mirror of
https://github.com/wassname/viz_torch_optim.git
synced 2026-06-27 18:08:02 +08:00
2075 lines
942 KiB
Plaintext
2075 lines
942 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"This project generates animations of pytorch optimizers solving toy problems.\n",
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"\n",
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"\n",
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"[Some nice animations](http://www.denizyuret.com/2015/03/alec-radfords-animations-for.html) were posted a few years ago by Alex Radford but didn't include Adam or landscapes with noise. [Louis Tiao](http://louistiao.me/notes/visualizing-and-animating-optimization-algorithms-with-matplotlib/) blogged about how to make the visulisations. The [pytorch unit tests](https://github.com/pytorch/pytorch/blob/master/test/test_optim.py) show how to run the optimizers on a test function. I pulled these together and shared the result at https://github.com/wassname/visualizing_torch_optim.\n",
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"\n",
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"References:\n",
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"\n",
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"- functions:\n",
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" - [wikipedia test functions for opt](https://en.wikipedia.org/wiki/Test_functions_for_optimization)\n",
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" - [ssurjano a list of function and thier minima](https://www.sfu.ca/~ssurjano/optimization.html) \n",
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"\n",
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"- online symbolic algebra https://cocalc.com/settings?session=default\n",
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"\n",
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"TODO:\n",
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"- [x] faster saving, to a format that can be converted well\n",
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"- [x] quality saving\n",
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"- [x] lr scheudle\n",
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"- [ ] add noise\n",
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"- [ ] fix float errors on complex functions\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2017-11-17T04:01:13.786631Z",
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"start_time": "2017-11-17T04:01:13.470870Z"
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}
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},
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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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"Populating the interactive namespace from numpy and matplotlib\n"
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]
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}
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],
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"source": [
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"%pylab inline"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2017-11-17T04:01:14.002524Z",
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"start_time": "2017-11-17T04:01:13.803560Z"
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|
},
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"collapsed": true
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|
},
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"outputs": [],
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"source": [
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"import torch\n",
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"from torch.autograd import Variable"
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|
]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2017-11-17T04:01:14.231070Z",
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|
"start_time": "2017-11-17T04:01:14.024656Z"
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|
},
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"collapsed": true
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|
},
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|
"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"\n",
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"from tqdm import tqdm_notebook as tqdm\n",
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"\n",
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"from mpl_toolkits.mplot3d import Axes3D\n",
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"from matplotlib.colors import LogNorm\n",
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"from matplotlib import animation\n",
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"from IPython.display import HTML\n",
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"\n",
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"from collections import defaultdict\n",
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"from itertools import zip_longest\n",
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"from functools import partial"
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]
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},
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|
{
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"cell_type": "code",
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"execution_count": 4,
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|
"metadata": {
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"ExecuteTime": {
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|
"end_time": "2017-11-17T04:01:14.236934Z",
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"start_time": "2017-11-17T04:01:14.233294Z"
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},
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"collapsed": true
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},
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|
"outputs": [],
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"source": [
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"import datetime\n",
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"ts = datetime.datetime.utcnow().strftime('%Y%m%d_%H-%M-%S')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2017-11-16T05:28:54.295281Z",
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"start_time": "2017-11-16T05:28:54.288104Z"
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},
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"collapsed": true
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},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": null,
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|
"metadata": {
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"ExecuteTime": {
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|
"end_time": "2017-11-16T05:28:54.541259Z",
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"start_time": "2017-11-16T05:28:54.535519Z"
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},
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"collapsed": true
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|
},
|
|
"outputs": [],
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|
"source": []
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|
},
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{
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"cell_type": "code",
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"execution_count": null,
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|
"metadata": {
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"ExecuteTime": {
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|
"end_time": "2017-11-16T05:27:02.859311Z",
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"start_time": "2017-11-16T05:27:02.848433Z"
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|
},
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|
"collapsed": true
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|
},
|
|
"outputs": [],
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"source": []
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Helpers to create optimization paths"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"ExecuteTime": {
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"end_time": "2017-11-17T04:01:14.703605Z",
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"start_time": "2017-11-17T04:01:14.693290Z"
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}
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|
},
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"outputs": [
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{
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"ename": "SyntaxError",
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"evalue": "invalid syntax (<ipython-input-5-2fa0739a3850>, line 11)",
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"output_type": "error",
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"traceback": [
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"\u001b[0;36m File \u001b[0;32m\"<ipython-input-5-2fa0739a3850>\"\u001b[0;36m, line \u001b[0;32m11\u001b[0m\n\u001b[0;31m x = itr - (2*cycle - 1)*\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
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]
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}
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],
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"source": [
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"class Cycle(object):\n",
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" \"\"\"\n",
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" Ref: https://arxiv.org/pdf/1506.01186v3.pdf\n",
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" \"\"\"\n",
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"\n",
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" def __init__(self, lr0, lr1):\n",
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" self.lr0 = lr0\n",
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" self.lr1 = lr1\n",
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"\n",
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" def __call__(self, steps, epoch=1):\n",
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" x = itr - (2*cycle - 1)*\n",
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" cycle = math.floor(1 + epoch / (2 * stepsize))\n",
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" x = math.abs(epoch / stepsize - 2 * cycle + 1)\n",
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" lr = self.lr0 + (maxLR - self.lr0) * math.max(0, (1 - x))\n",
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" return lr"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 21,
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"metadata": {
|
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"ExecuteTime": {
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|
"end_time": "2017-11-17T04:01:39.784922Z",
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"start_time": "2017-11-17T04:01:39.782473Z"
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}
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},
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"outputs": [],
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"source": [
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"from torch import optim\n",
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"from torch.optim import lr_scheduler\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:03:29.980200Z",
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"start_time": "2017-11-17T04:03:29.971171Z"
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}
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|
},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": 60,
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"metadata": {
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"ExecuteTime": {
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|
"end_time": "2017-11-17T04:11:26.322660Z",
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"start_time": "2017-11-17T04:11:25.914592Z"
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},
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"collapsed": true
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},
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|
"outputs": [],
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"source": [
|
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"# from https://github.com/thomasjpfan/pytorch/blob/401ec389db2c9d2978917a6e4d1101b20340d7e7/torch/optim/lr_scheduler.py\n",
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"# not merged into pytorch yet https://github.com/pytorch/pytorch/pull/2016\n",
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"from torch.optim import Optimizer\n",
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"class CyclicLR(object):\n",
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" \"\"\"Sets the learning rate of each parameter group according to\n",
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" cyclical learning rate policy (CLR). The policy cycles the learning\n",
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" rate between two boundaries with a constant frequency, as detailed in\n",
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" the paper `Cyclical Learning Rates for Training Neural Networks`_.\n",
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" The distance between the two boundaries can be scaled on a per-iteration\n",
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" or per-cycle basis.\n",
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" Cyclical learning rate policy changes the learning rate after every batch.\n",
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" `batch_step` should be called after a batch has been used for training.\n",
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" To resume training, save `last_batch_iteration` and use it to instantiate `CycleLR`.\n",
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" This class has three built-in policies, as put forth in the paper:\n",
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" \"triangular\":\n",
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" A basic triangular cycle w/ no amplitude scaling.\n",
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" \"triangular2\":\n",
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" A basic triangular cycle that scales initial amplitude by half each cycle.\n",
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" \"exp_range\":\n",
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" A cycle that scales initial amplitude by gamma**(cycle iterations) at each\n",
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" cycle iteration.\n",
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" This implementation was adapted from the github repo: `bckenstler/CLR`_\n",
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" Args:\n",
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" optimizer (Optimizer): Wrapped optimizer.\n",
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" base_lr (float or list): Initial learning rate which is the\n",
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" lower boundary in the cycle for eachparam groups.\n",
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" Default: 0.001\n",
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" max_lr (float or list): Upper boundaries in the cycle for\n",
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" each parameter group. Functionally,\n",
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" it defines the cycle amplitude (max_lr - base_lr).\n",
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" The lr at any cycle is the sum of base_lr\n",
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" and some scaling of the amplitude; therefore\n",
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" max_lr may not actually be reached depending on\n",
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" scaling function. Default: 0.006\n",
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" step_size (int): Number of training iterations per\n",
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" half cycle. Authors suggest setting step_size\n",
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" 2-8 x training iterations in epoch. Default: 2000\n",
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" mode (str): One of {triangular, triangular2, exp_range}.\n",
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" Values correspond to policies detailed above.\n",
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" If scale_fn is not None, this argument is ignored.\n",
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" Default: 'triangular'\n",
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" gamma (float): Constant in 'exp_range' scaling function:\n",
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" gamma**(cycle iterations)\n",
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" Default: 1.0\n",
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" scale_fn (function): Custom scaling policy defined by a single\n",
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" argument lambda function, where\n",
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" 0 <= scale_fn(x) <= 1 for all x >= 0.\n",
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" mode paramater is ignored\n",
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" Default: None\n",
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" scale_mode (str): {'cycle', 'iterations'}.\n",
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" Defines whether scale_fn is evaluated on\n",
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" cycle number or cycle iterations (training\n",
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" iterations since start of cycle).\n",
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" Default: 'cycle'\n",
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" last_batch_iteration (int): The index of the last batch. Default: -1\n",
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" Example:\n",
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" >>> optimizer = torch.optim.SGD(model.parameters(), lr=0.1, momentum=0.9)\n",
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" >>> scheduler = torch.optim.CyclicLR(optimizer)\n",
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" >>> data_loader = torch.utils.data.DataLoader(...)\n",
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" >>> for epoch in range(10):\n",
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" >>> for batch in data_loader:\n",
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" >>> scheduler.batch_step()\n",
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" >>> train_batch(...)\n",
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" .. _Cyclical Learning Rates for Training Neural Networks: https://arxiv.org/abs/1506.01186\n",
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" .. _bckenstler/CLR: https://github.com/bckenstler/CLR\n",
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" \"\"\"\n",
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"\n",
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" def __init__(self, optimizer, base_lr=1e-3, max_lr=6e-3,\n",
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" step_size=2000, mode='triangular', gamma=1.,\n",
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" scale_fn=None, scale_mode='cycle', last_batch_iteration=-1):\n",
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"\n",
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" if not isinstance(optimizer, Optimizer):\n",
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" raise TypeError('{} is not an Optimizer'.format(\n",
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" type(optimizer).__name__))\n",
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" self.optimizer = optimizer\n",
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"\n",
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" if isinstance(base_lr, list) or isinstance(base_lr, tuple):\n",
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" if len(base_lr) != len(optimizer.param_groups):\n",
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" raise ValueError(\"expected {} base_lr, got {}\".format(\n",
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" len(optimizer.param_groups), len(base_lr)))\n",
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" self.base_lrs = list(base_lr)\n",
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" else:\n",
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" self.base_lrs = [base_lr] * len(optimizer.param_groups)\n",
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"\n",
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" if isinstance(max_lr, list) or isinstance(max_lr, tuple):\n",
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" if len(max_lr) != len(optimizer.param_groups):\n",
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" raise ValueError(\"expected {} max_lr, got {}\".format(\n",
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" len(optimizer.param_groups), len(max_lr)))\n",
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" self.max_lrs = list(max_lr)\n",
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" else:\n",
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" self.max_lrs = [max_lr] * len(optimizer.param_groups)\n",
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"\n",
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" self.step_size = step_size\n",
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"\n",
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" if mode not in ['triangular', 'triangular2', 'exp_range'] \\\n",
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" and scale_fn is None:\n",
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" raise ValueError('mode is invalid and scale_fn is None')\n",
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"\n",
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" self.mode = mode\n",
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" self.gamma = gamma\n",
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"\n",
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" if scale_fn is None:\n",
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" if self.mode == 'triangular':\n",
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" self.scale_fn = self._triangular_scale_fn\n",
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" self.scale_mode = 'cycle'\n",
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" elif self.mode == 'triangular2':\n",
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" self.scale_fn = self._triangular2_scale_fn\n",
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" self.scale_mode = 'cycle'\n",
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" elif self.mode == 'exp_range':\n",
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" self.scale_fn = self._exp_range_scale_fn\n",
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" self.scale_mode = 'iterations'\n",
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" else:\n",
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" self.scale_fn = scale_fn\n",
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" self.scale_mode = scale_mode\n",
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"\n",
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" self.batch_step(last_batch_iteration + 1)\n",
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" self.last_batch_iteration = last_batch_iteration\n",
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"\n",
|
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" def batch_step(self, batch_iteration=None):\n",
|
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" if batch_iteration is None:\n",
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" batch_iteration = self.last_batch_iteration + 1\n",
|
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" self.last_batch_iteration = batch_iteration\n",
|
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" for param_group, lr in zip(self.optimizer.param_groups, self.get_lr()):\n",
|
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" param_group['lr'] = lr\n",
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"\n",
|
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" def _triangular_scale_fn(self, x):\n",
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" return 1.\n",
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"\n",
|
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" def _triangular2_scale_fn(self, x):\n",
|
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" return 1 / (2. ** (x - 1))\n",
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"\n",
|
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" def _exp_range_scale_fn(self, x):\n",
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" return self.gamma**(x)\n",
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"\n",
|
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" def get_lr(self):\n",
|
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" step_size = float(self.step_size)\n",
|
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" cycle = np.floor(1 + self.last_batch_iteration / (2 * step_size))\n",
|
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" x = np.abs(self.last_batch_iteration / step_size - 2 * cycle + 1)\n",
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"\n",
|
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" lrs = []\n",
|
|
" param_lrs = zip(self.optimizer.param_groups, self.base_lrs, self.max_lrs)\n",
|
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" for param_group, base_lr, max_lr in param_lrs:\n",
|
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" base_height = (max_lr - base_lr) * np.maximum(0, (1 - x))\n",
|
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" if self.scale_mode == 'cycle':\n",
|
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" lr = base_lr + base_height * self.scale_fn(cycle)\n",
|
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" else:\n",
|
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" lr = base_lr + base_height * self.scale_fn(self.last_batch_iteration)\n",
|
|
" lrs.append(lr)\n",
|
|
" return lrs"
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|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 61,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:26.520181Z",
|
|
"start_time": "2017-11-17T04:11:26.434836Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
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"\"\"\"modified from https://github.com/pytorch/pytorch/blob/master/test/test_optim.py\"\"\"\n",
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"\n",
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"def test_f(f, df, constructor, steps=150, x0=[-4,-1], solution=[-2,0], scheduler=None, exact=True):\n",
|
|
" \"\"\"\n",
|
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" params:\n",
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" scheduler: e.g. scheduler = torch.optim.CyclicLR(optimizer)\n",
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" \"\"\"\n",
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" state = {}\n",
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"\n",
|
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" # start\n",
|
|
" params = Variable(torch.Tensor(x0), requires_grad=True)\n",
|
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" optimizer = constructor([params])\n",
|
|
" if scheduler:\n",
|
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" _scheduler = scheduler(optimizer)\n",
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"\n",
|
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" solution = torch.Tensor(solution)\n",
|
|
" initial_dist = params.data.dist(solution)\n",
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"\n",
|
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" def eval():\n",
|
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" optimizer.zero_grad()\n",
|
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" loss = f(params)\n",
|
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" loss.backward()\n",
|
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" \n",
|
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" if exact:\n",
|
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" # loss.backward() will give **slightly** different\n",
|
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" # gradients, than drosenbtock, because of a different ordering\n",
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" # of floating point operations. In most cases it doesn't matter,\n",
|
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" # but some optimizers are so sensitive that they can temporarily\n",
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" # diverge up to 1e-4, just to converge again. This makes the\n",
|
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" # comparison more stable.\n",
|
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" params.grad.data.copy_(df(params.data))\n",
|
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" return loss\n",
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"\n",
|
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" data=[]\n",
|
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" dist=[]\n",
|
|
" lrs=[]\n",
|
|
" for i in range(steps):\n",
|
|
" \n",
|
|
" optimizer.step(eval)\n",
|
|
" if scheduler:\n",
|
|
" _scheduler.batch_step()\n",
|
|
" \n",
|
|
" # record\n",
|
|
" dist.append(params.data.dist(solution)) # loss\n",
|
|
" data.append(params.data.numpy().copy())\n",
|
|
" lrs.append(optimizer.param_groups[0]['lr'])\n",
|
|
" return np.array(data), np.array(dist), lrs"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"heading_collapsed": true
|
|
},
|
|
"source": [
|
|
"# Functions\n",
|
|
"\n",
|
|
"Tip when making new problems:\n",
|
|
"\n",
|
|
"- get them from [here](https://www.sfu.ca/~ssurjano/optimization.html)\n",
|
|
"\n",
|
|
"- and calculate the derivative using sagemath. Go to https://cocalc.com/ and execute code like this:\n",
|
|
"```py\n",
|
|
"x = var('x')\n",
|
|
"y = var('y')\n",
|
|
"r=(1.5 - x + x*y)**2 + (2.25 - x + x*y**2)**2 + (2.625 - x + x*y**3)**2\n",
|
|
"print 'dx =',simplify(derivative(r,x))\n",
|
|
"print 'dy =',simplify(derivative(r,y))\n",
|
|
"# output:\n",
|
|
"# dx = 2*(x*y^3 - x + 2.625)*(y^3 - 1) + 2*(x*y^2 - x + 2.25)*(y^2 - 1) + 2*(x*y - x + 1.5)*(y - 1)\n",
|
|
"# dy = 6*(x*y^3 - x + 2.625)*x*y^2 + 4*(x*y^2 - x + 2.25)*x*y + 2*(x*y - x + 1.5)*x\n",
|
|
"```\n",
|
|
"\n",
|
|
"TODO:\n",
|
|
"\n",
|
|
"- [ ] add noise"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:26.695516Z",
|
|
"start_time": "2017-11-17T04:11:26.689777Z"
|
|
},
|
|
"collapsed": true,
|
|
"hidden": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"azim=-95"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 63,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:26.841860Z",
|
|
"start_time": "2017-11-17T04:11:26.825429Z"
|
|
},
|
|
"collapsed": true,
|
|
"hidden": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def to_tensor(x):\n",
|
|
" # TODO: I'm sure there's a proper way to do this\n",
|
|
" if isinstance(x, np.ndarray):\n",
|
|
" return torch.FloatTensor(x.astype(np.float32))\n",
|
|
" if isinstance(x, list):\n",
|
|
" return torch.FloatTensor(x)\n",
|
|
" elif isinstance(x, (float, int, numpy.generic)):\n",
|
|
" return torch.FloatTensor([float(x)])\n",
|
|
" else:\n",
|
|
" return x\n",
|
|
" \n",
|
|
"# def from_tensor(x):\n",
|
|
"# x = getattr(x,'data',x)\n",
|
|
"# if hasattr(x, 'numpy'):\n",
|
|
"# x = x.numpy()\n",
|
|
"# return x\n",
|
|
"# to_tensor(1.0)\n",
|
|
"# to_tensor(1)\n",
|
|
"# to_tensor(np.array([1.0]))\n",
|
|
"# to_tensor([1.0])\n",
|
|
"# to_tensor(torch.rand((4,4)))\n",
|
|
"# to_tensor(Variable(torch.rand((4,4))))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 64,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:27.032515Z",
|
|
"start_time": "2017-11-17T04:11:27.012932Z"
|
|
},
|
|
"collapsed": true,
|
|
"hidden": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"class Problem(object):\n",
|
|
" def __init__(self, f, df, minima, x0, bounds=[[-5,5],[-5,5]], lr=1e-3, steps=3000):\n",
|
|
" \"\"\"\n",
|
|
" Problem setup\n",
|
|
" \n",
|
|
" Params:\n",
|
|
" - f: function [x1,x2] => z\n",
|
|
" - df: derivative function ([x1,x2]=>[dx1,dx2])\n",
|
|
" - minima: where the function has a minima\n",
|
|
" - self: bounds\n",
|
|
" \n",
|
|
" - x0: suggested start\n",
|
|
" - lr: suggested learning rate\n",
|
|
" - steps: suggested steps\n",
|
|
" \"\"\"\n",
|
|
" self.f = f\n",
|
|
" self.df = df\n",
|
|
" self.x0 = x0\n",
|
|
" self.bounds = bounds\n",
|
|
" self.minima = minima\n",
|
|
" self.lr = lr\n",
|
|
" self.steps = steps\n",
|
|
" \n",
|
|
" self.xmin = bounds[0][0]\n",
|
|
" self.xmax = bounds[0][1]\n",
|
|
" self.ymin = bounds[1][0]\n",
|
|
" self.ymax = bounds[1][1]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 65,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:27.147459Z",
|
|
"start_time": "2017-11-17T04:11:27.125685Z"
|
|
},
|
|
"collapsed": true,
|
|
"hidden": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"\"\"\"A valley\"\"\"\n",
|
|
"def madsen(tensor):\n",
|
|
" \"\"\"Madsen function (1981).\"\"\"\n",
|
|
" x1, x2 = tensor\n",
|
|
" x1 = to_tensor(x1)\n",
|
|
" x2 = to_tensor(x2)\n",
|
|
"\n",
|
|
" r = x1**2 + x2**2 + x1 * x2 +\\\n",
|
|
" torch.sin(x1) +\\\n",
|
|
" torch.cos(x2) #+ np.abs(noise(x1,x2))\n",
|
|
" return r\n",
|
|
" \n",
|
|
" \n",
|
|
"def dmadsen(tensor):\n",
|
|
" x1, x2 = tensor\n",
|
|
" x1 = to_tensor(x1)\n",
|
|
" x2 = to_tensor(x2)\n",
|
|
" dx1=2. * x1 + x2 + np.cos(x1)\n",
|
|
" dx2 = 2. * x2 + x1 -np.sin(x2)\n",
|
|
" return torch.stack([dx1, dx2],1)[0]\n",
|
|
" \n",
|
|
"\n",
|
|
"madsen_problem= Problem(\n",
|
|
" f=madsen,\n",
|
|
" df=dmadsen,\n",
|
|
" minima=np.array([-0.39999999999999591, 0.20000000000000462]),\n",
|
|
" x0=[-3,-4],\n",
|
|
" steps=3000,\n",
|
|
" lr=1e-4\n",
|
|
")\n",
|
|
"problem=madsen_problem"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 66,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:27.300076Z",
|
|
"start_time": "2017-11-17T04:11:27.270198Z"
|
|
},
|
|
"collapsed": true,
|
|
"hidden": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def schaffern4(tensor):\n",
|
|
" \"\"\"https://www.sfu.ca/~ssurjano/schaffer4.html\"\"\"\n",
|
|
" x1, x2 = tensor\n",
|
|
" x1 = to_tensor(x1)\n",
|
|
" x2 = to_tensor(x2)\n",
|
|
"\n",
|
|
" r = 0.5 + (cos(sin(abs(x1**2-x2**2))) - 0.5)/(1+0.001*(x1**2+x2**2))**2\n",
|
|
" return r*100\n",
|
|
"\n",
|
|
"\n",
|
|
"def dschaffern4(tensor):\n",
|
|
" x1, x2 = tensor\n",
|
|
" x1 = to_tensor(x1)\n",
|
|
" x2 = to_tensor(x2)\n",
|
|
" dx1 = -2*(x1**2 - x2**2)*x1*cos(abs(-x1**2 + x2**2))*sin(sin(abs(-x1**2 + x2**2)))/((0.001*x1**2 + 0.001*x2**2 + 1.0)**2*abs(-x1**2 + x2**2)) - 0.004*x1*(cos(sin(abs(-x1**2 + x2**2))) - 0.5)/(0.001*x1**2 + 0.001*x2**2 + 1.0)**3\n",
|
|
" dx2 = 2*(x1**2 - x2**2)*x2*cos(abs(-x1**2 + x2**2))*sin(sin(abs(-x1**2 + x2**2)))/((0.001*x1**2 + 0.001*x2**2 + 1.0)**2*abs(-x1**2 + x2**2)) - 0.004*x2*(cos(sin(abs(-x1**2 + x2**2))) - 0.5)/(0.001*x1**2 + 0.001*x2**2 + 1.0)**3\n",
|
|
" return torch.stack([dx1, dx2], 1)[0]\n",
|
|
"\n",
|
|
"\n",
|
|
"schaffern4_problem = Problem(\n",
|
|
" f=schaffern4,\n",
|
|
" df=dschaffern4,\n",
|
|
"# minima=np.array([0, 1.25313]),\n",
|
|
" minima=np.array([100,100]),\n",
|
|
" bounds=[[-100, 100], [-100, 100]],\n",
|
|
" x0=[10, 5],\n",
|
|
" steps=3000,\n",
|
|
" lr=1e-1\n",
|
|
")\n",
|
|
"problem = schaffern4_problem"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 67,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:27.440282Z",
|
|
"start_time": "2017-11-17T04:11:27.423923Z"
|
|
},
|
|
"collapsed": true,
|
|
"hidden": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"\"\"\"Banana shaped\"\"\"\n",
|
|
"def rosenbrock(tensor):\n",
|
|
" x, y = tensor\n",
|
|
" x = to_tensor(x)\n",
|
|
" y = to_tensor(y)\n",
|
|
" return (1 - x) ** 2 + 100 * (y - x ** 2) ** 2\n",
|
|
"\n",
|
|
"\n",
|
|
"def drosenbrock(tensor):\n",
|
|
" x, y = tensor\n",
|
|
" x = to_tensor(x)\n",
|
|
" y = to_tensor(y)\n",
|
|
" dx = 400 * (x**2 -y) + 2 * x - 2 \n",
|
|
" dy = -200 * x**2 + 200 * y\n",
|
|
" return torch.stack([dx,dy],1)[0]\n",
|
|
"\n",
|
|
"\n",
|
|
"rosenbrock_problem= Problem(\n",
|
|
" f=rosenbrock,\n",
|
|
" df=drosenbrock,\n",
|
|
" minima=np.array([1,1]),\n",
|
|
" x0=[-3,-4],\n",
|
|
" steps=3000,\n",
|
|
" lr=1e-4\n",
|
|
")\n",
|
|
"problem=rosenbrock_problem\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 68,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:27.593463Z",
|
|
"start_time": "2017-11-17T04:11:27.558914Z"
|
|
},
|
|
"collapsed": true,
|
|
"hidden": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from torch import sin, cos, sqrt, abs, log\n",
|
|
"def eggholder(tensor):\n",
|
|
" \"\"\"https://www.sfu.ca/~ssurjano/camel6.html\"\"\"\n",
|
|
" x1, x2 = tensor\n",
|
|
" x1 = to_tensor(x1)\n",
|
|
" x2 = to_tensor(x2)\n",
|
|
"\n",
|
|
" r = - (x2+47)*sin(sqrt(abs(x2+x1/2+47))) - x1*sin(sqrt(abs(x1-(x2+47))))\n",
|
|
" return r\n",
|
|
"\n",
|
|
"\n",
|
|
"def deggholder(tensor):\n",
|
|
" x1, x2 = tensor\n",
|
|
" x1 = to_tensor(x1)\n",
|
|
" x2 = to_tensor(x2)\n",
|
|
" dx1 = -1/8*(x1 + 2*x2 + 94)*(x2 + 47)*cos(sqrt(abs(1/2*x1 + x2 + 47)))/abs(1/2*x1 + x2 + 47)**(3/2) - 1/2*(x1 - x2 - 47)*x1*cos(sqrt(abs(-x1 + x2 + 47)))/abs(-x1 + x2 + 47)**(3/2) - sin(sqrt(abs(-x1 + x2 + 47)))\n",
|
|
" dx2 = -1/4*(x1 + 2*x2 + 94)*(x2 + 47)*cos(sqrt(abs(1/2*x1 + x2 + 47)))/abs(1/2*x1 + x2 + 47)**(3/2) + 1/2*(x1 - x2 - 47)*x1*cos(sqrt(abs(-x1 + x2 + 47)))/abs(-x1 + x2 + 47)**(3/2) - sin(sqrt(abs(1/2*x1 + x2 + 47))) \n",
|
|
" return torch.stack([dx1, dx2], 1)[0]\n",
|
|
"\n",
|
|
"\n",
|
|
"eggholder_problem = Problem(\n",
|
|
" f=eggholder,\n",
|
|
" df=deggholder,\n",
|
|
" minima=np.array([-512, -404.2319]),\n",
|
|
" bounds=[[-512, 512], [-512, 512]],\n",
|
|
" x0=[100,300],\n",
|
|
" steps=3000,\n",
|
|
" lr=1e-4\n",
|
|
")\n",
|
|
"problem = eggholder_problem"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 69,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:27.720396Z",
|
|
"start_time": "2017-11-17T04:11:27.694869Z"
|
|
},
|
|
"collapsed": true,
|
|
"hidden": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def six_humped_camel_back(tensor):\n",
|
|
" \"\"\"https://www.sfu.ca/~ssurjano/camel6.html\"\"\"\n",
|
|
" x1, x2 = tensor\n",
|
|
" x1 = to_tensor(x1)\n",
|
|
" x2 = to_tensor(x2)\n",
|
|
"\n",
|
|
" r = (4 - 2.1 * x1**2 + x1**4 / 3) * x1**2 + \\\n",
|
|
" x1 * x2 +\\\n",
|
|
" (-4 + 4 * x2**2) * x2**2\n",
|
|
" return r\n",
|
|
"\n",
|
|
"\n",
|
|
"def dsix_humped_camel_back(tensor):\n",
|
|
" x1, x2 = tensor\n",
|
|
" x1 = to_tensor(x1)\n",
|
|
" x2 = to_tensor(x2)\n",
|
|
" dx1 = -0.333333333333333 * (-4.00000000000000 * x1**3 + 12.6000000000000 * x1) * x1**2 - 0.666666666666667 * \\\n",
|
|
" (-1.00000000000000 * x1**4 + 6.30000000000000 *\n",
|
|
" x1**2 - 12.0000000000000) * x1 + x2\n",
|
|
" dx2 = 8 * x2**3 + 8 * (x2**2 - 1) * x2 + x1\n",
|
|
" return torch.stack([dx1, dx2], 1)[0]\n",
|
|
"\n",
|
|
"\n",
|
|
"camel6_problem = Problem(\n",
|
|
" f=six_humped_camel_back,\n",
|
|
" df=dsix_humped_camel_back,\n",
|
|
" minima=np.array([0.0898,-0.7126]),\n",
|
|
" bounds=[[-3, 3], [-2, 2]],\n",
|
|
" x0=[1.3, -1.5],\n",
|
|
" steps=3000,\n",
|
|
" lr=1e-3\n",
|
|
")\n",
|
|
"problem = camel6_problem"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 70,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:27.930420Z",
|
|
"start_time": "2017-11-17T04:11:27.901452Z"
|
|
},
|
|
"collapsed": true,
|
|
"hidden": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"\"\"\"Valley\"\"\"\n",
|
|
"\n",
|
|
"\n",
|
|
"def beales(tensor):\n",
|
|
" \"\"\"Beales function, like a valley\"\"\"\n",
|
|
" x, y = tensor\n",
|
|
" x = to_tensor(x)\n",
|
|
" y = to_tensor(y)\n",
|
|
" # + noise(x,y)\n",
|
|
" return (1.5 - x + x * y)**2 + (2.25 - x + x * y**2)**2 + (2.625 - x + x * y**3)**2\n",
|
|
"\n",
|
|
"\n",
|
|
"def dbeales(tensor):\n",
|
|
" x, y = tensor\n",
|
|
" x = to_tensor(x)\n",
|
|
" y = to_tensor(y)\n",
|
|
" dx = 2 * (x * y**3 - x + 2.625) * (y**3 - 1) + 2 * (x * y**2 -\n",
|
|
" x + 2.25) * (y**2 - 1) + 2 * (x * y - x + 1.5) * (y - 1)\n",
|
|
" dy = 6 * (x * y**3 - x + 2.625) * x * y**2 + 4 * \\\n",
|
|
" (x * y**2 - x + 2.25) * x * y + 2 * (x * y - x + 1.5) * x\n",
|
|
" return torch.stack([dx, dy], 1)[0]\n",
|
|
"\n",
|
|
"beales_problem= Problem(\n",
|
|
" f=beales,\n",
|
|
" df=dbeales,\n",
|
|
" minima=np.array([3., 0.5]),\n",
|
|
" bounds=[[-4.5,4.5],[-4.5,4.5]],\n",
|
|
" x0=[1.4,1.7],\n",
|
|
" steps=1400,\n",
|
|
" lr=2e-3\n",
|
|
")\n",
|
|
"problem=beales_problem\n",
|
|
"\n",
|
|
"azim=-95"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 71,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:28.058680Z",
|
|
"start_time": "2017-11-17T04:11:28.050123Z"
|
|
},
|
|
"collapsed": true,
|
|
"hidden": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# FIXME this has float errors leading to inf\n",
|
|
"# from torch import sin, cos, sqrt, abs, log\n",
|
|
"from numpy import pi\n",
|
|
"\n",
|
|
"# def levi13(tensor):\n",
|
|
"# x, y = tensor\n",
|
|
"# x = to_tensor(x)\n",
|
|
"# y = to_tensor(y)\n",
|
|
"# # + noise(x,y)\n",
|
|
"# return sin(3*pi*x1)**2 + (x1-1)**2 * (1+sin(3*pi*x2)**2) + (x2-1)**2*(1+sinh(2*pi*x2)**2)\n",
|
|
"\n",
|
|
"\n",
|
|
"# def dlevi13(tensor):\n",
|
|
"# x, y = tensor\n",
|
|
"# x = to_tensor(x)\n",
|
|
"# y = to_tensor(y)\n",
|
|
"# dx1 = 6*pi*cos(3*pi*x1)*sin(3*pi*x1) + 2*(sin(3*pi*x2)**2 + 1)*(x1 - 1)\n",
|
|
"# dx2 = 6*pi*(x1 - 1)**2*cos(3*pi*x2)*sin(3*pi*x2) + 4*pi*(x2 - 1)**2*cosh(2*pi*x2)*sinh(2*pi*x2) + 2*(sinh(2*pi*x2)**2 + 1)*(x2 - 1)\n",
|
|
"# return torch.stack([dx, dy], 1)[0]\n",
|
|
"\n",
|
|
"# levi13_problem= Problem(\n",
|
|
"# f=levi13,\n",
|
|
"# df=dlevi13,\n",
|
|
"# minima=np.array([0,0]),\n",
|
|
"# bounds=[[-10,10],[-10,10]],\n",
|
|
"# x0=[1.4,1.7],\n",
|
|
"# steps=6000,\n",
|
|
"# lr=1e-3\n",
|
|
"# )\n",
|
|
"# problem=levi13_problem\n",
|
|
"\n",
|
|
"# azim=-95"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-14T12:25:58.101794Z",
|
|
"start_time": "2017-11-14T12:25:58.095399Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Grid"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 72,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:28.446603Z",
|
|
"start_time": "2017-11-17T04:11:28.419376Z"
|
|
},
|
|
"run_control": {
|
|
"marked": false
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(1.1002915, 181854.7, 0.0)"
|
|
]
|
|
},
|
|
"execution_count": 72,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# define boundaries\n",
|
|
"# xmin, xmax, xstep = -5, 5, .05\n",
|
|
"# ymin, ymax, ystep = -5, 5, .05\n",
|
|
"# x0 = np.array([3., 4.])\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"xmin = problem.xmin\n",
|
|
"xmax = problem.xmax\n",
|
|
"ymin = problem.ymin\n",
|
|
"ymax = problem.ymax\n",
|
|
"ystep = xstep= (xmax-xmin)/200.0\n",
|
|
"zeps = 1.1e-0 # we don't want the minima to be actual zero or we wont get any lines shown on a log scale\n",
|
|
"z_min = problem.f(problem.minima).numpy()\n",
|
|
"\n",
|
|
"# and x, y, z\n",
|
|
"x, y = np.meshgrid(np.arange(xmin, xmax + xstep, xstep), np.arange(ymin, ymax + ystep, ystep))\n",
|
|
"z = problem.f([x, y]).numpy() \n",
|
|
"\n",
|
|
"if z.min()<z_min[0]:\n",
|
|
" print('WARN: your minima is not the true minima', z_min[0], z.min())\n",
|
|
" z_min[0]=z.min()\n",
|
|
" \n",
|
|
"z += -z_min[0] + zeps # we shift everything up so the min is 1, so we can show on log scale\n",
|
|
"logzmax=np.log(z.max()-z.min()+zeps)\n",
|
|
"z.min(), z.max(), z_min[0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 73,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:28.483675Z",
|
|
"start_time": "2017-11-17T04:11:28.480518Z"
|
|
},
|
|
"collapsed": true,
|
|
"run_control": {
|
|
"marked": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# reshape some vars\n",
|
|
"minima_ = problem.minima.reshape(-1, 1)\n",
|
|
"\n",
|
|
"_x0 = np.array([problem.x0]).T"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 74,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:28.585641Z",
|
|
"start_time": "2017-11-17T04:11:28.581690Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"assert z.min()>=z_min[0], 'your minina is wrong'\n",
|
|
"assert (problem.df(problem.minima).numpy()<=1e-3).all(), 'gradient should be close to 0 at minima'"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 75,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:11:29.257757Z",
|
|
"start_time": "2017-11-17T04:11:28.741032Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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0SDndAXPKIyJOqbkwYH5kGnPDmM/RB5q8T+A5IXwTeITIRHXmYN99vYboXPX7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\nXt2PpUmDb0qLuUl8WqmGJpNAvmoqyjckDq1YP8y0kFMLL/bv3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FiVk7ByqgzAE5Mkgi4s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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7fa4e861f748>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"ax = plt.gca()\n",
|
|
"cm=ax.contour(x, y, z, levels=np.logspace(0, logzmax//2, 55), norm=LogNorm(), cmap=plt.cm.jet, alpha=0.15)\n",
|
|
"plt.colorbar(cm)\n",
|
|
"ax.plot(*minima_, 'r*', markersize=10)\n",
|
|
"ax.plot(*problem.x0, 'r+', markersize=10)\n",
|
|
"plt.title('debug: grid')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Run"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 93,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:13:51.848239Z",
|
|
"start_time": "2017-11-17T04:13:51.845359Z"
|
|
},
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# you could use a lr scheduler too\n",
|
|
"scheduler = lambda optimizer: CyclicLR(optimizer, base_lr=1e-5, max_lr=5e-3, step_size=100, mode='exp_range', gamma=0.9983)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 122,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:20:10.905624Z",
|
|
"start_time": "2017-11-17T04:20:10.882634Z"
|
|
},
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"import torch.optim as optim\n",
|
|
"lr = problem.lr\n",
|
|
"constructors = dict(\n",
|
|
" # Good high dimensional optimizers sometimes do poorly in low D spaces, so we will lower the LR on simple optimisers\n",
|
|
" # need smaller lr's sometimes\n",
|
|
" SGD= lambda params: optim.SGD(params, lr=lr/2),\n",
|
|
" momentum = lambda params: optim.SGD(params, lr=lr/2, momentum=0.9, nesterov=False, dampening=0),\n",
|
|
" momentum_dampen = lambda params: optim.SGD(params, lr=lr/2, momentum=0.9, nesterov=False, dampening=0.3),\n",
|
|
" nesterov = lambda params: optim.SGD(params, lr=lr/2, momentum=0.9, nesterov=True, dampening=0),\n",
|
|
" nesterov_decay = lambda params: optim.SGD(params, lr=lr/2, momentum=0.9, nesterov=True, weight_decay=1e-4, dampening=0),\n",
|
|
" \n",
|
|
" # need larger lr's sometimes\n",
|
|
" Adadelta = lambda params: optim.Adadelta(params),\n",
|
|
" Adagrad = lambda params: optim.Adagrad(params, lr=lr*20),\n",
|
|
" \n",
|
|
" # \n",
|
|
" Adamax = lambda params: optim.Adamax(params, lr=lr*20),\n",
|
|
" RMSprop = lambda params: optim.RMSprop(params, lr=lr*10),\n",
|
|
" Adam = lambda params: optim.Adam(params, lr=lr*10),\n",
|
|
"# Adam_decay = lambda params: optim.Adam(params, lr=lr*10, weight_decay=1e-9),\n",
|
|
" \n",
|
|
" # need to read about these, might not be comparable\n",
|
|
"# ASGD = lambda params: optim.ASGD(params, lr=lr),\n",
|
|
"# Rprop = lambda params: optim.Rprop(params, lr=lr),\n",
|
|
"# LBFGS = lambda params: optim.LBFGS(params),\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 123,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:20:11.376244Z",
|
|
"start_time": "2017-11-17T04:20:11.367006Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"SGD lr=1.0e-03\n",
|
|
"momentum lr=5.0e-04\n",
|
|
"momentum_dampen lr=2.5e-04\n",
|
|
"nesterov lr=1.3e-04\n",
|
|
"nesterov_decay lr=6.3e-05\n",
|
|
"Adadelta lr=1.0e+00\n",
|
|
"Adagrad lr=2.0e+01\n",
|
|
"Adamax lr=4.0e+02\n",
|
|
"RMSprop lr=4.0e+03\n",
|
|
"Adam lr=4.0e+04\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# maybe I want to print full names?\n",
|
|
"full_names = {}\n",
|
|
"for name, constructor in constructors.items():\n",
|
|
" x0 = [1,2]\n",
|
|
" params = Variable(torch.Tensor(x0), requires_grad=True)\n",
|
|
" o = constructor([params])\n",
|
|
" lr = o.param_groups[0]['lr']\n",
|
|
" full_names[name]=f'{name} lr={lr:1.1e}'\n",
|
|
" print(full_names[name])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 127,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:21:35.335165Z",
|
|
"start_time": "2017-11-17T04:21:19.647081Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "9bc4c84317f04a4c953113d81867ac70"
|
|
}
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"SGD 96.1863 \t True \t False\n",
|
|
"momentum 96.1863 \t True \t False\n",
|
|
"momentum_dampen 96.1863 \t True \t False\n",
|
|
"nesterov 1.30445e+09 \t True \t True\n",
|
|
"nesterov_decay 2.08642e+08 \t True \t True\n",
|
|
"Adadelta 96.8831 \t True \t False\n",
|
|
"Adagrad 96.8797 \t True \t False\n",
|
|
"Adamax 96.8797 \t True \t False\n",
|
|
"RMSprop 96.8495 \t True \t False\n",
|
|
"Adam 96.8797 \t True \t False\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(10, 1400, 1)"
|
|
]
|
|
},
|
|
"execution_count": 127,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"results = {}\n",
|
|
"distance = {}\n",
|
|
"\n",
|
|
"for name, constructor in tqdm(constructors.items()):\n",
|
|
" data, dist, lrs = test_f(problem.f, problem.df, constructor, x0=problem.x0, steps=problem.steps, scheduler=scheduler)\n",
|
|
" \n",
|
|
" results[name] = data\n",
|
|
" distance[name] = dist\n",
|
|
"len(results)\n",
|
|
"\n",
|
|
"# calc paths and elevation\n",
|
|
"methods = constructors.keys()\n",
|
|
"paths = np.array([path.T for path in results.values()]) # should be (2,N) each\n",
|
|
"zpaths = np.array([[problem.f(torch.FloatTensor(p)).numpy()-z_min[0] + zeps for p in path.T] for path in paths])\n",
|
|
"paths.shape, zpaths.shape\n",
|
|
"\n",
|
|
"# DEBUG: check z's\n",
|
|
"for i, name in enumerate(results):\n",
|
|
" zmax = zpaths[i][np.isfinite(zpaths[i])].max()\n",
|
|
" print(name, zmax, '\\t', np.isfinite(zmax).all(), '\\t', zmax.max()>z[:,0].max())\n",
|
|
" \n",
|
|
"# clip zpaths\n",
|
|
"zmax = z.max()\n",
|
|
"zpaths[np.isfinite(zpaths)==False]=zmax\n",
|
|
"zpaths = np.clip(zpaths, 0, zmax)\n",
|
|
"zpaths.shape\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-15T04:26:42.490470Z",
|
|
"start_time": "2017-11-15T04:26:42.487072Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Preview plots"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:14:39.430785Z",
|
|
"start_time": "2017-11-17T04:14:39.427375Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 128,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:21:44.722404Z",
|
|
"start_time": "2017-11-17T04:21:43.029376Z"
|
|
},
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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ZDxpNpllUCuD1U0MAbM2hAthqFmvtP5V687VhX4g9x/u54bwlGbdchBDsWF/P7mN9TISy\nk3Hz8KsdjAcjfPqq1nk/9yOXLMfjcvCjl/ObEhqNSr748BtEopL//OhWbt/axOamcv7110eydt00\nmmyzqBTA26dHEAI2Ns7tg84US8oLaCgvYJ+pfFLhhWN9hKOS69bPnjmTKjvW1+EPRTIWrI4nHIly\n3+52Ll5RdU7RVzJUFXu4fuMSHt3XmdeF9r9fPsnLJwb421s20FJTjMMh+NKN6zg9PMEDe9rzJpdG\nkw6LSgEc6h5hRXVxVvr/zMbWZZVpWQC7jvZS6nVxfnNFBqWa5NLWaoo8zqw0r/vNwbN0Dfn55BUr\nUn6NOy9qZmQizNNvZ89NNRun+n3845OHuWpNLR/YNpmCu31lDVeuruG7v9P1Chp7sqgUwMHuEdY3\n5G73b3HBsgo6B/30jM6/L5CUkl1H+9i+qhqXMzv/rgK3kytX1/Dc4Z6M9wb6wUsnaaos5No0rJfL\nWqtprirMedUyGNf/Kz9/C6dD8P+9f9M5Lrgv7FhN/3iQH76sexdp7MeiUQCjEyFODfhY35DZIGoy\nXLDM2LnvOzl/N9CJvnG6hvxZ7VsEsGNdPd3DExzJYLC1Y8DHi8f7+eC2ZpyO1GMXDofggxc28+Lx\nfk72j2dMvmT4zcGz7Drax19ct4bGisJzHt/WUsX2ldV8d2ebjgVobMeiUQCHzxgL24Yc+v8tNjaW\n43QIDnTNf77BC8eMGoJsdi4Fo2oZ4MVjmYsD/HRfJ0LA7RmoXL5jWxNCwM9ymHUzEYrwD788xOq6\nEv7gsuUznvf5HavpHQ3w4Cu6d5HGXiweBWC2Y0imCCnTFLidrKwt5lAKLSFeOTFAQ3kBy6uz17gO\noKmyiOXVRbyYoUBwNCp55LVOtq+sZmmCnfN8aSgv5OKWKh5/43TOWljft7udUwM+/vbWDbhncb9d\n2lrNxSuq+N6uE4TTrPfQaHLJolEAbX3jFHmcNJQX5OX91zeUpdQTaN/JwZzVLWxfWcPLbf0ZWcT2\nnRqkc9Cfsb5FALdsaeR473jMmssmIxMhvv38Ma5ZV8eVSbjf/ujKVrqG/PwqT4Hq2RiZCGn3lCYh\nOVMAQoj1QojvCCEeEUJ8Jlfva3Gib5wVNcU5qwCezvqGMrqHJxjyBZN+zukhP6eHJ3KoAKoZDYQ5\nkIFZxk8dOIPH6Ugr+DudG89bgtMhctK76L4X2hmZCPMX161J6vwd6+poqS5SqmoZ4OzIBJd87Vl+\n/3sv5234j0ZdklIAQoh7hRA9QogD047fIIQ4IoQ4JoT40myvIaU8JKX8Y+CDwOWpi5wabb2GAsgX\nG8zso/lYAfvM1NFcKYDLVppxgDR7F0kp+dWBM1y5uobSAncmRAOMUZvbV1bz+JvZdQMN+0J874U2\n3rOhPunaBYdD8IeXr2D/qaHY/y3fRKKSLzy0H38owt6Tg/z6YHbbfWjsR7IWwP3ADfEHhBBO4FvA\njcAG4MNCiA1CiE1CiCemfdWZz3kv8EvgyYz9BUkQCEfoHPTRWluSy7edgpV+enAeu+vXTg5S4Hbk\nLHW1psTLmvoSXm5Lb0rYga4Ruob8XJ/hvkUAt2xuoGPAn3Zrjdn4wUvtjE6E+bNrk9v9W9xxYROl\nBS7uVcQK+PfnjvJS2wB33b6JVXUl3PXU4bR7UmkWFkkpACnlTmD6qnAxcExK2SalDAIPAbdJKd+S\nUt4y7avHfJ3HpJQ3Ah+d6b2EEJ8WQuwVQuzt7c1Mt8WOAR9RCa15tABqS73UlHg51J28/3rfqSE2\nN1XMGoDMNBcur+T1jqG0WjA/daAbp0NkpXJ5x/p6hCBrMwyC4SgP7DnJVWtq550xVux1cedFzfzq\nwJmUaj4yyctt/Xzz2aO8f+tSPnTRMr50wzra+sbzUkuhUZd0VpalQPynqdM8lhAhxNVCiG8KIb7L\nLBaAlPJuKeU2KeW22trM5L639Rq54/l0AQGsbyjlaE9yCiAciXK4e4TNKbRPSIcLmisZ9odo60s9\n3/65wz1c1FJJZbEng5IZ1JR4Ob+5gucOZ8ed8cSbp+kZDfCJy1tSev6dFy8jHJU8ui9/TeJ8wTB/\n+cibNFcV8f/edh5gtPu4uKWKbzzzjp61rImRs62llPJ5KeXnpZT/U0r5rVy9LxgBYICWPCuA1ppi\n2nrHk/Jft/ePEwhHc165vHW5WbSWoh+7Z3SCw2dGuWpN9grXrl1fzxudw/SMZHaXLaXknhdOsKqu\nhHelKP/K2hIubqni4Vc78hZ0/ddfv8OpAR933b6ZYq/R9kQIwV/fuJa+MT1rWTNJOgqgC2iO+73J\nPKYcnYN+ygvdlBdmLiCZCitqihkLhOkdDcx5ruXjznXhWmtNCWUFrpR7F+2OFa5lTwHsWF8HGJZG\nJtnfMcTbp0f4+PaWtLLFPnRRM21947zanvtg8OsdQ9y7+wS/f+kyLm2dOvb0wuVV5qzl47p3kQZI\nTwG8CqwWQqwQQniAO4HHMiGUEOJWIcTdw8Pzr5xNxOkhf0aKkdLFCkIf753bvXKwewSP08HKHAeu\nHQ7B+csqU2pbAbDrnT6qij2xrKdssLa+lKUVhfz2SGYVwE/2dlLgdnDb+Y1pvc5Nmxoo9bp4KMeV\nwdGo5KuPvU1tiZe/vmFdwnO+cO1q+saC/EhXLWtIPg30QWAPsFYI0SmE+KSUMgx8FngaOAQ8LKV8\nOxNCSSkfl1J+urw8M/7vriF/wj4uuaa11nBBtfWNzXnuoe5RVtWV4HHlvlbv/KZyjvaMznuXKKVk\n17E+Ll9VgyON3j9zIYTgilU1vNQ2kLGJXP5ghCfeOG0s3mmmrhZ6nNyypZGnDpzJqb/956938UbH\nEH99w7oZ/4aLWqq4rLWa7/zuuC4O0ySdBfRhKWWDlNItpWySUt5jHn9SSrlGSrlSSvm17IqaOoYF\nkJ8K4HgaywspcDtiQenZONw9wro8NK4Dw+0Ulcy7MdzJfh+9owEuba3KkmSTbF9VzbA/NK+02tl4\n+u0zjAbCfODC5rlPToLbzm/EH4pkLVtpOuOBMHf96jBbmsr5vQtmzMUAJnsX/XRfZ05k06jLgm8F\nMToRYmQirIQF4HAIWqqLaeud3QIYnQjRMxpgVV1+6hY2NBiW13x7F7120vB5b1uefQVgFa3tTrNo\nzeJn+7toqizkkhWZkf3ilirqy7w5qVoGuP/Fds6OBPjbWzfMaX1d2lrFeUvLuPeFE2ml+2aLZGJk\nmsygpALIZAyge9jIFFFBAYDhBmrv9816Tnuf8XhrTX4UQFNlISVe17x313tPDlJa4GJ1DhRXXWkB\na+pLYkHndBj2hdh9rI+bNzVkzHXlcAhu2dzI80d6GZkIZeQ1Z2J0IsR/7Wpjx7o6LkxC+Qoh+NQV\nrRzvHed3RzNTa5MpvvHMO1z0tWfY+Y5aci1UlFQAmYwBdA35AXUUQFNlEV1D/ll3XlaMwIoZ5BqH\nQ7C+oXTeFsC+k4NsXVaZVf9/PNtX1vBq+wDBcHrVrc8cOks4Krkhw5XLt25pJBiJ8uu3s9uC4YE9\nJxnyhfjCtauTfs5NmxqoL/Nyzy41qpbBaEHyjWeOAvB/nzyUsfiOZmaUVACZ5IxpASzJUxfQ6TRV\nFhIMR+kbn9nMbesdRwhYVlWUQ8mmsr6hjEPdI0m7CIb9Id7pGc1Z3yIw2jBPhKK81ZX6vGUwGtc1\nlBewpSmzIze3NJXTVFnIU291Z/R14xkPhGO7/83zkN/jcvCx7S28cKyPw2ey11YjWXpHA3zhoddp\nrS3mrts3cfjMKI/qGEXWWfAKoM/0J1ZnoSo1Fax01M5B/4znnOgbp6mykAK3M1dincOGhjLGgxE6\nBmd3V1m80TGElMb841xhKZtUU1bBWEB3Hu3l+o1LMm65CCG4dn09Lxzry1re/U/3dTLkC/En7141\n7+d+5OJleF0O/vul/I6zlFLyxZ+8wehEiP/86FY+uK2ZLU3l/Ouv39GZSllGSQWQyRhA/3iQ0gJX\nXhfTeJoqjV39bAqgrW+MFXny/1usXWJkIB1Jsve+Vbi2KYetK2pLvTRXFabVffPF4/0Ew1HeszHz\nfYsArttQTyAcjU12yyTRqOT+3e1saa5IyfKqKPJw86YGfrH/dF4Lwx7e28HOd3r5m5vWs25JGUII\n/uam9ZwZmeC+3e15k2sxoKQCyGQMoHcsQG2JNwNSZYallYYF0DWDApBS0t7ny2vjOpgsWku2J9DB\n7hGWVhRSXpTbausLmivZd2ow5bYLu472UuRxZs11dVFLFaVeF88eynwc4Hfv9NLWN55y3yIwqpZH\nA2GezKKbaja6h/38wxOHuLS1it+/ZHLs5iWt1bx7bS137zzOeED3LsoWSiqATNI3GqBGIQVQ4nVR\nUeSmcwbXyrA/xFggTHMe/f8A5YVuako8c6asWhw8PZyXectbl1VwdiTA6eHU+gLtOtrHpa3VeF3Z\nsRA9LgdXra3l2cM9GU+5vP/FdurLvNx4XkPKr3Hxiipaa4rz0iVUSslXfnaAcFRy1+2bz3HBfX7H\nagZ9IX6QZxfVQmbhK4CxANUlavj/LZZWFMayk6ZjuYZUKFxrrSmJNdKbDV8wTFvfeFbbP8zE1lgc\nYP5uoI4BHyf6xrlydU2mxZrCtevr6B0NpDQSdCZOD/nZebSXD120LK1qcSEEH7qomVfaBzjWk5yy\nzxS/PdLDc4d7+Ivr1iSceX3BskquWlPLf+1s0x1Ms8QiUABBpSwAgPqyAnpGEmcBnVYobbW1tjip\nquUjZ0aRkpx3LgXjPT1OBwe65h8v2nXUbFyXxc6lAJevNBRMJmoWLH62vwsp4Y6t6c9cfv/WJpwO\nwc/25y7rJhiO8g9PHKK1tpiPbW+Z8bwv7FhF/7juYJotlFQAmQoCB8NRhv0h5RRAXamXnhmqHVVT\nAP3jQYZ9sxcyWYHifFgAbqeDNUtKUtpdv9o+QG2pN+vxlrqyAlbXlWQsECyl5KevdXLxiiqWVafv\nKqwtNUdtvtGdsxbWD+xpp61vnP9984ZZLZgLl1dx+apqvruzTWcEZQElFUCmgsAD48YA9ppStVxA\ndaVe+scDhBOM5zs9PIHX5VAibdWqRD4+R/O6471jeFyOWIA716xfUsbB0yPzXrz2nhxg2/LKtFo/\nJ8vlq4yitUA4/UVsf8cQbX3jGdn9W7x3SyOnBny80ZmZDryzMTIR4t+fO8a71tTy7nV1c57/mXet\nom8swGM5aqsxH4Z8QUazXOmdTZRUAJmib8zYZStnAZQVIKWRojqdrkGjdXUuFqW5WGFWIrfPEQc4\n0TfOiupinDmqAJ7OhsYy+seDM1pViegZmaBjwJ+zwrXtK42itf2n0itaA3jyzW48Tgc3bspc5fJ7\nNi7B43TkpHfR/bvbGfaH+Mvr1yZ1/uWrqllbX8q9L5zI25CdRJwdmWDbPzzD7d9+UcmeSsmwoBXA\noM9YYCuL8r+bjqeu1FBIieIAqrSuhsmitZlSVi3aesfz1rYCJl1P83EDWY3rcqUALmmtxiHgxTTd\nQFJKfvX2GS5fVZ122+p4ygvdvGttLU+8eTqrLRiG/SG+t6uN6zbUc16SNSNCCD5xRQuHz4yy53h/\n1mSbD+FIlM89uJ9wVPLO2TF+/rqSs7DmZEErgGG/YZrlexLYdOrKjAyfswlGGp4dmaC+LP8ZQAAF\nbid1pd5Zi9ZCkSinBnx5nbe83kw/nU/zutdODuJ1OdjYmJvCtfJCN+ctLeflEwNpvc7B7hE6B/1c\nvzGzfYvA6F10diSQ8jS4ZPj+i+2MTIT5wo7k+xYB3Hb+UqqLPdy7W43eRV//zTu8cmKAf/3AFjYt\nLedfnj5iyxjFglYAI34jdUw1BVBfZloA01wWUkr6x4LUlqrjslpaWUjn0MztIDoGfISjMlY4lg/K\nCtw0VxXOSwHsOzXI5qbynA7c2bqskjc7hwkliP0ky9MHzuAQcO2GzFcuX722FpdD8EyWZhgEwhEe\n2NPO1Wtrk979WxS4nXz00uU8e7iHk/3JFSdmixeP9fGfzx/nwxc3c/uFTfzNTes5PTyhjHKaD0oq\ngExlAVkWQFmhKxNiZYyaEi9CGAPU4xnxhwlGotQoVLfQVFk0Z98iyF/nUou19WUc7UmubUUkKjnU\nPTrvRSizUkCjAAAgAElEQVRdti6vxB+KcLh7foN24vn1wbNsa6nKSlyrrMDNpa3VPJOFqmWAx9/o\npm8syCevWJHS8z9y8TIERuuIfDEWCPOXj7zJippivnrrRsCYTXHt+jq+/dvjDCaI66mMkgogU1lA\nIxMh3E5BoSJ9gCzcTgeVRZ5zBl/0Khi0bqos5PSQf0a/cEwB5Ll1xcraYtr7fEn5r9v7x/GHIjlP\nW926zOjWmWrvop6RCQ6fGeWaJDJnUuXa9XUc6xmbM/A/X6SU3Lf7BKvrSrhiVWqFd0vKC7h6bR0/\n2duZMIMuF9z11GFOD/v55zs2T+kv9lc3rGMsGOaeF+xlBSipADLFsD9EeaFbiYya6VQUuRmall+v\nYtZSU2UhoYg8x1qx6Bz0U+p1UZHnQHtrbTHBSHTGFhvxWI3rcuX/t1haUUh9mTdlBWDVEaS6gCbD\njvWGaynTVsCr7YO8fXqET1yxIq378UMXNdMzGuB3eRgY83JbPz946SSfuHwF21qmDt5ZU1/KTec1\ncP+L7Qz57GMFLHgFUJbBTIlMUlXkiWUpWcQUgEJ1C41zZAJ1Dfnzlv8fT6x5XRKVywdPj+B2ipyP\n3BRCsHVZZSwDab68cLSPqmJPVi2X5qoi1taX8vyRzC6wD+/toMTr4rbzG9N6nWvW1VFT4uWhHPcu\nCkeifPWxt1laUcj/ek/i9NXP7VjFWCDMvTayAha0AhjxhyhTLABsUVHkiRWqWVizC1SyAOpLjYyk\nmXLsuwbVSFtdaSqA40k0rzvYPcLqutKcBoAttjRX0Dnon7evWErJC8f62L6yOusT16yitUxltYyb\n3UZv2dxAkSe9eJzb6eD2C5fy3OGenM4OfvDVDg6fGeUrN6+n0JPYpbxuSRk3nreE+3a3z1k9rwoL\nXgGolgFkUVXsTmABBHEIteoWYhlLCVJWAU4P+2lUoHFdVbGHiiJ3Uu2rD3ePsK6hNAdSnYu1e5/v\nuM3jvWP0jAay6v6xuGJ1NYFwNKUGe4l46sAZfMEId1yYmcrl91/QRCQqeepAblpYD/tCfP3XR7i0\ntYob5xgb+vkdqxkNhPn+nvacyJYuC1oBDCusACqLPAz6QlMqG/vGAlQVe/NWUZuIyiIPLofgbILd\n1nggzJAvxNKK/LautmitKZ6zffXoRIie0UDMYsg1Vsvs+fYu2ttuLMYXrZh76Hu6XLyiGpdDsPt4\nZnoXPfJaBy3VRRkrulu7pJQ19SU88UZuFMB3dh5nyB/iq7dunDN+sb6hjHevreWBPe22qAtQUgFk\nKg10LBCh2KtWCqhFZbGHYDiKL24Sk9G5VJ3dPxgD4utKvQmrlicb1+XfAgBYUVNCe9/sQWAra2ll\nntJWa0q81Jd551WzAEbmUEWROyfZViVeF+c3V/DCsfSrbntHA7x8YoD3nr80o8kYt25u5JX2AbqH\nZ69ST5f+sQDff7GdWzc3Jt3t9lNXttI3FlSyd9F0lFQAmUoD9QXDFM/gr8s3lebkrHg30JAvqJT7\nx6K2rCBhFpA102CpAjEAMDKWzo5OEAzPnCI4WbeQv8K1DQ1l87YA9p0aYuuy3DSuA9i+qoa3OofS\n9mU/c+gsUjKn62S+3LLFCCb/8s3sWgF3m11IPz+PyuXtK6tZt0S93kWJUFIBZAIpJf5QhCJlFYCx\n0A+OT95gqrqs6mewAKxWFqq0rmiuKkLKScskEcd7x3EIWJ6BNsqpsqGxjGM9Y0m7CIZ9IY71jMXq\nCHLBZa3VRGXqNQsWvzpwhuXVRaxbktmYy4qaYs5bWsbjWVQAA+NBvr+nnfedv3ReGWNG76IVHD4z\nyu4MWFHZZMEqgIlQFCmhSFEXkJWdNDKhvgKoK/MmtAD6xgzrRZXWFU1mOupslcttvWM0VRZlbQRk\nMmxoKCcclRw9m9wErv0dxiK8dVluGtcBbGkux+kQKaesgvF5fvF4HzdsXJIVy+WGjUt4o2MoYU+t\nTPCjl08yEYrymatXzvu5t53fSE2Jh/tfVDsldMEqgHFzhJyqFkCJqZhGJyZH3Y1MhHI+VD0Z6ksL\nGPSFzull3zsaoNTrmlIRmU8mFcDMcYB8dy4FWLvE2E0m27ri9Y4hhIDNzbmzAIo8LjY0lKWlAJ4/\n0kMoInlPFhrXwWTR2nOHM9+7KBiO8sCek1y1ppbV9fO3XrwuJx/Y1sxzh3s4k+K86lywYBWA3wyu\nqtYGwsIqULOGSQTCESZCUSUtgBpzh39O3cJYIPaYCiwpK8DpEDNaAFJK2vvH89q5FGBZlTE7IZmi\nNTBSRldUF8c2DbniwuWVvNE5lHLbhZ3v9FFR5Ob8LCmudUtKWVpRyLNZ6F30y7dO0zMaSLlvEcCd\nFzUTlUYWlKosWAVgZdeomgVUUmDINRYwLIBY47oC9eS14hXTFUDvaECprCWX00FDecGMFsCgL4Qv\nGKG5Mr9pqx6Xg+VVRUkVrQEc6h7Ny7zlrcsr8QUjHD4z/+Z1RuFaL5evrMlaWrMQgh3r63jhWF/G\nUy7v393OqroSrlqdet3F8upitq+s5sd7O5QdGLNgFYDlApqpai/flBZMdQGNxDqXqmcBWBlLiXoX\nqVS1DEbritNDiU1uq52FCpXLrbXFSVkAoxMhTg34WJ+HwrV0mtcd6xnj7EiAK9NYQJNhx/p6JkJR\nXsxQzQIYM67f6Bw2uo+mGbv40EXNdAz4eVGRQTbTWbAKwHIBFSnqAnI7HRS4HTEX0LCiswvAqLKF\nRC6goHIKoH6GlFWYTFttUqB30craEk70j8/ZvfSds8bue92S3FsASysKqS728FYKc4J3HjUb12VZ\nAVzaWoXX5WDX0cwpgJ/s7cDtFLzvgqVpv9b1G5dQUeTOawvr2ViwCkB1FxBAidcdcwGNKDq9DIyi\nNZhasxAMRxn2h9RTAKVezo4EEuZfq1S30FpbTDAcnXPc5kFzdoA19SyXCCHY0Dj/mgWAPcf7aKku\noinL7javy8lFLVW8mKF0y1Akys/2d7FjXX1s45MOBW4nN21q4DcHz+ILhud+Qo5RUgFkohLYp7gL\nCAx//8jEtBiAggqgwpQpvmahf9yoC1AlBdSirsyLPxRhNHDuzdY16KfQ7aRCgUyrZJvXHTkzQmmB\ni8by/NRabGws552zo7MW101HSsm+U0Nc1JL9thUA21dVc+TsaEaawz1/pJf+8SAf2JaZvkUA793S\niD8U4dksTVpLByUVQCYqgWMWQJrdB7NJaYGLMVMBWJZAqYIWi8vpoKzANcUC6Bs1fq5WKAgMk0Vp\niQrXuoZ8LK0sVGI+RIuZiTTXeMMTfeO01pbkTeYNjWWEIpJjPckFrAHa+30MjAfZmqHeP3OxfaXh\nZtrTlr4V8NRb3ZQXurlqTW3ar2VxUUsV9WVeJVtDKKkAMoGlAFS2AEoKXLEYQCxmoaACACMOEB8D\nGPIbP6vWuqLOal+doDjo9NCEEgFggOpiD4VuJx1zuIDa+3ysyGPV8kbT9fT26eStcat2IFPN3+Zi\n09JySgtcvHgsvThAMBzlmUNnuXZ9PW5n5pZGp0Nwy+ZGfnekN2bpq8LCVQABtQvBAErjYgCxrCVF\ng9YV0wbYDCsas7DaV59NEAjuGZ1gSZkaLishBE2VhbMWrU2EIpwe9rOiJn99i1qqiyl0O+cVB3jt\n5CClBS5W5ajfktMhuLS1Ou1Mmz1t/YxMhDPetwgMN1AwEuU3B7MzbzlVFq4CCEVwO0VGNXmmKfZO\nuoD8wQgFbodSraDjKS1wTalaVlUB1M3gAopGpXJZS02VhXQMzGwBnOz3ISW01OTPAnA6BOsbSufV\nvXT/qUG2LqvM+uCaeC5qqeTUgC+tOMCvDnRT7HFmJXNpc1M5S8oKeEYrgNwQCEXz2u8lGYo8Tvxm\nAct4MJz2tKRsUlbgjrmrQF0FUOJ1UexxcnaaAhjyh4hEpVJB6+aqolktAKtzab4rl9fUlyZdtOYL\nhjlydjRr1b8zYfVJSrV5nZSSZw71cPW6uqy0NrGK1nYe7VVqTsCCVQDBSCQvI//mQ2GcAvAF1e1c\nCoktAI9Zy6Aa1SVeBsanKoDYvGXFLICRifCMfmFLAbTkWQGsrC2hbyyY1LDzI2dGkXJy8E2uOG9p\nOW6nSFkBHOo2soiuzmDwdzrXbqjHF4xkJFidKdS7ezNEMBzFq7oCcDuZCEWJRiW+gNoKoMQ7VQFY\n85ZVyKiZTmWxh4FpVcuWa0ApC8DMke8YSGwFtPeNU1PiifWNyhcr6wwFdDyJymUrVpDNwfWJKHA7\n2dBYzv6TQyk9f9fRXgCuXJ09BXBZazVFHqdSbiC1V8g0CIajtrAAACbCEXyhiNIuoNICN/5QhJDZ\nGMxoXa2mvFVF7nOGrqtoATSYGUkztTPuHPJlvZAqGWI1C0mkgh7qNuoW8lFtvXVZBW92DcU+o/Nh\n19E+1tSXsCSL9RYFbidXrq7hucM9ygyKUXuFTINgJIpH4QAwTGYo+YIRfIGw0haA1btoLK5wTTX/\nv0XltJRViLMAFFIAsYylBDULAN1DE0pULTdVFuFxOpKKAxw8PcL6JWV5sQy3LqtkIhTlyDyb1/mD\nEV5pH+CqLO7+La5aU0v38ARtfcl1gs02aq+QaWALC8AMNvmDETMGoOaOGs5tXqeyAqialrIK0DsW\nwON0UKaQ1VJT4kWIxBaAlJKuIT8NeaoAjsfpEKyoKZ5TAUSjksNnRnPu/7fYtNQoHJ3vvOX9HYME\nw1G2r6rOhlhTuGKVkWG0O82ahUyh9gqZBgE7KABzx+8PRfAFVbcAzPkFAcO3PjoRVrJtBRgWgC8Y\nmZJtYbWuVilm4XY6qC5OPG3NGMATjbmJ8s3KuuI5YwCnh/34ghHWpDBAJRMsqyqi2DO/mgWA19rN\nwrVl2W9dsayqiKbKQl7IYPO6dFB7hUyDYNg+LiDLAij2qqwAploA44GIso32qhI0rxsYD1KtkPvH\nor7Mm9AFZM01zlcPoOk0VxXRNeiftXuplbWUr4lrDodgXUPZvC2A104Nsqa+JCfT+IQQXLGqhj1t\n/XN2gs0FSq6QmWgGZwcLwMo3NiyACIVuNRdUOFcB+IJhihW1WBINsBnyhZRoAjed+rKChC6gmAJQ\nxAJoriwiGInOOn83pgDymLa6ocHoXprsAJZoVLLv5GDO2lYAbF9Vw+hEmLe6Ul/fMoWSK2QmmsHZ\nIQ3U8vn7gmHGg2HFLYDJEZbRqFQ6ZmEt9MNxqaBW2qpqzGQBdJtzZBsq1LEAYOaUVTDmLRd7nHlN\ntd3QWMZYIDzjWNDpHOsdY2QizIXLc9O5FGD7SiPWsEeBITFqr5BpEIyobwFYCmp0IoyUKDNcPRHW\nbn88GIkVr6kas7CslZFphWsVCiqAutIC+scD56Qudg9P4HYKaorVcFs1m2mdszWvO9E3zora4rzG\nWaz6g4Pdye2urcZ123JoAdSUeFlRU5xy0VomUXuFTAM7xAA8cQoAUNpiidUsmPEKULdzaVmctQJG\nRs2QollLdWVepIT+sXPrFqqLvTntpzMbRhvt2S2AE33jeW1cB7B2SSkOMTlIZy7e6hqmrMDF8hx3\nXN26rJJ9JwfzXg+g7oqTJnZIA7UUlC0UgDuuZsHsXKpqDOCcgHUwQiQqlVQA1WbAun9a64r+sQA1\npeq02va6nNSXFtAxQ++iQDhC56Av732LCtxOmiqLku5ddPD0CBsac1+3cOHySvrHg5zsn1mh5gJ1\nV5w0sZMLaMxMrVRZXpfTgcfpwBcKMx5Q2wVU4rVcQNa8ZeO7ikHgKtPFEz9tDaB/PEi1Iu4fi+aq\nwhl96x0DfqISWvI4u8CitbaYtiTaVkSiksNnRtjYmHqsMVWsoLPlgsoX6q44aWK4gNRcoCysBd+q\nrlVZAYDhBpqIswBUDQK7nA6KPM7JojWfmp1LAaqKDZkGphWu9Y8FlZy2lmjQDkxmLanSuuJE39ic\nmUAn+saYCEVz3rcIYHVdCaVeF6/lOQ6g9oqTBsFIFLdLDf/pTMRiAOZQGNUVVpHHabqAzHGbSmct\nTU5bs6aXqZgFFEtZHZt0AUkp6RsLKNW3CGBJWQFnRiYS+q0n01bzn7XUWlvMRChK9ywpqwBvm/UC\n+ahcdjgEW5oreLMzteZ1GZMjr++eRSJRiduh9p83PQZgBwvAqloGFK9bcMeu64iiswvAmLQmBFO6\nl44HIwTC0Vh8QBXqywqYCEWnZFdZnB7y4xCTM5nzSasZiG6bIw5wqHsUt1PEmt3lmo2NZbxzZiyl\n5nWZQu0VJ0WklESiUpkMiplwOR04xKQLSOUgMBiBYH8wEosBqG8BGNfV+p7vtsqJcDoEFYVTu5f2\nm9aAapXL9WZVcqJisK6hCepKC5SYwLfSrESeKw5wvHeMlurivG28NjSWEYxEOZZEl9Vskf//Vhaw\nXH8uxRUAGNkV1lxg1S2ASReQ2jEAsCwAY1c96bJSU97p3Uv7zJRQ1WIAS8pmVgCnh/xKuH/AmPlQ\n6nXNaQG09Y7lrW0FGBYATLqi8oHaK06KhKOGSaXqfN14PC5HbKFSXQEUelyxthWgbhYQTLUAxmMK\nS015q4qmKgDLAlClCMzCal99ZjiBAhj2K9O2QghBc1XRrEVr4UiUUwO+vNYtrKgpodDt5O3T+WsJ\nofaKkyLm+m8bBRCzABQwn2ej0O1gIhRh3FQAhQpXLpd6XbHgui8QwSHUdbGVFbpjKatgpICCehaA\n5d/vmTZ4PRqVyswusGiqLJx13nLHoJ9QRObVAnA6BOsaSrUFkGliFoBCrX9nwuN0xIJqqi5QFh6X\nk2A4SiAUwetyKB1jKfQY8QowLIBij0upVtDxlBWcO24T1KtbKHA7qShyn2MBDPtDBCNR6hQIAFs0\nVRbROeifsdL2RJ/hHlqZRwUARuuKQ6dH8lYRrPaKkyJ2sgC8LgfBsCGw6i4gj9NBIBy1RadVI14R\nRkpz3rLSAeupFsDIRAiXQyhpYVUXe86pWp4ct6mOxdJUWYgvGGFw2mxoCytA3Jrn1hXrGsoYDYQ5\nM0fKarZQ+y5OEbvFACy8LvVu+Hi8bkMBBCP26LQalUZbcMsCUJWyQpfZENDYBY74w5QWqGmxVBd7\nE/QtMn5XqW7B6l46kxuorW+ciiI3lXlOtbUskHxlAql9F6dIxLyR7KYAVN9Ve5wOguEIgVBUeWV1\nzrhNxS2AiNliGwwLQMWiNTCG7UyftzxpAaijAKyh9DO3rvCxvCr/Vcur6gwL5LhWAJnDmrRjCwXg\ntI8C8LomLQDVZbUyfnyhCOOBsNIpq5PdSycL11SsWQCoKplNAajjAloaUwCJLYCuITWylmpLvJQW\nuOYct5kt1L6LU8ROCsDlnJRR9boFr8tBMDIZBFaZ2LzlYNgYt6loCijEzy8Imd/DSg2vj6e62MOg\nLzilz07/WBCHmGxroQJlBW6KPc6Ew3aklJwe8iuRtSSEUYmcbPfSTJPTu1gIUSyE2CuEuCWb7xNT\nAAr6UKcTXzmpugLwuBxIaRRWqW8BWNPWIowHw8rOLoDJHkVWPYjKFkBlkYeonOywCoYFUKXQ7AKL\nuhnGbQ6MB5kIRWNWQr5RXgEIIe4VQvQIIQ5MO36DEOKIEOKYEOJLSbzUXwMPpyLofLCTBRAvo+ry\nTg6wCSlfs1DkiYsBBGxiAfhNF9CEugrAqk3on1a5rJL7x6Ku1EtPAgugy2xcp4IFAEYc4OxIYEom\nWK5I9i6+H7gh/oAQwgl8C7gR2AB8WAixQQixSQjxxLSvOiHEdcBBoCeD8ifETgrAZTascwiUzPqI\nJ9a8LhDG61ZbARTGxwCCqscAprqARhV2AVWZWTNTW1cE8joHeCbqygo4O5q4bQWgjAVgzVA4lYfh\nMEl9yqSUO4UQLdMOXwwck1K2AQghHgJuk1L+I3COi0cIcTVQjKEs/EKIJ6WUWWmDZ6csILcZA7CD\nrF4zs2Z0IszyKrUVwBQLIBhRtg0EGFlAYPj+Q5EovmBEWQugotBQAPEuoP7xgBKDYKZTb1oAUsop\nmysrM0gVCyA+ZfW8pbkdTpPONmMp0BH3eydwyUwnSym/AiCE+DjQN9PiL4T4NPBpgGXLlqUkmJ0s\nAEtGO8g62b46pHwMwJJ1PBAmEpVKK4CiuID1uNm+QtXGdZZlMhKnAIZ8ISoUCgBb1JcV4A9FGA2E\npyjUsyMTFLgdyrQHbzaH6HQMzNy7KFvk/C6WUt4vpXxilsfvllJuk1Juq62tTek97BgEdik+uwAm\nYwATNqgDsKyVERvMWogPWKveaK8sZq0YCiASlYxOhJVZTOOpM5vXTZ9i1jtquKxUcbmWF7kpLXDN\nOG85m6RzV3QBzXG/N5nH8k5MATjV+AfPhpX5YwMDYErqp8oLKkzKamXWqKywnA6B1+XAH4zgD5mN\n9hRVANMD1tYsCxUL1+pKrfbV01tXBKlVqGgNDCugY8BeCuBVYLUQYoUQwgPcCTyWCaGEELcKIe4e\nHk6tTaqdLACrDsCleFYNTG9boba8kxlL9mi0Z81a8McsADVdQC6ng2KPM2YBDCs8bc0KTPdO617a\nO6reuM1lc7SvzhbJpoE+COwB1gohOoUQn5RShoHPAk8Dh4CHpZRvZ0IoKeXjUspPl5enFhCxFIDq\nefUw6fqxRQzAhhaA5atWXd4ij4txs2gN1G61XVbojl1XSxFYmUwqUZ0gYwmMrKUaxbKWmquM9tW5\n7gqabBbQh2c4/iTwZEYlygCWAlCtMCURlgVgB2slvmhNhdF/szF93rLKLiAwLAA7uIDAiAPYwQIo\nK3TjEDDom1QA4UiUAZ96LqAl5YVMhKIM+3MbUFf7Lk4RKw3UHhaAfbKAXDYqWhNCGNPWAlYMQO2P\n+qQLyFBYalsArsmiNVMBqBgDcDoEFdOmrQ2MB5ES5SwAa9xmrttCK3lXpBsDCNvIAnDYSAHYqW0F\nGIu+tVCp7gIqNOcXWBaAqllAMNUCsL6raAEAVBa5p1gA1jSzWsUql2cbt5lNlLwr0o0BRG0UA7Bc\nP3aQNb5xnR0Uljdu3rL6FoDLFmmgMHWE5bDCFgAYlcuD41P7FgHKVS5b4zYT9S7KJmrfFSkSswBs\n4Fe3UyFYfK2CHWIWXpdzMgagsEsFJkdYWllABQorgBKvK651dRinQyjba6myyDPFArCG11QXq6UA\nrJqFRN1Ls8mCVAAxC8AGdQCWkrKHAoizAGxwbQ0LwHQBKR60tmYtxNJAFVZYVrwCYCwQptjjVKao\najrTB9gMmcog35PApuN1Oakq9ugYAGQuBmCHXaodFn4LO80uAMPvH4wYHUdUb17ndTkJhKP4QhE8\nTofSdSGFHifBcNScYqZ2o71Kc36BlV457A8hBJQq2GqjvqyAszoGkIEYgI2awVkyqrqDiic+COy0\nQesKr40K1wwLwHABFSiurGLT1sy6BaXjFQVuQhHJRMjYCAybsxZUTBCpL/NqCyAThCP2UQCWC0h9\nSafu+u1gAcTn/queBeR1T7qAVN5RAxSa8lkxC7XnLRuyjsYFrVXNWKot8caC1LlC7bsiRezUDlph\nS/8cXFMsAPWvrds1KaPXqe4iBYayCpouIJWLwGAyPmFlLRW51VVYk+M2jViQUWilpgKw5i3nshrY\nRstP8tipHXTMAlBf1NjsArDHtY13U6meEGC5qIZ8QQoUDgBDvAsoorzCsrqX2sECqCn2EopIRs2W\n4LlASQWwmJrB2SFV1cJO4yvBXpXLsd5FE2HlYwDWgu8PRfAFwkrHACZdQKYF4AspXbMAMDAWnOPM\nzKHkJy3dIHDMgFL7ngfig8B5FiQJ4hWqHWIAThvFLKw6hbGJkPJ9loriYgC+oNoWQGnMAohzAamq\nABLMW842an/SUsX0oQkbaAArG8EOsmoLIHt449pXq56xFJ8F5A+pnQUUHwSWUirtApqpe2k2UfuT\nliKWBWC3XbXqiCkWgPofnfgqa9XTbK1FfywQVt4CmOICCoYpVjhrKd4F5A9FCEel+i6g8dxlAqn9\nSUsRK4iu9i1vYN3riq9P56D6jhrix22qL6uVsuoLRqYE21XE2vGPBcJMhKJKu4CKPS6EMCyA8UDE\nPKamvFZ7Cu0CShMrjUr1XR/Yqw4gHjsoAEtGWyiAuMCvR/HZBVaraitYqbILyOEQlHhdjEyElZ+2\nVuhx4nU5GPaF5j45QyipANLNAoq5gDInUtaww0KaCDssqnaatRDv91fdArB2/NZOtVDRBdWirMDN\n6ESYcXPWQrHChWvxnVZzgZIKIO0sIMsFpPZ9BMQtTnYQNg47LKoxC0BxnzpMVQCqN67zOB04HSJW\ntapy4zowFnyjbYWhAFS1AMAYrWnNsMgFan/SUmTSAlB/kbJTHUA82gLILPFBddXbVgghKHI76beB\nCwgMC8UXjEzGALQFEEPtT1qKSBtFgXUMIHtYlcB2UFbx11P1LCBgyrhN1SuXC90Os2bBDhaAOzZm\nMxeo/0lLAztsroU9PUDKt1aASRntoKziF327KICxCXuM2yzyuPCFwnFZQAorgEJ3rG9RLlD7P5ci\nNjIAsNamHPZ/ygh2cF3ZKQsoXkmpvqCCqQDMBVV1eQvNATYxC0BlF1CBS1sA6SKxTxqoPdTUudih\nEMxloyBwfOaPxwbWlcfpYMx0AaketC5yG+M2x4N2sQBCOesIqvZ/LkXsZAHY1QVkB7eKJaMNRLVd\nDMDtdMSGrKgurzXC0hcIIwRKN9srL5w6wCbbKHklMlYHYIMb3wYiJsQWMQA7rPwmdowBJPpZRQo9\nrpgFYFQGq/u5sNpX5yoTSMn/XLp1ABZ2SANV+cM4G3awAOzg+rGwYwzAwg7N64KRKCP+kPIpq7EB\nNjmKA6j9n0sROwVU1V9GE2OH3bUdZLRwx9cB2EBxeW1kAViLft9YgGIFh8HHEz9sJxeo/Z9Lkckg\ncJ4FSQI7yJgIO2UB2QFnnEvNDu61eCWlusKyZi0M+ELq1yxoBZA+trIA1L/XE+KwweJqJwvATrML\nYMFE2rsAAAwHSURBVGqcQnULYHLWQsgG7ipz2E4oN7UAal+NNLHD4mrFAOyktMAumTX2+XjbTQHY\nKQhsz2E72gJIGWmjiWDqS5gYO1xba1G1g6zxi74d3GvWoi+E+pbWFAtAdReQWyuAtLFTN1DLArCD\nrPHYQV477KQt4rPB7KQA3E6H8plslqwToajy8QrLAvBrBZA6dpoHYAcZE6H4PQ/YI5iaCDsoLmsh\n9Sq+oMLktDWYOnhHRawYwKK2ANIuBItZAOrfSDYQMSF2c6vYCTuIbe2qVff/g71qFgrcDoQAf3AR\nB4HTHghjpYFmUqgsYYeFNBF2UFyWb1pirwi7HTKsLAvADgrAayMFIISg0O1c3BZAutgrBpBvCVLD\nDn5qO2UBxeO0wbW10kDt8DmY4gJSfN4yGHGAca0AUmeyF5D6H071JUyMHeQWse92kHYSOyyqdoqv\n2MkFBEYx2KJ2AaWNjZLq7aCkEmEHsW1qANhCbiu+kqu2xelgp7YVAEVul3YBpYPEHgsU2EfO6dhB\ncdlBxkTYwQU0GV9RH1taACGtAFJGSnu4KMA+ck7HBmuUba+tHYLAMQVgAw0wNQhsjxiAtgDSQCJt\ns/uzi5zTsYOf2g4yJsIOcluttu2QYWWnthWgFUDa2MoCsIug07CD2HZYSBNhh/oFO1kAHhs1rgND\nxmBYK4CUsVUMIN8CpIgdrq8dZEyEDdb/ySBwnuVIhngr2xbT1pwOQhE9EzhlDAvABncRdl6k1Bfc\nBiImxA7X1lpI7WABxKN64zqwLIBFPBM4XSQ28gHZR1DbYYeFNBF2cAFNymgvDWCHa+txOQhGtAJI\nHTut/zbFDmurDURMiB0Ul9ssBIvaa/2Pya0yHqdzcVsAaTeDwx4LlJ2xwyJlh3TKRNjATW3fNhs2\nkHvRu4DSbgYnpW1iAHbFDlfXpuu/LZSr5UuP2iwIYJsYQCSakyprJRVAukipLYBsY4/6BTvIeC52\nUACO2LQ1e2GHGIBVuJaLOMDCVADY74NpN2xwH9lCxkTYYZGyQ7uKRNjBArDiFLlwAy1MBSDtskO1\nL3a4vnbYSSfCDrELS0Q7fA7isYNytQrXtAJIEYnUFoDGtm5AG6xRtnUB2aGNtcfsV5SLYrAFqQDs\niM1iabbArhaAHdwrdthJJ8IuWUCgLYCUkToIoMHGFoANFtdJF1B+5ZgvdogBxBRAJPv9gBakAgD7\nrf92u5HsgF1Tge1gAUxaV+rLGo8dLBcrBhDQFkBqSGmfdtCa7GHXj4AdXFd2WEgTYQcLwKtdQOmh\nK4E1YN/PgA3c1DElZbdr7LJBmbWOAaSJneYBaDTTscPu2g5WSiLsYAGc11jOj/7oEtY1lGX9vVxZ\nf4c8YKeJYBrNdOywuDptmgZqB+VaXuRm+8qanLyXtgA0GsWwgwLQWUALg4WpALDfB1OjsbDDLtUO\nqaqJsMO1zSULUwFI0DaAxq7YYY2yUlXtlmrrskOEPYcs0KshtQWgsS12iF/ZNQvIaYNWELlkQSoA\nHQPQaLKLXTfSOgYwFZv+G2dHzwPQaHKD3W4zHQOYysJUAOiJYBpNLrCDuyoebQFMJWcKQAhxtRBi\nlxDiO0KIq7P5XtoC0Giyi12719pNYWWbpBSAEOJeIUSPEOLAtOM3CCGOCCGOCSG+NMfLSGAMKAA6\nUxM3OXQzUI1Go5mbZCuB7wf+A3jAOiCEcALfAq7DWNBfFUI8BjiBf5z2/E8Au6SUvxNC1ANfBz6a\nnugzY6eJYJZP0moApckcVqZKgVtf20xj3V6FHmd+BdGkRVIKQEq5UwjRMu3wxcAxKWUbgBDiIeA2\nKeU/ArfM8nKDgHemB4UQnwY+DbBs2bJkxDuHLc3lFHrscdNvaSrn89es4qOXLs+3KEnx089s552z\no/kWIylW15XwZ9eu5gPbmvMtSlL84k8v562u4XyLkRRLKwr54nVreN8FS/MtSlI88bkreO3kYL7F\nUA4hk3TmmQrgCSnleebvdwA3SCk/Zf7+B8AlUsrPzvD89wPXAxXAt6WUz8/1ntu2bZN79+5NSj6N\nRqPRGAghXpNSbpvrvJw1g5NSPgo8mqv302g0Gs3spOMn6QLibesm81jaCCFuFULcPTxsD3NYo9Fo\n7Eg6CuBVYLUQYoUQwgPcCTyWCaGklI9LKT9dXl6eiZfTaDQaTQKSTQN9ENgDrBVCdAohPimlDAOf\nBZ4GDgEPSynfzp6oGo1Go8kkyWYBfXiG408CT2ZUIo1Go9HkBCVzJXUMQKPRaLKPkgpAxwA0Go0m\n+yipADQajUaTfZIuBMsHQohe4GSKT68B+jIoTraxk7x2khXsJa+dZAV7yWsnWSE9eZdLKWvnOklp\nBZAOQoi9yVTCqYKd5LWTrGAvee0kK9hLXjvJCrm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"text/plain": [
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"<matplotlib.figure.Figure at 0x7fa498510320>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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8UxRFaRJtJ9AriqK0USrQK4qitHJtJ9CroRtFUdqothPoFUVR2qg2E+hVh15R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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x7fa49de0c780>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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mJ2XEPlpHRpN5Cu4XiHmaEU8Tcq50y+j8BsItZDztdPcBhvWJzlPZ+zlgCctV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bp5rOFxJ6YU2BP4ScK2zTR2y7IuAS4B2HHuW0jXaaTF8tTijbe2tbxAm7ww7sX8ZrzS25hsal5v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\nJefEipd8IgakDClJ8YnxiciYkNA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|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7fa4e8d755f8>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Preview plots\n",
|
|
"# static preview 2d to let you debug your steps and learning rate\n",
|
|
"plt.plot(lrs)\n",
|
|
"plt.yscale('log')\n",
|
|
"plt.title('learning rate')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# loss\n",
|
|
"for i, name in enumerate(results):\n",
|
|
" plt.plot(np.abs(zpaths[i]), label=name)\n",
|
|
"plt.legend()\n",
|
|
"plt.title('loss (mae)')\n",
|
|
"plt.ylim(0,zpaths[:,0].mean()*2)\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"# Position\n",
|
|
"ax = plt.gca()\n",
|
|
"for name in results:\n",
|
|
" plt.scatter(*results[name].T, label=name, s=1)\n",
|
|
"plt.legend()\n",
|
|
"plt.xlim(xmin,xmax)\n",
|
|
"plt.ylim(ymin,ymax)\n",
|
|
"\n",
|
|
"cm=ax.contour(x, y, z, levels=np.logspace(0, logzmax//2, 35), norm=LogNorm(), cmap=plt.cm.jet, alpha=0.15)\n",
|
|
"# plt.colorbar(cm)\n",
|
|
"ax.plot(*minima_, 'r*', markersize=10)\n",
|
|
"ax.plot(*problem.x0, 'r+', markersize=10)\n",
|
|
"plt.title('debug: paths')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T01:52:30.593936Z",
|
|
"start_time": "2017-11-17T01:52:30.580926Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T03:05:12.957987Z",
|
|
"start_time": "2017-11-17T03:05:12.230226Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-15T06:56:18.228988Z",
|
|
"start_time": "2017-11-15T06:56:18.224509Z"
|
|
},
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 129,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:22:16.619308Z",
|
|
"start_time": "2017-11-17T04:22:09.804462Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7fa4e83a9e48>"
|
|
]
|
|
},
|
|
"execution_count": 129,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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Ghukarfx5ZfescFfWJQ5XmeRyc3Pp3r17FcuvqUXVvV4vsiybsazmhCRJIUt2CpWb3O/3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\nmg+lWhiGEEgzzduVZSSFRFlGZ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vozzGKT3/n8If7ygRV+9voLNEor1dw/lMGs79TgIs75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\ncDjqxImpw+FwOBx18v8BpXIOj09oVygAAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7fa4e8447b38>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# static preview 3d\n",
|
|
"fig = plt.figure(figsize=(8, 5))\n",
|
|
"ax = plt.axes(projection='3d', elev=50, azim=azim)\n",
|
|
"\n",
|
|
"ax.plot_surface(x, y, z, norm=LogNorm(), rstride=1, cstride=1, edgecolor='none', alpha=.25, cmap=plt.cm.jet)\n",
|
|
"ax.plot(*minima_, problem.f(minima_).numpy(), 'r*', markersize=10)\n",
|
|
"ax.plot(*_x0, problem.f(_x0).numpy(), 'r+', markersize=10)\n",
|
|
"\n",
|
|
"ax.set_xlabel('$x$')\n",
|
|
"ax.set_ylabel('$y$')\n",
|
|
"ax.set_zlabel('$z$')\n",
|
|
"\n",
|
|
"ax.set_xlim((xmin, xmax))\n",
|
|
"ax.set_ylim((ymin, ymax))\n",
|
|
"\n",
|
|
"# anim = TrajectoryAnimation3D(*paths, zpaths=zpaths, labels=methods, ax=ax)\n",
|
|
"# quick plot to let you debug your steps and learning rate\n",
|
|
"ax = plt.gca()\n",
|
|
"for i, name in enumerate(results):\n",
|
|
" ax.scatter3D(*results[name].T, zpaths[i], label=name, s=1)\n",
|
|
"plt.legend()\n",
|
|
"plt.xlim(xmin,xmax)\n",
|
|
"plt.ylim(ymin,ymax)\n",
|
|
"\n",
|
|
"ax.legend(loc='upper right')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-14T11:28:12.579998Z",
|
|
"start_time": "2017-11-14T11:28:12.577960Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Animation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 130,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:22:16.770672Z",
|
|
"start_time": "2017-11-17T04:22:16.744149Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"('videos/beales_20171117_04-01-14', 2, 1400, 600, 1400)"
|
|
]
|
|
},
|
|
"execution_count": 130,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"from matplotlib import rcParams\n",
|
|
"rcParams['figure.figsize']=(10,10)\n",
|
|
"rcParams['figure.dpi']=100\n",
|
|
"rcParams['animation.writer']='ffmpeg' # faster than fmmpeg\n",
|
|
"rcParams['savefig.dpi']=180\n",
|
|
"rcParams['animation.codec']='h264'\n",
|
|
"\n",
|
|
"# rcParams['savefig.bbox'] = 'tight'\n",
|
|
"seconds = 20\n",
|
|
"fps = 30 # too low and you will miss the fast moving ones\n",
|
|
"rcParams['animation.bitrate']=-1 #fps*1000//25 # ~1mb/s\n",
|
|
"cuttoff=problem.steps//1 # if we want to crop the data to X steps, judging by the loss plot\n",
|
|
"\n",
|
|
"decimation = int(np.round(cuttoff/(seconds*fps))) or 1 # don't need to plot every step\n",
|
|
"# assert cuttoff>seconds*fps\n",
|
|
"decimation, cuttoff,seconds*fps, problem.steps"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 150,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:26:51.211028Z",
|
|
"start_time": "2017-11-17T04:26:51.202083Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'function: fbeales, scheduler=CyclicLR'"
|
|
]
|
|
},
|
|
"execution_count": 150,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"if scheduler:\n",
|
|
" params = Variable(torch.FloatTensor([0,1]), requires_grad=True)\n",
|
|
" optimizer = optim.Adam([params])\n",
|
|
" scheduler_name = type(scheduler(optimizer)).__name__\n",
|
|
"else:\n",
|
|
" scheduler_name='None'\n",
|
|
"\n",
|
|
"title=f'function: f{problem.f.__name__}'\n",
|
|
"if scheduler:\n",
|
|
" title += f', scheduler={scheduler_name}'\n",
|
|
"title\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 152,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:26:56.174198Z",
|
|
"start_time": "2017-11-17T04:26:56.170490Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'videos/beales_CyclicLR_20171117_04-01-14'"
|
|
]
|
|
},
|
|
"execution_count": 152,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"save_file = 'videos/{name:}_{scheduler}_{ts:}'.format(name=problem.f.__name__, ts=ts, scheduler=scheduler_name)\n",
|
|
"save_file"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 153,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:26:56.617128Z",
|
|
"start_time": "2017-11-17T04:26:56.558979Z"
|
|
},
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# from http://louistiao.me/notes/visualizing-and-animating-optimization-algorithms-with-matplotlib/\n",
|
|
"class TrajectoryAnimation(animation.FuncAnimation):\n",
|
|
" \n",
|
|
" def __init__(self, *paths, labels=[], fig=None, ax=None, frames=None, \n",
|
|
" interval=60, repeat_delay=5, blit=True, **kwargs):\n",
|
|
"\n",
|
|
" if fig is None:\n",
|
|
" if ax is None:\n",
|
|
" fig, ax = plt.subplots()\n",
|
|
" else:\n",
|
|
" fig = ax.get_figure()\n",
|
|
" else:\n",
|
|
" if ax is None:\n",
|
|
" ax = fig.gca()\n",
|
|
"\n",
|
|
" self.fig = fig\n",
|
|
" self.ax = ax\n",
|
|
" \n",
|
|
" self.paths = paths\n",
|
|
"\n",
|
|
" if frames is None:\n",
|
|
" frames = max(path.shape[1] for path in paths)\n",
|
|
" \n",
|
|
" self.lines = [ax.plot([], [], label=label, lw=2)[0] \n",
|
|
" for _, label in zip_longest(paths, labels)]\n",
|
|
" self.points = [ax.plot([], [], 'o', color=line.get_color())[0] \n",
|
|
" for line in self.lines]\n",
|
|
"\n",
|
|
" super(TrajectoryAnimation, self).__init__(fig, self.animate, init_func=self.init_anim,\n",
|
|
" frames=frames, interval=interval, blit=blit,\n",
|
|
" repeat_delay=repeat_delay, **kwargs)\n",
|
|
"\n",
|
|
" def init_anim(self):\n",
|
|
" for line, point in zip(self.lines, self.points):\n",
|
|
" line.set_data([], [])\n",
|
|
" point.set_data([], [])\n",
|
|
" return self.lines + self.points\n",
|
|
"\n",
|
|
" def animate(self, i):\n",
|
|
" for line, point, path in zip(self.lines, self.points, self.paths):\n",
|
|
" line.set_data(*path[::,:i])\n",
|
|
" point.set_data(*path[::,i-1:i])\n",
|
|
" return self.lines + self.points"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-16T05:34:56.961169Z",
|
|
"start_time": "2017-11-16T05:34:56.955265Z"
|
|
},
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 154,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:26:57.737827Z",
|
|
"start_time": "2017-11-17T04:26:57.685660Z"
|
|
},
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"class TrajectoryAnimation3D(animation.FuncAnimation):\n",
|
|
" \n",
|
|
" def __init__(self, *paths, zpaths, labels=[], fig=None, ax=None, frames=None, \n",
|
|
" interval=60, repeat_delay=5, blit=True, **kwargs):\n",
|
|
"\n",
|
|
" if fig is None:\n",
|
|
" if ax is None:\n",
|
|
" fig, ax = plt.subplots()\n",
|
|
" else:\n",
|
|
" fig = ax.get_figure()\n",
|
|
" else:\n",
|
|
" if ax is None:\n",
|
|
" ax = fig.gca()\n",
|
|
"\n",
|
|
" self.fig = fig\n",
|
|
" self.ax = ax\n",
|
|
" \n",
|
|
" self.paths = paths\n",
|
|
" self.zpaths = zpaths\n",
|
|
" \n",
|
|
" if frames is None:\n",
|
|
" frames = max(path.shape[1] for path in paths)\n",
|
|
" \n",
|
|
" self.lines = [ax.plot([], [], [], label=label, lw=2)[0] \n",
|
|
" for _, label in zip_longest(paths, labels)]\n",
|
|
"\n",
|
|
" super(TrajectoryAnimation3D, self).__init__(fig, self.animate, init_func=self.init_anim,\n",
|
|
" frames=frames, interval=interval, blit=blit,\n",
|
|
" repeat_delay=repeat_delay, **kwargs)\n",
|
|
"\n",
|
|
" def init_anim(self):\n",
|
|
" for line in self.lines:\n",
|
|
" line.set_data([], [])\n",
|
|
" line.set_3d_properties([])\n",
|
|
" return self.lines\n",
|
|
"\n",
|
|
" def animate(self, i):\n",
|
|
" for line, path, zpath in zip(self.lines, self.paths, self.zpaths):\n",
|
|
" line.set_data(*path[::,:i])\n",
|
|
" line.set_3d_properties(zpath[:i])\n",
|
|
" return self.lines"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:25:18.858913Z",
|
|
"start_time": "2017-11-17T04:25:18.853781Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:25:39.343780Z",
|
|
"start_time": "2017-11-17T04:25:39.332992Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-14T12:35:36.543497Z",
|
|
"start_time": "2017-11-14T12:35:36.538677Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"# 2d anim\n",
|
|
"\n",
|
|
"hint on saving https://eli.thegreenplace.net/2016/drawing-animated-gifs-with-matplotlib/\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-16T05:30:53.138538Z",
|
|
"start_time": "2017-11-16T05:30:53.135407Z"
|
|
},
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 155,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:27:00.720942Z",
|
|
"start_time": "2017-11-17T04:27:00.050940Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7fa490a26320>"
|
|
]
|
|
},
|
|
"execution_count": 155,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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hRhgln/FBfA01NNNMF12kSOFl9GMVyznKbmIM0U8H5WQXOktppIu3GaGPHt6l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JlwOxLQwLD5vAvYeAu2aAp5aAx+Zp5YlHzwH/fAm4cxp45SyQ23yZ35EgFwHu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\nK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/DUU3DpUnuKxum6wdRUhbfeKvPOO+W6au7RqMrlyx4uXHAzNuZq+XZljbK86HfvFrh/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NP2bx+DQhn+609BT7j112fU//OPkMnDtx6BoTbi7J78Dbz+vpgk+NMvgr+NyQJdhx+9Aieu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\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O3cnq1GC+SzHzF1xuUl1COBH0gegD7M70C1pKv6A7pSksOQmy+BoZ2tCuF0P0IkQvQhxO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\nwCCvGQ83S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mvAe+fe3aVVlpjihHohGxHGfeWaGNVFLksHOgS4h3pf7ay7XQ7hP4gkPnlJ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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7fa47d2be2b0>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(figsize=(12, 8))\n",
|
|
"# fig.set_tight_layout(True)\n",
|
|
"ax.contour(x, y, z, levels=np.logspace(0, logzmax//2, 35), norm=LogNorm(), cmap=plt.cm.jet, alpha=0.5)\n",
|
|
"ax.plot(*minima_, 'r*', markersize=10)\n",
|
|
"ax.plot(*problem.x0, 'r+', markersize=10)\n",
|
|
"\n",
|
|
"ax.set_title('{} function (github.com/wassname/viz_torch_optim)'.format(problem.f.__name__))\n",
|
|
"ax.set_xlabel('$x$')\n",
|
|
"ax.set_ylabel('$y$')\n",
|
|
"\n",
|
|
"ax.set_xlim((xmin, xmax))\n",
|
|
"ax.set_ylim((ymin, ymax))\n",
|
|
"\n",
|
|
"anim = TrajectoryAnimation(*paths[:,:,::decimation], labels=methods, ax=ax, interval=1000//fps)\n",
|
|
"\n",
|
|
"ax.legend(loc='upper left')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 156,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:27:01.319549Z",
|
|
"start_time": "2017-11-17T04:27:01.316027Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"fig size: 100.0 DPI, size in inches [ 12. 8.]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Query the figure's on-screen size and DPI. Note that when saving the figure to\n",
|
|
"# a file, we need to provide a DPI for that separately.\n",
|
|
"print('fig size: {0} DPI, size in inches {1}'.format(\n",
|
|
" fig.get_dpi(), fig.get_size_inches()))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 157,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T04:27:02.966246Z",
|
|
"start_time": "2017-11-17T04:27:02.963018Z"
|
|
},
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"import matplotlib.animation\n",
|
|
"import logging\n",
|
|
"_log = logging.getLogger(matplotlib.animation.__file__)\n",
|
|
"_log.setLevel(logging.DEBUG)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Saving, fps o 30, dpi 180 are ok, mp4 is faster than other formats\n",
|
|
"\n",
|
|
"ffmpeg does poort quality gifs, use writer=\"imagemagick\", for videos mp4 is quick, webm is nice too\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"start_time": "2017-11-17T04:27:05.338Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"anim.save(save_file+'_2d'+'.mp4', fps=fps, writer=\"ffmpeg\", codec='h264')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T03:19:55.174226Z",
|
|
"start_time": "2017-11-17T03:17:04.188Z"
|
|
},
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# anim.save(save_file+'2d'+'.gif', fps=fps, codec='gif', writer=\"imagemagick\") # slow, makes a large gif file"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-15T03:11:35.347291Z",
|
|
"start_time": "2017-11-15T03:11:35.340480Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"# 3d anim"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T03:19:55.177268Z",
|
|
"start_time": "2017-11-17T03:17:05.596Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"fig = plt.figure(figsize=(12, 12) )\n",
|
|
"fig.set_tight_layout(True)\n",
|
|
"ax = plt.axes(projection='3d', elev=50, azim=azim)\n",
|
|
"\n",
|
|
"ax.plot_surface(x, y, z, norm=LogNorm(), rstride=1, cstride=1, edgecolor='none', alpha=.5, cmap=plt.cm.jet)\n",
|
|
"ax.plot(*minima_, problem.f(minima_).numpy(), 'r*', markersize=10)\n",
|
|
"ax.plot(*_x0, problem.f(_x0).numpy(), 'r+', markersize=10)\n",
|
|
"\n",
|
|
"ax.set_title('{} function'.format(problem.f.__name__))\n",
|
|
"ax.set_xlabel('$x$')\n",
|
|
"ax.set_ylabel('$y$')\n",
|
|
"ax.set_zlabel('$z$')\n",
|
|
"\n",
|
|
"ax.set_xlim((xmin, xmax))\n",
|
|
"ax.set_ylim((ymin, ymax))\n",
|
|
"\n",
|
|
"anim = TrajectoryAnimation3D(*paths[:,:,:crop:decimation], zpaths=zpaths[:,:,0][:,:crop:decimation], labels=methods, ax=ax, interval=1000//fps)\n",
|
|
"\n",
|
|
"ax.legend(loc='upper right')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T03:19:55.180924Z",
|
|
"start_time": "2017-11-17T03:17:08.894Z"
|
|
},
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# anim.save(save_file+'3d'+'.gif', fps=fps, codec='gif', writer=\"imagemagick\")\n",
|
|
"anim.save(save_file+'_3d'+'.mp4', fps=fps, writer=\"ffmpeg\", codec='h264')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"source": [
|
|
"# loss anim\n",
|
|
"\n",
|
|
"same as 2d but instead of x,y it's steps,np.abs(z-zmin)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T03:19:55.183957Z",
|
|
"start_time": "2017-11-17T03:17:10.092Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"index = np.arange(1,problem.steps+1,1)[None,:]\n",
|
|
"index= np.array([index]*zpaths.shape[0])\n",
|
|
"loss_paths = np.concatenate([index, zpaths[:,None,:,0]], 1)\n",
|
|
"loss_paths.shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T03:19:55.187136Z",
|
|
"start_time": "2017-11-17T03:17:10.462Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"fig, ax = plt.subplots(figsize=(10, 6))\n",
|
|
"ax.set_xlabel('$step$')\n",
|
|
"ax.set_ylabel('$loss$')\n",
|
|
"ax.set_title('{} function'.format(problem.f.__name__))\n",
|
|
"\n",
|
|
"ax.set_xlim((0, loss_paths[:,0,:].max()))\n",
|
|
"ax.set_ylim((0, loss_paths[:,1,:].max()))\n",
|
|
"\n",
|
|
"anim = TrajectoryAnimation(*loss_paths[:,:,:crop:decimation], labels=methods, ax=ax)\n",
|
|
"\n",
|
|
"ax.legend(loc='upper right')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2017-11-17T03:19:55.192895Z",
|
|
"start_time": "2017-11-17T03:17:10.757Z"
|
|
},
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# anim.save(save_file+'loss'+'.gif', fps=fps, codec='gif', writer=\"imagemagick\")\n",
|
|
"anim.save(save_file+'_loss'+'.mp4', fps=fps, writer=\"ffmpeg\", codec='h264')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "jupyter3",
|
|
"language": "python",
|
|
"name": "jupyter3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.0"
|
|
},
|
|
"toc": {
|
|
"colors": {
|
|
"hover_highlight": "#DAA520",
|
|
"navigate_num": "#000000",
|
|
"navigate_text": "#333333",
|
|
"running_highlight": "#FF0000",
|
|
"selected_highlight": "#FFD700",
|
|
"sidebar_border": "#EEEEEE",
|
|
"wrapper_background": "#FFFFFF"
|
|
},
|
|
"moveMenuLeft": true,
|
|
"nav_menu": {
|
|
"height": "30px",
|
|
"width": "252px"
|
|
},
|
|
"navigate_menu": true,
|
|
"number_sections": true,
|
|
"sideBar": true,
|
|
"threshold": 4,
|
|
"toc_cell": false,
|
|
"toc_section_display": "block",
|
|
"toc_window_display": false,
|
|
"widenNotebook": false
|
|
},
|
|
"varInspector": {
|
|
"cols": {
|
|
"lenName": 16,
|
|
"lenType": 16,
|
|
"lenVar": 40
|
|
},
|
|
"kernels_config": {
|
|
"python": {
|
|
"delete_cmd_postfix": "",
|
|
"delete_cmd_prefix": "del ",
|
|
"library": "var_list.py",
|
|
"varRefreshCmd": "print(var_dic_list())"
|
|
},
|
|
"r": {
|
|
"delete_cmd_postfix": ") ",
|
|
"delete_cmd_prefix": "rm(",
|
|
"library": "var_list.r",
|
|
"varRefreshCmd": "cat(var_dic_list()) "
|
|
}
|
|
},
|
|
"types_to_exclude": [
|
|
"module",
|
|
"function",
|
|
"builtin_function_or_method",
|
|
"instance",
|
|
"_Feature"
|
|
],
|
|
"window_display": false
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|