{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "TIY5iqnMT3Wr" }, "source": [ "# Low-Rank Sinkhorn" ] }, { "cell_type": "markdown", "metadata": { "id": "E_-S77MmiOou" }, "source": [ "We experiment with the low-rank {class}`~ott.solvers.linear.sinkhorn_lr.LRSinkhorn` solver, proposed by {cite}`scetbon:21` as an alternative to the {class}`~ott.solvers.linear.sinkhorn.Sinkhorn` algorithm. \n", "\n", "The idea of that solver is to compute optimal transport couplings that are low-rank, by design. Rather than look for a $n\\times m$ matrix $P_\\varepsilon$ that has a factorization $D(u)\\exp(-C/\\varepsilon)D(v)$ (as computed by the Sinkhorn algorithm) when solving a problem with cost $C$, the set of feasible plans is restricted to those adopting a factorization of the form $P_r = Q D(1/g) R^T$, where $Q$ is $n\\times r$, $R$ is $r \\times m$ are two thin matrices, and $g$ is a $r$-dimensional probability vector." ] }, { "cell_type": "code", "execution_count": 1, "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, "metadata": {}, "outputs": [], "source": [ "import jax\n", "import jax.numpy as jnp\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "from ott.geometry import pointcloud\n", "from ott.problems.linear import linear_problem\n", "from ott.solvers.linear import sinkhorn, sinkhorn_lr\n", "from ott.tools import plot" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "PfiRNdhVW8hT" }, "outputs": [], "source": [ "def create_points(rng, n, m, d):\n", " rngs = jax.random.split(rng, 4)\n", " x = jax.random.normal(rngs[0], (n, d)) + 1\n", " y = jax.random.uniform(rngs[1], (m, d))\n", " a = jax.random.uniform(rngs[2], (n,))\n", " b = jax.random.uniform(rngs[3], (m,))\n", " a = a / jnp.sum(a)\n", " b = b / jnp.sum(b)\n", " return x, y, a, b" ] }, { "cell_type": "markdown", "metadata": { "id": "y4aQGprB_oeW" }, "source": [ "Create a {class}`~ott.problems.linear.linear_problem.LinearProblem` comparing two {class}`~ott.geometry.pointcloud.PointCloud`s." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "pN_f36ACALET" }, "outputs": [], "source": [ "rng = jax.random.PRNGKey(0)\n", "n, m, d = 19, 35, 2\n", "x, y, a, b = create_points(rng, n=n, m=m, d=d)\n", "\n", "geom = pointcloud.PointCloud(x, y, epsilon=0.1)\n", "ot_prob = linear_problem.LinearProblem(geom, a, b)" ] }, { "cell_type": "markdown", "metadata": { "id": "3RIn0E22ekGj" }, "source": [ "## Solve it with Sinkhorn and plot plan/map" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "height": 515 }, "executionInfo": { "elapsed": 11478, "status": "ok", "timestamp": 1641811696722, "user": { "displayName": "", "photoUrl": "", "userId": "" }, "user_tz": -60 }, "id": "Qxiswt7wc2b9", "outputId": "ceed2473-301c-4622-f2ca-981913162dc4" }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solver = sinkhorn.Sinkhorn()\n", "ot_sink = solver(ot_prob)\n", "\n", "transp_cost = jnp.sum(ot_sink.matrix * geom.cost_matrix)\n", "plt.imshow(ot_sink.matrix, cmap=\"Purples\")\n", "plt.title(\"Sinkhorn, Cost: \" + str(transp_cost))\n", "plt.colorbar()\n", "plt.show()\n", "plott = plot.Plot()\n", "_ = plott(ot_sink)" ] }, { "cell_type": "markdown", "metadata": { "id": "dS49krqd_weJ" }, "source": [ "## Experimentations with the Low-Rank approach\n", "\n", "Solve that problem using the {class}`~ott.solvers.linear.sinkhorn_lr.LRSinkhorn` solver, with a rank parameterized to be equal to the half of $r=\\min(n,m)/2$" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "height": 515 }, "executionInfo": { "elapsed": 19407, "status": "ok", "timestamp": 1641811725402, "user": { "displayName": "", "photoUrl": "", "userId": "" }, "user_tz": -60 }, "id": "bVmhqrCdkXxw", "outputId": "3069e613-e18b-482b-a69f-d66c17d321bd" }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solver = sinkhorn_lr.LRSinkhorn(rank=int(min(n, m) / 2))\n", "ot_lr = solver(ot_prob)\n", "\n", "transp_cost = ot_lr.compute_reg_ot_cost(ot_prob)\n", "plt.imshow(ot_lr.matrix, cmap=\"Purples\")\n", "plt.colorbar()\n", "plt.title(\"LR, Cost: \" + str(transp_cost))\n", "plt.show()\n", "plott = plot.Plot()\n", "_ = plott(ot_lr)" ] }, { "cell_type": "markdown", "metadata": { "id": "mJiWDwV-euTc" }, "source": [ "## Play with larger scales\n", "\n", "One of the interesting features of the low-rank approach lies in its ability to scale, since its iterations are of complexity $O( (n+m) r)$ rather than $O(nm)$. We consider this by sampling two points clouds of size $n=m=100\\ 000$ in $d=7$. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "CRTAJb8ae9Je" }, "outputs": [], "source": [ "n, m, d = 10**5, 10**5 + 1, 7\n", "x, y, a, b = create_points(rng, n=n, m=m, d=d)" ] }, { "cell_type": "markdown", "metadata": { "id": "BV7wO_Dcijc3" }, "source": [ "We compute plans that satisfy a rank constraint $r$, for various values of $r$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "GPWnpdoZfGWc" }, "outputs": [], "source": [ "geom = pointcloud.PointCloud(x, y, epsilon=0.1)\n", "ot_prob = linear_problem.LinearProblem(geom, a, b)\n", "costs = []\n", "ranks = [15, 20, 35, 50, 100]\n", "for rank in ranks:\n", " solver = sinkhorn_lr.LRSinkhorn(rank=rank, initializer=\"k-means\")\n", " ot_lr = solver(ot_prob)\n", " costs.append(ot_lr.reg_ot_cost)" ] }, { "cell_type": "markdown", "metadata": { "id": "lrzFjEM8hbVp" }, "source": [ "As expected, the optimal cost decreases with rank, as shown in the plot below. Recall that, because of the non-convexity of the original problem, there may be small bumps along the way. \n", "\n", "For these two fairly concentrated distributions, it seems possible to produce plans that have relatively small rank yet low cost." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "height": 319 }, "executionInfo": { "elapsed": 534, "status": "ok", "timestamp": 1641811786233, "user": { "displayName": "", "photoUrl": "", "userId": "" }, "user_tz": -60 }, "id": "SRs1WMONfXRe", "outputId": "6f32954b-4139-4e77-a359-59e0476bebb4" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(ranks, costs)\n", "plt.xscale(\"log\")\n", "plt.xlabel(\"rank\")\n", "plt.ylabel(\"cost\")\n", "plt.title(\"Transport cost as a function of rank\")\n", "plt.show()" ] } ], "metadata": { "colab": { "collapsed_sections": [], "last_runtime": { "build_target": "//learning/deepmind/public/tools/ml_python:ml_notebook", "kind": "private" }, "name": "Copy of LRSinkhorn.ipynb", "provenance": [ { "file_id": "/piper/depot/google3/third_party/py/ott/oss/docs/notebooks/LRSinkhorn.ipynb", "timestamp": 1641811997488 }, { "file_id": "1AYbnnVVudg2LCcmepy2CL8g00EzOx4Jx", "timestamp": 1641482847528 } ] }, "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 1 }