div_free_posterior, dataset.X, training_data\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "dataset_latent_div_free = dataset_3d(positions, div_free_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Array(0.32593082, dtype=float64)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rmse(dataset_latent_div_free.y, dataset.y)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "field_comparison_plots(dataset, training_data, dataset_latent_div_free)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## NLPD (Negative Log Predictive Density)\n", + "An alternative to RMSE for measuring how well the predicted model matches the true values. It is formally the log-likelihood of predicting the true values using the model. It is calculated using the following formula:\n", + "\n", + "$$\\text{NLPD} = -\\sum_{i=1}^{N_P} \\log p(\\mathbf y_i|\\mathbf x_i)$$\n", + "\n", + "Here $p(\\mathbf y|\\mathbf x)$ is a Gaussian distribution with mean given by the posterior mean and standard deviation given by the posterior standard deviation." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NLPD for diagonal: 5.19E+02 \n", + "NLPD for div free: -7.57E+02\n" + ] + } + ], + "source": [ + "# ensure testing data alternates between x0 and x1 components\n", + "def nlpd(mean, std, true_observations):\n", + " test_grid = jnp.column_stack((true_observations[0], true_observations[1])).flatten()\n", + " normal = tfp.substrates.jax.distributions.Normal(loc=mean, scale=std)\n", + " return -jnp.sum(normal.log_prob(test_grid))\n", + "\n", + "\n", + "# compute nlpd for velocity and helmholtz\n", + "nlpd_diagonal = nlpd(diagonal_mean, diagonal_std, observations)\n", + "nlpd_div_free = nlpd(div_free_mean, div_free_std, observations)\n", + "\n", + "print(f\"NLPD for diagonal: {nlpd_diagonal:.2E} \\nNLPD for div free: {nlpd_div_free:.2E}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Author: Neel Maniar and Mate Balogh\n", + "\n", + "Last updated: Mon Jun 17 2024\n", + "\n", + "Python implementation: CPython\n", + "Python version : 3.10.14\n", + "IPython version : 8.24.0\n", + "\n", + "tensorflow_probability: 0.22.1\n", + "matplotlib : 3.8.4\n", + "gpjax : 0.8.2\n", + "jax : 0.4.28\n", + "\n", + "Watermark: 2.4.3\n", + "\n" + ] + } + ], + "source": [ + "%reload_ext watermark\n", + "%watermark -n -u -v -iv -w -a \"Neel Maniar and Mate Balogh\"" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "project", + "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": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/examples/3D_curl_free.ipynb b/docs/examples/3D_curl_free.ipynb new file mode 100644 index 000000000..ca390a643 --- /dev/null +++ b/docs/examples/3D_curl_free.ipynb @@ -0,0 +1,923 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Imports\n", + "from jax import config\n", + "\n", + "config.update(\"jax_enable_x64\", True)\n", + "\n", + "import jax.numpy as jnp\n", + "import jax.random as jr\n", + "import gpjax as gpx\n", + "from gpjax.typing import Array, Float\n", + "\n", + "from dataclasses import dataclass\n", + "\n", + "from jax import jacfwd, jacrev\n", + "import optax as ox\n", + "\n", + "import tensorflow_probability as tfp\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# allow interactive plots\n", + "%matplotlib widget" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this notebook, we reproduce a 3D simulation study, using ideas in the [Linearly Constrained Gaussian Processes](https://papers.nips.cc/paper_files/paper/2017/hash/71ad16ad2c4d81f348082ff6c4b20768-Abstract.html) paper." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3D Curl-free" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data processing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will use the following latent function, which is the gradient of a scalar potential field given by.\n", + "\n", + "$$\\mathbf f:\\mathbb{R}^D\\to\\mathbb{R}^K$$\n", + "\n", + "where $D=K=3$, defined by:\n", + "\n", + "$$\\mathbf f(\\mathbf x) = - \\nabla P$$\n", + "\n", + "for:\n", + "\n", + "$$P = - e^{-a (xy+yz+zx)} \\sin{(xy+yz+zx)}$$\n", + "\n", + "with $a=0.01$\n", + "\n", + "Importantly, $\\boldsymbol \\nabla\\times \\mathbf f = 0$ see eg. [wikipedia](https://en.wikipedia.org/wiki/Vector_calculus_identities#Curl_of_gradient_is_zero). In this notebook, we will exploit this linear constraint to improve Gaussian Process Regression." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def curl_free_3d_example(x, y, z, a=0.01):\n", + " # gradient of the scalar potential: \n", + " # exp(-a (x*y + y*z + z*x)) * sin(x*y + y*z + z*x)\n", + " argument = x * y + y * z + z * x\n", + " exp_term = np.exp(-a * argument)\n", + " x_trig = (y + z) * np.cos(argument) - a * (y + z) * np.sin(argument)\n", + " y_trig = (x + z) * np.cos(argument) - a * (x + z) * np.sin(argument)\n", + " z_trig = (x + y) * np.cos(argument) - a * (x + y) * np.sin(argument)\n", + " return exp_term * x_trig, exp_term * y_trig, exp_term * z_trig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## In-depth specification" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We restrict our focus to the following region: $[0,1]\\times [0,1]\\times [0,1]$\n", + "### Train points\n", + "Choose 50 train points uniformly randomly from the region\n", + "### Test points\n", + "A grid of $n_{\\text{divisions}}^3$ points evenly spaced (in each dimension)\n", + "\n", + "### Processing data\n", + "Initially the each datum is of the form $(\\mathbf x,\\mathbf y)$, where $\\mathbf x,\\mathbf y\\in\\mathbb{R}^3$.\n", + "\n", + "This is modified to three measurements: $\\{((\\mathbf x, i), y_i)\\}_{i=1}^3$. This ensures that the output is one dimensional, and so the kernel function is scalar valued. Explicitly, denoting the matrix-valued kernel function as $\\mathbf K$ and the scalar-valued kernel function as $\\tilde K$:\n", + "\n", + "$$K_{ij}(\\mathbf x,\\mathbf x') = \\tilde K((\\mathbf x,i),(\\mathbf x',j))$$" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "n_divisions = 5" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def label_position_3d(data, inducing=0.0):\n", + " # introduce alternating axis label\n", + " n_points = len(data[0])\n", + " axis_label = jnp.tile(jnp.array([0.0, 1.0, 2.0]), n_points)\n", + " axis_labeled_position = jnp.vstack(\n", + " (jnp.repeat(data, repeats=3, axis=1), axis_label)\n", + " ).T\n", + " # introduce label distinguishing between observations and inducing points\n", + " return jnp.concatenate(\n", + " (axis_labeled_position, inducing * jnp.ones((n_points * 3, 1))), axis=1\n", + " )\n", + "\n", + "\n", + "def stack_vector(data):\n", + " return data.T.flatten().reshape(-1, 1)\n", + "\n", + "\n", + "def dataset_5d(pos, obs, inducing=0.0):\n", + " return gpx.Dataset(label_position_3d(pos, inducing), stack_vector(obs))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "positions = jnp.mgrid[\n", + " 0 : 1 : n_divisions * 1j, 0 : 1 : n_divisions * 1j, 0 : 1 : n_divisions * 1j\n", + "].reshape(3, -1)\n", + "\n", + "observations = jnp.stack(\n", + " curl_free_3d_example(positions[0], positions[1], positions[2]), axis=0\n", + ").reshape(3, -1)\n", + "\n", + "dataset = dataset_5d(positions, observations)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "simulation_key = jr.PRNGKey(0)\n", + "\n", + "# Proposition for training data, unrestricted by a grid\n", + "train_positions = jr.uniform(\n", + " key=simulation_key, minval=0., maxval=1., shape=(50, 3)\n", + ").reshape(3, -1)\n", + "\n", + "train_observations = jnp.stack(\n", + " curl_free_3d_example(train_positions[0], train_positions[1], train_positions[2]),\n", + " axis=0,\n", + ").reshape(3, -1)\n", + "\n", + "# Add noise to the observations, roughly 1% of the mean value\n", + "noise = 1e-2\n", + "train_observations += noise * jr.normal(simulation_key, train_observations.shape)\n", + "\n", + "training_data = dataset_5d(train_positions, train_observations)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f177995bedef415492f3eebc8fd7457d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", + "text/html": [ + "\n", + "
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\n", + " " + ], + "text/plain": [ + "Canvas(footer_visible=False, header_visible=False, toolbar=Toolbar(toolitems=[('Home', 'Reset original view', …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Ground truth + measurements plot\n", + "\n", + "# Generate a grid of points\n", + "x = np.linspace(0, 1, 8)\n", + "y = np.linspace(0, 1, 8)\n", + "# only 3 points in z direction to avoid clutter\n", + "z = np.linspace(0, 1, 3)\n", + "X, Y, Z = np.meshgrid(x, y, z)\n", + "\n", + "# Compute the vector field components\n", + "U, V, W = curl_free_3d_example(X, Y, Z)\n", + "\n", + "# Create a 3D plot\n", + "fig = plt.figure(figsize=(6, 6))\n", + "\n", + "fig.canvas.toolbar_visible = False\n", + "fig.canvas.header_visible = False\n", + "fig.canvas.footer_visible = False\n", + "\n", + "ax = fig.add_subplot(projection='3d')\n", + "ax.quiver(X, Y, Z, U, V, W, length=0.15, normalize=False, label='ground truth', linewidth=0.5)\n", + "ax.quiver(\n", + " training_data.X[::3][:, 0], \n", + " training_data.X[::3][:, 1], \n", + " training_data.X[::3][:, 2], \n", + " training_data.y[::3].squeeze(), \n", + " training_data.y[1::3].squeeze(), \n", + " training_data.y[2::3].squeeze(), \n", + " length=0.15, \n", + " normalize=False,\n", + " label='measurements',\n", + " linewidth=1.,\n", + " color='r')\n", + "\n", + "ax.set_xlabel('X')\n", + "ax.set_ylabel('Y')\n", + "ax.set_zlabel('Z')\n", + "\n", + "fig.legend(ncol=2, loc='lower center')\n", + "\n", + "plt.subplots_adjust(left=0)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Diagonal kernel\n", + "The diagonal kernel is where \n", + "$$K_{ij}(\\mathbf x,\\mathbf x') = \\tilde K((\\mathbf x,i),(\\mathbf x',j)) = \\delta_{ij}k(\\mathbf x,\\mathbf x')$$\n", + "\n", + "for some $k(\\mathbf x,\\mathbf x')$.\n", + "\n", + "Therefore, the outputs of the predicted function are independent. This is equivalent to totally separating the dataset into three different datasets: $\\mathcal D_i:=\\{(\\mathbf x_n, y^{(i)}_n)\\}_{n=1}^{N}$ for $i=1,2,3$ and performing a Gaussian Process Regression on each dataset separately.\n", + "\n", + "This does not use any prior information about the divergence-free nature of the underlying latent function, so is expected to perform worse than other methods." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "@dataclass\n", + "class VectorKernel_3d(gpx.kernels.AbstractKernel):\n", + " kernel: gpx.kernels.AbstractKernel = gpx.kernels.RBF(active_dims=[0, 1, 2])\n", + "\n", + " def __call__(\n", + " self, X: Float[Array, \"1 D\"], Xp: Float[Array, \"1 D\"]\n", + " ) -> Float[Array, \"1\"]:\n", + " # standard RBF-SE kernel if x and x' are on the same output, otherwise returns 0\n", + "\n", + " w = jnp.array(X[3], dtype=int)\n", + " wp = jnp.array(Xp[3], dtype=int)\n", + "\n", + " # drop output label to reduce resource usage\n", + " X = jnp.array(X[0:3])\n", + " Xp = jnp.array(Xp[0:3])\n", + "\n", + " K = (w == wp) * self.kernel(X, Xp)\n", + "\n", + " return K" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## GPJax implementation" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def initialise_gp(kernel, mean, dataset):\n", + " prior = gpx.gps.Prior(mean_function=mean, kernel=kernel)\n", + " likelihood = gpx.likelihoods.Gaussian(\n", + " num_datapoints=dataset.n, obs_stddev=jnp.array([1.0e-3], dtype=jnp.float64)\n", + " )\n", + " posterior = prior * likelihood\n", + " return posterior" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "mean = gpx.mean_functions.Zero()\n", + "kernel = VectorKernel_3d()\n", + "diagonal_posterior = initialise_gp(kernel, mean, training_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def optimise_mll(posterior, dataset, NIters=200):\n", + " # define the MLL using dataset_train\n", + " objective = gpx.objectives.ConjugateMLL(negative=True)\n", + " # Optimise to minimise the MLL\n", + " \n", + " # use Adam optimiser for improved robustness\n", + " optimiser = ox.adam(learning_rate=0.1)\n", + " \n", + " opt_posterior, _ = gpx.fit(\n", + " model=posterior,\n", + " objective=objective,\n", + " optim=optimiser,\n", + " train_data=dataset,\n", + " num_iters=NIters,\n", + " key=jr.PRNGKey(0),\n", + " )\n", + " return opt_posterior" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e005b7a4f2ed4616a399037e3ee5d965", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/200 [00:00\n", + "
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\n", + " \n", + " \n", + " " + ], + "text/plain": [ + "Canvas(footer_visible=False, header_visible=False, toolbar=Toolbar(toolitems=[('Home', 'Reset original view', …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "field_comparison_plots(dataset, training_data, dataset_latent_diagonal)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Curl free kernel" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Derivation of curl free kernel\n", + "The latent function $\\mathbf f$ was chosen such that it is curl-free, in other words:\n", + "$$\\boldsymbol \\nabla\\times \\mathbf f := \\begin{pmatrix}\\dfrac{\\partial f_3}{\\partial x_2} - \\dfrac{\\partial f_2}{\\partial x_3}\\\\\n", + "\\dfrac{\\partial f_1}{\\partial x_3} - \\dfrac{\\partial f_3}{\\partial x_1}\\\\\n", + "\\dfrac{\\partial f_2}{\\partial x_1}-\\dfrac{\\partial f_1}{\\partial x_2}\\end{pmatrix}=\\mathbf 0$$\n", + "\n", + "Note that*, given any differentiable function $g$, the function:\n", + "$$\\mathbf f(\\mathbf x):= \\mathscr G_\\mathbf x g := \\nabla _{\\mathbf x} g$$\n", + "automatically satisfies the required constraint.\n", + "\n", + "As is the case with multivariate Gaussians, linear transformations of GPs are GPs (and they transform in much the same way).\n", + "In particular:\n", + "$$g \\sim \\mathcal{GP}(0, k_g) \\implies \\mathscr G_\\mathbf x g \\sim \\mathcal{GP}(\\mathbf 0, \\mathscr G_\\mathbf x k_g \\mathscr G_{\\mathbf x'}^\\top)$$\n", + "\n", + "In our case, we choose $k_g$ to be the squared exponential kernel. Therefore, any $\\mathbf f$ picked from the distribution $\\mathbf f \\sim \\mathcal {GP}(\\mathbf 0, \\mathscr G_\\mathbf x k_g(\\mathbf x, \\mathbf x') \\mathscr G_{\\mathbf x'}^\\top)$, where\n", + "$$\\mathscr G_\\mathbf x k_g(\\mathbf x, \\mathbf x') \\mathscr G_{\\mathbf x'}^\\top= \\begin{pmatrix}\\dfrac{\\partial^2}{\\partial x_1 x_1'} & \\dfrac{\\partial^2}{\\partial x_1 x_2'} & \\dfrac{\\partial^2}{\\partial x_1 x_3'}\\\\\n", + "\\dfrac{\\partial^2}{\\partial x_2 x_1'} & \\dfrac{\\partial^2}{\\partial x_2 x_2'} & \\dfrac{\\partial^2}{\\partial x_2 x_3'}\\\\\n", + "\\dfrac{\\partial^2}{\\partial x_3 x_1'} & \\dfrac{\\partial^2}{\\partial x_3 x_2'} & \\dfrac{\\partial^2}{\\partial x_3 x_3'}\n", + "\\end{pmatrix}k_g(\\mathbf x, \\mathbf x')$$\n", + "will satisfy the required constraint. This is the divergence-free kernel." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Much of the paper is dedicated to devising a systematic way to construct $\\mathscr{G}_\\mathbf x$ for arbitrary linear constraints." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "def small_hessian(\n", + " kernel, X: Float[Array, \"1 D\"], Xp: Float[Array, \"1 D\"]\n", + ") -> Float[Array, \"1\"]:\n", + " # compute all relevant second derivatives at once\n", + " # eg small_hessian(k)[0][1] is d2k/dx1dy2\n", + " return jnp.array(\n", + " jacfwd(jacrev(kernel, argnums=0), argnums=1)(X, Xp), dtype=jnp.float64\n", + " )\n", + "\n", + "\n", + "@dataclass\n", + "class CurlFreeKernel(gpx.kernels.AbstractKernel):\n", + " kernel: gpx.kernels.AbstractKernel = gpx.kernels.RBF(active_dims=[0, 1, 2])\n", + "\n", + " def __call__(\n", + " self, X: Float[Array, \"1 D\"], Xp: Float[Array, \"1 D\"]\n", + " ) -> Float[Array, \"1\"]:\n", + " axis_1 = jnp.array(X[3], dtype=int)\n", + " axis_2 = jnp.array(Xp[3], dtype=int)\n", + "\n", + " # drop output label to reduce resource usage\n", + " X = jnp.array(X[0:3])\n", + " Xp = jnp.array(Xp[0:3])\n", + "\n", + " hess = small_hessian(self.kernel, X, Xp)\n", + "\n", + " K = hess[axis_1][axis_2]\n", + "\n", + " return K" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "kernel = CurlFreeKernel()\n", + "curl_free_posterior = initialise_gp(kernel, mean, training_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e44fe0b86d694be3adec20618f6de5dd", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/200 [00:00\n", + "
\n", + " Figure\n", + "
\n", + " \n", + " \n", + " " + ], + "text/plain": [ + "Canvas(footer_visible=False, header_visible=False, toolbar=Toolbar(toolitems=[('Home', 'Reset original view', …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "field_comparison_plots(dataset, training_data, dataset_latent_curl_free)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## NLPD (Negative Log Predictive Density)\n", + "An alternative to RMSE for measuring how well the predicted model matches the true values. It is formally the log-likelihood of predicting the true values using the model. It is calculated using the following formula:\n", + "\n", + "$$\\text{NLPD} = -\\sum_{i=1}^{N_P} \\log p(\\mathbf y_i|\\mathbf x_i)$$\n", + "\n", + "Here $p(\\mathbf y|\\mathbf x)$ is a Gaussian distribution with mean given by the posterior mean and standard deviation given by the posterior standard deviation." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NLPD for diagonal: 4.13E+02 \n", + "NLPD for curl free: 1.87E+03\n" + ] + } + ], + "source": [ + "# ensure testing data alternates between x0 and x1 components\n", + "def nlpd(mean, std, true_observations):\n", + " test_grid = jnp.column_stack(\n", + " (true_observations[0], true_observations[1], true_observations[2])\n", + " ).flatten()\n", + " normal = tfp.substrates.jax.distributions.Normal(loc=mean, scale=std)\n", + " return -jnp.sum(normal.log_prob(test_grid))\n", + "\n", + "\n", + "# compute nlpd for velocity and helmholtz\n", + "nlpd_diagonal = nlpd(diagonal_mean, diagonal_std, observations)\n", + "nlpd_curl_free = nlpd(curl_free_mean, curl_free_std, observations)\n", + "\n", + "print(\n", + " f\"NLPD for diagonal: {nlpd_diagonal:.2E} \\nNLPD for curl free: {nlpd_curl_free:.2E}\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Author: Neel Maniar and Mate Balogh\n", + "\n", + "Last updated: Mon Jun 17 2024\n", + "\n", + "Python implementation: CPython\n", + "Python version : 3.10.14\n", + "IPython version : 8.24.0\n", + "\n", + "gpjax : 0.8.2\n", + "numpy : 1.24.3\n", + "jax : 0.4.28\n", + "tensorflow_probability: 0.22.1\n", + "matplotlib : 3.8.4\n", + "optax : 0.1.9\n", + "\n", + "Watermark: 2.4.3\n", + "\n" + ] + } + ], + "source": [ + "%reload_ext watermark\n", + "%watermark -n -u -v -iv -w -a \"Neel Maniar and Mate Balogh\"" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "project", + "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": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}