{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Wasserstein mapping network to paint halos from 3D dark matter fields\n", "\n", "\n", "\n", "**Please cite the paper below if you make use of the code:** \n", "\"*Painting halos from 3D dark matter fields using Wasserstein mapping networks*,\" Doogesh Kodi Ramanah, Tom Charnock, Guilhem Lavaux, [arXiv link](https://arxiv.org/abs/1903.10524)\n", "\n", "We employ a novel halo painting network that learns to map approximate 3D dark matter fields to realistic halo distributions. We construct a physical mapping network, inspired by a recently proposed variant of generative models, known as generative adversarial networks (GANs). In particular, we will use the key ideas in training WGANs, i.e. GANs optimized using the Wasserstein distance, to ensure that our network is able to paint halos well.\n", "\n", "In our Wasserstein mapping framework, as depicted below, our generator is the halo painting network whose role is to learn the underlying non-linear relationship between the input 3D density field and the corresponding halo count distribution. Our critic provides as output the approximately learnt Wasserstein distance between the real and predicted halo distributions. This approximate Wasserstein distance is the loss function that must be minimized to train the halo painting network.\n", "\n", "\"Drawing\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import relevant packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-06-13T11:54:41.053245Z", "start_time": "2018-06-13T11:54:38.458900Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "import numpy as np\n", "import tensorflow as tf\n", "import tqdm\n", "import scipy as sp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load 2LPT density and halo fields (fiducial cosmology)\n", "\n", "The data comes from the VELMASS simulations, where the halos are found using ROCKSTAR. The data is not explicitly provided here. For training we use the second set of initialisation phases at the central cosmology so that training and validation sets are independent." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "resolution = 512\n", "density = np.load('../data_LPT_512_central2/density_central_2_lpt_512.npy')\n", "density = density.astype(np.float32)\n", "density = density.reshape((resolution, resolution, resolution))\n", "halo = np.load('../data_LPT_512_central2/halo_central_2_512_combined.npy')\n", "halo = halo.astype(np.float32).reshape((resolution, resolution, resolution))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Normalize 2LPT density such that mean density guaranteed to be unity" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "density /= density.sum()/resolution**3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize training set (a given _thick_ slice of input 2LPT density and reference halo fields)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(1, 2, figsize = (20, 8))\n", "subplots_adjust(wspace = 0, hspace = 0.1)\n", "ax0 = ax[1].imshow(np.sum(halo[:128,:128, :25],axis=2)); colorbar(ax0, ax=ax[0]);\n", "ax1 = ax[0].imshow(np.sum(density[:128,:128, :25], axis=2)); colorbar(ax1, ax=ax[1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set up the TensorFlow graph\n", "\n", "### Data augmentation\n", "We are going to perform data-augmentation on the fly to save time. In particular we will perform right angle rotations, with a total of 24 possibilities, to randomly selected 3D slices of training set." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def rotations(x, rand):\n", "\n", " return tf.case(\n", " {tf.equal(rand, 1): lambda: x[:, ::-1, ::-1, :, :],\n", " tf.equal(rand, 2): lambda: x[:, ::-1, :, ::-1, :],\n", " tf.equal(rand, 3): lambda: x[:, :, ::-1, ::-1, :],\n", " tf.equal(rand, 4): lambda: tf.transpose(x, (0, 2, 1, 3, 4))[:, ::-1, :, :, :],\n", " tf.equal(rand, 5): lambda: tf.transpose(x, (0, 2, 1, 3, 4))[:, ::-1, :, ::-1, :],\n", " tf.equal(rand, 6): lambda: tf.transpose(x, (0, 2, 1, 3, 4))[:, :, ::-1, :, :],\n", " tf.equal(rand, 7): lambda: tf.transpose(x, (0, 2, 1, 3, 4))[:, :, ::-1, ::-1, :],\n", " tf.equal(rand, 8): lambda: tf.transpose(x, (0, 3, 2, 1, 4))[:, ::-1, :, :, :],\n", " tf.equal(rand, 9): lambda: tf.transpose(x, (0, 3, 2, 1, 4))[:, ::-1, ::-1, :, :],\n", " tf.equal(rand, 10): lambda: tf.transpose(x, (0, 3, 2, 1, 4))[:, :, :, ::-1, :],\n", " tf.equal(rand, 11): lambda: tf.transpose(x, (0, 3, 2, 1, 4))[:, :, ::-1, ::-1, :],\n", " tf.equal(rand, 12): lambda: tf.transpose(x, (0, 1, 3, 2, 4))[:, :, ::-1, :, :],\n", " tf.equal(rand, 13): lambda: tf.transpose(x, (0, 1, 3, 2, 4))[:, ::-1, ::-1, :, :],\n", " tf.equal(rand, 14): lambda: tf.transpose(x, (0, 1, 3, 2, 4))[:, :, :, ::-1, :],\n", " tf.equal(rand, 15): lambda: tf.transpose(x, (0, 1, 3, 2, 4))[:, ::-1, :, ::-1, :],\n", " tf.equal(rand, 16): lambda: tf.transpose(x, (0, 2, 3, 1, 4))[:, ::-1, ::-1, :, :],\n", " tf.equal(rand, 17): lambda: tf.transpose(x, (0, 2, 3, 1, 4))[:, :, ::-1, ::-1, :],\n", " tf.equal(rand, 18): lambda: tf.transpose(x, (0, 2, 3, 1, 4))[:, ::-1, :, ::-1, :],\n", " tf.equal(rand, 19): lambda: tf.transpose(x, (0, 2, 3, 1, 4))[:, ::-1, ::-1, ::-1, :], \n", " tf.equal(rand, 20): lambda: tf.transpose(x, (0, 3, 1, 2, 4))[:, ::-1, ::-1, :, :],\n", " tf.equal(rand, 21): lambda: tf.transpose(x, (0, 3, 1, 2, 4))[:, ::-1, :, ::-1, :],\n", " tf.equal(rand, 22): lambda: tf.transpose(x, (0, 3, 1, 2, 4))[:, :, ::-1, ::-1, :],\n", " tf.equal(rand, 23): lambda: tf.transpose(x, (0, 3, 1, 2, 4))[:, ::-1, ::-1, ::-1, :],\n", " tf.equal(rand, 24): lambda: x}, default = lambda: x, exclusive = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Construct the critic network\n", "The critic encodes a series of four convolutional layers, with a gradual reduction in their kernel sizes from 7x7x7 to 1x1x1, activated with $\\texttt{leaky ReLU}$. The output of the final convolutional layer is flattened and fed into a fully connected layer with linear activation.\n", "Essentially, the critic reduces the input real and generated 3D halo fields to a compact representation whose difference is an approximation to the Wasserstein distance." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2018-06-13T11:54:42.318191Z", "start_time": "2018-06-13T11:54:42.224615Z" } }, "outputs": [], "source": [ "def W(data):\n", "\n", " w1 = tf.get_variable(\"W_w1\", \n", " (7, 7, 7, 1, 8), \n", " dtype=tf.float32, \n", " initializer=tf.random_normal_initializer(0, 0.1))\n", " b1 = tf.get_variable(\"W_b1\", \n", " (8), \n", " dtype=tf.float32, \n", " initializer=tf.constant_initializer(0.1))\n", " x1 = tf.nn.leaky_relu(tf.nn.conv3d(data, \n", " w1, \n", " strides=[1, 2, 2, 2, 1], \n", " padding='VALID') + b1,0.1)\n", "\n", " w2 = tf.get_variable(\"W_w2\",\n", " (5, 5, 5, 8, 16),\n", " dtype=tf.float32,\n", " initializer=tf.random_normal_initializer(0, 0.1))\n", " b2 = tf.get_variable(\"W_b2\",\n", " (16),\n", " dtype=tf.float32,\n", " initializer=tf.constant_initializer(0.1))\n", " x2 = tf.nn.leaky_relu(tf.nn.conv3d(x1, \n", " w2, \n", " strides=[1, 1, 1, 1, 1], \n", " padding='VALID') + b2, 0.1)\n", " \n", " w3 = tf.get_variable(\"W_w3\",\n", " (3, 3, 3, 16, 32),\n", " dtype=tf.float32,\n", " initializer=tf.random_normal_initializer(0, 0.1))\n", " b3 = tf.get_variable(\"W_b3\",\n", " (32),\n", " dtype=tf.float32,\n", " initializer=tf.constant_initializer(0.1))\n", " x3 = tf.nn.leaky_relu(tf.nn.conv3d(x2, \n", " w3, \n", " strides=[1, 2, 2, 2, 1], \n", " padding='VALID') + b3, 0.1)\n", " \n", " w4 = tf.get_variable(\"W_w4\",\n", " (1, 1, 1, 32, 64),\n", " dtype=tf.float32,\n", " initializer=tf.random_normal_initializer(0, 0.1))\n", " b4 = tf.get_variable(\"W_b4\",\n", " (64),\n", " dtype=tf.float32,\n", " initializer=tf.constant_initializer(0.1))\n", " x4 = tf.nn.leaky_relu(tf.nn.conv3d(x3, \n", " w4, \n", " strides=[1, 1, 1, 1, 1], \n", " padding='VALID') + b4, 0.1) \n", " \n", " x5 = tf.reshape(x4, (-1, np.product(x4.get_shape().as_list()[1:])))\n", " w5 = tf.get_variable(\"W_w5\", \n", " (x5.get_shape().as_list()[-1], 1), \n", " dtype=tf.float32, \n", " initializer=tf.random_normal_initializer(0, 0.1))\n", " b5 = tf.get_variable(\"W_b5\", \n", " (1), \n", " dtype=tf.float32, \n", " initializer=tf.constant_initializer(0.1))\n", " x_out = tf.matmul(x5, w5) + b5\n", " \n", " return x_out" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Residual inception module\n", "We employ Inception blocks, encoding residual connections in a modified variant of the originally proposed Inception module, in the architecture of our generator network, as illustrated below.\n", "\n", "\"Drawing\"" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-06-13T11:54:42.436796Z", "start_time": "2018-06-13T11:54:42.321337Z" } }, "outputs": [], "source": [ "def inception(x, filters_1x1x1_5x5x5, filters_5x5x5, filters_1x1x1_3x3x3, filters_3x3x3, filters_1x1x1, name):\n", " \n", " input_filters = x.get_shape().as_list()[-1]\n", " \n", " w_1x1x1_5x5x5 = tf.get_variable(name + \"_w_1x1x1_5x5x5\", \n", " (1, 1, 1, input_filters, filters_1x1x1_5x5x5),\n", " dtype=tf.float32,\n", " initializer=tf.random_normal_initializer(0, 0.1))\n", " b_1x1x1_5x5x5 = tf.get_variable(name + \"_b_1x1x1_5x5x5\", \n", " (filters_1x1x1_5x5x5),\n", " dtype=tf.float32,\n", " initializer=tf.constant_initializer(0.1))\n", " x_1x1x1_5x5x5 = tf.nn.conv3d(x, \n", " w_1x1x1_5x5x5, \n", " strides=[1, 1, 1, 1, 1], \n", " padding='VALID') + b_1x1x1_5x5x5\n", " w_5x5x5 = tf.get_variable(name + \"_w_5x5x5\", \n", " (5, 5, 5, filters_1x1x1_5x5x5, filters_5x5x5),\n", " dtype=tf.float32,\n", " initializer=tf.random_normal_initializer(0, 0.1))\n", " b_5x5x5 = tf.get_variable(name + \"_b_5x5x5\", \n", " (filters_5x5x5),\n", " dtype=tf.float32, \n", " initializer=tf.constant_initializer(0.1))\n", " x_5x5x5 = tf.nn.conv3d(x_1x1x1_5x5x5, \n", " w_5x5x5, \n", " strides=[1, 1, 1, 1, 1], \n", " padding='VALID') + b_5x5x5\n", " w_1x1x1_3x3x3 = tf.get_variable(name + \"_w_1x1x1_3x3x3\", \n", " (1, 1, 1, input_filters, filters_1x1x1_3x3x3), \n", " dtype=tf.float32, \n", " initializer=tf.random_normal_initializer(0, 0.1))\n", " b_1x1x1_3x3x3 = tf.get_variable(name + \"_b_1x1x1_3x3x3\", \n", " (filters_1x1x1_3x3x3),\n", " dtype=tf.float32, \n", " initializer=tf.constant_initializer(0.1))\n", " x_1x1x1_3x3x3 = tf.nn.conv3d(x, \n", " w_1x1x1_3x3x3, \n", " strides=[1, 1, 1, 1, 1], \n", " padding='VALID') + b_1x1x1_3x3x3\n", " w_3x3x3 = tf.get_variable(name + \"_w_3x3x3\", \n", " (3, 3, 3, filters_1x1x1_3x3x3, filters_3x3x3), \n", " dtype=tf.float32, \n", " initializer=tf.random_normal_initializer(0, 0.1))\n", " b_3x3x3 = tf.get_variable(name + \"_b_3x3x3\", \n", " (filters_3x3x3), \n", " dtype=tf.float32, \n", " initializer=tf.constant_initializer(0.1))\n", " x_3x3x3 = tf.nn.conv3d(x_1x1x1_3x3x3, \n", " w_3x3x3, \n", " strides=[1, 1, 1, 1, 1], \n", " padding='VALID') + b_3x3x3\n", " x_3x3x3 = tf.slice(x_3x3x3, \n", " [0, 1, 1, 1, 0], \n", " [-1, \n", " x_5x5x5.get_shape().as_list()[1], \n", " x_5x5x5.get_shape().as_list()[2], \n", " x_5x5x5.get_shape().as_list()[3], \n", " -1])\n", " w_1x1x1 = tf.get_variable(name + \"_w_1x1x1\", \n", " (1, 1, 1, input_filters, filters_1x1x1), \n", " dtype=tf.float32, \n", " initializer=tf.random_normal_initializer(0, 0.1))\n", " b_1x1x1 = tf.get_variable(name + \"_b_1x1x1\", \n", " (filters_1x1x1), \n", " dtype=tf.float32, \n", " initializer=tf.constant_initializer(0.1))\n", " x_1x1x1 = tf.nn.conv3d(x, \n", " w_1x1x1, \n", " strides=[1, 1, 1, 1, 1], \n", " padding='SAME') + b_1x1x1\n", " x_1x1x1 = tf.slice(x_1x1x1, \n", " [0, 2, 2, 2, 0], \n", " [-1,\n", " x_5x5x5.get_shape().as_list()[1],\n", " x_5x5x5.get_shape().as_list()[2],\n", " x_5x5x5.get_shape().as_list()[3],\n", " -1])\n", "\n", " x_out = tf.concat((x_5x5x5, x_3x3x3, x_1x1x1), axis=4)\n", " output_filters = x_out.get_shape().as_list()[-1]\n", "\n", " x_out_ = tf.slice(\n", " tf.transpose(\n", " tf.stack([x[:, :, :, :, 0] for i in range(output_filters)]),\n", " perm=[1, 2, 3, 4, 0]), \n", " [0, 2, 2, 2, 0], \n", " [-1, \n", " tf.shape(x_5x5x5)[1],\n", " tf.shape(x_5x5x5)[2],\n", " tf.shape(x_5x5x5)[3],\n", " -1])\n", " \n", " return tf.add(x_out, x_out_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As well as the inception module we will use 1x1x1 convolutional kernels to increase network depth, but prevent further distribution of information" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def kernel_1x1x1_convolutions(x_in, filters_1x1x1, name):\n", " input_filters = x_in.get_shape().as_list()[-1]\n", " \n", " w_1x1x1 = tf.get_variable(name + \"_w_1x1x1\",\n", " (1, 1, 1, input_filters, filters_1x1x1),\n", " dtype=tf.float32,\n", " initializer=tf.random_normal_initializer(0, 0.1))\n", " b_1x1x1 = tf.get_variable(name + \"_b_1x1x1\",\n", " (filters_1x1x1),\n", " dtype=tf.float32,\n", " initializer=tf.constant_initializer(0.1))\n", " x_1x1x1 = tf.nn.conv3d(x_in, w_1x1x1, strides = [1, 1, 1, 1, 1], padding='SAME') + b_1x1x1\n", " \n", " return x_1x1x1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Construct the generator network\n", "We know that the relationship between the dark matter and halo field is relatively local and non-linear, and we want our network to learn this underlying physical mapping. Our generator takes as input a density field cube and evolves the features forward to yield the corresponding halo count distribution.\n", "\n", "The residual Inception blocks propagates the information from fairly local regions of the dark matter field, and since we use residual connections in the Inception blocks, we combine structure from distant patches, whilst still retaining a close relation to the density field itself. The subsequent 1x1x1 convolutions with no residual connections provide the non-linearity to combine the local density distribution and perform the map to the halo distribution. Since there is an enormous complexity in the 2LPT field, we use many filters in each layer to learn the wide variety of possible features. The non-linearity is provided by the $\\texttt{leaky ReLU}$ with a leaky parameter of $\\alpha=0.1$. To ensure the positivity of the halo count field, we use $\\texttt{ReLU}$ at the last layer." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def G(δ, num_convs, n_layers=4):\n", " x1 = tf.nn.leaky_relu(inception(δ, 10, 10, 10, 10, 10, 'layer_1'), 0.1)\n", " for i in range(2, num_convs + 2):\n", " x1 = tf.nn.leaky_relu(inception(x1, 10, 10, 10, 10, 10, 'layer_'+str(i)), 0.1)\n", "\n", " for i in range(n_layers):\n", " x1 = tf.nn.leaky_relu(kernel_1x1x1_convolutions(x1, 10, 'layer_'+str(i+num_convs+3)), 0.1)\n", "\n", " x_out = tf.nn.relu(kernel_1x1x1_convolutions(x1, 1, 'layer_out'))\n", " \n", " return x_out" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training methodology\n", "\n", "We choose the input to the generator to be conveniently larger to eliminate the need for padding. We therefore compute the corresponding sizes of the tensors, which depends on the number of convolutional layers and the desired size of the prediction (in our case, $50^3$)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "num_convs = 1\n", "pad = int(((num_convs + 1) * 4) / 2)\n", "input_patch = 50\n", "slice_size = int(input_patch + 2*pad)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During training, we load both the entire 2LPT density field and histogrammed halo count distribution from the simulation into the TensorFlow graph and select by index sub-volume elements of size 58$^3$ and 50$^3$, respectively, which massively reduces computation time compared with passing the 3D slices of data at each weight update." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "δ_init = tf.placeholder(dtype=tf.float32, \n", " shape=(resolution, resolution, resolution), \n", " name=\"initialise_density\")\n", "δ = tf.Variable(δ_init, trainable=False, name=\"density\")\n", "δ_assign = tf.assign(δ, δ_init)\n", "h_init = tf.placeholder(dtype=tf.float32, \n", " shape=(resolution, resolution, resolution), \n", " name=\"initialise_halo\")\n", "h = tf.Variable(h_init, trainable=False, name=\"halo\")\n", "h_assign = tf.assign(h, h_init)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use a batchsize of 1 since the number of features in a $50^3$ patch is already large, considering we are optimising the map of $9^3$ voxels to a single voxel." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "m = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to feed into the network a random number for the rotation of the box, a set of x, y and z indices to grab the first element of the slice from the field. We also need a random number $\\epsilon=[0, 1]$ for the probability of the halos during the gradient penalty, and finally a number for the strength of the coupling of the gradient penalty." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "rotation = tf.placeholder(dtype=tf.int32, shape=(), name=\"rotation\")\n", "ind = tf.placeholder(dtype=tf.int32, shape=(m, 3), name=\"ind\")\n", "ϵ = tf.placeholder(dtype=tf.float32, shape=(m), name=\"epsilon\")\n", "ϵ_ = tf.expand_dims(tf.expand_dims(ϵ, 1), 1)\n", "λ = tf.placeholder(dtype=tf.float32, shape=(), name=\"lambda\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To be able to pass a cube to the graph, we will make another placeholder for passing densities." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "single_δ = tf.placeholder(dtype=tf.float32, \n", " shape=(1, slice_size, slice_size, slice_size, 1),\n", " name=\"single_delta\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While we train on smaller boxes, we eventually verify the network's performance on an unseen simulation (*test set*), where we use predict simulations larger than the ones used to trained the network" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "big_size = 256\n", "big_slice_size = int(big_size+2*pad)\n", "\n", "big_δ = tf.placeholder(dtype=tf.float32, \n", " shape=(1, big_slice_size, big_slice_size, big_slice_size, 1),\n", " name=\"big_delta\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The densities, and halos, stored in the graph are then sliced using the fed indices and `m` batches are concatenated if we wanted to increase the batch size. These tensors are then rotated (the same way for both the density and the halos) as data augmentation." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "real_δ = tf.stack([\n", " tf.reshape(\n", " tf.slice(δ, \n", " [ind[i][0] - pad, ind[i][1] - pad, ind[i][2] - pad],\n", " [slice_size, slice_size, slice_size]),\n", " (slice_size, slice_size, slice_size, 1)) for i in range(m)],\n", " name=\"real_delta\")\n", "real_h = tf.stack([\n", " tf.reshape(\n", " tf.slice(h, \n", " [ind[i][0], ind[i][1], ind[i][2]], \n", " [input_patch, input_patch, input_patch]), \n", " (input_patch, input_patch, input_patch, 1)) for i in range(m)], \n", " name=\"real_h\")\n", "\n", "δ_rotated = rotations(real_δ, rotation)\n", "h_rotated = rotations(real_h, rotation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Computing the approximate Wasserstein distance\n", "\n", "The output of the critic is a single scalar which is used to compute the approximately learned Wasserstein distance between the predicted and true halo distributions given a particular generative network. This output can therefore be used to compute the loss function which is minimized to train the generative network. \n", "\n", "First we need the critic result of the real halo." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-06-13T11:54:50.480473Z", "start_time": "2018-06-13T11:54:44.635933Z" } }, "outputs": [], "source": [ "with tf.variable_scope(\"W\") as scope:\n", " W_real = tf.identity(W(h_rotated), name=\"W_real\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then we want the output of the mapping network (and we will also create another input to the graph provided by the fed density). We also need to grab the result of the critic from this generated output from the mapping network." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "with tf.variable_scope(\"G_com\") as scope:\n", " generated_h = tf.identity(G(δ_rotated, num_convs), name=\"generated_h\")\n", " scope.reuse_variables()\n", " output = tf.identity(G(single_δ, num_convs), name=\"output\")\n", " scope.reuse_variables()\n", " big_output = tf.identity(G(big_δ, num_convs), name=\"big_output\") \n", "\n", "with tf.variable_scope(\"G_com\") as scope:\n", " scope.reuse_variables()\n", " big_output = tf.identity(G(big_δ, num_convs), name=\"big_output\") \n", " \n", "with tf.variable_scope(\"W\") as scope:\n", " scope.reuse_variables()\n", " W_gen = tf.identity(W(generated_h), name=\"W_gen\") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For improved training performance, we implement the gradient penalty method via the addition of a penalty term in the critic loss, as an alternative to the standard weight clipping, to enforce the Lipschitz-1 constraint on the critic. This is a requirement for computing the approximate Wasserstein distance. The Lipschitz constraint is enforced by penalizing the gradient norm for random samples $\\hat{\\mathbf{x}} \\sim \\mathbb{P}_{\\hat{\\mathbf{x}}}$, where $\\hat{\\mathbf{x}} = \\epsilon \\mathbf{x} + (1 - \\epsilon) \\tilde{\\mathbf{x}}$ and $\\epsilon$ is sampled randomly and uniformly, $\\epsilon \\in [0,1]$.\n", "\n", "We calculate this set of random samples, pass it through the critic and then calculate the outputs gradient with respect to the input." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "hat_h = ϵ_ * h_rotated + (1. - ϵ_) * generated_h\n", "\n", "with tf.variable_scope(\"W\") as scope:\n", " scope.reuse_variables()\n", " W_hat = tf.identity(W(hat_h), name=\"W_hat\")\n", " \n", "W_grad = tf.gradients(W_hat, hat_h, name=\"W_grad\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The loss function for the critic and the mapping network can now be defined. We define a critic loss with the gradient penalty to be optimised, and a pure measure of the Wasserstein distance for tracking the distance. The mapping network loss does not need the gradient penalty." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "W_loss = W_gen - W_real\n", "W_loss_g = tf.reduce_mean(W_loss + λ * (tf.norm(W_grad) - 1.)**2.)\n", "W_loss_n = tf.identity(-tf.reduce_mean(W_loss), name=\"W_loss_n\")\n", "G_loss = tf.reduce_mean(- W_loss, name=\"G_loss\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use the Adam optimizer to train the halo painting and critic networks\n", "Standard choice of hyperparameters for the Adam optimizer.\n", "\n", "Since we want to only update the weights of the critic for the critic update and only update the weights of the mapping network for the update of the mapping network, we cycle through the gradient calculations and remove the superfluous weight update operations from the list of operations to be given to the optimizer." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2018-06-13T11:54:55.006493Z", "start_time": "2018-06-13T11:54:53.346030Z" } }, "outputs": [], "source": [ "α = 1e-4\n", "β1 = 0.5\n", "β2 = 0.999\n", "W_opt = tf.train.AdamOptimizer(α, β1, β2)\n", "W_grad = W_opt.compute_gradients(W_loss_g)\n", "W_grad_ = []\n", "for i in W_grad:\n", " if \"W\" in i[1].name:\n", " W_grad_.append(i)\n", "W_train = W_opt.apply_gradients(W_grad_, name=\"W_train\")\n", " \n", "G_opt = tf.train.AdamOptimizer(α, β1, β2)\n", "G_grad = G_opt.compute_gradients(G_loss)\n", "G_grad_ = []\n", "for i in G_grad:\n", " if \"G\" in i[1].name:\n", " G_grad_.append(i)\n", "G_train = G_opt.apply_gradients(G_grad_, name=\"G_train\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Create a session to launch the graph \n", "\n", "Here we feed in the 2LTP and halo fields to be stored in the graph so that they don't have to be passed during training." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2018-06-13T11:55:00.122196Z", "start_time": "2018-06-13T11:54:56.232564Z" } }, "outputs": [], "source": [ "config = tf.ConfigProto()\n", "config.gpu_options.allow_growth=True\n", "sess = tf.Session(config=config)\n", "sess.run(tf.global_variables_initializer(), \n", " feed_dict={\"initialise_density:0\": density, \n", " \"initialise_halo:0\": halo})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pre-training preparations\n", "We choose a standard value for the arbitrary penalty coefficient, which has been shown to work well for a range of network architectures and data sets, and update the weights of the critic five times per single generator update." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2018-06-13T11:55:02.093402Z", "start_time": "2018-06-13T11:55:02.085676Z" } }, "outputs": [], "source": [ "λ_value = 10.\n", "n_critic = 5\n", "epochs = 10000 #500000\n", "W_loss_training = []\n", "G_loss_training = []\n", "W_loss_validation = []\n", "G_loss_validation = []\n", "saver = tf.train.Saver()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training routine\n", "The training proceeds for a set number of weight updates, until an overall convergence of the generator is achieved. The training rationale is to reduce the Wasserstein distance between the true halo counts and the halo counts mapped from the corresponding input density field such that the generator learns the correct mapping.\n", "\n", "The training steps are as follows:\n", "- The input to the generator is randomly chosen and the corresponding true halo counts volume is selected;\n", "- To encode some further symmetries through our training set, we also perform a rotation of the selected patches, thereby extracting the input 3D slice from a randomly oriented region;\n", "- The initial training step involves the optimization of the weights of the critic network to minimize the augmented loss function (including the gradient penalty), while concurrently freezing the parameters of the generator;\n", "- The weights of the critic must be updated $n_{\\mathrm{critic}}$ times, where $n_\\mathrm{critic}$ is sufficient for the critic to converge;\n", "- In the subsequent step, the critic weights are temporarily anchored, and the generator parameters are adjusted;\n", "- The generator employs the gradient of the Wasserstein loss function w.r.t its parameters for training;\n", "- The training routine then proceeds in iterative fashion, until an overall convergence of the generator is achieved.\n", "\n", "We use a $512^3$ simulation box for training, where we use a large portion of the box for training and the remaining section for validation, such that we utilize non-mutual parts of the box for the training and validation set. Note that here, the batch size is unity, such that the number of weight updates corresponds to the number of density field patches used to train the generator." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Epochs: 100%|██████████| 10000/10000 [1:05:22<00:00, 2.54it/s, G_training_loss=8.82, G_validation_loss=9.37, W_training_loss=12.1, W_validation_loss=13.1] \n" ] } ], "source": [ "tq = tqdm.trange(epochs, leave = True, desc = \"Epochs\")\n", "for e in tq:\n", " for t in range(n_critic):\n", " i = int(np.random.randint(0, 25, 1))\n", " ind_value_1 = np.random.randint(pad, resolution - (slice_size - pad), m)\n", " ind_value_2 = np.random.randint(pad, resolution - (slice_size - pad), m)\n", " ind_value_3 = np.random.randint(pad, resolution - slice_size - (slice_size - pad), m)\n", " ind_value = np.array([ind_value_1, ind_value_2, ind_value_3]).swapaxes(0, 1)\n", " ϵ_value = np.random.uniform(0, 1, m)\n", " sess.run(\"W_train\",\n", " feed_dict={\"ind:0\": ind_value, \n", " \"epsilon:0\": ϵ_value, \n", " \"lambda:0\": λ_value, \n", " \"rotation:0\": i})\n", "\n", " # W training loss\n", " i = int(np.random.randint(0, 25, 1))\n", " ind_value_1 = np.random.randint(pad, resolution - (slice_size - pad), m)\n", " ind_value_2 = np.random.randint(pad, resolution - (slice_size - pad), m)\n", " ind_value_3 = np.random.randint(pad, resolution - slice_size - (slice_size - pad), m)\n", " ind_value = np.array([ind_value_1, ind_value_2, ind_value_3]).swapaxes(0, 1)\n", " ϵ_value = np.random.uniform(0, 1, m)\n", " W_loss_training.append(sess.run(\"W_loss_n:0\", \n", " feed_dict={\"ind:0\": ind_value, \n", " \"epsilon:0\": ϵ_value, \n", " \"lambda:0\": λ_value, \n", " \"rotation:0\": i}))\n", " \n", " # W validation loss\n", " i = int(np.random.randint(0, 25, 1))\n", " ind_value_1 = np.random.randint(pad, resolution - (slice_size - pad), m)\n", " ind_value_2 = np.random.randint(pad, resolution - (slice_size - pad), m)\n", " ind_value_3 = np.array([resolution - (slice_size - pad) for i in range(m)])\n", " ind_value = np.array([ind_value_1, ind_value_2, ind_value_3]).swapaxes(0, 1)\n", " ϵ_value = np.random.uniform(0, 1, m) \n", " W_loss_validation.append(sess.run(\"W_loss_n:0\", \n", " feed_dict={\"ind:0\": ind_value, \n", " \"epsilon:0\": ϵ_value, \n", " \"lambda:0\": λ_value, \n", " \"rotation:0\": i}))\n", "\n", " # G training loss\n", " i = int(np.random.randint(0, 25, 1))\n", " ind_value_1 = np.random.randint(pad, resolution - (slice_size - pad), m)\n", " ind_value_2 = np.random.randint(pad, resolution - (slice_size - pad), m)\n", " ind_value_3 = np.random.randint(pad, resolution - slice_size - (slice_size - pad), m)\n", " ind_value = np.array([ind_value_1, ind_value_2, ind_value_3]).swapaxes(0, 1)\n", " _, G_loss_temp = sess.run([\"G_train\", \"G_loss:0\"], \n", " feed_dict={\"ind:0\": ind_value, \n", " \"rotation:0\": i})\n", " G_loss_training.append(G_loss_temp)\n", " \n", " # G validation loss\n", " i = int(np.random.randint(0, 25, 1))\n", " ind_value_1 = np.random.randint(pad, resolution - (slice_size - pad), m)\n", " ind_value_2 = np.random.randint(pad, resolution - (slice_size - pad), m)\n", " ind_value_3 = np.array([resolution - (slice_size - pad) for i in range(m)])\n", " ind_value = np.array([ind_value_1, ind_value_2, ind_value_3]).swapaxes(0, 1)\n", " G_loss_validation.append(sess.run(\"G_loss:0\", \n", " feed_dict={\"ind:0\": ind_value, \n", " \"rotation:0\": i})) \n", "\n", " tq.set_postfix(W_training_loss = W_loss_training[-1], \n", " G_training_loss = G_loss_training[-1], \n", " W_validation_loss = W_loss_validation[-1], \n", " G_validation_loss = G_loss_validation[-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save the trained model" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "saver = tf.train.Saver()\n", "saver.save(sess, \"./trained_model\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize training and validation losses\n", "\n", "This is the approximately learnt Wasserstein distance which tends to zero as training proceeds and the generator effectively learns the mapping from the dark matter to halo distribution." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2018-06-13T11:58:51.903670Z", "start_time": "2018-06-13T11:58:51.053203Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import rc\n", "rc('text', usetex=True)\n", "\n", "figure(figsize = (12, 8))\n", "plot(np.arange(1, len(G_loss_training) + 1), G_loss_training, linewidth=0.8, linestyle='-', color='rebeccapurple', alpha=0.75)#, label=r'$\\mathrm{Training \\ loss}$')\n", "plot(np.arange(1, len(G_loss_validation) + 1), G_loss_validation, linewidth=0.8, linestyle='-', color='khaki', alpha=0.75)#, label=r'$\\mathrm{Validation \\ loss}$')\n", "#yscale('log')\n", "axhline(y=0, linewidth=1, linestyle='--', color='darkslategrey', alpha=0.6)\n", "axhline(y=10, xmin=0, xmax=0, linewidth=1.5, linestyle='-', color='rebeccapurple', alpha=0.75, label=r'$\\mathrm{Training \\ loss}$')\n", "axhline(y=10, xmin=0, xmax=0, linewidth=1.5, linestyle='-', color='khaki', alpha=1.0, label=r'$\\mathrm{Validation \\ loss}$')\n", "xlabel(r'$\\mathrm{Weight \\ updates}$', fontsize = 20)\n", "ylabel(r'$\\mathrm{Loss}$', fontsize = 20)\n", "tick_params(labelsize = 20)\n", "xlim([1, len(W_loss_training)]);\n", "#xlim([0, 5*10**4]);\n", "#ylim([-4, 4]);\n", "legend(fontsize = 20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict the 3D halo distribution for any arbitrary simulation box size\n", "The halo painting network can be used to predict the 3D halo distribution for any arbitrary simulation box size, such that a large simulation box does not require the tiling of smaller sub-elements. To do so, we must use a placeholder with the relevant size." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load test set" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "_ = sess.run(δ_assign, feed_dict={\"initialise_density:0\": np.load('../data_LPT_512/density_central_lpt_512.npy').reshape((resolution, resolution, resolution))})\n", "_ = sess.run(h_assign, feed_dict={\"initialise_halo:0\": np.load('../data_LPT_512/halo_central_512_combined.npy').reshape((resolution, resolution, resolution))})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### We must provide the indices of the 3D slice of interest" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2018-06-13T12:01:05.903629Z", "start_time": "2018-06-13T12:01:02.886758Z" } }, "outputs": [], "source": [ "ind_1 = 100\n", "ind_2 = 75\n", "δ_slice = density[ind_1:big_slice_size + ind_1, \n", " ind_2:big_slice_size + ind_2, \n", " resolution - big_slice_size:]\n", "test_δ = δ_slice[pad:big_slice_size - pad, \n", " pad:big_slice_size - pad, \n", " pad:big_slice_size - pad]\n", "test_h = halo[ind_1 + pad:big_slice_size- pad + ind_1, \n", " ind_2 + pad:big_slice_size - pad + ind_2, \n", " resolution - big_slice_size + pad:-pad]\n", "\n", "pred_h = sess.run(\n", " \"G_com/big_output:0\",\n", " feed_dict={\n", " \"big_delta:0\": δ_slice.reshape(\n", " (1, big_slice_size, big_slice_size, big_slice_size, 1))})[0, :, :, :, 0]\n", "\n", "diff = test_h - pred_h" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize a 3D slice (of given depth) of the predicted halo field\n", "We also depict the input 2LPT density field and the corresponding reference halo counts for the given slice, and the difference between the predicted and true halo field. A visual comparison indicates qualitatively the efficacy of our halo painting network." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "slice_num = 0\n", "slice_thickness = 25\n", "\n", "fig, ax = subplots(2, 2, figsize = (15,14)) # (14,14)\n", "subplots_adjust(wspace = 0, hspace = 0.1) # 0.01\n", "\n", "cmin = 0\n", "cmax = 40\n", "\n", "ax0 = ax[0,0].imshow(np.sum(test_δ[:,:,slice_num:slice_num+slice_thickness], 2), origin=\"lower\", cmap=\"viridis\", extent=[0, (2000./resolution)*big_size, 0, (2000./resolution)*big_size])\n", "ax[0,0].set_title(r'$\\mathrm{Projected \\ density \\ field}$', fontsize = 16);\n", "ax[0,0].set_ylabel(r'$y \\; [h^{-1} \\; \\mathrm{\\ Mpc}]$', fontsize = 16);\n", "ax[0,0].tick_params(axis='both', labelbottom=False, labelsize=12);\n", "colorbar(ax0, ax = ax[0,0], fraction=0.0476, pad=0);\n", "\n", "ax1 = ax[0,1].imshow(np.sum(test_h[:,:,slice_num:slice_num+slice_thickness], 2), origin=\"lower\", cmap=\"viridis\", extent=[0, (2000./resolution)*big_size, 0, (2000./resolution)*big_size], vmin=cmin, vmax=cmax)\n", "ax[0,1].set_title(r'$\\mathrm{Projected \\ reference \\ halo \\ counts}$', fontsize = 16);\n", "ax[0,1].set_yticks([]);\n", "ax[0,1].tick_params(axis='both', labelbottom=False, labelsize=12);\n", "colorbar(ax1, ax = ax[0,1], fraction=0.0476, pad=0);\n", "\n", "ax2 = ax[1,1].imshow(np.sum(pred_h[:,:,slice_num:slice_num+slice_thickness], 2), origin=\"lower\", cmap=\"viridis\", extent=[0, (2000./resolution)*big_size, 0, (2000./resolution)*big_size], vmin=cmin, vmax=cmax)\n", "ax[1,1].set_title(r'$\\mathrm{Projected \\ predicted \\ halo \\ counts}$', fontsize = 16);\n", "ax[1,1].set_yticks([]);\n", "ax[1,1].set_xlabel(r'$x \\; [h^{-1} \\; \\mathrm{\\ Mpc}]$', fontsize = 16); \n", "ax[1,1].tick_params(axis='both', labelsize=12);\n", "colorbar(ax2, ax = ax[1,1], fraction=0.0476, pad=0);\n", "\n", "ax3 = ax[1,0].imshow(np.sum(diff[:,:,slice_num:slice_num+slice_thickness], 2), origin=\"lower\", cmap=\"viridis\", extent=[0, (2000./resolution)*big_size, 0, (2000./resolution)*big_size], vmin=cmin, vmax=cmax)\n", "ax[1,0].set_title(r'$\\mathrm{Difference \\ from \\ truth}$', fontsize = 16);\n", "ax[1,0].set_xlabel(r'$x \\; [h^{-1} \\; \\mathrm{\\ Mpc}]$', fontsize = 16);\n", "ax[1,0].set_ylabel(r'$y \\; [h^{-1} \\; \\mathrm{\\ Mpc}]$', fontsize = 16);\n", "ax[1,0].tick_params(axis='both', labelsize=12);\n", "colorbar(ax3, ax = ax[1,0], fraction=0.0476, pad=0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute 2-point summary statistics of reference and predicted halo fields\n", "\n", "To quantitatively assess the efficacy of our mapping network, we can use summary statistics, as per the standard practice in cosmology. They provide a reliable metric to evaluate the network's capacity to encode essential information.\n", "\n", "Assuming the cosmological density field is approximately a Gaussian random field, as is the case on the large scales or at earlier times, the 2-point statistics provide a sufficient description of the field. \n", "\n", "**Note**: We make `N_sims` number of predictions and represent the mean and $1\\sigma$ confidence regions below." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "N_sims = 1000\n", "Pk_δ_sims = []\n", "Pk_h_sims = []\n", "Pk_p_sims = []\n", "r_c_sims = []\n", "r_c_ref_sims = []\n", "T_f_sims = []\n", "s_sims = []\n", "s_ref_sims = []\n", "\n", "nbins = 80\n", "lx = np.fft.fftfreq(int(big_size), d = 2000./resolution)[:, None, None] * 2. * np.pi\n", "ly = np.fft.fftfreq(int(big_size), d = 2000./resolution)[None, :, None] * 2. * np.pi\n", "lz = np.fft.fftfreq(int(big_size), d = 2000./resolution)[None, None, :int((big_size/2)+1)] * 2. * np.pi\n", "l = np.sqrt(lx**2. + ly**2. + lz**2.)\n", "P_w, l_bins = np.histogram(l, bins = nbins)\n", "l_c = 0.5 * (l_bins[0:l_bins.size-1]+l_bins[1:])\n", "\n", "def compute_single_cube_diagnostics(test_δ, test_h, pred_h):\n", " \n", " # Power spectrum (r_c) computations\n", " a_l_δ = np.fft.rfftn(test_δ)*(2000./resolution)**3.\n", " a_l_δ[0,0,0] = 0.\n", " C_l_δ = 1. / ( (2000./resolution)*big_size )**3. * np.absolute(a_l_δ)**2.\n", "\n", " a_l_h = np.fft.rfftn(test_h)*(2000./resolution)**3.\n", " a_l_h[0,0,0] = 0.\n", " C_l_h = 1. / ( (2000./resolution)*big_size )**3. * np.absolute(a_l_h)**2.\n", " \n", " a_l_p = np.fft.rfftn(pred_h)*(2000./resolution)**3.\n", " a_l_p[0,0,0] = 0.\n", " C_l_p = 1. / ( (2000./resolution)*big_size )**3. * np.absolute(a_l_p)**2.\n", " \n", " P_δ, l_bins = histogram(l, weights = C_l_δ, bins = nbins)\n", " P_h, l_bins = histogram(l, weights = C_l_h, bins = nbins)\n", " P_p, l_bins = histogram(l, weights = C_l_p, bins = nbins)\n", " \n", " P_δ /= P_w\n", " P_h /= P_w\n", " P_p /= P_w\n", " \n", " # Cross correlation coefficient (r_c) computations\n", " C_l_hp = 1. / ((2000./resolution)*big_size)**3. * ( np.real(a_l_h * a_l_p.conj()) )\n", " C_l_δh = 1. / ((2000./resolution)*big_size)**3. * ( np.real(a_l_δ * a_l_h.conj()) )\n", " C_l_δp = 1. / ((2000./resolution)*big_size)**3. * ( np.real(a_l_δ * a_l_p.conj()) )\n", " P_hp, l_bins = histogram(l, weights = C_l_hp, bins = nbins)\n", " P_hp /= P_w\n", " P_δh, l_bins = histogram(l, weights = C_l_δh, bins = nbins)\n", " P_δh /= P_w\n", " P_δp, l_bins = histogram(l, weights = C_l_δp, bins = nbins)\n", " P_δp /= P_w\n", " r_c = P_hp/(np.sqrt(P_h*P_p))\n", " r_c_ref = P_δh/(np.sqrt(P_δ*P_h))\n", "\n", " # Transfer function (T_f) computation\n", " T_f = np.sqrt(P_p/P_h)\n", " \n", " # Stochasticity (s) computation\n", " s = P_h*(1 - r_c**2)\n", " s_ref = P_h*(1 - r_c_ref**2)\n", " \n", " return P_δ, P_h, P_p, r_c, T_f, s, r_c_ref, s_ref\n", "\n", "for i in tqdm.tqdm(range(N_sims)):\n", " \n", " ind_1 = np.random.randint(512 - (big_slice_size))\n", " ind_2 = np.random.randint(512 - (big_slice_size))\n", " ind_3 = np.random.randint(512 - (big_slice_size))\n", " δ_slice = density[ind_1:big_slice_size + ind_1, \n", " ind_2:big_slice_size + ind_2, \n", " ind_3:big_slice_size + ind_3] # 512 - big_slice_size:\n", " test_δ = δ_slice[pad:big_slice_size - pad, \n", " pad:big_slice_size - pad, \n", " pad:big_slice_size - pad]\n", " #test_δ_halo = 1 + (beta*test_δ)\n", " test_h = halo[ind_1 + pad:big_slice_size- pad + ind_1, \n", " ind_2 + pad:big_slice_size - pad + ind_2, \n", " resolution - big_slice_size + pad:-pad]\n", " \n", " pred_h = sess.run(\n", " \"G_com/big_output:0\",\n", " feed_dict={\n", " \"big_delta:0\": δ_slice.reshape(\n", " (1, big_slice_size, big_slice_size, big_slice_size, 1))})[0, :, :, :, 0] \n", "\n", " P_δ_i, P_h_i, P_p_i, r_c_i, T_f_i, s_i, r_c_ref_i, s_ref_i = compute_single_cube_diagnostics(test_δ, test_h, pred_h)\n", " Pk_δ_sims.append(P_δ_i)\n", " Pk_h_sims.append(P_h_i)\n", " Pk_p_sims.append(P_p_i)\n", " r_c_sims.append(r_c_i)\n", " r_c_ref_sims.append(r_c_ref_i)\n", " T_f_sims.append(T_f_i)\n", " s_sims.append(s_i)\n", " s_ref_sims.append(s_ref_i)\n", " \n", "# Compute summary diagnostics \n", "Pk_δ_mean = np.mean(Pk_δ_sims, axis = 0)\n", "Pk_δ_std = np.std(Pk_δ_sims, axis = 0)\n", "Pk_h_mean = np.mean(Pk_h_sims, axis = 0)\n", "Pk_h_std = np.std(Pk_h_sims, axis = 0)\n", "Pk_p_mean = np.mean(Pk_p_sims, axis = 0)\n", "Pk_p_std = np.std(Pk_p_sims, axis = 0)\n", "\n", "T_f_mean = np.mean(T_f_sims, axis = 0)\n", "T_f_std = np.std(T_f_sims, axis = 0)\n", "\n", "r_c_mean = np.mean(r_c_sims, axis = 0)\n", "r_c_std = np.std(r_c_sims, axis = 0)\n", "\n", "s_mean = np.mean(s_sims, axis = 0)\n", "s_std = np.std(s_sims, axis = 0)\n", "\n", "s_ref_mean = np.mean(s_ref_sims, axis = 0)\n", "s_ref_std = np.std(s_ref_sims, axis = 0)\n", "\n", "r_c_ref_mean = np.mean(r_c_ref_sims, axis = 0)\n", "r_c_ref_std = np.std(r_c_ref_sims, axis = 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Power spectrum\n", "\n", "We first consider the power spectra of the reference and predicted halo distributions. We find that the power spectrum of the predicted halo field match extremely closely that of the reference halo distribution. This quantitatively showcases the remarkable performance of our halo painting network." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2018-06-13T12:01:29.278189Z", "start_time": "2018-06-13T12:01:28.344836Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure(figsize = (14, 8))\n", "\n", "plot(l_c, Pk_δ_mean, color='firebrick', label=r'$\\mathrm{2LPT \\ density}$')\n", "fill_between(l_c, Pk_δ_mean - Pk_δ_std, Pk_δ_mean + Pk_δ_std, facecolor=\"firebrick\", edgecolor=\"darkslategrey\", lw=0.75, alpha=0.55)\n", "plot(l_c, Pk_h_mean, linewidth=0.8, linestyle='-', color='forestgreen', alpha=1.0, label=r'$\\mathrm{Reference \\ halo}$');\n", "fill_between(l_c, Pk_h_mean - Pk_h_std, Pk_h_mean + Pk_h_std, facecolor=\"yellowgreen\", edgecolor=\"darkslategrey\", lw=0.75, alpha=0.55)\n", "plot(l_c, Pk_p_mean, linewidth=0.8, linestyle='-', color='dodgerblue', alpha=1.0, label=r'$\\mathrm{Predicted \\ halo}$');\n", "fill_between(l_c, Pk_p_mean - Pk_p_std, Pk_p_mean + Pk_p_std, facecolor=\"dodgerblue\", edgecolor=\"darkslategrey\", lw=0.75, alpha=0.55)\n", "\n", "xscale('log')\n", "yscale('log')\n", "title(r'$\\mathrm{3D \\ Power \\ spectrum}$', fontsize = 18)\n", "xlabel(r'$k \\; [h \\; {\\mathrm{Mpc}}^{-1}]$', fontsize = 18)\n", "ylabel(r'$P(k) \\; [h^{-3} \\; {\\mathrm{Mpc}}^{3}]$', fontsize = 18)\n", "xlim([np.min(l_c), np.max(l_c)])\n", "tick_params(labelsize = 20)\n", "legend(fontsize = 20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Cross-correlation coefficient\n", "\n", "This diagnostic characterizes the mismatch in phases between the real and predicted halo count fields. The behaviour of this cross-correlation coefficient below demonstrates the predictive capability of our network. Note that the turnover in the cross-correlation coefficient is due to the grid resolution, and the prediction in the shaded area is not taken into account in practice. We find that our network reproduces the reference halo field with overall higher fidelity than 2LPT." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure(figsize = (14, 8))\n", "\n", "plot(l_c, r_c_mean, linewidth=0.8, linestyle='-', color='dodgerblue', alpha=1.0, label=r'$\\mathrm{real \\ halo}\\times\\mathrm{predicted \\ halo}$');\n", "fill_between(l_c, r_c_mean - r_c_std, r_c_mean + r_c_std, facecolor=\"dodgerblue\", edgecolor=\"darkslategrey\", lw=0.75, alpha=0.55)\n", "plot(l_c, r_c_ref_mean, linewidth=0.8, linestyle='-', color='firebrick', alpha=1.0, label=r'$\\mathrm{real \\ halo}\\times\\mathrm{2LPT \\ halo}$');\n", "fill_between(l_c, r_c_ref_mean - r_c_ref_std, r_c_ref_mean + r_c_ref_std, facecolor=\"firebrick\", edgecolor=\"darkslategrey\", lw=0.75, alpha=0.55)\n", "\n", "fill_between(l_c, -10, 70, where=l_c >= 0.256, facecolor=\"lightsteelblue\", alpha=0.55)\n", "xscale('log')\n", "title(r'$\\mathrm{Cross \\ correlation \\ coefficient}$', fontsize = 24);\n", "xlabel(r'$k \\; [h \\; {\\mathrm{Mpc}}^{-1}]$', fontsize = 18);\n", "ylabel(r'$T(k)$', fontsize = 18);\n", "xlim(l_c[0],l_c[-1])\n", "ylim([-0.1, 1e0])\n", "tick_params(labelsize = 20)\n", "legend(fontsize = 20, loc=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Stochasticity\n", "\n", "The stochasticity encodes the fraction of the variance that cannot be accounted for in the true model. As with the cross-correlation coefficient, this shows the predictive power of our network." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "L=(2000./resolution)*big_size\n", "P_poisson = (L/big_size)**3*(pred_h.sum()/big_size**3)\n", "\n", "figure(figsize = (14, 8))\n", "\n", "plot(l_c, s_mean, linewidth=0.8, linestyle='-', color='dodgerblue', alpha=1.0, label=r'$\\mathrm{Predicted \\ halo}$');\n", "fill_between(l_c, s_mean - s_std, s_mean + s_std, facecolor=\"dodgerblue\", edgecolor=\"darkslategrey\", lw=0.75, alpha=0.55);\n", "plot(l_c, s_ref_mean, linewidth=0.8, linestyle='-', color='maroon', alpha=1.0, label=r'$\\mathrm{2LPT \\ halo}$');\n", "fill_between(l_c, s_ref_mean - s_ref_std, s_ref_mean + s_ref_std, facecolor=\"firebrick\", edgecolor=\"darkslategrey\", lw=0.75, alpha=0.55)\n", "\n", "fill_between(l_c, -10, 70, where=l_c >= 0.256, facecolor=\"lightsteelblue\", alpha=0.55)\n", "axhline(y=P_poisson, linewidth=1.5, linestyle='--', color='darkgreen', alpha=1.0, label=r'$\\mathrm{Poisson \\ shot \\ noise \\ level}$')\n", "xscale('log')\n", "title(r'$\\mathrm{Stochasticity}$', fontsize = 18);\n", "xlabel(r'$k \\; [h \\; {\\mathrm{Mpc}}^{-1}]$', fontsize = 24);\n", "ylabel(r'$s$', fontsize = 18);\n", "ylim(0, 60)\n", "xlim(l_c[0],l_c[-1])\n", "tick_params(labelsize = 18)\n", "legend(fontsize = 18);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Transfer function\n", "\n", "Defined as the square root of the ratio of the predicted to reference auto power spectra, the transfer function indicates the discrepancy in amplitudes, as function of Fourier modes. The plot below shows the agreement between our network prediction and the reference halo distribution." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure(figsize = (14, 8))\n", "\n", "plot(l_c, T_f_mean, linewidth=0.8, linestyle='-', color='dodgerblue', alpha=1.0, label=r'$\\mathrm{Predicted \\ halo}$');\n", "fill_between(l_c, T_f_mean - T_f_std, T_f_mean + T_f_std, facecolor=\"dodgerblue\", edgecolor=\"darkslategrey\", lw=0.75, alpha=0.55)\n", "\n", "axhline(y=1., linewidth=1.5, linestyle='--', color='darkslategrey', alpha=0.6)\n", "xscale(\"log\")\n", "ylim(0.9, 1.1)\n", "title(r'$\\mathrm{Transfer \\ function}$', fontsize = 24);\n", "xlabel(r'$k \\; [h \\; {\\mathrm{Mpc}}^{-1}]$', fontsize = 18);\n", "ylabel(r'$T(k)$', fontsize = 18);\n", "xlim(l_c[0],l_c[-1])\n", "axhline(y=1., linewidth=1.5, linestyle='--', color='darkgreen', alpha=1.0)\n", "tick_params(labelsize = 18)\n", "legend(fontsize = 18);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Note:\n", "\n", "1) The bispectrum computations for their relevant plots in the paper are done using a publicly available code [Pylians](https://github.com/franciscovillaescusa/Pylians).\n", "\n", "2) The plots for the different cosmologies simply require making predictions of the trained model for different sets of input 2LPT and corresponding halo fields;\n", "\n", "```python\n", "_ = sess.run(δ_assign, feed_dict={\"initialise_density:0\": np.load('../data_LPT_omega_plus_512/density_omegam_plus_lpt_512.npy').reshape((resolution, resolution, resolution))})\n", "_ = sess.run(h_assign, feed_dict={\"initialise_halo:0\": np.load('../data_LPT_512/halo_omegam_plus_512.npy').reshape((resolution, resolution, resolution))})```" ] } ], "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": "3.6.6" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": true, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": false, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 2 }