show deformation of z0
This commit is contained in:
ritchie46 committed
1 parent
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commit
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1 file changed
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-165
@@ -2,20 +2,9 @@
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"cells": [
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"cells": [
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 1,
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"execution_count": 4,
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"metadata": {},
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"metadata": {},
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"outputs": [
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"outputs": [],
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/opt/miniconda3/lib/python3.7/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
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" return f(*args, **kwds)\n",
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"/opt/miniconda3/lib/python3.7/importlib/_bootstrap.py:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
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" return f(*args, **kwds)\n"
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]
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}
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],
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"source": [
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"source": [
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"import torch\n",
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"import torch\n",
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"import torch.distributions as dist\n",
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"import torch.distributions as dist\n",
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@@ -30,7 +19,7 @@
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},
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 2,
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"execution_count": 5,
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"metadata": {},
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"metadata": {},
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"outputs": [
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"outputs": [
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{
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{
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@@ -71,7 +60,7 @@
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},
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 3,
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"execution_count": 6,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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@@ -91,7 +80,7 @@
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},
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 13,
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"execution_count": 7,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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@@ -115,7 +104,7 @@
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},
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 14,
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"execution_count": 8,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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@@ -139,38 +128,12 @@
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},
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 15,
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"execution_count": 31,
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"metadata": {},
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"metadata": {},
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"outputs": [
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"7.081789970397949\n",
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"-1.5720300674438477\n",
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"-1.69443941116333\n",
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"-1.729958176612854\n",
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"-1.8595564365386963\n",
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"-1.9899163246154785\n",
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"-2.0382988452911377\n",
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"-1.9997092485427856\n",
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"-2.0793168544769287\n",
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"-2.0802063941955566\n",
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"-2.0913383960723877\n",
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"-2.1372179985046387\n",
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"-2.0813987255096436\n",
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"-2.0998356342315674\n",
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"-2.144646406173706\n",
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"-2.1293299198150635\n",
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"-2.131404161453247\n",
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"-2.124556541442871\n",
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"-2.130248785018921\n",
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"-2.1258010864257812\n"
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]
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},
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{
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{
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"data": {
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"data": {
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"image/png": 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truncated
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"image/png": 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truncated
|
||||||
"text/plain": [
|
"text/plain": [
|
||||||
"<Figure size 576x576 with 1 Axes>"
|
"<Figure size 576x576 with 1 Axes>"
|
||||||
]
|
]
|
||||||
@@ -180,73 +143,9 @@
|
|||||||
},
|
},
|
||||||
"output_type": "display_data"
|
"output_type": "display_data"
|
||||||
},
|
},
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"7.227710723876953\n",
|
|
||||||
"-1.6332224607467651\n",
|
|
||||||
"-2.039360523223877\n",
|
|
||||||
"-2.1143529415130615\n",
|
|
||||||
"-2.158047676086426\n",
|
|
||||||
"-2.224893569946289\n",
|
|
||||||
"-2.3200197219848633\n",
|
|
||||||
"-2.4321200847625732\n",
|
|
||||||
"-2.5237982273101807\n",
|
|
||||||
"-2.5679492950439453\n",
|
|
||||||
"-2.562753915786743\n",
|
|
||||||
"-2.608482837677002\n",
|
|
||||||
"-2.5885350704193115\n",
|
|
||||||
"-2.5790138244628906\n",
|
|
||||||
"-2.6208927631378174\n",
|
|
||||||
"-2.598677635192871\n",
|
|
||||||
"-2.6360654830932617\n",
|
|
||||||
"-2.596367597579956\n",
|
|
||||||
"-2.6085078716278076\n",
|
|
||||||
"-2.5970170497894287\n"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
{
|
||||||
"data": {
|
"data": {
|
||||||
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truncated
|
||||||
"text/plain": [
|
|
||||||
"<Figure size 576x576 with 1 Axes>"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"metadata": {
|
|
||||||
"needs_background": "light"
|
|
||||||
},
|
|
||||||
"output_type": "display_data"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"name": "stdout",
|
|
||||||
"output_type": "stream",
|
|
||||||
"text": [
|
|
||||||
"7.789675712585449\n",
|
|
||||||
"-1.4998537302017212\n",
|
|
||||||
"-2.0710737705230713\n",
|
|
||||||
"-2.1402716636657715\n",
|
|
||||||
"-2.293973207473755\n",
|
|
||||||
"-2.602153778076172\n",
|
|
||||||
"-2.6520471572875977\n",
|
|
||||||
"-2.66560697555542\n",
|
|
||||||
"-2.705259084701538\n",
|
|
||||||
"-2.7171711921691895\n",
|
|
||||||
"-2.701683521270752\n",
|
|
||||||
"-2.7155864238739014\n",
|
|
||||||
"-2.7236075401306152\n",
|
|
||||||
"-2.7183070182800293\n",
|
|
||||||
"-2.7170650959014893\n",
|
|
||||||
"-2.7138686180114746\n",
|
|
||||||
"-2.7275519371032715\n",
|
|
||||||
"-2.71669602394104\n",
|
|
||||||
"-2.730074882507324\n",
|
|
||||||
"-2.706491470336914\n"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"data": {
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|
||||||
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAeIAAAHiCAYAAAA06c+jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdWbBlaXbY9f+3573PdM+dMvNmVtbUrVYPkiy5ZWNbCAsHEGEJggcTDggeTNgoeLARgxC2HyxMBA6GCAJ4ARQMDwaDAz2B7SAICNRGQVtyt1q0Vd3V1TXkeDPvdMY972/gYZ97Oysra+rKzlvD+kVUVN3Mc/cZ7q2zzvq+tdannHMIIYQQ4nJ4l/0AhBBCiM8yCcRCCCHEJZJALIQQQlwiCcRCCCHEJZJALIQQQlwiCcRCCCHEJZJALMTHmFIqVUr9b0qppVLqf1FK/Tml1G9f9uMSQjw9EoiFeEaUUreUUkdKqcEjf/YXlFK/9R7f9meAK8COc+5f+FE/xg9DKfULSqn/e/Mh4da73OZXlFJvKaUKpdR3lVI/9owfphAfexKIhXi2AuBXPsTtnwdec87pH9Hj+SgK4L8D/p0n/aVS6i8Afx74RWAI/BJw+swenRCfEBKIhXi2/hPgV5VSW+93Q6XUXwf+GvBnlVK5UurPP+E2f1wp9Q83Wek/VEr98c2f/4JS6h89crv/Uyn1u498/dtKqX9+89//rlLqvlJqrZT6nlLqT32QJ+Kc+13n3N8E3nzC4/KAXwf+Tefcd1zvDefc7INcW4jPEgnEQjxb3wB+C/jV97uhc+7Xgb8B/G3n3NA5998++vdKqW3g7wL/BbAD/KfA31VK7QBfBz6nlNpVSgXAV4AbSqmRUioF/jDw/yilvgD8ReBnnXMj4J8Bbm2u/3NKqcUP+TxvbP75ilLq7mZ5+q9vArQQ4hHyP4UQz95fA/6SUmrvI17nF4HvO+f+pnNOO+f+J+BV4J91ztX0Qf/nga8C3wZ+G/gTwD+2+b4zwAAx8CWlVOicu+WcewPAOffbzrn3zdzfxY3Nv/9p4CeAXwD+RfqlaiHEIyQQC/GMOef+APg7wF9+9M+VUn91swSdK6X+qw9wqQPg9mN/dhu4vvnvrwF/kj4Yf40+E/8nNv98bfNYXgf+DeDfA46VUv+zUurgwz+rd6g2//6PnXML59wt4L8G/vRTuLYQnyoSiIW4HL8O/Kv8IGjinPsbmyXooXPuX/sA1zikL+Z61E3g/ua/Hw/EX+OxQLy537/lnPu5zbUc8B/9ME/oMd8D2s31hBDvQQKxEJdgk4n+beBf/wiX+XvAjyml/iWlVKCU+rPAl+izbYD/F/gC8EeA33XOvUIfbP8o8PcBlFJfUEr9k0qpGKjpM1nzQe5cKeUppRIg7L9UiVIq2jy/cvP8fm2zL32D/oPH33n3Kwrx2SSBWIjL8+8Dg/e91bvY7PH+EvBvA2fArwG/5Jw73fx9Afwe8Ipzrt1829eB2865483XMfAf0rcVPQT2gb8KoJT6x5VS+Xs8hJ+nD9x/jz4Tr4D/45G//4tATp+5fx34W/TtTkKIRyjnZOVICCGEuCySEQshhBCXSAKxEEIIcYkkEAshhBCXSAKxEEIIcYkkEAshhBCXKLiMO93d3XUvvPDCZdy1EEII8cx985vfPHXOPXGs7aUE4hdeeIFvfOMbl3HXQgghxDOnlHp8HO0FWZoWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISSSAWQgghLpEEYiGEEOISPZVArJTaUkr9plLqVaXUd5VSf+xpXFcIIYT4tAue0nX+c+B/d879GaVUBGRP6bpCCCHEp9pHDsRKqTHw88CfA3DOtUD7Ua8rhBBCfBY8jaXpl4AT4L9XSn1LKfXfKKUGj99IKfXLSqlvKKW+cXJy8hTuVgghhPjkexqBOAB+BvgvnXM/DRTAX378Rs6533DOfdU599W9vb2ncLdCCCHEJ9/TCMT3gHvOud/ZfP2b9IFZCCGEEO/jIwdi59xD4K5S6gubP/pTwHc+6nWFEEKIz4KnVTX9l4D/cVMx/Sbwrzyl6wohhBCfak8lEDvnfh/46tO4lhBCCPFZIpO1hBBCiEskgVgIIYS4RBKIhRBCiEskgVgIIYS4RBKIhRBCiEskgVgIIYS4RBKIhRBCiEskgVgIIYS4RBKIhRBCiEskgVgIIYS4RBKIhRBCiEskgVgIIYS4RBKIhRBCiEskgVgIIYS4RBKIhRBCiEskgVgIIYS4RBKIhRBCiEskgVgIIYS4RBKIhRBCiEskgVgIIYS4RMFlPwAhhPiw6s5wljc02hIHHjvDmCT0L/thCfFDkUAshPhEqTvD/XlJFPhkkU9nHG+c5KSBB0pJYBafOLI0LYT4RDnLG6LAJwo8lFJY55gXDWdlSxb5WAf35yV1Zy77oQrxgUggFkJ8ojTaEvrq4ut50ZKFAc6BUooo8IgCn7O8ucRHKcQHJ0vTQjwlsm/5bMSBR2ccUdAH49ZYAk8R+z/IK0JfUbYfLCOWn5u4bJIRC/EUnO9bVq1hVbXcPi341u0Zi7L9kd/nmyf5Z2opdmcY02pDqy3OORRQtoatLLq4TWcccfD+b2/nr6F1yLK2uDSSEYtPtWeV7ZzlDc7BWdESBR6jNGRetnzttWN+bH/EOA2f6n3/qAuWPsrr9qN+zZPQ5/o04yxvKFvDzjCmbjWeUjjn6Iyj1Ybr0+x9r/XofjNwkWWf5c0H+n4hngYJxOJT60nB6v685Po0e+rBuNGWvOmIAo/Q92i0Ia876s5wd1YySAJunxV86WDytszt/R7/uwW0xwOIdZZ50VCGPs9Ns4/0XM9fN+cgbzrKxnDnrOCLBxOS0H/PIPusXvPzYPzo/Z4H5jjwPvD9NdqSRW+/3YdZ1hbiaZClafGp9Xh17Y+yiCcOPMrGEHh9RrUsOzrraDtLpx3jJCTwPL57uPxAy56PL5lWreFbt2f8/t0537x9xncerDhd1xfXepoFS49m9w7FKA3xPY/fvzPnzeP1ey7jPsvX/FHngfmlveGHCvrn+82P+qDL2kI8LZIRi0+tj5rtPCkjBZ6YEe4MY+6cFVStIY18ylazrjrGaUga+yilSCOfdWU5nJfEoc+q1pRtRxYGb1u6rjvDK4cL6s4yiAKyyGdedhgLd88KroxTmlazDjxaY7k6Sd9WsFR3hnnR0miDte5tWevjz2kQBxSNftvzeTy7B0gjn8NFn9nvjN59GffjmGG+18rCzjDm/ry8eJwfZllbiKdFPvaJT62Pku08qYjnjZP8XTPCJPT54sEEbS2rugMcRauZFy2tsTTaoK3D9+HOrKRsDcuywRhYVh1V29/fomy5Py9pWsso7jPc147WOBytsaAUWRywO0pYVR0KxcNFyWle8+ZxzqruuHNW4ByEvkcQeBeP8d2y7LI1b3s+OPe27B5AG0foe1j79tcz9BWNtk/lNf9ReL9irPNM2lN9wZen+JFsXQjxXiQjFp9aHybbeTxrarR9RxFP2WhQvGtGuJVF/Mzz27x1knPnrGBZabYSxemq5v6sZDqImWYhw6TPQuMgIAw8OmMpWs32IObVwyV+4DGvOvLWsDOMUE5R1Jq6/UG2GWyez/15ycNlzReujQkzj+8/XDMrWrayiO1BxFeuT962NPzocypazSAOKRrNOA0vnk9nLEpxkd1r42hNH6zPipbOrDcfPjzi0GfnkT3vD5thfpjCrh+mCOyDFGM9vt8sxLMmGbH41Pqg2c6TsqY7ZwXG2rfdzjr3vhkhwKJseXlvxM++sM266ni4rIl8hcLxYFkxTgPyRjMrGu7NS2Z5w7ruMNby1lmJNhalHHfOCl65v6RsNbfPCh6uK6rOsKpbbp+W1J3mLG/orOHBsuRo1XCyrokChbYG5+BoVWOspdH2HYMwGm1Jwn55+5yxlqNlRRr5PFhVnOYN4BjEAY1xeM4xyxs6Y5nlLeuypdL2h8owP0zr0Ae97eMtXatav+05v9vPTIjLJBmx+FR4t2zpg2Q7T8qaBknAybrh5s4P/hfxlIK3v6e/Y9n1vNDJ8+BwXuH7iqIxnJUNwzTk+Z0Bp3nLsmzxPQ/Pg4erirzWvH6UU7YdjbHsj2Ju7mQcLkr+0eGKQRxwc3vAybrhrZMCpRxXJwmzomF/nPJwWZNvMvahFzKIQyZZSNVaTtYNB1vpxeM9zwrjwKPuLCh4sKjIG83pumZ/lHB1kjKMQ07WNUkUULYdL+8NmZUNi6LDAXHoM0wjxkn4Q2WYH6Z16IPc9kkV24uiIfAU4zR815+ZEJdNArH4xPuoLTNPKjDaG8bcOi1oN1lkZxxZHKCce9ufPb7s2miL7ytunxUcr2tGScAg9llWGpxidxjxB/eW7E8SzoqGedFhN0Mpjlc1kyyk7TRHS0caef0ec2f48sGE3WHCsmp58zTnYJLggIPpAN/rl5mLRvPCzoDZZl868KBsLKs65PNXRgB893CJc5DFPqHv8aBsiTzYymLyusM5hXH98xilIXHo46k+aPdFYy0HWylq07NbdeaHLsb6MIVd57etO8PRsuI0b7G2f4znH7qeFKz3RgnH65ok9KUYS3xsSSAWn3hPegM+rzyeZvH77ic+PjIRwPcLine truncated
|
|
||||||
"text/plain": [
|
"text/plain": [
|
||||||
"<Figure size 576x576 with 1 Axes>"
|
"<Figure size 576x576 with 1 Axes>"
|
||||||
]
|
]
|
||||||
@@ -258,69 +157,245 @@
|
|||||||
}
|
}
|
||||||
],
|
],
|
||||||
"source": [
|
"source": [
|
||||||
"def show_samples(s, title):\n",
|
"def show_samples(s0, sk, mu, title):\n",
|
||||||
" plt.figure(figsize=(8, 8))\n",
|
" \n",
|
||||||
" plt.scatter(s[:, 0], s[:, 1], alpha=0.1)\n",
|
" alpha = 0.2\n",
|
||||||
" plt.xlim(-7.5, 7.5)\n",
|
" \n",
|
||||||
" plt.ylim(-7.5, 7.5)\n",
|
" mask_1 = (z0.data[:, 0] > mu[0]) & (z0.data[:, 1] > mu[1])\n",
|
||||||
" plt.title(title)\n",
|
" mask_2 = (z0.data[:, 0] > mu[0]) & (z0.data[:, 1] < mu[1])\n",
|
||||||
" plt.show()\n",
|
" mask_3 = (z0.data[:, 0] < mu[0]) & (z0.data[:, 1] > mu[1])\n",
|
||||||
|
" mask_4 = (z0.data[:, 0] < mu[0]) & (z0.data[:, 1] < mu[1])\n",
|
||||||
|
" \n",
|
||||||
|
" for s, title in zip([s0, sk], ['Base distribution $z_0$', title]):\n",
|
||||||
|
" plt.figure(figsize=(8, 8))\n",
|
||||||
|
" plt.title(title)\n",
|
||||||
|
" plt.scatter(s[:, 0][mask_1], s[:, 1][mask_1], color='C0', alpha=alpha)\n",
|
||||||
|
" plt.scatter(s[:, 0][mask_2], s[:, 1][mask_2], color='C1', alpha=alpha)\n",
|
||||||
|
" plt.scatter(s[:, 0][mask_3], s[:, 1][mask_3], color='C3', alpha=alpha)\n",
|
||||||
|
" plt.scatter(s[:, 0][mask_4], s[:, 1][mask_4], color='C4', alpha=alpha)\n",
|
||||||
"\n",
|
"\n",
|
||||||
|
" plt.xlim(-7.5, 7.5)\n",
|
||||||
|
" plt.ylim(-7.5, 7.5)\n",
|
||||||
|
" plt.show()\n",
|
||||||
"\n",
|
"\n",
|
||||||
"for n_flows in [4, 8, 16]:\n",
|
"show_samples(z0.data, zk.data, mu, '')"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 33,
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"7.278123378753662\n",
|
||||||
|
"-0.06517407298088074\n",
|
||||||
|
"-1.1498440504074097\n",
|
||||||
|
"-1.2009861469268799\n",
|
||||||
|
"-1.1681851148605347\n",
|
||||||
|
"-1.2341387271881104\n",
|
||||||
|
"-1.2045807838439941\n",
|
||||||
|
"-1.2474123239517212\n",
|
||||||
|
"-1.4144967794418335\n",
|
||||||
|
"-1.5798981189727783\n",
|
||||||
|
"-1.6710907220840454\n",
|
||||||
|
"-1.650998830795288\n",
|
||||||
|
"-1.6613128185272217\n",
|
||||||
|
"-1.7138704061508179\n",
|
||||||
|
"-1.7263134717941284\n",
|
||||||
|
"-1.6816388368606567\n",
|
||||||
|
"-1.6935312747955322\n",
|
||||||
|
"-1.7197072505950928\n",
|
||||||
|
"-1.7608659267425537\n",
|
||||||
|
"-1.6937004327774048\n"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"image/png": 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truncated
|
||||||
|
"text/plain": [
|
||||||
|
"<Figure size 576x576 with 1 Axes>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {
|
||||||
|
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|
||||||
|
},
|
||||||
|
"output_type": "display_data"
|
||||||
|
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|
||||||
|
{
|
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|
"data": {
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truncated
|
||||||
|
"text/plain": [
|
||||||
|
"<Figure size 576x576 with 1 Axes>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {
|
||||||
|
"needs_background": "light"
|
||||||
|
},
|
||||||
|
"output_type": "display_data"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"7.100916862487793\n",
|
||||||
|
"-1.6185798645019531\n",
|
||||||
|
"-1.8309497833251953\n",
|
||||||
|
"-2.0495121479034424\n",
|
||||||
|
"-2.0638716220855713\n",
|
||||||
|
"-2.0980236530303955\n",
|
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|
"-2.111708164215088\n",
|
||||||
|
"-2.1428263187408447\n",
|
||||||
|
"-2.1643121242523193\n",
|
||||||
|
"-2.1826276779174805\n",
|
||||||
|
"-2.189134120941162\n",
|
||||||
|
"-2.2182157039642334\n",
|
||||||
|
"-2.232978105545044\n",
|
||||||
|
"-2.196544647216797\n",
|
||||||
|
"-2.259760856628418\n",
|
||||||
|
"-2.280242681503296\n",
|
||||||
|
"-2.2523412704467773\n",
|
||||||
|
"-2.302569627761841\n",
|
||||||
|
"-2.290229558944702\n",
|
||||||
|
"-2.3094608783721924\n"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
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truncated
|
||||||
|
"text/plain": [
|
||||||
|
"<Figure size 576x576 with 1 Axes>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {
|
||||||
|
"needs_background": "light"
|
||||||
|
},
|
||||||
|
"output_type": "display_data"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
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truncated
|
||||||
|
"text/plain": [
|
||||||
|
"<Figure size 576x576 with 1 Axes>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {
|
||||||
|
"needs_background": "light"
|
||||||
|
},
|
||||||
|
"output_type": "display_data"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"7.049882411956787\n",
|
||||||
|
"-1.682941198348999\n",
|
||||||
|
"-2.020503044128418\n",
|
||||||
|
"-2.090329170227051\n",
|
||||||
|
"-2.1708309650421143\n",
|
||||||
|
"-2.2287774085998535\n",
|
||||||
|
"-2.4648280143737793\n",
|
||||||
|
"-2.555990219116211\n",
|
||||||
|
"-2.5283095836639404\n",
|
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|
"-2.569547653198242\n",
|
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|
"-2.5590107440948486\n",
|
||||||
|
"-2.577707529067993\n",
|
||||||
|
"-2.586432695388794\n",
|
||||||
|
"-2.595658540725708\n",
|
||||||
|
"-2.586582660675049\n",
|
||||||
|
"-2.6460869312286377\n",
|
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|
"-2.6358773708343506\n",
|
||||||
|
"-2.6345860958099365\n",
|
||||||
|
"-2.6267106533050537\n",
|
||||||
|
"-2.644540786743164\n"
|
||||||
|
]
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||||||
|
},
|
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|
{
|
||||||
|
"data": {
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truncated
|
||||||
|
"text/plain": [
|
||||||
|
"<Figure size 576x576 with 1 Axes>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {
|
||||||
|
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|
||||||
|
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|
||||||
|
"output_type": "display_data"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
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truncated
|
||||||
|
"text/plain": [
|
||||||
|
"<Figure size 576x576 with 1 Axes>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {
|
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|
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|
||||||
|
},
|
||||||
|
"output_type": "display_data"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"7.500013828277588\n",
|
||||||
|
"-1.5257598161697388\n",
|
||||||
|
"-1.9692480564117432\n",
|
||||||
|
"-2.0864098072052\n",
|
||||||
|
"-2.1868417263031006\n",
|
||||||
|
"-2.4774999618530273\n",
|
||||||
|
"-2.549960136413574\n",
|
||||||
|
"-2.693189859390259\n",
|
||||||
|
"-2.6896300315856934\n",
|
||||||
|
"-2.6878716945648193\n",
|
||||||
|
"-2.725862503051758\n",
|
||||||
|
"-2.715972423553467\n",
|
||||||
|
"-2.7163946628570557\n",
|
||||||
|
"-2.737302780151367\n",
|
||||||
|
"-2.6942050457000732\n",
|
||||||
|
"-2.735264539718628\n",
|
||||||
|
"-2.7352728843688965\n",
|
||||||
|
"-2.7217235565185547\n",
|
||||||
|
"-2.73087477684021\n",
|
||||||
|
"-2.7370047569274902\n"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"image/png": 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truncated
|
||||||
|
"text/plain": [
|
||||||
|
"<Figure size 576x576 with 1 Axes>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {
|
||||||
|
"needs_background": "light"
|
||||||
|
},
|
||||||
|
"output_type": "display_data"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"image/png": 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truncated
|
||||||
|
"text/plain": [
|
||||||
|
"<Figure size 576x576 with 1 Axes>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {
|
||||||
|
"needs_background": "light"
|
||||||
|
},
|
||||||
|
"output_type": "display_data"
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"for n_flows in [1, 4, 8, 16]:\n",
|
||||||
" flow = Flow(dim=2, n_flows=n_flows)\n",
|
" flow = Flow(dim=2, n_flows=n_flows)\n",
|
||||||
" shape = (1000, 2)\n",
|
" shape = (1000, 2)\n",
|
||||||
" train_flow(flow, shape, epochs=5000)\n",
|
" train_flow(flow, shape, epochs=5000)\n",
|
||||||
" z0, zk, ldj, mu, log_var = flow((5000, 2))\n",
|
" z0, zk, ldj, mu, log_var = flow((5000, 2))\n",
|
||||||
" show_samples(zk.data, f\"N-flows: {n_flows}\")\n"
|
" show_samples(z0.data, zk.data, mu, f\"N-flows: {n_flows}\")\n"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": null,
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"image/png": "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 truncated
|
|
||||||
"text/plain": [
|
|
||||||
"<Figure size 576x576 with 1 Axes>"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"metadata": {
|
|
||||||
"needs_background": "light"
|
|
||||||
},
|
|
||||||
"output_type": "display_data"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"data": {
|
|
||||||
"image/png": "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 truncated
|
|
||||||
"text/plain": [
|
|
||||||
"<Figure size 576x576 with 1 Axes>"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
"metadata": {
|
|
||||||
"needs_background": "light"
|
|
||||||
},
|
|
||||||
"output_type": "display_data"
|
|
||||||
}
|
|
||||||
],
|
|
||||||
"source": [
|
|
||||||
"for n in [2, 7, 10]:\n",
|
|
||||||
" flow = Flow(dim=2, n_flows=n)\n",
|
|
||||||
" train_flow(flow, target=target)\n",
|
|
||||||
" z0, zk, ldj, mu, log_var = flow(target.shape)\n",
|
|
||||||
" show_samples(zk.data)\n",
|
|
||||||
"# show_z(zk.data, f\"Gaussian prior, {n} flows\")\n"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"cell_type": "code",
|
|
||||||
"execution_count": null,
|
|
||||||
"metadata": {},
|
|
||||||
"outputs": [],
|
|
||||||
"source": []
|
|
||||||
},
|
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": null,
|
"execution_count": null,
|
||||||
|
|||||||
Reference in new issue
Block a user