--- a
+++ b/.ipynb_checkpoints/unbalanced_GW-checkpoint.ipynb
@@ -0,0 +1,375 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Unbalanced Gromov-Wasserstein for SCOT\n",
+    "\n",
+    "SCOT using the balanced case of Gromov-Wasserstein is sensitive to mass imbalance. By making some changes, we can get SCOT to run with using **Unbalanced Gromov-Wasserstein** instead [Sejourne 2020]. \n",
+    "This fork of SCOT depends on Thibault Sejourne's PyTorch implementation of the entropic unbalanced GW solver [here](https://github.com/thibsej/unbalanced_gromov_wasserstein)\n",
+    "\n",
+    "We demonstrate this fact in this notebook by considering the problem of aligning two datasets generated by sampling from a wishbone-shaped structure with 3 branches. Each dataset is sampled from the structure with different density profiles, such that there some branches are underrepresented/overrepresented in each dataset.\n",
+    "\n",
+    "\n",
+    "### References\n",
+    "[Sejourne 2020] Séjourné, T., Vialard, F.X. and Peyré, G., 2020. The Unbalanced Gromov Wasserstein Distance: Conic Formulation and Relaxation. arXiv preprint arXiv:2009.04266."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib as mp\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# generate example data\n",
+    "def f(t, p = 0.5, t0 = 0.3):\n",
+    "    if t < t0:\n",
+    "        x = np.array([t, 0, 0]) \n",
+    "        x[0:2] += np.random.randn(2)*0.05\n",
+    "    else: \n",
+    "        if np.random.rand() < p:\n",
+    "            x= np.array([t, np.tanh(t-t0), 1])\n",
+    "            x[0:2] += np.random.randn(2)*0.05\n",
+    "        else: \n",
+    "            x= np.array([t, -np.tanh(t-t0), 2])\n",
+    "            x[0:2] += np.random.randn(2)*0.025\n",
+    "    return x\n",
+    "        \n",
+    "def h1(x):\n",
+    "    return np.array([x[0]*np.cos(3*x[0]), x[1], x[0]*np.sin(3*x[0])])\n",
+    "\n",
+    "def h2(x):\n",
+    "    return np.array([x[0]*np.sin(2*x[0]), x[1], x[0]*np.cos(2*x[0]), x[0]**2 + x[1]**2])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Below, we see that $X_1$ and $X_2$ are samplings from the same underlying structure, but in $X_1$ both green (branch 1) and yellow (branch 2) branches have equal densities, and in $X_2$ green and yellow branches are sampled in a ratio 1:3. Additionally, in $X_1$ we sample for uniform $t \\in [0, 1]$ but for $X_2$ we take $t = \\mathcal{N}(0, 1) \\text{ mod } 1$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "X_1: prop1/prop2 = 1.000000\n",
+      "X_2: prop1/prop2 = 0.332657\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "N = 1000\n",
+    "t_range_1 = np.random.uniform(0, 1, N)\n",
+    "X1 = np.stack([f(t) for t in t_range_1])\n",
+    "X1_branch = X1[:, 2]\n",
+    "X1 = X1[:, 0:2]\n",
+    "\n",
+    "t_range_2 = np.random.normal(loc = 0, scale = 0.3, size = N) % 1\n",
+    "X2 = np.stack([f(t, p = 0.25) for t in t_range_2])\n",
+    "X2_branch = X2[:, 2]\n",
+    "X2 = X2[:, 0:2]\n",
+    "plt.figure(figsize = (10, 5))\n",
+    "plt.subplot(1, 2, 1)\n",
+    "plt.scatter(X1[:, 0], X1[:, 1], alpha = 1, c = X1_branch, s = 8)\n",
+    "plt.title(\"X_1\")\n",
+    "plt.subplot(1, 2, 2)\n",
+    "plt.scatter(X2[:, 0], X2[:, 1], alpha = 1, c = X2_branch, s = 8)\n",
+    "plt.title(\"X_2\")\n",
+    "\n",
+    "print(\"X_1: prop1/prop2 = %f\" % ((X1_branch == 1).mean()/(X1_branch == 2).mean()))\n",
+    "print(\"X_2: prop1/prop2 = %f\" % ((X2_branch == 1).mean()/(X2_branch == 2).mean()))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We also apply nonlinear maps $h_1 : \\mathbb{R}^2 \\to \\mathbb{R}^4$ and $h_2 : \\mathbb{R}^2 \\to \\mathbb{R}^3$ to get the data into different domains"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0.92, 'Projection 2 ($h_2$)')"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x540 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Y1 = h1(X1.T).T\n",
+    "Y2 = h2(X2.T).T\n",
+    "\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "fig = plt.figure(figsize = (15, 7.5))\n",
+    "ax = fig.add_subplot(121, projection='3d')\n",
+    "ax.scatter3D(Y1[:, 0], Y1[:, 1], Y1[:, 2], c = X1_branch)\n",
+    "plt.title(\"Projection 1 ($h_1$)\")\n",
+    "ax = fig.add_subplot(122, projection='3d')\n",
+    "ax.scatter3D(Y2[:, 0], Y2[:, 1], Y2[:, 2], c = X2_branch)\n",
+    "plt.title(\"Projection 2 ($h_2$)\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sys\n",
+    "sys.path.insert(0, \"./src/\")\n",
+    "import utils as ut\n",
+    "import evals as evals\n",
+    "import scot \n",
+    "import importlib\n",
+    "importlib.reload(scot)\n",
+    "importlib.reload(ut)\n",
+    "from scot import *"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now we apply the $z$-score procedure as per SCOT and apply SCOT alignment with both balanced and unbalanced Gromov-Wasserstein "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "It.  |Err         \n",
+      "-------------------\n",
+      "    0|2.523779e-03|\n",
+      "   10|4.567998e-05|\n",
+      "   20|4.332699e-07|\n",
+      "   30|4.485302e-09|\n",
+      "   40|4.647180e-11|\n"
+     ]
+    }
+   ],
+   "source": [
+    "X1_scaled = ut.zscore_standardize(Y1)\n",
+    "X2_scaled = ut.zscore_standardize(Y2)\n",
+    "gamma_bal, _ = scot(X1_scaled, X2_scaled, k=25, e=1e-3, mode=\"connectivity\", metric=\"minkowski\", returnCoupling = True, balanced = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gamma_unbal, _ = scot(X1_scaled, X2_scaled, k=25, e=1e-3, rho = 0.01, mode=\"connectivity\", metric=\"minkowski\", returnCoupling = True, balanced = False)\n",
+    "gamma_unbal = gamma_unbal/gamma_unbal.sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now using the obtained couplings, we project the dataset $X_1$ onto the domain of dataset $X_2$ via barycentric projection. Observe how in $X_1$, the green branch (branch 1) is overrepresented compared to its corresponding branch in $X_2$. Using balanced GW, we find that some of the excess green mass gets mapped onto the yellow branch (branch 2). Unbalanced GW avoids this."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X1_new_bal = ut.transport_data(X1_scaled,X2_scaled,gamma_bal,transposeCoupling=False)\n",
+    "X2_new_bal = X2_scaled\n",
+    "X1_new_unbal = ut.transport_data(X1_scaled,X2_scaled,gamma_unbal,transposeCoupling=False)\n",
+    "X2_new_unbal = X2_scaled\n",
+    "P = (gamma_unbal.T/gamma_unbal.sum(1)).T\n",
+    "X1_new_unbal = P @ X2_scaled"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0.92, 'Unbalanced GW')"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure(figsize = (15, 5))\n",
+    "ax = fig.add_subplot(131, projection='3d')\n",
+    "ax.scatter3D(X2_new_bal[:, 0], X2_new_bal[:, 1], c = X2_branch, marker = \"o\")\n",
+    "plt.title(\"True\")\n",
+    "ax = fig.add_subplot(132, projection='3d')\n",
+    "ax.scatter3D(X1_new_bal[:, 0], X1_new_bal[:, 1], c = X1_branch, marker = \"^\")\n",
+    "plt.title(\"Balanced GW\")\n",
+    "ax = fig.add_subplot(133, projection='3d')\n",
+    "ax.scatter3D(X1_new_unbal[:, 0], X1_new_unbal[:, 1], c = X1_branch, marker = \"^\")\n",
+    "plt.title(\"Unbalanced GW\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here, we let $\\pi_0$ be uniform on points that are branch 1 in $X_1$, and we compute $\\pi_0 P$ where $P$ is the transition matrix that we get by row-normalising the GW coupling matrix. This shows us where all the mass from branch 1 goes when we project to $X_2$ coordinates..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Balanced GW, err = 0.227')"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "plt.figure(figsize = (15, 5))\n",
+    "plt.subplot(1, 3, 1)\n",
+    "pi1 = np.ones(X1_branch.shape)\n",
+    "pi1[X1_branch != 1] = 0\n",
+    "plt.scatter(X1[:, 0], X1[:, 1], c = pi1)\n",
+    "plt.title(\"Source branch\")\n",
+    "plt.subplot(1, 3, 3)\n",
+    "\n",
+    "P = (gamma_unbal.T/gamma_unbal.sum(1)).T\n",
+    "pi2 = pi1 @ P\n",
+    "mean_err = (P*(X1_branch[:, None] != X2_branch[None, :])).sum(1).mean()\n",
+    "\n",
+    "plt.scatter(X2[:, 0], X2[:, 1], c = pi2, vmin = 0, vmax = np.quantile(pi2, 0.95))\n",
+    "plt.title(\"Unbalanced GW, err = %0.3f\" % mean_err)\n",
+    "plt.subplot(1, 3, 2)\n",
+    "\n",
+    "P = (gamma_bal.T/gamma_bal.sum(1)).T\n",
+    "pi1 = np.ones(X1_branch.shape)\n",
+    "pi1[X1_branch != 1] = 0\n",
+    "pi2 = pi1 @ P\n",
+    "mean_err = (P*(X1_branch[:, None] != X2_branch[None, :])).sum(1).mean()\n",
+    "\n",
+    "plt.scatter(X2[:, 0], X2[:, 1], c = pi2, vmin = 0, vmax = np.quantile(pi2, 0.95))\n",
+    "plt.title(\"Balanced GW, err = %0.3f\" % mean_err)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}