From 26894940e5ca790d914cfa721665c3a3a2797dde Mon Sep 17 00:00:00 2001 From: Pierre Ablin Date: Tue, 20 Jun 2023 19:50:53 +0200 Subject: [PATCH 01/12] update index --- docs/tutorials/index.rst | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/tutorials/index.rst b/docs/tutorials/index.rst index a4b0de323..196c7c37a 100644 --- a/docs/tutorials/index.rst +++ b/docs/tutorials/index.rst @@ -19,6 +19,7 @@ Linear Optimal Transport notebooks/Hessians notebooks/LRSinkhorn notebooks/sinkhorn_divergence_gradient_flow + notebooks/sparse_monge_displacements Barycenters ^^^^^^^^^^^ From 17b6743df59edf0abf6e3ff1a334e2940ff6284e Mon Sep 17 00:00:00 2001 From: Pierre Ablin Date: Tue, 20 Jun 2023 20:30:32 +0200 Subject: [PATCH 02/12] init nb --- .../sparse_monge_displacements.ipynb | 271 ++++++++++++++++++ 1 file changed, 271 insertions(+) create mode 100644 docs/tutorials/notebooks/sparse_monge_displacements.ipynb diff --git a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb new file mode 100644 index 000000000..8c7cc8265 --- /dev/null +++ b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb @@ -0,0 +1,271 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3c0398e6", + "metadata": { + "tags": [] + }, + "source": [ + "# Sparse Monge displacements\n", + "\n", + "This tutorial illustrates the potential of using mixed costs of the form \n", + "$$\n", + "c(x, y) = h_\\tau(x - y)\\text{ with } h_\\tau(z) = \\frac12\\|z\\|^2_2 + \\tau(z)\n", + "$$\n", + "where $\\tau$ is a structure-inducing cost, for instance a $\\ell_1$ norm to induce sparsity.\n", + "When looking at the estimated entropic Monge maps, such cost induces sparsity of the displacements: only a few coordinates of samples from the source distribution change to match the target distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "c8b3a5f6-9ef7-428e-b89d-a730b8a5f936", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "\n", + "if \"google.colab\" in sys.modules:\n", + " !pip install -q git+https://github.com/ott-jax/ott@main" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e5700004", + "metadata": {}, + "outputs": [], + "source": [ + "import jax\n", + "import jax.numpy as jnp\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from IPython import display\n", + "\n", + "import ott\n", + "from ott.geometry import costs, pointcloud\n", + "from ott.problems.linear import linear_problem\n", + "from ott.solvers.linear import sinkhorn" + ] + }, + { + "cell_type": "markdown", + "id": "15dade59-5540-4f50-9e04-424de05011d8", + "metadata": {}, + "source": [ + "We illustrate the problem in a 2d setting:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b5280956", + "metadata": {}, + "outputs": [], + "source": [ + "n_source = 30\n", + "n_target = 50\n", + "n_test = 10\n", + "p = 2\n", + "\n", + "key = jax.random.PRNGKey(0)\n", + "keys = jax.random.split(key, 3)\n", + "x = jax.random.normal(keys[0], (n_source, p))\n", + "\n", + "y0 = jax.random.normal(keys[1], (n_target // 2, p)) + jnp.array([5, 0])\n", + "y1 = jax.random.normal(keys[2], (n_target // 2, p)) + jnp.array([0, 8])\n", + "y = jnp.concatenate([y0, y1])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0349a337-2159-497f-8ab7-dbeaeb115a37", + "metadata": {}, + "outputs": [], + "source": [ + "# Plotting utility\n", + "def plot_map(x, y, z=None):\n", + " plt.figure(figsize=(10, 8))\n", + " marker_t = \"o\"\n", + " label = r\"$T_{x\\rightarrow y}(x)$\"\n", + "\n", + " plt.scatter(*x.T, s=200, edgecolors=\"k\", marker=\"o\", label=r\"$x$\")\n", + " plt.scatter(*y.T, s=200, edgecolors=\"k\", marker=\"X\", label=r\"$y$\")\n", + " if z is not None:\n", + " plt.quiver(\n", + " *x.T,\n", + " *(z - x).T,\n", + " color=\"k\",\n", + " angles=\"xy\",\n", + " scale_units=\"xy\",\n", + " scale=1,\n", + " width=0.007,\n", + " )\n", + " plt.scatter(*z.T, s=150, edgecolors=\"k\", marker=marker_t, label=label)\n", + " plt.legend(fontsize=22)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "bd703e83-f8c3-49b2-a452-78f577197035", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_map(x, y)" + ] + }, + { + "cell_type": "markdown", + "id": "e001b15a", + "metadata": {}, + "source": [ + "First, let us compute the \"standard\" entropic map between these two distributions using the $\\ell_2^2$ cost, following {cite}`pooladian:21`: we compute the solution of Sinkhorn on the problem, and then use the estimated parameters to compute the dual potentials." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "806edd55", + "metadata": {}, + "outputs": [], + "source": [ + "geom = pointcloud.PointCloud(x, y, cost_fn=costs.SqEuclidean())\n", + "output = sinkhorn.Sinkhorn()(linear_problem.LinearProblem(geom))\n", + "dual_potentials = output.to_dual_potentials()" + ] + }, + { + "cell_type": "markdown", + "id": "dae28cdb", + "metadata": {}, + "source": [ + "The dual potentials can then be used to build the entropic map with the `transport` function:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "96fdbf03", + "metadata": {}, + "outputs": [], + "source": [ + "transported = dual_potentials.transport(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "06d71be7-2af6-4617-ab51-59933e5d4d9e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_map(x, y, transported)" + ] + }, + { + "cell_type": "markdown", + "id": "4f207628", + "metadata": {}, + "source": [ + "We see that the displacements have no particular structure. We now turn to mixed costs, with the `costs.ElasticL1` cost that corresponds to the function \n", + "$$\n", + "h_\\tau(z) = \\frac12\\|z\\|_2^2 + \\gamma \\|z\\|_1.\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "85f75294", + "metadata": {}, + "outputs": [], + "source": [ + "geom = pointcloud.PointCloud(x, y, cost_fn=costs.ElasticL1(gamma=10))\n", + "output = jax.jit(sinkhorn.Sinkhorn())(linear_problem.LinearProblem(geom))\n", + "dual_potentials = output.to_dual_potentials()\n", + "transported = dual_potentials.transport(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "1f057740-420d-4da4-8225-5cdbfa788852", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_map(x, y, transported)" + ] + }, + { + "cell_type": "markdown", + "id": "cd781f30", + "metadata": {}, + "source": [ + "We now see that most samples are transported in a sparse way: for most particle, only one coordinate is changed. Importantly, it is not the same coordinate for each sample: some samples move along the two directions, while some other samples move only along the x- or the y- axis." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 7425fbcca47c4cbe8516d3d540eefc04e0928906 Mon Sep 17 00:00:00 2001 From: Pierre Ablin Date: Tue, 20 Jun 2023 21:48:24 +0200 Subject: [PATCH 03/12] add paper --- docs/references.bib | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/docs/references.bib b/docs/references.bib index ff5695248..c39bf6344 100644 --- a/docs/references.bib +++ b/docs/references.bib @@ -200,6 +200,13 @@ @inproceedings{bunne:22 year = {2022}, } +@inproceedings{cuturi:23, + title = {Monge, Bregman and Occam: Interpretable Optimal Transport in High-Dimensions with Feature-Sparse Maps}, + author = {Cuturi, Marco and Klein, Michal and Ablin, Pierre}, + booktitle = {International Conference on Machine Learning}, + year = {2023} +} + @article{gelbrich:90, author = {Gelbrich, Matthias}, doi = {10.1002/mana.19901470121}, From 86fa86468b137cbe3e7ad46028ba36604f90200e Mon Sep 17 00:00:00 2001 From: Pierre Ablin Date: Wed, 21 Jun 2023 10:29:48 +0200 Subject: [PATCH 04/12] jit solver --- docs/tutorials/notebooks/sparse_monge_displacements.ipynb | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb index 8c7cc8265..39a66bbc3 100644 --- a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb +++ b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb @@ -14,7 +14,8 @@ "c(x, y) = h_\\tau(x - y)\\text{ with } h_\\tau(z) = \\frac12\\|z\\|^2_2 + \\tau(z)\n", "$$\n", "where $\\tau$ is a structure-inducing cost, for instance a $\\ell_1$ norm to induce sparsity.\n", - "When looking at the estimated entropic Monge maps, such cost induces sparsity of the displacements: only a few coordinates of samples from the source distribution change to match the target distribution." + "When looking at the estimated entropic Monge maps, such cost induces sparsity of the displacements: only a few coordinates of samples from the source distribution change to match the target distribution.\n", + "This idea is introduced in {cite}`cuturi:23`" ] }, { From e08e091e41456a6c5f67d477154a8735cf8ed154 Mon Sep 17 00:00:00 2001 From: Pierre Ablin Date: Wed, 21 Jun 2023 10:33:30 +0200 Subject: [PATCH 05/12] add new source points --- .../sparse_monge_displacements.ipynb | 58 ++++++++++++++----- 1 file changed, 44 insertions(+), 14 deletions(-) diff --git a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb index 39a66bbc3..c3c1d0220 100644 --- a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb +++ b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "id": "b5280956", "metadata": {}, "outputs": [], @@ -71,7 +71,7 @@ "p = 2\n", "\n", "key = jax.random.PRNGKey(0)\n", - "keys = jax.random.split(key, 3)\n", + "keys = jax.random.split(key, 4)\n", "x = jax.random.normal(keys[0], (n_source, p))\n", "\n", "y0 = jax.random.normal(keys[1], (n_target // 2, p)) + jnp.array([5, 0])\n", @@ -81,13 +81,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "id": "0349a337-2159-497f-8ab7-dbeaeb115a37", "metadata": {}, "outputs": [], "source": [ "# Plotting utility\n", - "def plot_map(x, y, z=None):\n", + "def plot_map(x, y, x_new=None, z=None):\n", " plt.figure(figsize=(10, 8))\n", " marker_t = \"o\"\n", " label = r\"$T_{x\\rightarrow y}(x)$\"\n", @@ -110,13 +110,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 15, "id": "bd703e83-f8c3-49b2-a452-78f577197035", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -131,6 +131,26 @@ "plot_map(x, y)" ] }, + { + "cell_type": "markdown", + "id": "63f60fe4-ee60-452f-938e-42222d604cdf", + "metadata": {}, + "source": [ + "We also draw some fresh unseen samples from the source distribution:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "31adc695-9a68-4638-a749-3632ed13f5e1", + "metadata": {}, + "outputs": [], + "source": [ + "n_new = 10\n", + "\n", + "x_new = jax.random.normal(keys[3], (n_new, p))" + ] + }, { "cell_type": "markdown", "id": "e001b15a", @@ -141,13 +161,23 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 17, + "id": "db75441f-b1d8-4e8a-99dd-e3785cb4f727", + "metadata": {}, + "outputs": [], + "source": [ + "solver = jax.jit(sinkhorn.Sinkhorn())" + ] + }, + { + "cell_type": "code", + "execution_count": 18, "id": "806edd55", "metadata": {}, "outputs": [], "source": [ "geom = pointcloud.PointCloud(x, y, cost_fn=costs.SqEuclidean())\n", - "output = sinkhorn.Sinkhorn()(linear_problem.LinearProblem(geom))\n", + "output = solver(linear_problem.LinearProblem(geom))\n", "dual_potentials = output.to_dual_potentials()" ] }, @@ -161,17 +191,17 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 19, "id": "96fdbf03", "metadata": {}, "outputs": [], "source": [ - "transported = dual_potentials.transport(x)" + "transported = dual_potentials.transport(x_new)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "06d71be7-2af6-4617-ab51-59933e5d4d9e", "metadata": {}, "outputs": [ @@ -205,20 +235,20 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "85f75294", "metadata": {}, "outputs": [], "source": [ "geom = pointcloud.PointCloud(x, y, cost_fn=costs.ElasticL1(gamma=10))\n", - "output = jax.jit(sinkhorn.Sinkhorn())(linear_problem.LinearProblem(geom))\n", + "output = solver(linear_problem.LinearProblem(geom))\n", "dual_potentials = output.to_dual_potentials()\n", "transported = dual_potentials.transport(x)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "1f057740-420d-4da4-8225-5cdbfa788852", "metadata": {}, "outputs": [ From a5b3d00d4c5f458cc72e5489c277340f5c739886 Mon Sep 17 00:00:00 2001 From: Pierre Ablin Date: Wed, 21 Jun 2023 10:35:56 +0200 Subject: [PATCH 06/12] rephrase --- .../sparse_monge_displacements.ipynb | 40 +++++++++---------- 1 file changed, 20 insertions(+), 20 deletions(-) diff --git a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb index c3c1d0220..9b1420456 100644 --- a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb +++ b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 3, "id": "b5280956", "metadata": {}, "outputs": [], @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 4, "id": "0349a337-2159-497f-8ab7-dbeaeb115a37", "metadata": {}, "outputs": [], @@ -89,28 +89,28 @@ "# Plotting utility\n", "def plot_map(x, y, x_new=None, z=None):\n", " plt.figure(figsize=(10, 8))\n", - " marker_t = \"o\"\n", " label = r\"$T_{x\\rightarrow y}(x)$\"\n", "\n", " plt.scatter(*x.T, s=200, edgecolors=\"k\", marker=\"o\", label=r\"$x$\")\n", " plt.scatter(*y.T, s=200, edgecolors=\"k\", marker=\"X\", label=r\"$y$\")\n", " if z is not None:\n", " plt.quiver(\n", - " *x.T,\n", - " *(z - x).T,\n", + " *x_new.T,\n", + " *(z - x_new).T,\n", " color=\"k\",\n", " angles=\"xy\",\n", " scale_units=\"xy\",\n", " scale=1,\n", " width=0.007,\n", " )\n", - " plt.scatter(*z.T, s=150, edgecolors=\"k\", marker=marker_t, label=label)\n", + " plt.scatter(*z.T, s=150, edgecolors=\"k\", marker=\"X\", label=label)\n", + " plt.scatter(*x_new.T, s=150, edgecolors=\"k\", marker=\"o\", label=label)\n", " plt.legend(fontsize=22)" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 5, "id": "bd703e83-f8c3-49b2-a452-78f577197035", "metadata": {}, "outputs": [ @@ -141,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 6, "id": "31adc695-9a68-4638-a749-3632ed13f5e1", "metadata": {}, "outputs": [], @@ -161,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 7, "id": "db75441f-b1d8-4e8a-99dd-e3785cb4f727", "metadata": {}, "outputs": [], @@ -171,7 +171,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 8, "id": "806edd55", "metadata": {}, "outputs": [], @@ -191,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 9, "id": "96fdbf03", "metadata": {}, "outputs": [], @@ -201,13 +201,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "06d71be7-2af6-4617-ab51-59933e5d4d9e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -219,7 +219,7 @@ } ], "source": [ - "plot_map(x, y, transported)" + "plot_map(x, y, x_new, transported)" ] }, { @@ -235,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "85f75294", "metadata": {}, "outputs": [], @@ -243,18 +243,18 @@ "geom = pointcloud.PointCloud(x, y, cost_fn=costs.ElasticL1(gamma=10))\n", "output = solver(linear_problem.LinearProblem(geom))\n", "dual_potentials = output.to_dual_potentials()\n", - "transported = dual_potentials.transport(x)" + "transported = dual_potentials.transport(x_new)" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "1f057740-420d-4da4-8225-5cdbfa788852", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -266,7 +266,7 @@ } ], "source": [ - "plot_map(x, y, transported)" + "plot_map(x, y, x_new, transported)" ] }, { @@ -274,7 +274,7 @@ "id": "cd781f30", "metadata": {}, "source": [ - "We now see that most samples are transported in a sparse way: for most particle, only one coordinate is changed. Importantly, it is not the same coordinate for each sample: some samples move along the two directions, while some other samples move only along the x- or the y- axis." + "We now see that most samples are transported in a sparse way: for most samples, only one coordinate is changed. Importantly, it is not the same coordinate for each sample: some samples move along the two directions, while some other samples move only along the x- or the y- axis." ] } ], From f728177732cacf72effe925cf1be8f6a2e835439 Mon Sep 17 00:00:00 2001 From: Pierre Ablin Date: Wed, 21 Jun 2023 11:04:22 +0200 Subject: [PATCH 07/12] fix h_tau --- .../sparse_monge_displacements.ipynb | 158 +++++++++++++++--- 1 file changed, 138 insertions(+), 20 deletions(-) diff --git a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb index 9b1420456..7a5540e32 100644 --- a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb +++ b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb @@ -13,9 +13,9 @@ "$$\n", "c(x, y) = h_\\tau(x - y)\\text{ with } h_\\tau(z) = \\frac12\\|z\\|^2_2 + \\tau(z)\n", "$$\n", - "where $\\tau$ is a structure-inducing cost, for instance a $\\ell_1$ norm to induce sparsity.\n", + "where $\\tau$ is a sparsity-inducing cost, for instance the $\\ell_1$ norm.\n", "When looking at the estimated entropic Monge maps, such cost induces sparsity of the displacements: only a few coordinates of samples from the source distribution change to match the target distribution.\n", - "This idea is introduced in {cite}`cuturi:23`" + "This idea is introduced in {cite}`cuturi:23`." ] }, { @@ -87,14 +87,14 @@ "outputs": [], "source": [ "# Plotting utility\n", - "def plot_map(x, y, x_new=None, z=None):\n", - " plt.figure(figsize=(10, 8))\n", - " label = r\"$T_{x\\rightarrow y}(x)$\"\n", + "def plot_map(x, y, x_new=None, z=None, axe=None, title=None):\n", + " if axe is None:\n", + " f, axe = plt.subplots(figsize=(10, 8))\n", "\n", - " plt.scatter(*x.T, s=200, edgecolors=\"k\", marker=\"o\", label=r\"$x$\")\n", - " plt.scatter(*y.T, s=200, edgecolors=\"k\", marker=\"X\", label=r\"$y$\")\n", + " axe.scatter(*x.T, s=200, edgecolors=\"k\", marker=\"o\", label=r\"$x$\")\n", + " axe.scatter(*y.T, s=200, edgecolors=\"k\", marker=\"X\", label=r\"$y$\")\n", " if z is not None:\n", - " plt.quiver(\n", + " axe.quiver(\n", " *x_new.T,\n", " *(z - x_new).T,\n", " color=\"k\",\n", @@ -103,9 +103,19 @@ " scale=1,\n", " width=0.007,\n", " )\n", - " plt.scatter(*z.T, s=150, edgecolors=\"k\", marker=\"X\", label=label)\n", - " plt.scatter(*x_new.T, s=150, edgecolors=\"k\", marker=\"o\", label=label)\n", - " plt.legend(fontsize=22)" + " axe.scatter(\n", + " *x_new.T, s=150, edgecolors=\"k\", marker=\"o\", label=\"$x_{new}$\"\n", + " )\n", + " axe.scatter(\n", + " *z.T,\n", + " s=150,\n", + " edgecolors=\"k\",\n", + " marker=\"X\",\n", + " label=r\"$T_{x\\rightarrow y}(x_{new})$\",\n", + " )\n", + " if title is not None:\n", + " axe.set_title(title)\n", + " axe.legend(fontsize=22)" ] }, { @@ -207,7 +217,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -229,21 +239,25 @@ "source": [ "We see that the displacements have no particular structure. We now turn to mixed costs, with the `costs.ElasticL1` cost that corresponds to the function \n", "$$\n", - "h_\\tau(z) = \\frac12\\|z\\|_2^2 + \\gamma \\|z\\|_1.\n", + "h(z) = \\frac12\\|z\\|_2^2 + \\gamma \\|z\\|_1.\n", "$$" ] }, { "cell_type": "code", "execution_count": 11, - "id": "85f75294", + "id": "82213747-957a-4052-bdc0-8a53a0079c4f", "metadata": {}, "outputs": [], "source": [ - "geom = pointcloud.PointCloud(x, y, cost_fn=costs.ElasticL1(gamma=10))\n", - "output = solver(linear_problem.LinearProblem(geom))\n", - "dual_potentials = output.to_dual_potentials()\n", - "transported = dual_potentials.transport(x_new)" + "def get_transported_points(cost_fn):\n", + " geom = pointcloud.PointCloud(x, y, cost_fn=cost_fn)\n", + " output = solver(linear_problem.LinearProblem(geom))\n", + " dual_potentials = output.to_dual_potentials()\n", + " return dual_potentials.transport(x_new)\n", + "\n", + "\n", + "transported = get_transported_points(costs.ElasticL1(gamma=10))" ] }, { @@ -254,7 +268,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -274,8 +288,112 @@ "id": "cd781f30", "metadata": {}, "source": [ - "We now see that most samples are transported in a sparse way: for most samples, only one coordinate is changed. Importantly, it is not the same coordinate for each sample: some samples move along the two directions, while some other samples move only along the x- or the y- axis." + "We now see that most samples are transported in a sparse way: for most samples, only one coordinate is changed. In this case, that coordinate depends on the sample: some samples move only along the x-axis, while other move only along the y- axis. Some points also move along both axes." + ] + }, + { + "cell_type": "markdown", + "id": "767c90af-1f4f-4f94-9662-58c924d3335e", + "metadata": {}, + "source": [ + "We can investigate the effect of the regularization strenght $\\gamma$ on the estimated maps:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "549bfa7c-8379-481f-9e1f-7cf3b62d3750", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "gamma_grid = [0.1, 1.0, 10.0, 100.0]\n", + "\n", + "f, axes = plt.subplots(2, 2, figsize=(15, 12))\n", + "for gamma, axe in zip(gamma_grid, axes.ravel()):\n", + " transported = get_transported_points(costs.ElasticL1(gamma=gamma))\n", + " plot_map(x, y, x_new, transported, axe=axe, title=rf\"$\\gamma = {gamma}$\")" + ] + }, + { + "cell_type": "markdown", + "id": "6c8b1c92-0f29-4f93-8a9d-0e5674b08648", + "metadata": {}, + "source": [ + "We see that a low $\\gamma$ leads to no sparsity in the displacements. Increasing $\\gamma$, sparsity starts appearing. Taking a really high $\\gamma$ also leads to a large shrinkage, as evident in the last plot." ] + }, + { + "cell_type": "markdown", + "id": "d13afe34-e697-4711-b4c6-aafc279535d6", + "metadata": {}, + "source": [ + "We can also consider other sparsity inducing norms like k-overlap:\n", + "$$\n", + "h(z) = \\frac12\\|z\\|_2^2+\\gamma\\|z\\|_{k-ov}\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "2ba737a2-66c8-47ad-9af4-7004346b8b94", + "metadata": {}, + "outputs": [], + "source": [ + "transported = get_transported_points(costs.ElasticSqKOverlap(k=1, gamma=1))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "f206a459-1895-4977-bfef-1a4246352d63", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_map(x, y, x_new, transported)" + ] + }, + { + "cell_type": "markdown", + "id": "9a6528aa-8171-4292-ae85-9c611b38d12e", + "metadata": {}, + "source": [ + "This cost induces less shrinkage, but it is more expensive to compute. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d4c6d5d6-3595-46af-8615-ebae1dd31f2a", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From 6f7389288d33241afdcab8d034a8df9ec83dff59 Mon Sep 17 00:00:00 2001 From: Pierre Ablin Date: Wed, 21 Jun 2023 11:10:21 +0200 Subject: [PATCH 08/12] add samples description --- docs/tutorials/notebooks/sparse_monge_displacements.ipynb | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb index 7a5540e32..76b97661a 100644 --- a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb +++ b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb @@ -118,6 +118,14 @@ " axe.legend(fontsize=22)" ] }, + { + "cell_type": "markdown", + "id": "bf8fe780-f722-4648-93b5-6a33613f9421", + "metadata": {}, + "source": [ + "The sources samples $x$ are drawn from a Gaussian distribution, while the targets $y$ are drawn from a mixture of two Gaussians." + ] + }, { "cell_type": "code", "execution_count": 5, From 518feaa36c0873d372bdc614942520757d1f23fa Mon Sep 17 00:00:00 2001 From: Pierre Ablin Date: Wed, 21 Jun 2023 18:07:25 +0200 Subject: [PATCH 09/12] fix from michal's comments --- .../sparse_monge_displacements.ipynb | 93 ++++++++----------- 1 file changed, 41 insertions(+), 52 deletions(-) diff --git a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb index 76b97661a..27d82baa0 100644 --- a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb +++ b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb @@ -42,7 +42,6 @@ "import jax.numpy as jnp\n", "\n", "import matplotlib.pyplot as plt\n", - "from IPython import display\n", "\n", "import ott\n", "from ott.geometry import costs, pointcloud\n", @@ -55,6 +54,8 @@ "id": "15dade59-5540-4f50-9e04-424de05011d8", "metadata": {}, "source": [ + "## Defining the problem\n", + "\n", "We illustrate the problem in a 2d setting:" ] }, @@ -87,14 +88,14 @@ "outputs": [], "source": [ "# Plotting utility\n", - "def plot_map(x, y, x_new=None, z=None, axe=None, title=None):\n", - " if axe is None:\n", - " f, axe = plt.subplots(figsize=(10, 8))\n", + "def plot_map(x, y, x_new=None, z=None, ax=None, title=None):\n", + " if ax is None:\n", + " f, ax = plt.subplots(figsize=(10, 8))\n", "\n", - " axe.scatter(*x.T, s=200, edgecolors=\"k\", marker=\"o\", label=r\"$x$\")\n", - " axe.scatter(*y.T, s=200, edgecolors=\"k\", marker=\"X\", label=r\"$y$\")\n", + " ax.scatter(*x.T, s=200, edgecolors=\"k\", marker=\"o\", label=r\"$x$\")\n", + " ax.scatter(*y.T, s=200, edgecolors=\"k\", marker=\"X\", label=r\"$y$\")\n", " if z is not None:\n", - " axe.quiver(\n", + " ax.quiver(\n", " *x_new.T,\n", " *(z - x_new).T,\n", " color=\"k\",\n", @@ -103,10 +104,10 @@ " scale=1,\n", " width=0.007,\n", " )\n", - " axe.scatter(\n", + " ax.scatter(\n", " *x_new.T, s=150, edgecolors=\"k\", marker=\"o\", label=\"$x_{new}$\"\n", " )\n", - " axe.scatter(\n", + " ax.scatter(\n", " *z.T,\n", " s=150,\n", " edgecolors=\"k\",\n", @@ -114,8 +115,8 @@ " label=r\"$T_{x\\rightarrow y}(x_{new})$\",\n", " )\n", " if title is not None:\n", - " axe.set_title(title)\n", - " axe.legend(fontsize=22)" + " ax.set_title(title)\n", + " ax.legend(fontsize=22)" ] }, { @@ -174,31 +175,11 @@ "id": "e001b15a", "metadata": {}, "source": [ + "## Standard entropic Monge map\n", + "\n", "First, let us compute the \"standard\" entropic map between these two distributions using the $\\ell_2^2$ cost, following {cite}`pooladian:21`: we compute the solution of Sinkhorn on the problem, and then use the estimated parameters to compute the dual potentials." ] }, - { - "cell_type": "code", - "execution_count": 7, - "id": "db75441f-b1d8-4e8a-99dd-e3785cb4f727", - "metadata": {}, - "outputs": [], - "source": [ - "solver = jax.jit(sinkhorn.Sinkhorn())" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "806edd55", - "metadata": {}, - "outputs": [], - "source": [ - "geom = pointcloud.PointCloud(x, y, cost_fn=costs.SqEuclidean())\n", - "output = solver(linear_problem.LinearProblem(geom))\n", - "dual_potentials = output.to_dual_potentials()" - ] - }, { "cell_type": "markdown", "id": "dae28cdb", @@ -209,17 +190,27 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "id": "96fdbf03", "metadata": {}, "outputs": [], "source": [ - "transported = dual_potentials.transport(x_new)" + "solver = jax.jit(sinkhorn.Sinkhorn())\n", + "\n", + "\n", + "def get_transported_points(cost_fn):\n", + " geom = pointcloud.PointCloud(x, y, cost_fn=cost_fn)\n", + " output = solver(linear_problem.LinearProblem(geom))\n", + " dual_potentials = output.to_dual_potentials()\n", + " return dual_potentials.transport(x_new)\n", + "\n", + "\n", + "transported = get_transported_points(costs.SqEuclidean())" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "id": "06d71be7-2af6-4617-ab51-59933e5d4d9e", "metadata": {}, "outputs": [ @@ -245,7 +236,12 @@ "id": "4f207628", "metadata": {}, "source": [ - "We see that the displacements have no particular structure. We now turn to mixed costs, with the `costs.ElasticL1` cost that corresponds to the function \n", + "We see that the displacements have no particular structure.\n", + "\n", + "\n", + "## Sparse Monge displacements\n", + "\n", + "We now turn to mixed costs, with the {class}`~ott.geometry.costs.ElasticL1` cost that corresponds to the function \n", "$$\n", "h(z) = \\frac12\\|z\\|_2^2 + \\gamma \\|z\\|_1.\n", "$$" @@ -253,24 +249,17 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "id": "82213747-957a-4052-bdc0-8a53a0079c4f", "metadata": {}, "outputs": [], "source": [ - "def get_transported_points(cost_fn):\n", - " geom = pointcloud.PointCloud(x, y, cost_fn=cost_fn)\n", - " output = solver(linear_problem.LinearProblem(geom))\n", - " dual_potentials = output.to_dual_potentials()\n", - " return dual_potentials.transport(x_new)\n", - "\n", - "\n", "transported = get_transported_points(costs.ElasticL1(gamma=10))" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "id": "1f057740-420d-4da4-8225-5cdbfa788852", "metadata": {}, "outputs": [ @@ -309,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "id": "549bfa7c-8379-481f-9e1f-7cf3b62d3750", "metadata": {}, "outputs": [ @@ -329,10 +318,10 @@ "source": [ "gamma_grid = [0.1, 1.0, 10.0, 100.0]\n", "\n", - "f, axes = plt.subplots(2, 2, figsize=(15, 12))\n", - "for gamma, axe in zip(gamma_grid, axes.ravel()):\n", + "f, axe = plt.subplots(2, 2, figsize=(15, 12))\n", + "for gamma, ax in zip(gamma_grid, axe.ravel()):\n", " transported = get_transported_points(costs.ElasticL1(gamma=gamma))\n", - " plot_map(x, y, x_new, transported, axe=axe, title=rf\"$\\gamma = {gamma}$\")" + " plot_map(x, y, x_new, transported, ax=ax, title=rf\"$\\gamma = {gamma}$\")" ] }, { @@ -356,7 +345,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "id": "2ba737a2-66c8-47ad-9af4-7004346b8b94", "metadata": {}, "outputs": [], @@ -366,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "id": "f206a459-1895-4977-bfef-1a4246352d63", "metadata": {}, "outputs": [ From 24394ebc265a8d049db4bf181a6ebe4094b157a5 Mon Sep 17 00:00:00 2001 From: Pierre Ablin Date: Wed, 21 Jun 2023 18:22:59 +0200 Subject: [PATCH 10/12] fix math --- docs/tutorials/notebooks/sparse_monge_displacements.ipynb | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb index 27d82baa0..5ea61e8e8 100644 --- a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb +++ b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb @@ -10,9 +10,12 @@ "# Sparse Monge displacements\n", "\n", "This tutorial illustrates the potential of using mixed costs of the form \n", + "\n", "$$\n", "c(x, y) = h_\\tau(x - y)\\text{ with } h_\\tau(z) = \\frac12\\|z\\|^2_2 + \\tau(z)\n", "$$\n", + "\n", + "\n", "where $\\tau$ is a sparsity-inducing cost, for instance the $\\ell_1$ norm.\n", "When looking at the estimated entropic Monge maps, such cost induces sparsity of the displacements: only a few coordinates of samples from the source distribution change to match the target distribution.\n", "This idea is introduced in {cite}`cuturi:23`." @@ -241,7 +244,8 @@ "\n", "## Sparse Monge displacements\n", "\n", - "We now turn to mixed costs, with the {class}`~ott.geometry.costs.ElasticL1` cost that corresponds to the function \n", + "We now turn to mixed costs, with the {class}`~ott.geometry.costs.ElasticL1` cost that corresponds to the function\n", + "\n", "$$\n", "h(z) = \\frac12\\|z\\|_2^2 + \\gamma \\|z\\|_1.\n", "$$" From 9c68340e60ce3fd8654e2beb8eab41b2f02c2fb3 Mon Sep 17 00:00:00 2001 From: Pierre Ablin Date: Wed, 21 Jun 2023 18:25:15 +0200 Subject: [PATCH 11/12] fix typo --- docs/tutorials/notebooks/sparse_monge_displacements.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb index 5ea61e8e8..ae2e76328 100644 --- a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb +++ b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb @@ -297,7 +297,7 @@ "id": "767c90af-1f4f-4f94-9662-58c924d3335e", "metadata": {}, "source": [ - "We can investigate the effect of the regularization strenght $\\gamma$ on the estimated maps:" + "We can investigate the effect of the regularization strength $\\gamma$ on the estimated maps:" ] }, { From 8cf26b735e5a02d95d65e0ec8bc95f489cfde764 Mon Sep 17 00:00:00 2001 From: Michal Klein <46717574+michalk8@users.noreply.github.com> Date: Wed, 21 Jun 2023 19:36:36 +0200 Subject: [PATCH 12/12] Update links to functions --- .../notebooks/sparse_monge_displacements.ipynb | 18 +++++------------- 1 file changed, 5 insertions(+), 13 deletions(-) diff --git a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb index ae2e76328..a0ea0ae68 100644 --- a/docs/tutorials/notebooks/sparse_monge_displacements.ipynb +++ b/docs/tutorials/notebooks/sparse_monge_displacements.ipynb @@ -9,7 +9,7 @@ "source": [ "# Sparse Monge displacements\n", "\n", - "This tutorial illustrates the potential of using mixed costs of the form \n", + "This tutorial illustrates the potential of using mixed costs of the form\n", "\n", "$$\n", "c(x, y) = h_\\tau(x - y)\\text{ with } h_\\tau(z) = \\frac12\\|z\\|^2_2 + \\tau(z)\n", @@ -180,7 +180,7 @@ "source": [ "## Standard entropic Monge map\n", "\n", - "First, let us compute the \"standard\" entropic map between these two distributions using the $\\ell_2^2$ cost, following {cite}`pooladian:21`: we compute the solution of Sinkhorn on the problem, and then use the estimated parameters to compute the dual potentials." + "First, let us compute the \"standard\" {class}`entropic map ` between these two distributions using the $\\ell_2^2$ cost, following {cite}`pooladian:21`: we compute the solution of {class}`~ott.solvers.linear.sinkhorn.Sinkhorn` on the problem, and then use the estimated parameters to compute the {class}`dual potentials `." ] }, { @@ -188,7 +188,7 @@ "id": "dae28cdb", "metadata": {}, "source": [ - "The dual potentials can then be used to build the entropic map with the `transport` function:" + "The dual potentials can then be used to build the entropic map with the {meth}`~ott.problems.linear.potentials.DualPotentials.transport` function:" ] }, { @@ -289,7 +289,7 @@ "id": "cd781f30", "metadata": {}, "source": [ - "We now see that most samples are transported in a sparse way: for most samples, only one coordinate is changed. In this case, that coordinate depends on the sample: some samples move only along the x-axis, while other move only along the y- axis. Some points also move along both axes." + "We now see that most samples are transported in a sparse way: for most samples, only one coordinate is changed. In this case, that coordinate depends on the sample: some samples move only along the x-axis, while other move only along the y-axis. Some points also move along both axes." ] }, { @@ -387,14 +387,6 @@ "source": [ "This cost induces less shrinkage, but it is more expensive to compute. " ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d4c6d5d6-3595-46af-8615-ebae1dd31f2a", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -413,7 +405,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.10.8" } }, "nbformat": 4,