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Diffstat (limited to 'notebooks/SmoothInterpolation.ipynb')
-rw-r--r-- | notebooks/SmoothInterpolation.ipynb | 864 |
1 files changed, 864 insertions, 0 deletions
diff --git a/notebooks/SmoothInterpolation.ipynb b/notebooks/SmoothInterpolation.ipynb new file mode 100644 index 0000000..b7e86cf --- /dev/null +++ b/notebooks/SmoothInterpolation.ipynb @@ -0,0 +1,864 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ebfce4c6", + "metadata": {}, + "source": [ + "# Imports and Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ff590465", + "metadata": {}, + "outputs": [], + "source": [ + "from sunlab.environment.base.cpu import *\n", + "from sunlab.environment.base.extras import *\n", + "from sunlab.globals import FILES\n", + "from sunlab.sunflow import *" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "f99a5c63", + "metadata": {}, + "outputs": [], + "source": [ + "from itertools import combinations" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "04d5ee86", + "metadata": {}, + "outputs": [], + "source": [ + "def DistanceCovariance(model, mfv_dataset, labels=None, shuffle=False, silent=False):\n", + " \"\"\"# Distance Covariance\n", + " Compute the distance in the MFS and MLS\n", + " - mfv_dataset: (N,13)\n", + " - labels: (N,...) ?\"\"\"\n", + " from numpy import vstack, array\n", + " from numpy.linalg import norm\n", + " from tqdm.auto import tqdm\n", + " assert mfv_dataset.shape[1] == 13\n", + " if labels is None:\n", + " neighborhood_labels = None\n", + " else:\n", + " assert labels.shape[0] == mfv_dataset.shape[0]\n", + " neighborhood_labels = []\n", + " neighborhood_distances = []\n", + " progress = tqdm\n", + " if silent:\n", + " progress = lambda x: x\n", + " for cell_index in progress(range(mfv_dataset.shape[0])):\n", + " source_cell = mfv_dataset[[cell_index],:]\n", + " destination_cells = vstack([mfv_dataset[(cell_index+1):,:]])\n", + " mfv_distance = norm((destination_cells - source_cell), axis=-1)\n", + " mlv_distance = norm((model.encoder(destination_cells)-model.encoder(source_cell)), axis=-1)\n", + " v_distances = list(zip(mfv_distance, mlv_distance))\n", + " if labels is not None:\n", + " neighborhood_labels.extend([labels[cell_index,...]] * len(v_distances))\n", + " for distance in v_distances:\n", + " neighborhood_distances.append(distance)\n", + " neighborhood_distances = array(neighborhood_distances)\n", + " if labels is not None:\n", + " neighborhood_labels = array(neighborhood_labels)\n", + " if shuffle:\n", + " from numpy.random import permutation as permute\n", + " permutation = permute(neighborhood_distances.shape[0])\n", + " neighborhood_distances = neighborhood_distances[permutation,...]\n", + " if labels is not None:\n", + " neighborhood_labels = neighborhood_labels[permutation,...]\n", + " return neighborhood_distances, neighborhood_labels" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "645f6355", + "metadata": {}, + "outputs": [], + "source": [ + "def interpolate_shape_data(s_a, s_b, M=10, p=0, progress=True):\n", + " N = M + 1\n", + " assert N > 0\n", + " assert isinstance(N, int)\n", + " source = s_a\n", + " destination = s_b\n", + " assert len(source.shape) == 1\n", + " assert len(destination.shape) == 1\n", + " assert source.shape[0] == destination.shape[0]\n", + " iteration_powers = np.array([2, 1, 1, 0, 2, 1, 0, 0, 1, 1, 1, 1, 1])\n", + " assert source.shape[0] == iteration_powers.shape[0]\n", + " \n", + " ps = [p,p,p]\n", + " if progress:\n", + " ps = [p,p+1,p+2]\n", + "\n", + " s0_data = source[iteration_powers == 0]\n", + " s1_data = source[iteration_powers == 1]\n", + " s2_data = source[iteration_powers == 2]\n", + " d0_data = destination[iteration_powers == 0]\n", + " d1_data = destination[iteration_powers == 1]\n", + " d2_data = destination[iteration_powers == 2]\n", + "\n", + " _sum = lambda p, N: np.sum([i ** p for i in range(1,N+1)])\n", + "# alpha_N = (d0_data - s0_data)/N\n", + "# beta_N = (d1_data - s1_data)/((N*(N+1))/2)\n", + "# gamma_N = (d2_data - s2_data)/((N*(N+1)*(2*N+1))/6)\n", + " alpha_N = (d0_data - s0_data) / _sum(ps[0],N)\n", + " beta_N = (d1_data - s1_data) / _sum(ps[1],N)\n", + " gamma_N = (d2_data - s2_data) / _sum(ps[2],N)\n", + "\n", + " i0_data = np.zeros((N+1, s0_data.shape[0]))\n", + " i0_data[0,...] = s0_data\n", + " i1_data = np.zeros((N+1, s1_data.shape[0]))\n", + " i1_data[0,...] = s1_data\n", + " i2_data = np.zeros((N+1, s2_data.shape[0]))\n", + " i2_data[0,...] = s2_data\n", + " _t = 0\n", + " for i in range(1,1+N):\n", + " j = i\n", + " i0_data[j,...] = i0_data[j-1,...] + alpha_N * (i ** ps[0])\n", + " i1_data[j,...] = i1_data[j-1,...] + beta_N * (i ** (ps[1]))\n", + " i2_data[j,...] = i2_data[j-1,...] + gamma_N * (i ** ps[2])\n", + " _data = np.hstack([i0_data,i1_data,i2_data])[:,np.argsort(np.argsort(iteration_powers))]\n", + " return _data" + ] + }, + { + "cell_type": "markdown", + "id": "001c1fbb", + "metadata": {}, + "source": [ + "# Runtime Parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5ce1ed49", + "metadata": {}, + "outputs": [], + "source": [ + "SAVE_EXTRAS = False" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "a85a22d9", + "metadata": {}, + "outputs": [], + "source": [ + "g_Base = lambda *args: DIR_ROOT + \"Figures/\"\n", + "g_Interpolation = 25*8" + ] + }, + { + "cell_type": "markdown", + "id": "cb02bc7e", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "3230e8e7", + "metadata": {}, + "outputs": [], + "source": [ + "model, dataset = load_aae_and_dataset(FILES['TRAINING_DATASET'], FILES['PRETRAINED_MODEL_DIR'], MaxAbsScaler)" + ] + }, + { + "cell_type": "code", + "execution_count": 197, + "id": "28e74585", + "metadata": {}, + "outputs": [], + "source": [ + "_T = 500" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "id": "817ed4cc", + "metadata": {}, + "outputs": [], + "source": [ + "data = []\n", + "for (a,b) in combinations(range(100),2):\n", + " source = dataset.dataset[a,...]\n", + " destination = dataset.dataset[b,...]\n", + " data.append(interpolate_shape_data(source, destination, M=g_Interpolation, p=-1))\n", + "data = np.vstack(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "id": "bc1cf736", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "62d489fd5ab8491a86d26e23ab65a511", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/500 [00:00<?, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "output = DistanceCovariance(model, data[:_T,...], np.resize(np.arange(g_Interpolation),data.shape[0])[:_T,...])" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "id": "d5557f87", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter2d(output[0], c=output[1], cmap='jet')\n", + "_ = _" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ef025b86", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 203, + "id": "96c6d5ae", + "metadata": {}, + "outputs": [], + "source": [ + "data = []\n", + "for (a,b) in combinations(range(100),2):\n", + " source = dataset.dataset[a,...]\n", + " destination = dataset.dataset[b,...]\n", + " data.append(interpolate_shape_data(source, destination, M=g_Interpolation, p=0, progress=False))\n", + "data = np.vstack(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "id": "25f408b8", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "80328c3c9df54f43bdba68f5862fde48", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/500 [00:00<?, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "output = DistanceCovariance(model, data[:_T,...], np.resize(np.arange(g_Interpolation),data.shape[0])[:_T,...])" + ] + }, + { + "cell_type": "code", + "execution_count": 205, + "id": "f525704b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter2d(output[0], c=output[1], cmap='jet')\n", + "_ = _" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "438c59e2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 206, + "id": "66d02bab", + "metadata": {}, + "outputs": [], + "source": [ + "data = []\n", + "for (a,b) in combinations(range(100),2):\n", + " source = dataset.dataset[a,...]\n", + " destination = dataset.dataset[b,...]\n", + " data.append(interpolate_shape_data(source, destination, M=g_Interpolation, p=0))\n", + "data = np.vstack(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 208, + "id": "a2bb4c04", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c76befaafc7b4b50808ba9f21b6f0489", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/500 [00:00<?, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "output = DistanceCovariance(model, data[:_T,...], np.resize(np.arange(g_Interpolation),data.shape[0])[:_T,...])" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "id": "6b5325b5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter2d(output[0], c=output[1], cmap='jet')\n", + "_ = _" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "de1f5b25", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a6bbd55d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dd22e2b4", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "output = DistanceCovariance(model, data)" + ] + }, + { + "cell_type": "markdown", + "id": "27e84e37", + "metadata": {}, + "source": [ + "# Plots" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "id": "3f932439", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Qtgy3oXY9Uzake06qMK9vdj2NzGCjjPgrQdlmoFG+RXWQsaEmPXZFSQolN9bKtXQGGYed35M9WbGRVDAOflQYpHs+qkKtm1ZqMmOwkRQabqhVSGEcg2P4z5xdUcqIc4soWzwzs8IqDDMZD/Ucfk9GZrCRVHBurBVG6QScXLDraWwMNpIkDSOfg4wNNWNnsFHG7I5SNow0K6wUNiMFnLEy1GSHwUajYrhRtrkOKSryeYi4oSZzBhtJkjKUj+4pQ83oGGwkFcxglT8rN4qSQgwu1vAMNho1u6MkKXtjb6zQZIfBRllluJFUrHI5sFjpM9hoTAb7IvslVrpcVxQ3Q1Vv7GbNH4ONxsxwo9Hw0FbFWdRPrhllBhtlheFGmRhqqnhDjeIkDmcPjyKDjbLGcKN0eP4bFRuPnMovg42yynCjTBlqVAxGc+SU287RMdgoL/yCSpKDi/PBYKOsc6yEhrL7htv1RMUq3XXfsJM5g43yxl8kGshQo2LndyA3DDbKGSer0kB+7tKeDDfZZ7BRTg3XnyxJGr773uCTOYON8sJwI0nDM8RkR6iDzeuvv85VV13FwQcfTG1tLePHj+eoo47iG9/4Bu3t7YVunjLkkQCSlD6DzugEiZC+c0uWLOHcc8+lpaVl0NsPOuggfvazn3HAAQdk9Litra00NjbS0tJCQ0NDNpqqDDlBW3HyiChpZAO/J35HdpXu/juUFZunn36ac845h5aWFurq6vja177G73//e377299yySWXAPD8889z6qmnsnXr1gK3VpmyW6o4uZGWlA9lhW7AYD73uc/R3t5OWVkZv/rVrzj22GNTt5100knMmDGDq6++mlWrVvHNb36Ta6+9toCt1WgkEok9wkz/3+4Ai4Oft7Qrf+BlR+gqNsuXL2fp0qUAXHzxxbuEmn5f+MIXOPjggwG45ZZb6O7uzmcTlSUeMVV8/Lwl5Vrogs3999+fun7RRRcNukxJSQnnn38+AJs3b04FIUWTOztJ2pWVzNELXbB55JFHAKitreWII44YcrkTTzwxdf3RRx/NebuUW4ab4uFnLSmXQhdsVq5cCcCBBx5IWdnQQ4BmzZq1x30Ube7wisdg3ZB+1pKyIVSDh7dv386GDRsAmDp16rDLjhs3jtraWrZt28bq1auHXK6zs5POzs7U362trdlprHJiqEHFlmUlxZmHeWdPqCo2bW1tqet1dXUjLl9bWwsw7CHfCxYsoLGxMXVpbm4ee0OVd/6aj6fBqjZ+1pLGIlTBZvv27anrFRUVIy5fWVkJQEdHx5DLzJ8/n5aWltRluOqOwsGjpSQVM7d1YxOqrqiqqqrU9a6urhGX7+9iqq6uHnKZysrKVABStNgtVRyGm9MonftKcTDY90CjE6qKTX19fep6OjMKb9u2DUiv20rRZOWmOIw2oPR3XQ28SHHgujx6oQo2VVVVTJw4EYA1a9YMu+zmzZtTwcZxM/FmuIm/bH6eg4Udw49UPEIVbIDUjMIvvvgiPT09Qy63atWqPe6j4uIOKh6GOinqSJexPqfrj8LGrtXsCF2wOf7444FkN9OTTz455HLLli1LXZ89e3bO26XCckBxPI3l88tG4DHgKMxcN0cndMHmzDPPTF2/8847B12mr6+Pu+++G4Cmpibmzp2bj6YpBAw38ZaNasxoKj12VymsXBczF7pgc9RRR3HCCScA8L3vfY/HH398j2UWLlyYmm34iiuuoLy8PK9tVGEZbuJh988sX2X4dJ/HkKNCsDtq7IJECN/Fp556itmzZ9PR0UFdXR3XXHMNc+fOpaOjg8WLF/Pd734XgJkzZ/LEE0/scjTVSFpbW2lsbKSlpYWGhoZcvQTlwVBjMxR+hQo1I7UjHa5jyrWwfD/CJt39dyiDDcADDzzAxz/+8SFPgTBz5kyWLFnCgQcemNHjGmzixXATPWH/zDIJO2Fqt+LFUyzsKd39d+i6ovqddtppPPPMM1x55ZXMnDmTmpoampqaOPLII7nxxht56qmnMg41ih+7paIvbBvtTAYj212lfHD9ykxoKza5YsUmnsJeBVBS1D+nTHcwUXptChe7o/aU7v47VKdUkEbL0y+EXxw21JlWCOPwmlUYnmJh9ELbFSVlym6pcIp7V00mc+jYdaXRcp1Jn8FGsWK4CZeh3vu4Vi4MOcqm3dcj15X02BWl2LFbqvCG2wAXy+eQyU7JI2Ck7DHYKJYMN4Ux0i/KYn7/B752x+VIuWOwUVEx3GRfOuVx3/NdpRtyBrvd91IansFGsdW/A7Byk32GmewZ7ZFWvr/x5nia0TPYKPbslhq7dDeyvqfZMVQoH8hxOcXFzzh9BhsVBcPN6BhoCms043L8LKLPas3YGGxUNAw3uxrrxrNY37dCyTTk+PlEU9Rn5w4Dg42KiuEmybNaR1s6IceAEz2Gmuxwgj4VnaEGaxZD+Xcsr7MY3p8oGmlCQCcCjAZDTfZYsVFR8jwsO420U1Q0WMWJLkNNdlmxUdEqttMvjGbj6ZTu0ZRuFUfhZKgZG4ONilqxhBt/ERYnA46KkcFGRS/u4SbbRz/F6b0pFgac8HJm6ewz2EgMP6A4bhv8dM8+PZy4vSfFIp2Ao/zx/c4Ng420Q9x+0Wazzf6KjJfhAk5cA30U+D3LDoONNED/Bj+OG5ixvi67pOLHCk7h2AWVOwYbaQhR3tC4Q1Im0qngSFFhsJGGEcVwk88joNzhxYvVG8WBE/RJGQj76RdyvfNxYsPoyuRzG+pzDvv6HxV2Q+WWFRspQ2HdsQ9Vqcn2RtONcPRkus6meyZxjZ3fp+wz2EgjCPuGxzEQGspw68ZY1mvXOYWZXVFSGnYvzediZzEaYWmHwiXd9WKk9WSk8OK5pxRGVmykLMrnHCCGmsz19fTw8m9/S/vGjYVuSk5ku0IzcPqDuM3zpPiyYiOlKZ2zJw+U74GWBpqRfXPyZLZt2kR5bS3zW1sJSuLx22649TGb60X/Y3n2cIWZwUYahXTPL5WrcBOmX8dROVJm6SWX0L5pEwDd27aR6OuLfLDJV6AZ6rENOAqjaH+rpRAZqlyf7RDimboz193RwapFi6ggudHbq7mZkrLo/q4bqesnX+uDMxdnzvck96L7zZYiJFtVjbCEmqjNZ/P7adOoARI7Lp988cUCtygz6b7XhQq4w3XTRqWip/gw2EhZNlKZPhfPpaFt++lPSWzYQCNQDcz67Gcpq6godLPSks46FLZ1IGqht5DC9tnFhcFGypFsb+CdrXR0Nsw7k1qgFCgrLeWwW28tdJNGNNJ6E7XP3qpNkoEvPww2UgQYakYn8XcfoBJoBOqB/Z58ssAtGl5cAo1Vmz35fuSPwUbKE3+15tmmt2DZL2mohopuqD50FtWHH17oVg0pDIOBlT9+prljsJFCzmrNKH1kf4JqqAF6+6D0oT8UukWDikuVZneDzdYd1deiaDHYSDk01pJ8mMvXA19bvnZaaR8V9qv/gK5tUAvfWwdrOiGYMIF/2rCB6qamnLdzJFEcFDwahpskf5zkl8FGipBi3SBm5WzTvb1cN27cLu/htjffpLSigqrdwk6hAmWxfr5SNhlsJGVFLn6N5yJghLEKFudA40DiXcX5sw4Lg40UUsVevs5kMG2Yd5zF9rmNpNi6o8K8bsaVwUbKsTj/Ys3FaxvN0UGJRIJXFy5k/SNXcfRhwFZ45RZYB2wDaqqqOL6jI7X8r087jScffJAuIAC+1NNDSWlpFl+F5I+TQjHYSMqasfwaH+vRQa9fdRXH3wa0Ar+EhlLo7U2eQmH/lpbUcn09Pfz1wQepA3qAmWecYahRVsX1h0xUGGykPBrtjj+Ov/Syef6jvi9czEEXQkklUAOJTdDUADXdUH7I23Y5hcIzc+ZQ098G4AM//nHGbVdm4ly17BfXw/ajyGAjhdDAjWTYN4iZHNKbq5M5Bv99B5P+DWgDlkFQA6WJ5LmheGxVarnejg62P/YYdSRvm37hhZSUlGT0XBqduIYbA034+I2WlHUD57cZeBlJIpEYdEfQ2drK+meeGXwncfc/EVwMQRVQSzLcNAITgGMOhLKdv982HnM0VTtungi8/c47M39xEoy4Tg+1Liv3DDZSyETxV+1gG/BMqjPD7QS6tm3jX8eP5/bDD+eBT3xizwV+8Q0SHyE5xfAzO/4dB+wDfH/lzuW2bKHk2f9HPTAeOPCqL6TVPmkgA034GWykPIticMmmgUEmnR3A/aefTl9vLwCr7rtv1xtfX0r3RyCoBqoh0cnOcswRM3ep1vChd1FdBU1lMKkSJtz0jWy9JKUhDuu9gSYaDDaSsmL3wDLUJVNv/e53lJIc6Dv9Xe/a9cYlc+n+ACRqgJcgqCXZBTUF+NJzO5fb8Aase4WaWhjXAE1f/5c9nqe7vZ3Xf/97eru7M26j4m24Ko2BJnwcPCzlwWgHThb7BrP95ZepHfD3vAce2PlHdysb3l1DWUUnpVW9VPRB0EiyK2rq4TDwEO4LD4dqCEogKA/gc/+8y/N0bNnCTePHk0gkaJ49m3949NFcvqyiE9VqjWdcjyaDjaTQeuEDH6ARqAKqS0oor90Zc3pf3I9N7xpHfdBK3RttBHU7bigB5q3Y+SBrn4e2N5MDi6uAa2/f43kW7b13akf1xooVe9yu4mKgiTaDjRQiUf1lmyslf/kLE0hOpDftoot2ue3VvarpKilnW28Vewdt0EQyvEw8DnYcwp1IJOj94mGUVZMMPFVlMO+TuzzOHz/0IUo6OykD+oDZn/98rl+WQmy4LidFg2NsJIVS32PLqCN5BNNkYP/vfCd122o+wqsTptFBDQ2JbVAPTIDEFODQx1LL/fSYvSkt6U5O2tcIXPefuzzH1sce482f/5zq5N3Zf/x4Trz++py/NoXPSONoFB1WbCSFUvDps2kqg5peqGqooHTAmJlneYNEUMk2ttMblNLRBOW10FX9wdSYnPUPP8xpJ75JsAUIoK+qjNJjzko9Rm9vL68efzw1JA+iSgAfXr8+b6+vmIR5cj67neLHYCOFhCfM21Ww9S3GNUFvD5T+f9el/v857ucNmqmnlTpa2VZaR6I2oI8SpgY/Sy239roTmXQC0ACJPii98o+7PH7XQVOoJHl0eC0w6+c/p7TMTWI+hOUM31Zo4slvsVQAYdmwh9Zvfgg1yaOYykqBz16TuukXPEg1FSSoZgLltNBAe1BNBR9OLfPXj3+cd54DQStQDr0V1ZQ1DzhUfOEXKXnzTeqSN1P7ntk0feAD+Xp1RSlMVRurNPFmsJEUPt/9NDSwYxbhnUdCvcVGWpgAtFBKL23U0UcJvQS8j28lF+rupqbp/1JSBfRCohbKLnp552OvXw2L/pWKapi4Y0Bx+TIP7863fId7z+lUPAw2Up5k8ovVjey25FFOCeCL/5b63y/xQ8ZTwWbqqaCDNhrpoJbJvHfnXd89mYYbgVagAhKN+xHU7r3z9gv2gwoIGqA8ASx/Iy+vSIVhoCk+BhtJ4fLwvyYrNaUkj9ucewEAvfTSSTnt1FBKBXV0AKX0EvC3XJ68758fh/mbCSqB+uTYmpL37Ty7N9cdCiWJ5FFUVcBnvgbjJuTz1RW1fHdH2eVUnAw2UoE4zmYIj/5zckRvNzC+KfXfp7OUBirZSANNbKOVBtqp5e0ck1qmb/5xBN/YMbamEoLxx0NZVfLGp/8vrPlzMjSVAfs0w/k7x+4oPgw0xc1gIyk8+vqgvDsZbBLAeXenbtqa2E5pUEMXDZTxFn2U0ksJX2VecoEffpz220qoLe2DABIBBAcsS97W0wU/+ThU73jcEuDbr+b1pSn37HYSOEGflFdDbVjDcrRIwf35s8luovHAJGDmaQCc1b6GzqCKDTTSmaimlQY2MJHDOSF5v94eul68h+4ppfTUQm8TdO/zD6kZiLlnHFSSHJC8F/DVJ3beNsDm117j32fN4ueXX57zl6rsGW5yPfBElcUmdBWb119/nSVLlrB06VL+93//lzVr1tDb28vEiRM54ogj+Lu/+zvOPvtsypxvQoqfN76dHDTcDTTtHPvyp6o2mqhhS9/eTCp5k15K6U2U8JngyOQCP5zIS1dPpalsC0E99FLKhLLvJW979lzoa09OVlMBzDgd9j1ij6feunYt/zZ9Or3AW88/zyFnn81+J5yQ29erUXEQvoYTqnRw7bXXcv311w+6Mq5du5a1a9fyP//zP3zzm9/kvvvuY9q0aQVopZRbRbsx7u0lUZsg6EsO+g2O+TEA89/qpGtCBW9tb6KvvJxWGulI1PG3TEneb/MyNo/vpbu6gm1BHZ2lVdQHX0ve1vEsvHFPMtSUAuWVcPpP93jqro4Ofjl1KgN3l/VTpuT05SqzcWaGGaUrVMFm3bp1JBIJamtrmTdvHieffDIzZsygqqqKlStXcuutt7J8+XKeeOIJTjnlFFasWEFdXd3IDywp9LraL6KigeSMeWXAuPcA8PXtfdR11rD1tf2o2XcjfTXl9PaWcm3FvgAkVs7hTx+aTWPQQh8l9AQVTOeS5A5uzWEE1STPbtkAzN245xP39PBmbQ1VJHvAWoG9DziA8W97Wx5etWDsXbGGGQ0UqmAzYcIEbrzxRi699FLq6+t3ue2II47gYx/7GH//93/Pj370I/7yl79w88038+Uvf7lArZWUTZ1liylvAuqgp3Yi5cC31wDbK9i6ph46Smnf1ETH1h6uKq2ESdDZNo+/THkbnSUVtFPL9kQ1hwa3AdDaPZ2GcpKnVKiCYNq/QUXtnk/8znIqA5icSB4BXt3QwHEvvZS3111sdj/keyyhxkCjwQSJiK0ZGzduZMqUKXR1dfGOd7yDp59+OqP7t7a20tjYSEtLCw0NDTlqpTS0gRvy/q9f//9F7OuYFR2bN9Oyfh3BjHdTv72DIAEl1X+gsvRogl+SHOy7MgH7BlAHdEPiWOihi+62Sn5Q9zEagzYq6ALqmMd9vME3qOyaT0NrDyWd0Fs1g7IJL+z55OcG8P+gZx20tUJJbRmNm7vz+wYUkdGGmGL8XmhP6e6/I3dU1IQJE3jHO94BwEv+qlLEFfvRUKt+8hP+dfx4Hv79+9la2sDm2iberJtAZenR3PsisB14DegIYBOwDq6pTt53Je/ix1Wn0h1UsZU6tiTGcRK3086bbOI2tpfX0NZYxpZJVYOHmgU73vvxULYvjDscQ00O9B+xlM6h2ENdpEyEqisqXZ2dnQCUDHK4phQ1xRxufvGRjwAw/rx9aWUT7dTQxRT2A85ZAjR0E6zoJbFfFfQC3fC10+F1HqaTbp4rP5xGWuimnIpgIo3sxW84nglU0BrU0V5ew1SW7/G8iZ8FBCUkB9UEwDTgbneg2ZDJ+mxoUS5ELhm8+eabrFy5EoBZs2YVuDVS5tyY79DXx14kf111lNXSQhObGM80buOPL0OiHT77j+8i0V25o1qT4LoDk3f9Iwv4AefRSQVtNLCR8VzMtfw3n6GbErZRxxbGE3A1lUzd5Wl7Xg8I+khOAjgVeDuGmizJtCoj5ULkKjY33XQTPT09AJxzzjkFbo2kUTt1Mm8H2m88mtagnm7K6aGME/kbmm9K8NO1czjjb5ZDa7CjWpPgK18N+A8WkqCeDexFPVvpoopp7M9jPEQbGwmopZdSSpnE0VyZeroECV5NTGY/gHE7/m8qBB92B5trhhjlU6SCzR//+EduueUWAKZOncpll1024n06OztTXVeQHHwkKXcWBAFdJI/avma4HVrnBt4+EX52xbsZzxa2U0M341mzHjrbYMprm6CiEjYALQlu+LsSNtHGOtbxCH9PI20EBPQRcC3v59t8lfEkzwvVSiP/wOLUU3XRxVLmMoMEnY1QmYDEFCjd3x1utgxWrTHQqBAiE2zWr1/PWWedRU9PD0EQ8P3vf5+ampoR77dgwQK++tWv5qGFkgC6dvw77DDclhdI7JcMP1sr6ikhoIQEp3Ah77wANn+3jL3esRX22VGt6elj/nmlnM9/UsI0OqihjF46qeDDHMI/cycTqaSNRtqp4x/YOQ3EJjZzD5/nQErYEjQlD/9uKOGAYH3O3oNiY6hRmIxqjE1/uBjr5a677krr+dra2jj11FNZs2YNADfccAMnnXRSWvedP38+LS0tqcvq1atH85IlpWnHubSpADb89pBBl+l56SCCWfDrT8ymLahnC028yUQO2X4EG9e38szzh9LTXgUbgfUJbrm0lK/zAtspY2nfKXRQQwsNbGASv+EluihlK/VsYjwzOJMJTAbgd6zmK3ybXkrYQiN/ZR9WBocZanLMUKNCCn3FZvv27Zxxxhk8+eSTAHz+85/n//yf/5P2/SsrK6msrMxV86SsicvO4B/3h1dfgeaJUDJ+5aDLJCYCh8G/n/xJ6tlGO7V0UcNxp8Cnn/g3Tq79ebLkswkgwWc+1ctRib+yqe0IuurLaaOO9kQ1BwcVbGMTpdTQSxkNjONMTgHggu7X2VD2B/YLytlME72Usp63cQXfytdbEXtWahRGowo2ZWVlqSOTxmKfffYZ9vaenh7OOeccHnroIQA+8YlPsHDhwjE/r6Tc2fobOGQZ9O0Fvz30HfzDr7ez5r1Vqds38QZb92lgSnkrmyom0Ec5AX2cyNv5YUuChuX70tPZB7RDbxl33JFg762tjKut5fW2A2mo3EJPeTml3RW8WLGacUE1CaCVEr7PPADqXulgn+kbmRZUsIlxdFHORMbzdc4vzJsSQ8U8TYHCbdQVm1wfat3X18d5553HAw88AMDf/u3f8p3vfCenzynly+7TysfJXgf08sP9TyUIAh5KvIe1e8F+p8JrS5K3f4tbeU/5DJ6dVEorDfRRRm+ihA3XTod/hmUnTyN5xqYeSku7aJk7k9budjYuPxQmltG2pYEgSFBd20ptZRWlNLI1Uc/S4BiWvQpzXoCSw3rooJJNTGR7opoPBs38M4N3iyk7rNQoLELbFfWpT32KxYuTRzV8+MMf5gc/+IET8kkRUEIJN75yFz37vcq6tn3gz1W83pMgCLazZUsp6+rH8VzJ27lp21WU1UMn1XQkKrjh+hb4dBe0bwe2AG08+OAMPvgqML4etpZBZUBfVx10JOid2cnWvga2B1Us6pvCAVeVs3EmMAP62qrZUDmJtppGflM6nneXVxfyLYmduIZyxUMog83nP/95Fi1aBMDJJ5/MvffeS3l5eYFbJSldzx4wmf2+Mpm2igS8BLwRAJU0NT1H45zp9P22jDWt+9NYvZmykj6aNtdDSS3ccS/J4cc9NDXBmSuPhhnA8+Ww944HTwQwKUFHSx3d2ytofKSCDy6qhoNIHpK1CQjK6H1jIptmQ2lpId6B+HJcjcIudCWQr3zlK9x8880AHHfccfz0pz918K8UQa99Be57RwAP9iVPYslWoJeWpTXcUdFIYuGf2fLXcWz860RqPv0C9L0MXa0ku6E2ctoXT6CzA3ga6ARagLd2XFpKYH0VPY82sPHaHdWYbcCbwMvw6W7ofo+hJtsMNYqCUJ3d+7bbbuPyyy8HYN999+W//uu/aGxsHPY+Bx10UEbVHM/urbDYfScRoq9i1p1yykv89rdbSIaWzSS7mrbCXqVwyWy4YTnJ9NINVHDscXvz+NSPQjPQlYBJAdTsuD4lgFpgex98uiRZydkLGAdN42DD9w00uWCoUaGlu/8OVbCZM2cOy5Yty+g+r7zyCtOnT097eYONwqKYgg0kX99ll/2R27+zChLbgQ6SfUc9QALoIzllXwnUHwYNfXDgSTCjBuqB0gSUBzABSPTBP3VDSQXUQcPeAa/9EZqaCvXq4s1QozBId/8duq4oSfEUBAHf/vYx8N4L4KxTYMY+QC8EQfJfEiSDzlRoewo2l0FQnSzuvAW8GiS7o15NwD89R2XlG1z1+TYSLQEtzxtq8slQozALVcUmH6zYKCwG/goupq9hZf02us6tgXEBbNwI9/wPbHsdCHZc6oAemHpV8pQKdSRzTxVQluDJG9p41+F+d/PFao3CIt39dyiPipIUX+tX1zLuokSyJ2r7eNj2xo5byndcyoDPQnuQPMKpjeTwm0rofDqgosJQky+GGkWRwUZSXl1/Ux+sLemfqoZkKSZB8uxS+wB/k/y7leRg4Y4E9Q0JWjc5IjifDDWKKsfYSMqrJ37fBWuA14AXEkAdp546k5NO2p/koU/dwBbo2Q5bt/DD72811OSZoUZRZsVGUl5dM7+PZe/vg5IA+lopKyvnJz+ZR1lZCfvv/xNee+1NoJszzmjg/vtnFLq5RcdQo6gz2EjKq/e9r4ampmfZsqUCWENr699TXp6syLz66kcK2zjtwVCjqDHYSMq7zZsP3XFtZkHboV15DijFgWNsJEl2QSk2DDaSVOQMNYoTg40UAnYBqFAMNYobg40kFSlDjeLIYCNJAgw1igeDjVQg7kRUKEEQ2P2p2DLYSJIM2ooNg40kFRHH1SjuDDaSVCQMNSoGBhtJKgKGGhULg40kFSFDjeLKYCNJMbd7tcZQozgz2EhSjHlYt4qNZ/eWQsRxEMom1ycVI4ONFBJD/bK2G0GjYahRsTLYSBEzcIfljkqDMdSomBlspAIaaWcz0viI/tvdaamfoUbFzmAjhdjAHdJwIccqjobi+qBiY7CRImI0IWew+yq+PAJKMthIkZRuyBlpGQNPfBhopSSDjRRxu++8MvnVns6y7hzDz1Aj7WSwkWImnR3aWMOPO83w8PORdmWwkYrQUDu+dAOPR2OFg6FG2pPBRlLKcDvFwXaiQRC4Iw0RPwvJc0VJSpM7zXDxCChpcAYbSWlLJBJjGqys7LALShqawUbSmBlu8sdQIw3PYCMpY4PtSA03uWeokUZmsJE0Ku5Q88tQI6XHYCMpa6za5I+hRhqcwUbSqLlzzQ8Do5Q+g42krHInnF12QUmZMdhIGhMHEueOoUbKnMFG0pi5s80+Q400OgYbSVnhxH3ZY6iRRs9gIylnDDfZYaiR0mewkZQ17oDHJggCw6A0RgYbSVlll1R2GRalzBhsJCkEHFcjZYfBRlLWDVa1sXIzNEONlD0GG0k54Y45PYYaKbsMNpLyxqrNrgw1UvYZbCTljLMSD81QI+WGwUaSJMWGwUZSTlm12ZPVGil3DDaScs6d9k6GGim3DDaS8sKJ+ww1Uj4YbCTlTTGHG0ONlB8GG0kqAEONlBsGG0l5VYxVm2J4jVJYGGwkKYfsgpLyy2AjKe+KpWpjqJHyz2AjqSDiHm4MNVJhGGwkKcsMNVLhRCbY/PznPycIgtTlK1/5SqGbJGmM4l616WeokfInEsFm27ZtXHrppYVuhqQ8iHq4iXr7paiLRLD58pe/zGuvvcakSZMK3RRJWRanaoZdUFLhhT7YrFixgltvvZXKykquv/76QjdHUg7EoUvKUCOFQ6iDTW9vL5dccgm9vb1cc801zJgxo9BNkpQnUQo3hhopPEIdbG6++WZWrFjBzJkz+eIXv1jo5kjKocGCQBTCjaFGCpfQBptXX32V6667DoB///d/p7KyssAtkpRrUQoE/Udo7i5Kr0GKo9AGm0svvZT29nbOPfdcTj755EI3R1KBhK1qM1SgAUONFAahDDb33HMPv/jFL2hqamLhwoWFbo6kPApjl9TAObSGYqiRwqGs0A3Y3aZNm7jyyisBWLBgAZMnTx7T43V2dtLZ2Zn6u7W1dUyPJyneMg1RBhopXEJXsbnqqqt48803Ofroo/nkJz855sdbsGABjY2NqUtzc3MWWikplxKJRN4PAR+pItOvv22DtVFS4Y0q2PT09OxSmh3t5a677trlcZcuXcqdd95JaWkpt99+OyUlY89d8+fPp6WlJXVZvXr1mB9TUjyk08UEGGSkCAlNV1RnZyef+tSnALj88st55zvfmZXHrays9IgqKaISicQuoSMIgjGFi0yqPoYYKZpGFWzKyspYuXLlmJ98n332SV3/8Y9/zAsvvEBZWRmHHHIIixcv3mP55557LnX92WefTS1z9NFHs//++4+5PZLCZ6zhxjAjFZdRV2xmzZqVzXakBvj29PRwySWXjLj8fffdx3333QfAnXfeabCRitxox+AYZqR4CU1XlCQNZbCqzVgfT1I8heaoqAsvvHCPow12vzz00EOp5a+77rrU/1944YWFa7ik0BlpWyIpvqzYSIqE3as2/f8nSQMZbCRFhkFG0khC0xUlSZI0VgYbSZIUG5HqipozZ46laEmSNCQrNpIkKTYMNpIkKTYMNpIkKTYMNpIkKTYMNpIkKTYMNpIkKTYMNpIkKTYiNY9NNvTPg9Pa2lrglkiSpHT177dHms+u6IJNW1sbAM3NzQVuiSRJylRbWxuNjY1D3h4kimwq376+PtatW0d9ff0eZwqOi9bWVpqbm1m9ejUNDQ2Fbo6UN677KkbFst4nEgna2tqYMmUKJSVDj6QpuopNSUkJU6dOLXQz8qKhoSHWK7k0FNd9FaNiWO+Hq9T0c/CwJEmKDYONJEmKDYNNDFVWVnLddddRWVlZ6KZIeeW6r2Lker+rohs8LEmS4suKjSRJig2DjSRJig2DjSRJig2DjSRJig2DTZGZM2cOQRCkdZGi4vXXX+eqq67i4IMPpra2lvHjx3PUUUfxjW98g/b29kI3T8qadLffc+bMKXRTC6boZh6WFC9Llizh3HPPpaWlJfV/7e3tLF++nOXLl7No0SJ+9rOfccABBxSwlZLyxWBTpI488kjuvPPOQjdDGpOnn36ac845h/b2durq6pg/fz5z586lo6ODxYsX8x//8R88//zznHrqqSxfvpy6urpCN1nKiksvvZTLLrtsyNtra2vz2JpwMdgUqdraWg499NBCN0Mak8997nO0t7dTVlbGr371K4499tjUbSeddBIzZszg6quvZtWqVXzzm9/k2muvLWBrpeyZNGmS2/AhOMZGUiQtX76cpUuXAnDxxRfvEmr6feELX+Dggw8G4JZbbqG7uzufTZRUAAYbSZF0//33p65fdNFFgy5TUlLC+eefD8DmzZtTQUhSfBlsJEXSI488AiS7VY844oghlzvxxBNT1x999NGct0tSYRlsitSqVat497vfTX19PVVVVUydOpUzzjiDu+++23K9ImHlypUAHHjggZSVDT1ccNasWXvcR4q6//7v/+aggw6iurqa+vp6ZsyYwQUXXMBDDz1U6KYVnCfBLDJz5sxh2bJlwy5zyCGHcO+996bGJkhhs337dqqrqwE49dRTefDBB4ddvq6ujm3btnHMMcfw+OOP56OJUk6kM8fYmWeeyV133UVjY2MeWhQ+HhVVZEpKSjj55JP50Ic+xOGHH86ECRNoa2tjxYoVfOc732HlypU899xzzJ07lz/96U9Mmzat0E2W9tDW1pa6ns4h3LW1tWzbto2tW7fmsllSztXU1HD66adz8sknM2vWLOrq6njrrbdYtmwZt99+Oxs3buT+++/njDPO4Ne//jXl5eWFbnLeWbEpMlu2bKGpqWnQ27q7u7nkkkv4/ve/D8C8efP48Y9/nMfWSelZvXp1KnSfd9553H333cMuP23aNFavXs3b3vY2XnzxxXw0UcqJ4bbh69ev54Mf/CBPPfUUAN/61re4/PLL89i6cHCMTQj19PSkPW32cJe77rprj8ce6gsBUF5ezqJFi1JjEn7yk5+wdu3aHL1KafSqqqpS17u6ukZcvrOzEyDVfSVF1XDb8MmTJ3PvvfdSUVEBwG233ZanVoWLwUa7KCsr4+KLL079PdJ4HKkQ6uvrU9fT6V7atm0bkF63lRRlBxxwAO9973sBePHFF1m3bl2BW5R/jrEJobKysqwcvbHPPvuM6n6HHHJI6roVG4VRVVUVEydOZMOGDaxZs2bYZTdv3pwKNs3NzflonlRQhxxyCEuWLAGS2/ApU6YUuEX5ZbAJqYGHqOabw64UBQcffDCPPPIIL774Ij09PUMe8r1q1apd7iPFXbFvw+2K0h6ee+651PViS/qKjuOPPx5IdjM9+eSTQy43sDt19uzZOW+XVGjFvg032GgXPT093HHHHam/3/Oe9xSwNdLQzjzzzNT1oc5U39fXlzpiqqmpiblz5+ajaVLBvPzyy/z6178GkuNt9t133wK3KP8MNkXkoYceYsuWLUPe3t3dzSc+8YlU6f60005zTIJC66ijjuKEE04A4Hvf+96gE+8tXLgwNV7tiiuuKMo5PRQfDzzwAD09PUPevn79es4666zU7PGf+cxn8tW0UHEemyJy4YUXct9993H66aczZ84cDjroIBoaGti6dStPPvlkaoI+gEmTJvGHP/yB/fffv8Ctlob21FNPMXv2bDo6Oqirq+Oaa65h7ty5dHR0sHjxYr773e8CMHPmTJ544oldjqaSomb69Ol0d3fz0Y9+lGOPPZbp06dTXV3Nhg0bWLp0aWqCPkh21f7mN7+hsrKywK3OP4NNEbnwwgtTk+8N57DDDmPx4sW7HB0lhdUDDzzAxz/+cVpbWwe9febMmSxZsoQDDzwwzy2Tsmv69Om89tprIy730Y9+lEWLFg07502cGWyKyMqVK/nlL3/J448/znPPPcdbb73Fpk2bqKysZPLkyRx55JGcddZZzJs3j9LS0kI3V0rba6+9xre+9S2WLFnCmjVrqKio4MADD+Tss8/mH//xH6mpqSl0E6UxW7ZsGcuWLePxxx/n5ZdfZsOGDbS2tlJXV0dzczPHHXccF1xwAccee2yhm1pQBhtJkhQbDh6WJEmxYbCRJEmxYbCRJEmxYbCRJEmxYbCRJEmxYbCRJEmxYbCRJEmxYbCRJEmxYbCRJEmxYbCRJEmxYbCRJEmxYbCRJEmxYbCRJEmxYbCRJEmxYbCRJEmx8f8Dyr67bQ5oksMAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for _M in range(1,20):\n", + " _N = 0\n", + " source = dataset.dataset[_N,...]\n", + " destination = dataset.dataset[_M,...]\n", + "\n", + " out = interpolate_shape_data(source, destination, M=g_Interpolation, p=-1)\n", + " out_mlv = model.encoder(out).numpy()\n", + " R = np.linalg.norm(out_mlv[-1,...] - out_mlv[0,...])\n", + " if R < 1.5:\n", + " plt.scatter2d(out_mlv, s=1, c=range(out_mlv.shape[0]), cmap='jet')\n", + "plt.apply_boundary()" + ] + }, + { + "cell_type": "code", + "execution_count": 260, + "id": "b205ef0f", + "metadata": {}, + "outputs": [], + "source": [ + "_P = 0\n", + "_PROGRESS = True" + ] + }, + { + "cell_type": "code", + "execution_count": 261, + "id": "178ebaee", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a3b62f8bb6784673a40fd52647715d58", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/202 [00:00<?, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x700 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_N,_M = (2,23)\n", + "\n", + "fig, ax = plt.subplots(1,2, figsize=(15,7))\n", + "source = dataset.dataset[_N,...]\n", + "destination = dataset.dataset[_M,...]\n", + "\n", + "out = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "out_mlv = model.encoder(out).numpy()\n", + "ax[0].scatter(out_mlv[...,0], out_mlv[...,1], s=1, c=range(out_mlv.shape[0]), cmap='jet')\n", + "plt.apply_boundary(_plt=ax[0])\n", + "\n", + "interpolated = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "distances, _labels = DistanceCovariance(model, interpolated, np.arange(interpolated.shape[0]))\n", + "ax[1].scatter(distances[...,0], distances[...,1], c=_labels, cmap='jet')\n", + "\n", + "_ = _" + ] + }, + { + "cell_type": "code", + "execution_count": 262, + "id": "708b368a", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4951e01d51a24afd949cfb9c685094f4", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/202 [00:00<?, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x700 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_N,_M = (2,24)\n", + "\n", + "fig, ax = plt.subplots(1,2, figsize=(15,7))\n", + "source = dataset.dataset[_N,...]\n", + "destination = dataset.dataset[_M,...]\n", + "\n", + "out = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "out_mlv = model.encoder(out).numpy()\n", + "ax[0].scatter(out_mlv[...,0], out_mlv[...,1], s=1, c=range(out_mlv.shape[0]), cmap='jet')\n", + "plt.apply_boundary(_plt=ax[0])\n", + "\n", + "interpolated = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "distances, _labels = DistanceCovariance(model, interpolated, np.arange(interpolated.shape[0]))\n", + "ax[1].scatter(distances[...,0], distances[...,1], c=_labels, cmap='jet')\n", + "\n", + "_ = _" + ] + }, + { + "cell_type": "code", + "execution_count": 263, + "id": "d68402d8", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5407fc16c2e74ca29ef739feba921596", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/202 [00:00<?, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x700 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_N,_M = (2,25)\n", + "\n", + "fig, ax = plt.subplots(1,2, figsize=(15,7))\n", + "source = dataset.dataset[_N,...]\n", + "destination = dataset.dataset[_M,...]\n", + "\n", + "out = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "out_mlv = model.encoder(out).numpy()\n", + "ax[0].scatter(out_mlv[...,0], out_mlv[...,1], s=1, c=range(out_mlv.shape[0]), cmap='jet')\n", + "plt.apply_boundary(_plt=ax[0])\n", + "\n", + "interpolated = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "distances, _labels = DistanceCovariance(model, interpolated, np.arange(interpolated.shape[0]))\n", + "ax[1].scatter(distances[...,0], distances[...,1], c=_labels, cmap='jet')\n", + "\n", + "_ = _" + ] + }, + { + "cell_type": "code", + "execution_count": 264, + "id": "77dec483", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3e012fbce2de4bf4bcfa88778e578613", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/202 [00:00<?, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x700 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_N,_M = (2,26)\n", + "\n", + "fig, ax = plt.subplots(1,2, figsize=(15,7))\n", + "source = dataset.dataset[_N,...]\n", + "destination = dataset.dataset[_M,...]\n", + "\n", + "out = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "out_mlv = model.encoder(out).numpy()\n", + "ax[0].scatter(out_mlv[...,0], out_mlv[...,1], s=1, c=range(out_mlv.shape[0]), cmap='jet')\n", + "plt.apply_boundary(_plt=ax[0])\n", + "\n", + "interpolated = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "distances, _labels = DistanceCovariance(model, interpolated, np.arange(interpolated.shape[0]))\n", + "ax[1].scatter(distances[...,0], distances[...,1], c=_labels, cmap='jet')\n", + "\n", + "_ = _" + ] + }, + { + "cell_type": "code", + "execution_count": 265, + "id": "0f8d9a7c", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9f4e4d7ee7d34f46b88e58fd1fcf7cea", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/202 [00:00<?, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x700 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_N,_M = (2,27)\n", + "\n", + "fig, ax = plt.subplots(1,2, figsize=(15,7))\n", + "source = dataset.dataset[_N,...]\n", + "destination = dataset.dataset[_M,...]\n", + "\n", + "out = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "out_mlv = model.encoder(out).numpy()\n", + "ax[0].scatter(out_mlv[...,0], out_mlv[...,1], s=1, c=range(out_mlv.shape[0]), cmap='jet')\n", + "plt.apply_boundary(_plt=ax[0])\n", + "\n", + "interpolated = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "distances, _labels = DistanceCovariance(model, interpolated, np.arange(interpolated.shape[0]))\n", + "ax[1].scatter(distances[...,0], distances[...,1], c=_labels, cmap='jet')\n", + "\n", + "_ = _" + ] + }, + { + "cell_type": "code", + "execution_count": 266, + "id": "49f2357a", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "685af8347057458dbf4566021146ab18", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/202 [00:00<?, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x700 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_N,_M = (2,28)\n", + "\n", + "fig, ax = plt.subplots(1,2, figsize=(15,7))\n", + "source = dataset.dataset[_N,...]\n", + "destination = dataset.dataset[_M,...]\n", + "\n", + "out = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "out_mlv = model.encoder(out).numpy()\n", + "ax[0].scatter(out_mlv[...,0], out_mlv[...,1], s=1, c=range(out_mlv.shape[0]), cmap='jet')\n", + "plt.apply_boundary(_plt=ax[0])\n", + "\n", + "interpolated = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "distances, _labels = DistanceCovariance(model, interpolated, np.arange(interpolated.shape[0]))\n", + "ax[1].scatter(distances[...,0], distances[...,1], c=_labels, cmap='jet')\n", + "\n", + "_ = _" + ] + }, + { + "cell_type": "code", + "execution_count": 267, + "id": "c8c890fd", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3d2685557cfb4de198c8d06a3ed11a7f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/202 [00:00<?, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x700 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_N,_M = (2,29)\n", + "\n", + "fig, ax = plt.subplots(1,2, figsize=(15,7))\n", + "source = dataset.dataset[_N,...]\n", + "destination = dataset.dataset[_M,...]\n", + "\n", + "out = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "out_mlv = model.encoder(out).numpy()\n", + "ax[0].scatter(out_mlv[...,0], out_mlv[...,1], s=1, c=range(out_mlv.shape[0]), cmap='jet')\n", + "plt.apply_boundary(_plt=ax[0])\n", + "\n", + "interpolated = interpolate_shape_data(source, destination, M=g_Interpolation, p=_P, progress=_PROGRESS)\n", + "distances, _labels = DistanceCovariance(model, interpolated, np.arange(interpolated.shape[0]))\n", + "ax[1].scatter(distances[...,0], distances[...,1], c=_labels, cmap='jet')\n", + "\n", + "_ = _" + ] + }, + { + "cell_type": "markdown", + "id": "ae236fe1", + "metadata": { + "heading_collapsed": true + }, + "source": [ + "# END" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1e96e010", + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tfnb", + "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 +} |