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@PiotrCzapla
Created December 27, 2022 10:08
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LSUVInit + cache for m1
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#|default_exp init"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Initialization"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"env: PYTORCH_ENABLE_MPS_FALLBACK=1\n"
]
}
],
"source": [
"%env PYTORCH_ENABLE_MPS_FALLBACK 1"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"import pickle,gzip,math,os,time,shutil,torch,matplotlib as mpl,numpy as np,matplotlib.pyplot as plt\n",
"import sys,gc,traceback\n",
"import fastcore.all as fc\n",
"from collections.abc import Mapping\n",
"from pathlib import Path\n",
"from operator import attrgetter,itemgetter\n",
"from functools import partial\n",
"from copy import copy\n",
"from contextlib import contextmanager\n",
"\n",
"import torchvision.transforms.functional as TF,torch.nn.functional as F\n",
"from torch import tensor,nn,optim\n",
"from torch.utils.data import DataLoader,default_collate\n",
"from torch.nn import init\n",
"from torcheval.metrics import MulticlassAccuracy\n",
"from datasets import load_dataset,load_dataset_builder\n",
"\n",
"from miniai.datasets import *\n",
"from miniai.conv import *\n",
"from miniai.learner import *\n",
"from miniai.activations import *"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from fastcore.test import test_close\n",
"\n",
"torch.set_printoptions(precision=2, linewidth=140, sci_mode=False)\n",
"torch.manual_seed(1)\n",
"\n",
"import logging\n",
"logging.disable(logging.WARNING)\n",
"\n",
"set_seed(42)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# cache datasets to speed up training\n",
"class CachedDataset(fc.L):\n",
" def __init__(self, ds):\n",
" self.features = ds.features\n",
" super().__init__(ds)\n",
"def cache_as_dict(dd): \n",
" return {dsn: CachedDataset(ds) for dsn,ds in dd.items()}\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "07e4fe9350304530ac32016829f4b917",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/2 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xl,yl = 'image','label'\n",
"name = \"fashion_mnist\"\n",
"dsd = load_dataset(name)\n",
"\n",
"@inplace\n",
"def transformi(b): b[xl] = [TF.to_tensor(o) for o in b[xl]]\n",
"\n",
"tds = cache_as_dict(dsd.with_transform(transformi))\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(torch.Size([1024, 1, 28, 28]), tensor([9, 0, 0, 3, 0, 2, 7, 2, 5, 5]))"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bs = 1024\n",
"dls = DataLoaders.from_dd(tds, bs, num_workers=0)\n",
"dt = dls.train\n",
"xb,yb = next(iter(dt))\n",
"xb.shape,yb[:10]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def get_model():\n",
" return nn.Sequential(conv(1 ,8), conv(8 ,16), conv(16,32), conv(32,64),\n",
" conv(64,10, act=False), nn.Flatten()).to(def_device)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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yf/7zh5Kkry5oVl11yOVq7CFYAADgor91RPTnPUcVMKRvLvHfglgDESwAAHCRtXz3F2dNUfO4US5XYx/BAgAAlxyJdOlfdh6SJH17qT8XxBqIYAEAgEsef32/epKmLptar8umjnW7HEcQLAAAcMGn3b164o2+BbH+fYm0VkgECwAAXPGHt9t14tMeNY+r1hdmTnG7HMcQLAAAcMG77RFJ0jWzGhQM+HP57sEQLAAAcEHbiZOSpLPqq12uxFkECwAAXNDe2SVJaiRYAAAAu6wWi4a6KpcrcRbBAgCAIuvqSepYvFsSXSEAAMAmqxukKhRQ/Sh/nxtkIIIFAABF1p7uBmmsr5ZhlM6MEIlgAQBA0R2ygkVdaXWDSAQLAACKLjsjpLQGbkoECwAAii47I4QWCwAAYFNbusWi1GaESAQLAACKLtNiQVcIAACwwzTNfrNCSg3BAgCAIoqc7FW8OymJWSEAAMCmts6+1oqxo0Kqrgy6XI3zCBYAABRRKc8IkQgWAAAUVVuJntXUQrAAAKCI2jIDN0tvRohEsAAAoKhKeUaIRLAAAKCo2k70dYU01NFiAQAAbLJmhZTiqpsSwQIAgKJJpkx1pAdvNhAspHXr1mn27Nmqra1VbW2tFi9erOeee65QtQEAUFKOxhLqTZkKGNLkmrDb5RREXsGiqalJ9957r7Zv36633npLV111lb785S/rnXfeKVR9AACUjEPpgZuTa6tUESzNToOKfO583XXX9fv5xz/+sdatW6etW7dq5syZjhYGAECpaT9R2mtYSHkGi1zJZFJPP/204vG4Fi9ePOT9EomEEolE5udIJDLSpwQAwNeyq26W5owQaQSDN3ft2qUxY8YoHA7r1ltv1caNGzVjxowh79/S0qK6urrMpbm52VbBAAD4VanPCJFGECwuvPBC7dy5U2+88YZuu+02rVq1Su++++6Q91+7dq06Ozszl9bWVlsFAwDgV+XQYpF3V0hlZaXOO+88SdK8efO0bds2/fSnP9VDDz006P3D4bDC4dIc+QoAQD7aS/w8IZID61ikUql+YygAAMDg2kp8OW8pzxaLtWvX6pprrtHUqVMVjUb11FNPacuWLXrhhRcKVR8AACWhqyepo7FuSQSLjCNHjujmm29We3u76urqNHv2bL3wwgv6/Oc/X6j6AAAoCdaKm+GKgMaOCrlcTeHkFSx+8YtfFKoOAABKWu6MEMMwXK6mcEpz2S8AADwmc1bT+tKdESIRLAAAKIp2a+BmXemOr5AIFgAAFIXVFVKqZzW1ECwAACgCqyvkLLpCAACAXdlVN2mxAAAANpimWRaLY0kECwAACi7S1at4d1KS1EhXCAAAsKM9PXCzflRIoyrzPk2XrxAsAAAosHIZXyERLAAAKLhymREiESwAACg4WiwAAIBj2tMnICv1GSESwQIAgII7lJlqSlcIAACwyZoVQosFAACwJZUy1ZHuCmmoo8UCAADYcDSWUE/SVMCQJtcSLAAAgA3W+IpJNVUKBUv/z27pv0IAAFyUnRFS+q0VEsECAICCyqxhUQYDNyWCBQAABZVddZNgAQAAbMquuklXCAAAsKmc1rCQCBYAABTUIbpCAACAExK9SR2NJSTRFQIAAGyyVtwMVwQ0bnSly9UUB8ECAIACsWaENNZXyzAMl6spDoIFAAAF0lZGZzW1ECwAACgQa0ZIQ115DNyUCBYAABTMoZyukHJBsAAAoEAya1iUyYwQiWABAEDBZMdY0GIBAABsaj9RXmc2lQgWAAAURKSrR9FEryQGbwIAAJus1oq66pBGhytcrqZ4CBYAABRAOY6vkAgWAAAURFsZzgiRCBYAABQELRYAAMAx1hiLhjKaESIRLAAAKIhD6RaLs8qsxaJkhqne+9zfFEv0KGgYCgQMBQ1DwUD2eiBgKGAo57ohw5AMSYYhBdJnnTMMQ4akgNF33TRNpUzJlNLXTZmmlDKllGlKklIpc8i6BjuZXcqUTFMy1bct0zTT2++7Lff3Sm/aen6z38/p+6SZg5Rh5txopF9zwOjbF337IHvdes2G0fearNeY+bffbX21BNP7MhiQAgFDFTn7O/NvwMjUZ71mqzbT7P9aDFk1Kl1bbq3K1Gso+x6YOXVa28+t1czZOQP3m5ndxdn9lPPeGTIy163fWduwtm3VkPms5Hw2gul9EhiwX6z9ZX1OT33fTn0vMzUZhoJG3+MHvn+B9D7LfF7SL3rg6+33+RvwpGb2ar/Pz3BZ369+NQX6v4/BgJFTS/p7lNmPue+b9cKV/l5mP8PWe5L9Lvf/Tks5n+nMvku/pzm7PPt+G4Pc1nf/gGHV0P/5s9s1TnkPAoH+36uB+yNo/Tzw/6ic/5/6ajFyaulfa+7zw3va06dML6epplIJBYvf7Tioj6MJt8sAgKILpgO8FeyDwWxotYJtKBhQRfrfUEVAoUGuVwQNVVYEFK4IqioUUFUoqHBF379V6X/DoYCqKoKqqgyqtqpCddUh1VaFVFsdUlUo6Pau8IxUyswu511mXSElEyz+w2enK9rVq5RpKpkylUwfYSdTytxmHWknU9lWB6tVoN+Rp7JH07lHyYHMkY91FJJ75JR7xDB0K4JpSoFA3/37bUPZ1oKBR165RyfWUZOkAUdnSt+n/xF2bmXWa+x3pJ97ZJ/zu+DAo87AwCOyvidJ9dvXfdeTqez+TqZM9abMU1+T9XO/I0tl3xfT7FerzFNrH3gUPFhLTO5zWfui35HpgKPC3CP7/u9b9mg+970a2NJj5LwWSZnPX2/SHOSzmb0+2BHnYMegp7x/ufvJ2udm/89Fpl5l93f/o99BWmZybhu0kKEMqCn3M9WvxpR5yudgYKthbo3ZVpbclq7sPsi0vAxoien/O7N/a8yA9zq3NVDKec8H2aZya1H/1pbs/zWnfo6t71syc73vZ7us71y3/U3ZEq4IqLY6pLqcS21VhcaPCWtSTVgTa8KaVFOlSbVhTRwTVv2oUMm2thyNJ9ST7PucT64lWPjSt5dOd7sEAMhbbvjKDeRS/24pDRKIrFBjBQsryCdTA29LqTdlqieZUm+y79++y6nXu3tTSvSm1NWTVFdPSl29SXX1JJXoSSnRm76tJ6mTPUlFu3rVebJHka4emaaU6E3p42hi2K3HoaChiWPCmlhbpUk1YTWPHaU5zXWa01SvaeNH+Tp0tKUHbk6uqVIoWF7DGUsmWACAH1ljZoIy5NeehFTKVKy7V52f9oWMzpM9ipzsUeRkX/A4GusLG0eiCR2JdunjaEKffNqjnqSpts4utaXHIuSqqw5pTnO95jbVaXZTveY012tiTdiFVzcy7emBm+U2I0QiWAAAbAoEjL5xFlWhYT8m0ZvU0Vh3X+CIdOlINKG9R2J6++AJvdMWUefJHr3y/sd65f2PM485q75ac5rrdNnUsbpuTqOnuxgOlekaFhLBAgDggnBFUGfVVw86FbO7N6X3OqLaefCE3m49ob8cPKE9R2I6dOKkDp04qWd3dajlub/pygsnacXCZv3dBRNV4bHuBmtGSLmtuikRLAAAHlNZEdAlTXW6pKlO37h8miQplujVroOdevvgCb3418Pa9tEn2vTXw9r018OaUlulr85v0lcXNKtp7CiXq+9TrqtuSgQLAIAPjAlXaPG547X43PG69e/O1d4jUa1/s1W/23FQHZEu/dNLe3X/5r1aev5ErVjQrOUzJrs6aLKtTNewkAgWAAAfOm9Sjf7btTP0n754of71ncNav+2AXt17LDMuY8KYSt04r0n/sHS6xo8p/qDPtjJddVMiWAAAfCxcEdR1cxp13ZxG7T8W14ZtrXp6e9+CiQ+9/KGe392hX31zkaaOL14XSaI3mZlyW46zQrw12gUAgBGaNn60/vMXL9Jr/+UqPfSNeWoaW639xz7Vv133mt5p6yxaHYc7+0JFZUVA40dXFu15vYJgAQAoKaFgQFfPnKL/fdtndNGUGh2NJfS1h7bq9Q+OFeX526ylvOuqfL3I10gRLAAAJWlSbZV+c+tiLTxnnKKJXq36X2/q+d3tBX/ecp4RIhEsAAAlrLYqpMe/uVBXz5ys7mRK//jkDj35xv6CPme5ntXUQrAAAJS0qlBQP1s5TysWNitlSv914279dNOezInmnHYoMyOk/AZuSgQLAEAZCAYM3XPDJbrjqvMkSf9z0/u6+/fvZE745qSPjsYlSQ10hQAAULoMw9BdX7hQP/z7mTIM6fHX9+uOX/8/JXqTjj1H6/FP9fqHfYNEF54zzrHt+gnBAgBQVlZ95mzdv+JShYKG/rirXd98dJtiiV5Htv2rrftlmtLS8yfo3IljHNmm3+QVLFpaWrRgwQLV1NRo0qRJuv766/Xee+8VqjYAAAri2tmN+uXqhRpdGdSre4/ptie22x5zcbI7qQ3bWiVJqxaf7UCV/pRXsHj55Ze1Zs0abd26VX/605/U09OjL3zhC4rH44WqDwCAgrji/Ala/w+LVVkR0J/3HNXWD4/b2t4zOw+p82SPmsdV68qLJjlUpf/ktaT3888/3+/nRx99VJMmTdL27dv12c9+dtDHJBIJJRKJzM+RSGQEZQIA4LxLmur07+Y361db9+v+l/Zo8bnjR7Qd0zT12GsfSZJuvvxsBQPltzCWxdYYi87OviVSx40beoBKS0uL6urqMpfm5mY7TwkAgKNuXXauQkFDr31wTNv3j6zV4o19x/W3jqiqQ0F9dX55/50bcbBIpVK68847tWTJEs2aNWvI+61du1adnZ2ZS2tr60ifEgAAx51VX60bL2uSJP3Ti3tHtA2rteL6S89S3aiQU6X50oiDxZo1a7R7926tX7/+tPcLh8Oqra3tdwEAwEv+cdl5CgYMvfz+x9rZeiKvx7adOKl/ffewJGnVZ6YVoDp/GVGwuP322/WHP/xBmzdvVlNTk9M1AQBQVFPHj9L1c8+SJD3w0p68HvvE1v1KpkxdPn2cLprCwXNewcI0Td1+++3auHGjXnrpJZ1zzjmFqgsAgKJac+W5ChjSpr8eGfZp1rt6klqfnmK6+jP8TZTyDBZr1qzRE088oaeeeko1NTXq6OhQR0eHTp48Waj6AAAoiukTx+ja2Y2SpAdeGt5Yi//zdpuOx7t1Vn21ll9cvlNMc+UVLNatW6fOzk4tW7ZMDQ0NmcuGDRsKVR8AAEVz+1XnyTCk53Z36L2O6Gnva5qmHnv9I0nS1y+fpoogi1lLI+gKGeyyevXqApUHAEDxXDC5RtfMmiJJemDz6Vstdhz4RLsPRRSuCOhrC8p7imku4hUAADluv/J8SdIf/tKmvUdiQ97v0df2S5K+PLdRY0dXFqU2PyBYAACQY0ZjrZZfPFmmKf1siFaLw5EuPberXVLfSc2QRbAAAGCAOz53niTpX95u0/5jp54P68k3Dqg3ZWrB2WM1s7Gu2OV5GsECAIABZjfVa9mFE5VMmfrZ5g/6/a67N6Wn3jggidaKwRAsAAAYxH+8qm+sxe92HNTBTz7N3P7srnYdjSU0pbZKV8+c4lZ5nkWwAABgEPOmjdWS88arN2Vq3ZZsq8Wj6fOCrFw0VSGmmJ6CPQIAwBDuSLdaPP3WQXV0dmln6wntbD2hymBAKxZNdbk6b6pwuwAAALxq0fTxWnjOOL2577h+/vIH6jzZI0m6dnaDJowJu1ydN9FiAQDAaVitFr9+84D++BemmJ4JwQIAgNNYct54XTq1XonelLqTKc1trtec5nq3y/IsggUAAKdhGEam1UKSVtNacVqMsQAA4AyWXThRN17WpBOfduvfXNLgdjmeRrAAAOAMDMPQ//jqHLfL8AW6QgAAgGMIFgAAwDEECwAA4BiCBQAAcAzBAgAAOIZgAQAAHEOwAAAAjiFYAAAAxxAsAACAYwgWAADAMQQLAADgGIIFAABwDMECAAA4hmABAAAcU/TTppumKUmKRCLFfmoAADBC1t9t6+/4UIoeLKLRqCSpubm52E8NAABsikajqqurG/L3hnmm6OGwVCqltrY21dTUyDCMM95/wYIF2rZt2xnvF4lE1NzcrNbWVtXW1jpRakkb7n71AjdrLfRzO719u9uz8/h8H5vP/fl+D5+fvtsS3+9ibmuk27AeZ5qmotGoGhsbFQgMPZKi6C0WgUBATU1Nw75/MBjM6z+S2tpa/uMZhnz3q5vcrLXQz+309u1uz87j833sSJ6L7/eZ+em7LfH9Lua2RrqN3MedrqXC4vnBm2vWrHG7hJLkp/3qZq2Ffm6nt293e3Yen+9j/fQZ9BO/7Ve+38Xb1ki3ke/jit4VUiiRSER1dXXq7Oz0VVoHcGZ8vwH/8HyLxXCFw2HdfffdCofDbpcCwGF8vwH/KJkWCwAA4L6SabEAAADuI1gAAADHECwAAIBjCBYAAMAxBAsAAOCYsgwWra2tWrZsmWbMmKHZs2fr6aefdrskAA654YYbNHbsWH3lK19xuxSgLJXldNP29nYdPnxYc+fOVUdHh+bNm6f3339fo0ePdrs0ADZt2bJF0WhUjz32mH7729+6XQ5QdsqyxaKhoUFz586VJE2ZMkUTJkzQ8ePH3S0KgCOWLVummpoat8sAypYng8Urr7yi6667To2NjTIMQ88888wp93nwwQd19tlnq6qqSosWLdKbb745oufavn27kskkp3EHiqCY320A7vBksIjH45ozZ44efPDBQX+/YcMG3XXXXbr77ru1Y8cOzZkzR1dffbWOHDmSuc/cuXM1a9asUy5tbW2Z+xw/flw333yzHn744YK/JgDF+24DcJHpcZLMjRs39rtt4cKF5po1azI/J5NJs7Gx0WxpaRn2dru6usylS5eajz/+uFOlAshDob7bpmmamzdvNm+88UYnygSQJ0+2WJxOd3e3tm/fruXLl2duCwQCWr58uV5//fVhbcM0Ta1evVpXXXWVvvGNbxSqVAB5cOK7DcB9vgsWR48eVTKZ1OTJk/vdPnnyZHV0dAxrG6+++qo2bNigZ555RnPnztXcuXO1a9euQpQLYJic+G5L0vLly3XTTTfp2WefVVNTE6EEKLIKtwtwwxVXXKFUKuV2GQAKYNOmTW6XAJQ137VYTJgwQcFgUIcPH+53++HDhzVlyhSXqgJgF99toDT4LlhUVlZq3rx5evHFFzO3pVIpvfjii1q8eLGLlQGwg+82UBo82RUSi8W0d+/ezM/79u3Tzp07NW7cOE2dOlV33XWXVq1apfnz52vhwoW67777FI/Hdcstt7hYNYAz4bsNlAG3p6UMZvPmzaakUy6rVq3K3Of+++83p06dalZWVpoLFy40t27d6l7BAIaF7zZQ+sryXCEAAKAwfDfGAgAAeBfBAgAAOIZgAQAAHEOwAAAAjiFYAAAAxxAsAACAYwgWAADAMQQLAADgGIIFAABwDMECAAA4hmABAAAcQ7AAAACO+f83GOw+4sblvQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"MomentumLearner(get_model(), dls, F.cross_entropy, cbs=[DeviceCB()]).lr_find(gamma=1.1, start_lr=1e-2)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"metrics = MetricsCB(accuracy=MulticlassAccuracy())\n",
"astats = ActivationStats(fc.risinstance(nn.ReLU))\n",
"cbs = [DeviceCB(), metrics, ProgressCB(plot=True), astats]\n",
"learn = MomentumLearner(get_model(), dls, F.cross_entropy, lr=0.2, cbs=cbs)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>accuracy</th>\n",
" <th>loss</th>\n",
" <th>epoch</th>\n",
" <th>train</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0.164</td>\n",
" <td>2.302</td>\n",
" <td>0</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.482</td>\n",
" <td>1.553</td>\n",
" <td>0</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit(1)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1100x500 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"astats.color_dim()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"astats.plot_stats()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"def clean_ipython_hist():\n",
" # Code in this function mainly copied from IPython source\n",
" if not 'get_ipython' in globals(): return\n",
" ip = get_ipython()\n",
" user_ns = ip.user_ns\n",
" ip.displayhook.flush()\n",
" pc = ip.displayhook.prompt_count + 1\n",
" for n in range(1, pc): user_ns.pop('_i'+repr(n),None)\n",
" user_ns.update(dict(_i='',_ii='',_iii=''))\n",
" hm = ip.history_manager\n",
" hm.input_hist_parsed[:] = [''] * pc\n",
" hm.input_hist_raw[:] = [''] * pc\n",
" hm._i = hm._ii = hm._iii = hm._i00 = ''"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"def clean_tb():\n",
" # h/t Piotr Czapla\n",
" if hasattr(sys, 'last_traceback'):\n",
" traceback.clear_frames(sys.last_traceback)\n",
" delattr(sys, 'last_traceback')\n",
" if hasattr(sys, 'last_type'): delattr(sys, 'last_type')\n",
" if hasattr(sys, 'last_value'): delattr(sys, 'last_value')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"def clean_mem():\n",
" clean_tb()\n",
" clean_ipython_hist()\n",
" gc.collect()\n",
" torch.cuda.empty_cache()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Glorot/Xavier init"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[nan, nan, nan, nan, nan],\n",
" [nan, nan, nan, nan, nan],\n",
" [nan, nan, nan, nan, nan],\n",
" [nan, nan, nan, nan, nan],\n",
" [nan, nan, nan, nan, nan]])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = torch.randn(200, 100)\n",
"for i in range(50): x = x @ torch.randn(100,100)\n",
"x[0:5,0:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The result is `nan`s everywhere. So maybe the scale of our matrix was too big, and we need to have smaller weights? But if we use too small weights, we will have the opposite problem—the scale of our activations will go from 1 to 0.1, and after 50 layers we'll be left with zeros everywhere:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.],\n",
" [0., 0., 0., 0., 0.]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = torch.randn(200, 100)\n",
"for i in range(50): x = x @ (torch.randn(100,100) * 0.01)\n",
"x[0:5,0:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So we have to scale our weight matrices exactly right so that the standard deviation of our activations stays at 1. We can compute the exact value to use mathematically, as illustrated by Xavier Glorot and Yoshua Bengio in [\"Understanding the Difficulty of Training Deep Feedforward Neural Networks\"](http://proceedings.mlr.press/v9/glorot10a/glorot10a.pdf). The right scale for a given layer is $1/\\sqrt{n_{in}}$, where $n_{in}$ represents the number of inputs."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[-0.81, -0.20, -0.18, 0.24, -0.47],\n",
" [ 0.04, -0.51, 0.52, 0.15, 0.53],\n",
" [ 0.10, -0.10, -0.35, -0.23, -0.68],\n",
" [ 0.03, 0.11, -1.07, 0.63, 0.05],\n",
" [-1.11, -0.25, 0.61, -0.83, -0.14]])"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = torch.randn(200, 100)\n",
"for i in range(50): x = x @ (torch.randn(100,100) * 0.1)\n",
"x[0:5,0:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Background"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Variance and standard deviation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Variance is the average of how far away each data point is from the mean. E.g.:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"t = torch.tensor([1.,2.,4.,18])"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(6.25)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = t.mean(); m"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(0.)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(t-m).mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Oops. We can't do that. Because by definition the positives and negatives cancel out. So we can fix that in one of (at least) two ways:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(47.19)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(t-m).pow(2).mean()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(5.88)"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(t-m).abs().mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But the first of these is now a totally different scale, since we squared. So let's undo that at the end."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(6.87)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(t-m).pow(2).mean().sqrt()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"They're still different. Why?\n",
"\n",
"Note that we have one outlier (`18`). In the version where we square everything, it makes that much bigger than everything else.\n",
"\n",
"`(t-m).pow(2).mean()` is refered to as **variance**. It's a measure of how spread out the data is, and is particularly sensitive to outliers.\n",
"\n",
"When we take the sqrt of the variance, we get the **standard deviation**. Since it's on the same kind of scale as the original data, it's generally more interpretable. However, since `sqrt(1)==1`, it doesn't much matter which we use when talking about *unit variance* for initializing neural nets.\n",
"\n",
"The standard deviation represents if the data stays close to the mean or on the contrary gets values that are far away. It's computed by the following formula:\n",
"\n",
"$$\\sigma = \\sqrt{\\frac{1}{n}\\left[(x_{0}-m)^{2} + (x_{1}-m)^{2} + \\cdots + (x_{n-1}-m)^{2}\\right]}$$\n",
"\n",
"where m is the mean and $\\sigma$ (the greek letter sigma) is the standard deviation. Here we have a mean of 0, so it's just the square root of the mean of x squared.\n",
"\n",
"`(t-m).abs().mean()` is referred to as the **mean absolute deviation**. It isn't used nearly as much as it deserves to be, because mathematicians don't like how awkward it is to work with. But that shouldn't stop us, because we have computers and stuff.\n",
"\n",
"Here's a useful thing to note about variance:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor(47.19), tensor(47.19))"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(t-m).pow(2).mean(), (t*t).mean() - (m*m)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can see why these are equal if you want to work thru the algebra. Or not.\n",
"\n",
"But, what's important here is that the latter is generally much easier to work with. In particular, you only have to track two things: the sum of the data, and the sum of squares of the data. Whereas in the first form you actually have to go thru all the data twice (once to calculate the mean, once to calculate the differences).\n",
"\n",
"Let's go steal the LaTeX from [Wikipedia](https://en.wikipedia.org/wiki/Variance):\n",
"\n",
"$$\\operatorname{E}\\left[X^2 \\right] - \\operatorname{E}[X]^2$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Covariance"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's how Wikipedia defines covariance:\n",
"\n",
"$$\\operatorname{cov}(X,Y) = \\operatorname{E}{\\big[(X - \\operatorname{E}[X])(Y - \\operatorname{E}[Y])\\big]}$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see that in code. So now we need two vectors."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([ 1., 2., 4., 18.])"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# `u` is twice `t`, plus a bit of randomness\n",
"u = t*2\n",
"u *= torch.randn_like(t)/10+0.95\n",
"\n",
"plt.scatter(t, u);"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([ 56.21, 35.17, 7.09, 260.07])"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prod = (t-t.mean())*(u-u.mean()); prod"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(89.64)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prod.mean()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"v = torch.randn_like(t)\n",
"plt.scatter(t, v);"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(-3.88)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"((t-t.mean())*(v-v.mean())).mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's generally more conveniently defined like so:\n",
"\n",
"$$\\operatorname{E}\\left[X Y\\right] - \\operatorname{E}\\left[X\\right] \\operatorname{E}\\left[Y\\right]$$"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(-3.88)"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cov = (t*v).mean() - t.mean()*v.mean(); cov"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From now on, you're not allowed to look at an equation (or especially type it in LaTeX) without also typing it in Python and actually calculating some values. Ideally, you should also plot some values.\n",
"\n",
"Finally, here is the Pearson correlation coefficient:\n",
"\n",
"$$\\rho_{X,Y}= \\frac{\\operatorname{cov}(X,Y)}{\\sigma_X \\sigma_Y}$$"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(-0.57)"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cov / (t.std() * v.std())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's just a scaled version of the same thing."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(0.85)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x.std()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Xavier init derivation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When we do `y = a @ x`, the coefficients of `y` are defined by\n",
"\n",
"$$y_{i} = a_{i,0} x_{0} + a_{i,1} x_{1} + \\cdots + a_{i,n-1} x_{n-1} = \\sum_{k=0}^{n-1} a_{i,k} x_{k}$$\n",
"\n",
"or in pure python code:\n",
"```\n",
"y[i] = sum([c*d for c,d in zip(a[i], x)])\n",
"```\n",
"\n",
"or in numpy/pytorch code:\n",
"```\n",
"y[i] = (a[i]*x).sum()\n",
"```\n",
"\n",
"At the very beginning, our `x` vector has a mean of roughly 0. and a standard deviation of roughly 1. (since we picked it that way)."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor(0.04), tensor(0.88))"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = torch.randn(100)\n",
"x.mean(), x.std()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we go back to `y = a @ x` and assume that we chose weights for `a` that also have a mean of 0, we can compute the standard deviation of `y` quite easily. Since it's random, and we may fall on bad numbers, we repeat the operation 100 times."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0930471302010119, 102.9146974182129)"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean,sqr = 0.,0.\n",
"for i in range(100):\n",
" x = torch.randn(100)\n",
" a = torch.randn(512, 100)\n",
" y = a @ x\n",
" mean += y.mean().item()\n",
" sqr += y.pow(2).mean().item()\n",
"mean/100,sqr/100"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that looks very close to the dimension of our matrix 100. And that's no coincidence! When you compute y, you sum 100 product of one element of a by one element of x. So what's the mean and the standard deviation of such a product? We can show mathematically that as long as the elements in `a` and the elements in `x` are independent, the mean is 0 and the std is 1. This can also be seen experimentally:"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-0.002986055881790071, 0.9694275963147889)"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean,sqr = 0.,0.\n",
"for i in range(10000):\n",
" x = torch.randn(1)\n",
" a = torch.randn(1)\n",
" y = a*x\n",
" mean += y.item()\n",
" sqr += y.pow(2).item()\n",
"mean/10000,sqr/10000"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we sum 100 of those things that have a mean of zero, and a mean of squares of 1, so we get something that has a mean of 0, and mean of square of 100, hence `math.sqrt(100)` being our magic number. If we scale the weights of the matrix and divide them by this `math.sqrt(100)`, it will give us a `y` of scale 1, and repeating the product has many times as we want won't overflow or vanish."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Kaiming/He init"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(\"He\" is a Chinese surname and is pronouced like \"Her\", not like \"Hee\".)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Background"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"x = torch.randn(200, 100)\n",
"y = torch.randn(200)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"from math import sqrt"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"w1 = torch.randn(100,50) / sqrt(100)\n",
"b1 = torch.zeros(50)\n",
"w2 = torch.randn(50,1) / sqrt(50)\n",
"b2 = torch.zeros(1)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"def lin(x, w, b): return x @ w + b"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor(0.02), tensor(0.98))"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l1 = lin(x, w1, b1)\n",
"l1.mean(),l1.std()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"def relu(x): return x.clamp_min(0.)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor(0.40), tensor(0.58))"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l2 = relu(l1)\n",
"l2.mean(),l2.std()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[ 0.00, 0.00, 0.00, 0.00, 0.00],\n",
" [ 0.00, 0.00, 0.00, 0.00, 0.00],\n",
" [ 0.00, 0.00, 0.00, 0.00, 0.00],\n",
" [ 0.00, 0.00, 0.00, 0.00, 0.00],\n",
" [ 0.00, 0.00, 0.00, 0.00, 0.00]])"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = torch.randn(200, 100)\n",
"for i in range(50): x = relu(x @ (torch.randn(100,100) * 0.1))\n",
"x[0:5,0:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In [\"Delving Deep into Rectifiers: Surpassing Human-Level Performance\"](https://arxiv.org/abs/1502.01852) Kaiming He et al. show that we should use the following scale instead: $\\sqrt{2 / n_{in}}$, where $n_{in}$ is the number of inputs of our model."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[0.00, 0.00, 0.00, 0.07, 0.00],\n",
" [0.00, 0.00, 0.00, 0.01, 0.00],\n",
" [0.07, 0.00, 0.00, 0.06, 0.00],\n",
" [0.00, 0.00, 0.00, 0.15, 0.00],\n",
" [0.02, 0.00, 0.00, 0.00, 0.00]])"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = torch.randn(200, 100)\n",
"for i in range(50): x = relu(x @ (torch.randn(100,100) * sqrt(2/100)))\n",
"x[0:5,0:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Applying an init function"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Conv2d\n",
"ReLU\n",
"Sequential\n",
"Conv2d\n",
"ReLU\n",
"Sequential\n",
"Conv2d\n",
"ReLU\n",
"Sequential\n",
"Conv2d\n",
"ReLU\n",
"Sequential\n",
"Conv2d\n",
"Flatten\n",
"Sequential\n"
]
}
],
"source": [
"model = get_model()\n",
"model.apply(lambda m: print(type(m).__name__));"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"def init_weights(m):\n",
" if isinstance(m, (nn.Conv1d,nn.Conv2d,nn.Conv3d)): init.kaiming_normal_(m.weight)\n",
"def zero_weights(m):\n",
" if isinstance(m, (nn.Conv1d,nn.Conv2d,nn.Conv3d)): \n",
" with torch.no_grad(): \n",
" m.weight.zero_()\n",
" m.bias.zero_()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"model.apply(zero_weights);"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"MomentumLearner(model, dls, F.cross_entropy, cbs=[DeviceCB()]).lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"set_seed(42)\n",
"learn = MomentumLearner(get_model().apply(init_weights), dls, F.cross_entropy, lr=0.2, cbs=cbs)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>accuracy</th>\n",
" <th>loss</th>\n",
" <th>epoch</th>\n",
" <th>train</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0.540</td>\n",
" <td>1.409</td>\n",
" <td>0</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.762</td>\n",
" <td>0.636</td>\n",
" <td>0</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.811</td>\n",
" <td>0.506</td>\n",
" <td>1</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.823</td>\n",
" <td>0.479</td>\n",
" <td>1</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.848</td>\n",
" <td>0.413</td>\n",
" <td>2</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.845</td>\n",
" <td>0.411</td>\n",
" <td>2</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit(3)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1100x500 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"astats.color_dim()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"astats.plot_stats()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Input normalization"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor(0.28), tensor(0.35))"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xmean,xstd = xb.mean(),xb.std()\n",
"xmean,xstd"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"#| export\n",
"class BatchTransformCB(Callback):\n",
" def __init__(self, tfm, on_train=True, on_val=True): fc.store_attr()\n",
"\n",
" def before_batch(self, learn):\n",
" if (self.on_train and learn.training) or (self.on_val and not learn.training):\n",
" learn.batch = self.tfm(learn.batch)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"def _norm(b): return (b[0]-xmean)/xstd,b[1]\n",
"norm = BatchTransformCB(_norm)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>accuracy</th>\n",
" <th>loss</th>\n",
" <th>epoch</th>\n",
" <th>train</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0.625</td>\n",
" <td>1.106</td>\n",
" <td>0</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.813</td>\n",
" <td>0.511</td>\n",
" <td>0</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.840</td>\n",
" <td>0.434</td>\n",
" <td>1</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.845</td>\n",
" <td>0.423</td>\n",
" <td>1</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.863</td>\n",
" <td>0.372</td>\n",
" <td>2</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.858</td>\n",
" <td>0.396</td>\n",
" <td>2</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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rIJPUzRBwyoCIiBxX1w0I3FsWEGj1xqJCw1unMPUh4JQBERE5ri4bEPi5WT9lIIpibR8C4yoDGTMERETk+LpsQNCSDIExOwA0MGXAVQZEROTAumxA4NeCGgLtDSsJ6hUVMkNAREQOrMsGBP4tWGVg7FII3JghqN3+uDl9GoiIiDqiLh8QtDRDYCoqlEprH9czICAiIsfUZQMCPzdDt8LCsupm/2Zv3OlQEGq3PzZOGQCsIyAiIsfVhQMCQ4agWqeHqlLbrHM0xiWHN+zVYJwyABgQEBGR4+qyAYHSSQoPpWEPg4KyqmadY8wQyG4IAmRSCWqSBdzgiIiIHFaXDQiA2vbFBaXVzTq+dmMj890R3ZVOAICiiuY9DxERUUfTpQMCU/viZq40qN3YyPxtC/NxBgBkFVXacHRERETtp0sHBH5WrjSo3djIPEMQ7uMCAMgsqrDh6IiIiNpPlw4I/K1sX2xcViiT1MkQeBsCgiwGBERE5KC6dkBgdYagflEhAIT5MCAgIiLH1rUDAivbF1sqKuSUARERObquHRBY2b7YclFhTYbgegXbFxMRkUPq0gGBtRscWSoq7OblDEEAqjT6Zq9YICIi6ki6dEBgzBBcK6+Gvhn7EBgbD9UtKpTLJAjxNC495LQBERE5ni4dEPjW7Geg04u43oymQsZVBk51MgQAEOrNXgREROS4unRA4CSVwNvF0GWwOal+SxkCgIWFRETk2Lp0QADUThvkq5oOCCzVEAC1AQGnDIiIyBF1+YAg0s8VAHAmR9XksZZWGQC1Kw2YISAiIkfU5QOCuAhvAMCRy9ebPNZYQyCV1M8QsDkRERE5MgYEET4AgKOZ15vsIWCcMmioqNC4wVGOqgrVWm6DTEREjqXLBwT9u3lALpOgqLwa6YXljR7bWFGhv5sCSicJRBG4WsyVBkRE5Fi6fECgkEkRG+oJADiS0fi0gWlzowYyBIIgcKUBERE5rC4fEADAkJo6guQm6giMmxs5NZAhALjrIREROS4GBABuqqkjSM5sPCDQNLLsEACiAtwAAFtO59pwdERERG2PAQFqVxqk5ZehuJGOhY0tOwSAmfHhcJIK2HOhEHsuFNh+oERERG2EAQEAH1c5evgb+hEkN1JHoLWw/bFRhK8r/jI8AgDwxm/noGvG/ghEREQdAQOCGjcZ+xE0EhDUThlYftuevjUa7koZzuaosO7YVdsOkoiIqI0wIKgxONwQEJy6WmLxmNopg4YzBADg7SrHvLE9AQD/2XwOReVNb5pERERkbwwIakT5GwoCL1+z3IugsU6FN5o9ojt6BrihoFSN53883mTDIyIiInuzKiBYsmQJhg4dCnd3dwQEBGDq1KlITU1t8rwff/wRvXv3hlKpxIABA/Dbb7+1eMBtJcLXsGTw6vVKi50GTcsOG5kyAAClkxT/vX8w5DIJtp/Lx9f7L9t0rERERLZmVUCwa9cuzJs3DwcOHMDWrVuh0Wgwfvx4lJdb/q16//79mDFjBubMmYNjx45h6tSpmDp1Kk6dOtXqwdtSgLuh06C+kU6DTRUV3qhviAf+744+AAwFhk11QSQiIrInqwKCzZs3Y/bs2ejXrx9iY2OxYsUKZGZmIjk52eI5H3zwASZOnIjnn38effr0weuvv44hQ4bgo48+avXgbUkQBHT3Naw0yLAwbaDRN11UeKNZCRFI6OGLap0em05k22agREREbaBVNQQlJYYCPB8fH4vHJCUlYdy4cWb3TZgwAUlJSRbPUavVUKlUZrf2YGw9nHGt4U6DtVMGTWcIAEOQcVdsMABg9/lCG4yQiIiobbQ4INDr9Xj22WcxcuRI9O/f3+Jxubm5CAwMNLsvMDAQubmWu/ktWbIEnp6epltYWFhLh2mV7n6GDIGlwkLTskMLrYsbMiraH4ChC6KqStPKERIREbWNFgcE8+bNw6lTp7BmzRpbjgcAsGjRIpSUlJhuWVlZNn+Nhpg2J7KUIahZdmipdXFDwnxc0MPfFTq9iP1pzBIQEVHH1KKAYP78+di4cSN27tyJ0NDQRo8NCgpCXl6e2X15eXkICgqyeI5CoYCHh4fZrT0YawgsZQiMRYXNnTIwGt3LkCXYdZ7tjImIqGOyKiAQRRHz58/HunXrsGPHDkRGRjZ5TkJCArZv325239atW5GQkGDdSNuBcelhVlFlg22HNTU1BNZMGQA3BASpBexJQEREHZJV32zz5s3DypUrsWrVKri7uyM3Nxe5ubmorKxdpjdr1iwsWrTI9PMzzzyDzZs345133sG5c+fw6quv4siRI5g/f77trsJGgj2VcJIKqNbpkauqqve4MUiwNkMwvIcvFDIJskuqcLGgzCZjJSIisiWrAoJPPvkEJSUlGDNmDIKDg02377//3nRMZmYmcnJyTD+PGDECq1atwmeffYbY2Fj89NNPWL9+faOFiPYik0oQ6m1caVB/2sC07NDKDIHSSYphkYaVGImpnDYgIqKOR2bNwc1JdycmJta7b9q0aZg2bZo1L2U3Eb4uSC8sR8a1CoyIMn/MuOxQamWGADBMG+y5UIidqfmYe0sPWwyViIjIZriXQR21zYnqrzQwFRVamSEAgHF9DEsvD1wqQnEFNzwiIqKOhQFBHbXNiRqaMrB+2aFRdz9X9A5yh04vYtvZ/NYNkoiIyMYYENTR3c9yt8KWLjs0mtjfsNRy8ynLTZmIiIjsgQFBHeE+tfsZ1K2Z0LZw2aGRMSDYfaEA5WptK0ZJRERkWwwI6gjzcYYgAOXVOhSVm8/1125u1LIMQUygO7r7uqBaq+dqAyIi6lAYENShkEnhpjAsviipNN97oHZzo5a9bYIgYIJx2uA0pw2IiKjjYEDQAA+lEwCgtMo8ra81bW7UsgwBAEzsZwgIdpzNg1qra/HzEBER2RIDggYYMwRldeb5taZOhS1/22JDveChlKG8WofLhQ1vokRERNTeGBA0wE1pCAjqZQhasezQSCIREOLlDADIKals4mgiIqL2wYCgAQ1lCERRhKZmykDaiikDwLBnAgDkltTfL4GIiMgeGBA0wJghKKuqLSq8cffDlnQqvFGQpzFDwICAiIg6BgYEDXBX1J8y0N4QELRmygAAQpghICKiDoYBQQPclfWnDDQ1Sw6B1hUVAkBQTUCQzRoCIiLqIBgQNMBNUbPs8IaAwLjkEGjdskMACK6ZMmCGgIiIOgoGBA2orSG4IUOgr80QtLaoMIhTBkRE1MEwIGiAewOrDG7c2EgQbLPKoFStRWmVpomjiYiI2h4DggbU9iGo/bKu7VLY+rfMVSGDR81rMEtAREQdAQOCBrg30JjIFk2JbhTMpYdERNSBMCBoQEONiWzRtvhGrCMgIqKOhAFBAxpbdtjagkIjYx0BMwRERNQRMCBogHHZYVmVFqJoyAyYigptFBCYMgQq9iIgIiL7Y0DQAGNRoVYvokqjr/l/Yw2Bbd4yY4Ygu5gZAiIisj8GBA1wlUthXFlYqjasNDBubGTrokLWEBARUUfAgKABgiDUFhbWrDSonTKwbYaAWyATEVFHwIDAgrrNiTQ2XnZorCFQVWlRfkPxIhERkT0wILCgbvtiU2MiG9UQuCudTFkIrjQgIiJ7Y0BggfHLWlUTEOhqMgS2WmUAsBcBERF1HAwILHBT1iw9NE4Z2LioEGAdARERdRwMCCwwNSeq2c/AuOzQVp0KATYnIiKijoMBgQX1igpNmxvZLkPQzcsFAJBVVGGz5yQiImoJBgQWGGsIStXmRYVSGy07BIAIX0NAkMGAgIiI7IwBgQVudXY8rJ0ysF2GwBgQZF5jQEBERPbFgMCCuo2JNDZedggAEb6uAIBcVRWqNDqbPS8REZG1GBBY4FFnlYFWZ/tlh94uTqbixUxOGxARkR0xILCgXmMive2XHQqCUFtHwGkDIiKyIwYEFtQtKtTobLvboVGEj2HaIONauU2fl4iIyBpWf7vt3r0bkydPRkhICARBwPr16xs9PjExEYIg1Lvl5ua2dMztorao0NCHQKc3bm5kuwwBAGYIiIioQ7A6ICgvL0dsbCyWLVtm1XmpqanIyckx3QICAqx96XZlsQ+BrTMEXHpIREQdgMzaEyZNmoRJkyZZ/UIBAQHw8vKy+jx7cTcWFVZpIYqiqajQljUEABDOKQMiIuoA2q2GYNCgQQgODsbtt9+Offv2NXqsWq2GSqUyu7U345SBVi9CrdWbigqdbNiYCAC6+xkyBFevV5qCDiIiovbW5gFBcHAw/ve//+Hnn3/Gzz//jLCwMIwZMwZHjx61eM6SJUvg6elpuoWFhbX1MOtxcZJCqEkGlFZpTUWFUhvXEAS6KyGXSaDVi8gu5p4GRERkH1ZPGVgrJiYGMTExpp9HjBiBixcv4r333sO3337b4DmLFi3CggULTD+rVKp2DwokEgFuchlK1VqUVmlMrYtt2anQ+DoRPi64kF+Gy9fKEV5TU0BERNSe7LLscNiwYUhLS7P4uEKhgIeHh9nNHky9CNRaaPRts+wQYGEhERHZn10CgpSUFAQHB9vjpa1yY/tibRvsdmhkLCzMZGEhERHZidVTBmVlZWa/3aenpyMlJQU+Pj4IDw/HokWLcPXqVXzzzTcAgPfffx+RkZHo168fqqqq8MUXX2DHjh34448/bHcVbcTYVrhUrb1hcyPbx1DGwkL2IiAiInuxOiA4cuQIxo4da/rZONf/0EMPYcWKFcjJyUFmZqbp8erqavz973/H1atX4eLigoEDB2Lbtm1mz9FRud2w9LC2D0FbZAgYEBARkX1ZHRCMGTMGoihafHzFihVmP7/wwgt44YUXrB5YR2BsTlRapbmhU6HtMwSRfoYpg/Rr5dDq9PXqFPZcKEB2cSWmxYVB0gZTFkRERG2+ysCRmfYzuGHZYVtkCMK8XeAql6K8Wof0wnJEB7qbHhNFEfNXHUNJpQb70q7h7WmxkMu4BQUREdkWv1ka4eVqmDIoqqiuLSpsgxoCiURA72DDSoozOeZNmErVWpRUGvZT+OV4Nv664rCpnTIREZGtMCBoRJCHEgCQp6qqLSpso5R9XwsBQb5KDQCQSyVwkUuxN60Qn+262CZjICKirosBQSMCTQGB2lRUaOtOhUZ9Q2oCguw6AUGpoXthqI8zXp3cDwCw60Jhm4yBiIi6LgYEjTAGBLklVW267BAA+tRkCM7WyRAUlBoyBAHuCtwc7QcAOHW1xLQtMxERkS0wIGhEkKchIMgvrYJG23bLDgEgJtAdEgEoLKs2ZQWA2imDAHclQrycEeHrAp1exOHLRW0yDiIi6poYEDTC300BANDoRNOXtKwNlh0CgLNcih7+bgDMpw2MrxvgbhhLQg9fAEDSxWttMg4iIuqaGBA0Qi6TwM9NDgC4XmFI0dt6c6MbNVRYmG+cMvCoCQiiagKCSwwIiIjIdhgQNCHAXWn2c1ssOzQy1hGYZQhumDIAajMEp7NVKKlgHQEREdkGA4ImGOsIjNpicyMj40qDszmWpwwCPJTo4e8KUQQOpjNLQEREtsGAoAmBNal6o7ZaZQDUThlcKixHRbWh+VDdKQPghjoCThsQEZGNMCBognHpoVFbrTIAAH93BfzcFBBFIDW3FFUaHUqrtDWP1Y7DVEfAwkIiIrIRBgRNqBsQtMXmRjeqnTYoNdUPKGQSeChrt524KcIHAHAhvwzVWn2bjoeIiLoGBgRNCGrHDAFw40qDEhSU1dQPeCggCLWvG+ihgKtcCp1eRGYRt0wmIqLWY0DQhIA6NQRtWVQIAH2CDTsdnslW1VthYCQIAiL9DVsmXyooa9PxEBFR18CAoAn1MwRt+5b1q5kyOJdbilyVIUNgbJB0ox5+hiZGlwrL23Q8RETUNTAgaIK3i9ysGVFbTxlE+rlB6SRBRbUORy5fB1A/SwEAPWoyBOkFDAiIiKj1GBA0QSIRzFL2bV1UKJUIiAkyZAn2XCgAUNuD4EaRfjVTBoWcMiAiotZjQNAMN/YiaOsMAQD0rakjUNUsOaxbQwAAUTX7HlxihoCIiGyAAUEz3NitsK2LCoHalQZG/g1MGRgzBNfKq9nCmIiIWo0BQTMYf0OXSQSz5X9txdiLoPb16wcErgqZKXPBaQMiImotBgTNYMwQtMd0AQBTDYFRQ1MGwA0rDThtQERErcSAoBmMv4m3dUGhkZtChu6+LgAMRYa+rvIGjzOtNODSQyIiaiUGBM1gbF/cXhkCoHbawM9NDomFugWuNCAiIlthQNAMvQLdoZBJ0L3mC7g9GAsLLU0XAFxpQEREtsOAoBn83BTY88JYfDc3vt1ec3SvAEgEYFikj8Vjbpwy0OvF9hoaERF1QrKmDyEACPCw/Jt6WxgQ6onjr4yHm8LyR9TNyxlOUgFqrR7ZJZUI9XZpxxESEVFnwgxBB+audGp0maNMKkGEryFLcJHTBkRE1AoMCBxc7yBDV8OjGdftPBIiInJkDAgc3MiefgCA/RcLTfd9vf8y/rXxDHSsKyAiomZiDYGDGxllCAiOZRajXK1FuVqL1349Db0IjI7xxy3R/nYeIREROQJmCBxcuK8LwnycodWLOJRehI0ncmBMDPx2Mte+gyMiIofBgKATMGYJ9qUV4pfj2ab7t5zOhVant9ewiIjIgTAg6ASMdQS/HM9GSlYxJALgrpShqLwah9KL7Dw6IiJyBAwIOoERUb4AgPxSNQBDgHBH/2AAwKaTOXYbFxEROQ4GBJ2Ar5vCtPwQACbHhuCOgYaAYMvpXK42ICKiJlkdEOzevRuTJ09GSEgIBEHA+vXrmzwnMTERQ4YMgUKhQM+ePbFixYoWDJUac3PNtIFcJsHE/kEYEeULT2cnFJZV46Hlh3D7u7vwr41n7DxKIiLqqKwOCMrLyxEbG4tly5Y16/j09HTceeedGDt2LFJSUvDss89i7ty52LJli9WDJcsmx4ZAKhFw35Bu8FA6wUkqwYR+gQCAvWmFuJBfhi/3paOiWmvnkRIRUUckiKLY4nyyIAhYt24dpk6davGYhQsXYtOmTTh16pTpvvvvvx/FxcXYvHlzs15HpVLB09MTJSUl8PDwaOlwO73r5dVwV8ogkxrivDxVFZbvTYe/uwIfJ15EUXk11j45AkPCve08UiIiai/N/Q5t8xqCpKQkjBs3zuy+CRMmICkpyeI5arUaKpXK7EZN83aVm4IBAAj0UGLRHX0w95Ye6N/NEwBwNofvJRER1dfmAUFubi4CAwPN7gsMDIRKpUJlZWWD5yxZsgSenp6mW1hYWFsPs9PrG2yICs9kMyAgIqL6OuQqg0WLFqGkpMR0y8rKsveQHF6fYMMqBGYIiIioIW2+l0FQUBDy8vLM7svLy4OHhwecnZ0bPEehUEChULT10LqUfiGGDMG53FLo9CKkEsvbKhMRUdfT5hmChIQEbN++3ey+rVu3IiEhoa1fmm7Q3dcVCpkEFdU6ZFwrt/dwiIiog7E6ICgrK0NKSgpSUlIAGJYVpqSkIDMzE4Ah3T9r1izT8Y8//jguXbqEF154AefOncPHH3+MH374AX/7299scwXULDKpxNS86GxOqZ1HQ0REHY3VAcGRI0cwePBgDB48GACwYMECDB48GC+//DIAICcnxxQcAEBkZCQ2bdqErVu3IjY2Fu+88w6++OILTJgwwUaXQM3Vt2ba4ExOiZ1HQkREHY3VNQRjxoxBY60LGupCOGbMGBw7dszalyIb68OVBkREZEGHXGVAbcO49JBTBkREVBcDgi6kd01AkKuqQlF5tZ1HQ0REHQkDgi7ETSFDhK8LAGDrmVzT/UczryMxNd9ewyIiog6gzfsQUMcyrk8gvtybjhfXnkRRuQYXC8rwU/IVAMAb9wzAA/Hhdh4hERHZAwOCLubFSb1RUa3D6kOZ+M/mc2aPvbzhFLr7umBEzVbKRETUdXDKoItxkkrwxj398dIdvSERgOgAN/z8RAKmDgqBVi/i8ZXJSC9k4yIioq6GGYIuSBAEPDoqCtPiwuDh7ASpREC/EE9kFlXgaGYx3vjtLD6fdZO9h0lERO2IGYIuzNtVbtrTQOkkxVt/ioUgAFvP5CEtn0sTiYi6EgYEZNIzwA239zFsVf3prkt2Hg0REbUnBgRk5vExUQCA9SlXkVNSaefREBFRe2FAQGaGhHtjWKQPNDoRX+5Jt/dwiIionTAgoHqeGG3IEnx/OAtand7OoyEiovbAgIDqGdXLHx5KGUrVWpzmRkhERF0CAwKqRyoRMCzSBwBw4NI1O4+GiIjaAwMCalB8pC8A4GB6kZ1HQkRE7YEBATVoeA9DQHA4vQg6vdjosXq9iLc2n8OKfSxCJCJyVOxUSA3qG+IBd4WhjuBMtgoDQj0tHnswvQgfJ16EIACTY0Pg66Zox5ESEZEtMENADZJKBNzU3RsAcDDdUEegt5Ap2HgiGwAgisCu8wXtM0AiIrIpBgRkkXHa4MClImw/m4fBr2+tt0OiVqfH5lO5pp93nMtv1zESEZFtMCAgi+JrAoK9aQV47NtklFRq8N2BDLPeBAcuFeFaeTVkNXsi7D5fAA17FxARORwGBGRR/xAPuMqlqNLooa2ZLlBVaZGccd10jHG64E9xofBxldd7nIiIHAMDArJIJpXg5mg/AIYv/MmxIQCAHamGaQGNTo/Npw3TBXfHhmB0L38AwE5OGxARORwGBNSoN+8diFVz4/HWfQMxrk8AACDxnKFwcG9aIYorNPBzUyC+hy/G9jY8zjoCIiLHw4CAGuXtKseInn6QSASM7uUPiQCk5pUiq6gCH2y7AAC4c0AQpBIBo6P9IZUIuJBfhk93XcT2s3koV2vtfAVERNQcDAio2bxc5IiLMCxFfHrNMaRkFcNNIcMTY3oCADxdnDC0Zqnikt/PYc7XRzBv1VG7jZeIiJqPAQFZZUyMYVrgWGYxAOD5CTEI8lSaHl9y70A8NqoHJvYLgiAAiakFSC8st8dQiYjICgwIyCq31tQJAMDAUE/8ZXiE2eORfq5YdEcf/O/BOIypKTJcfSizXcdIRETWY0BAVukd5I5egW6QyyR4454BkNb0H2jIA/GGYOGn5CtQa3Wm+9MLy/HYt0fwyoZTDXY/vFamZlaBiKidcS8DsoogCPjhsQSUV+vQzcu50WPHxvgj2FOJnJIqbD6VizsHBOPbAxn4z+ZzqNIYmhcFeCgxb2xP0zmlVRrc/dE+FJSqsenpmxEd6N6q8ZZUaHD8SjFuifaDIFgOXoiIujpmCMhqXi7yJoMBwNDHYPrQMADA0i2pGPHmDrz26xlUafToFegGAHjnj1Tsv1hoOmfpllRcLa5EtU6PL/e2fvfEV345hVnLD2HN4axWPxcRUWfGgIDa1PShYZAIwJXrlcgvVcPHVY7Xp/bHlmdH4U9xodCLwNOrU5B08RqSM67j2wMZpnPXHruKa2XqFr+2Xi9iZ6qhZ8LX+y9DFBvfxpmIqCvjlAG1qWBPZ/zzrr44knEddw0Ixm19AiGXGeLQ16f0x6mrJTiXW4oZnx+A0kkCUQSmxYUiNa8UJ66U4LuDmXj6tugWvfa53FKUVGpM/380sxhDwr3w/E8ncDZHhVVzh8PTxclm10pE5MiYIaA29/DISCx7YAgmDQg2BQMA4CyXYuXceDw4PAJyqQRVGj383OT4vzv7YM7NkQCAb5IyzAoSrXHg0jWzn787mIHVh7LwU/IVnM5WYe2xKy2/KCKiTkYQHSCPqlKp4OnpiZKSEnh4eNh7ONQG8lRVWH/sKkb29EP/bp7Q6PS45T87kauqwr2Du+GvN0fC09kJRzKKcK2sGg8mREAhkzb6nI99ewRbTudhQr9AbDmdB4VMAqlEQEW1IcDoF+KBTU/f0h6XR0RkN839DuWUAXUIgR5KPDY6yvSzk1SCJ8ZE4ZVfTmPtsatYe+yq2fFF5dV4YWJvi8+n14s4mF4EAHhsdBQyiypxNkcFABgU5oXT2SU4na3CmWwV+oYwyCQi4pQBdVizEiKw4uGhuGugYapBJhHQO8iwDPHLvenIKakEAGw/m4cPt1/ApYIy07mpeaUortDAVS7FgG6emBkfDgBwkUvx4YzBGNcnEADw81FOGxARAcwQUAcmCALGxARgTEwAqjSGNL9CJsH0Tw/g0OUivLf1POIjffHcT8chisA7W88jLsIbiyb1xsmrJQCAuO4+cJJK8OebwpBfqsbwSB+E+bjgT3Gh+P1ULtYfu4oXJ/WGk5SxMRF1bS36V3DZsmXo3r07lEol4uPjcejQIYvHrlixAoIgmN2USqXF44kaonSSQukkhSAIWHSHYargx+QrpmCgd5A7pBIByRnXcf9nB0w9DIb38AEAyGUSLLi9F0b09AMAjOrlDz83Ba6VV2PmFwdx14d78MDnB7BsZxrOZKuaHE/GtXJkFVW00dUSEbU/qwOC77//HgsWLMArr7yCo0ePIjY2FhMmTEB+fr7Fczw8PJCTk2O6ZWRkWDyWqCmDw71x54BgiCIgisCMYeH47elbkPTirbhrYDC0ehFXrhumE4b38G3wOZykEtw7pBsA4FB6EU5dVWH/xWtYuiUVd364B5tO5JiO/XTXRTz27RFcLTY85760Qtz+7m7c+k4ilu9NhyiKyCmpxNf7L+NcbtPBBBFRR2T1KoP4+HgMHToUH330EQBAr9cjLCwMTz31FF588cV6x69YsQLPPvssiouLm/0aarUaanVtQxqVSoWwsDCuMiCTrKIKPLX6GOIjfbBwYm9IavZUEEURn+2+hP9sPgcfVzmSFt1mcTqgTK3FqoMZcJbLEOKpRHZxJX47mYukS9cQ6u2MHX8fg1PZJbj34/0AgCAPJRbd0RsvrT2J8urapZC9g9xxIb8MOr2IKH9XbP/7GADA5cJyvPzLaTwxOgoJUQ0HJkREba1NVhlUV1cjOTkZixYtMt0nkUgwbtw4JCUlWTyvrKwMERER0Ov1GDJkCN544w3069fP4vFLlizBa6+9Zs3QqIsJ83HB+nkj690vCAIeGx2F2/oEQCGTNlob4KaQ4dFRUWb3/SkuDKOX7sSV65VYfSjTtLpBJhGQq6rCM2tSAAAJPXwxrm8g/vP7OZzLLTWdf7HAMJUQ5uOCz/Zcwu7zBTifW4odz42Gi7z2r5teL2LL6Vz0CnJHlL9ba94KM8kZ1/HD4Sw8MSYK3f1cbfa8RNT5WTVlUFhYCJ1Oh8DAQLP7AwMDkZub2+A5MTExWL58OTZs2ICVK1dCr9djxIgRuHLFcnX3okWLUFJSYrplZbEPPVmnZ4A7wnxcrD7PWS7FUzWdEf+96SyOZxXDVS7F78/cgiHhXgAM/Qs+mxWHOTdHYt28EXh2XDQ2P3sLhnU31CvsOl8AURSx/WweACBXVYVPd10yvUa5WovHVibjie+O4q7/7sWOc3mtvFqDPFUV5n59GN8fycKs5Yda1fa5KTq9iHf+SMXmUw3/vScix9PmqwwSEhKQkJBg+nnEiBHo06cPPv30U7z++usNnqNQKKBQKNp6aEQNmn5TGD7ffQmZNUWD827tiehAd6x6ZDh2nS/AiChfuCsNLY/7hXiiX4gnAGBULz8culyEXecLEBvqhTyVGoJgqHP4dPdFTB9qWOnw4s8nTFmFSo0Oj3yTjH9P7Y/7h4WbxpCWX4rT2SpUa/UortDg5NUSnM1R4fa+gQ32X9DrRSz4IQXXKwytmjOLKjD3myNY/chwKJ0ab+DUHFlFFRBFINzXEGRtO5uHD3ekwdlJiuE9boWXixyiKOLUVRV6BrjBWd70a+r1IvamFSI2zAuezmwhTWRvVgUEfn5+kEqlyMsz/40mLy8PQUFBzXoOJycnDB48GGlpada8NFG7kcsk+Pv4XnhmTQrCfJzx15GGNspKJykm9LP853xUL3+8/cd5JF28hugAwzTAhL5BKCqvxqHLRbjtnV2orFk+6eemwCd/GYI1h7Lw89EreHHtSfTwd8OwSB/klFRi8of7TMfe6EJ+GXoHe+Du2BBUVGux8UQOKqt1OJ9Xin1p1+DsJMV/ZwzGcz8ex7HMYox8cwdCvZ0xMNQLL07qDVeF+V/5iwVlWH0wEzOHRyDSwhRDVlEFJn2wBwKAPQvHwstFjm1nDP8GVGp0WHUoE0+O6Ynl+y7j9Y1n8Jfh4fjX1AFNvs+v/XoaXydlYHJsCD6cMbjJ49tTVlEF1Fodega0bvttIkdi1ZSBXC5HXFwctm/fbrpPr9dj+/btZlmAxuh0Opw8eRLBwcHWjZSoHd0dG4KvZg+16jfs/iGe8HGVo0ytxYr9lwEAt/cNxMuT+0IQDF+eSicJJseG4Jf5IzG0uw/enjYQ9w42rHZ4e0sqRFHERzvSUKnRIcRTiTEx/rhjQBCeG98LM2oyCC+tPYntZ/Nw90f78MJPJ/DKL6fx3cFMAMArk/vi9r6B+OzBOLgpZLhWXo3jV0rw7YEMLPz5hNmOj6IoYsH3KfhibzqmfLQXu88X1LsmURSx8OcTKFNrUarW4tcTOdDpRew4V7uq6Ov9l5FVVIF3/0gFAGw5ndfkzpLfH87E10mG1UZ/nM5FuVrbrPfYEr1exHcHM7A/rbDpg5tQrdXj3k/2Y9IHe0zdLYm6AqunDBYsWICHHnoIN910E4YNG4b3338f5eXlePjhhwEAs2bNQrdu3bBkyRIAwOLFizF8+HD07NkTxcXFWLp0KTIyMjB37lzbXgmRDQmCgLG9A6w6RyIRcEu0HzakZKOiWgeJAIztHQAfVzlWzolHUXk1bu0dYPZbuiAIeH5iDDaezMGhy0VYfSgL3x821My8N30Q4m9YNqnV6XEhrxRHMq5jztdHAAAB7goM7e6Dap0esaGemD40DAAQ38MXSYtuRXphOc7lluKltSex8UQOBoV5Ye4tPQAYllsev2Jo4KSq0mL2V4cwdVA39Ax0Q0ygO+J7+GJDylXsv1i7SdTao1fQN9gd18qr4aGUQekkRZ5Kjfs/O2BaeVFQqkZafhmiAxv+7fpQehH+sf4UAEOxplqrR2JqAe4caPglQaPTmxWD5pRU4kJeGW6J9oMgCA0+59dJl/Har2cgl0mwYd5I9Alu+WqkIxlFKCg11F+8vOEUfngsAYIgIL2wHB5KGXzdOJ1JnZPVAcH06dNRUFCAl19+Gbm5uRg0aBA2b95sKjTMzMyERFL7l/n69et45JFHkJubC29vb8TFxWH//v3o27ev7a6CqIMYFe2PDSnZAIC4CG/4uMoBACNrGiI1JNjTGX+Jj8Dyfel4ad1JAMAt0X5mwQAAyKQSfDBjMO74YA9KKjW4uacf3r9/EPwsfEG5K50wMNQLA0O9UKHW4tVfz2DJ7+fQN9gDI3r64fM9huZNf4oLBQD8lHzFbM8IJ6lg+gJ+ckwUPt19Cccyi00FkmN7B6BXoDuWbknF1eJKSATD6o+MaxXYl1aI6EB3pGQV45PENMSGeWFUtD9+PnoF3yRlQKcXMal/kGE1xu5L+O1UDu4cGIzPdl/Em7+fw8czh2Bi/2Do9SIeWn4I5/PK8PStPbFgfEy967yQV4o3fz8HwPDb/dOrj+GX+Tc3q46hIbtSazMlhy9fx0/JV5CnqsI7W8/D2UmKv43rhdkju0MvisgrUSPESwkZO11SJ8DdDolsKL+0CsP+bZhSWzSpt9mGTY0pKFVj1Fs7TXUD6+eNxKAwrwaPvVhQhnM5pZjYPwhSScO/MdcliiKe/T4FG1Ky4ewkxT/u6oN/rD8FUQS2/300evi5IvF8AY5nFSO9sBzHs4px+ZqhqDIuwhs/PJaAR745YjZV8OGMwbi5px8S3tyOKo0eDw6PQJCnEku3pJqmLe7+aJ+pjfSNJvYLwjt/jkVafhmmLNsHF7kU654cickf7UW1Vo8wH2dsXzAG287m4cnvjprOe31qfzw4PAKiKKJSo0OVRo9Zyw/i1FUVEnr4Iq2gDAWlajwQH4437rFcx6DTi1i+Nx2+bnLcM7ibWeZhwnu7kZpXirgIbyRnXIdEAPR1/pX0dnGCqkoLnV7EfUNC8c6fY+u93wfTDTtz9vB3RaSfq02KO9uCVqfH8SslUMgk6N/N097DcWiqKg2cnRpf7mwP3O2QyA4C3JUY3csfyRnXcceA5tfJ+Lsr8PDI7vg48SLG9Qm0GAwAQJS/m9W9CwRBwH/uG4ii8mrsuVCI/1tnSNnf1jvA9FxjYwIwNqZ2muRyYTmOXynG6F7+kEoE3DukmykgkEkEjI7xh4fSCYun9MfeC4V4bkIM0gvLsXRLKg5cuobDl6/j5NUSyGUSxEf64MCla+ju64p/3tUXo3r5AwAGhnqim5czrhZXYtbyg6jW6gEAWUWV+OFIlqk2olegG87nleHlDafw1d50XC2uhLrmWADwcnHC+/cPwoW8Mjy4/CBWHczErTEBGNfXfIm00ZrDmfj3b2cBAOuOXcV/7huIEC9nZBdXIjWvFBIB+OQvQ/DA5weRll8GuUyCxXf3g0QQ8MbvZ02rOQDDBllzb4k0TVOotTq8suE01hyuXS7tIpdi4cTemJUQAUEQoNeLOJOjwq7zBbiYX4anbos2FXUmZxQhMbUAj4+OqlcEaksFpWq8vvEMdqbmo7RKC4kArHtyJGIb+bPXEaTllyItvwzj+waZGpJ1BOdyVbhn2X54uTjh2XHRuG9IqMNljpghILIxtdbwm6u1S+m0Oj1+P5Vr+qJtq7HN++4otp01fLGvfmR4s7soVml0GPrvbSit0uLmnn5YOTe+3jE6vYhBi/9AaZUW0QFuuJBfhmlxoVg6LRY6vdhgRuNfG8/gi5q9J5ykAh4YFo6vkzKgdJKgSqOHq1yKvQtvxVtbUrH6UGa9813kUrw/fRDG16wA+femM/h8TzoCPRT442+j4aGUYX3KVZSpdZg5LBylai3Gvp2IovJq07JQd6UMax4djuNZJXhp3UkMCffC2idH4kJeKZbvu4wZw8IwMNQLAFBSqcH5vFKE+7hg8cYz2HQiB7f3DcTns25CvqoKT3x3FMkZ1yEIwIBunrhcWA5VlaFo8pZoP/i5KbDnQgEKy6pN1zAk3As/PzECpWotbn07EYVl1bhzYDA+mjHYLHuRXVyJQ+lFCPNxQb8QjyazDptP5eCn5Kt4dly02W//+aVVpmAHAKQSATq9iKHdvU01E415/NtknMtVYfWjwxHs6dzosTc6nV2Cxb+ewW19AjB7RCTksuZ/YR5KL8LHiWlIrJnSeXVyX8yuWQFUlyiK+GJPOpzlUvxleESDx+j1In49kY3Np3IxINQT9w8NN03xtcRzPx7HT8m1/XViAt3x7ZxhCPCw/949zf0OZUBA1MVodHr85/dzcJJJ8MKEmCb/8b+R8cv77WmxptqDuh755gi2nqldmrzxqZsbTUUnZ1zHfZ8Y2kM/NroHFtzeC2OXJiK7pMp036JJfaDTi9h1Ph9KmRRhPi7wdZNDLpXU+y2sSqPDpA/2IL2wHPcNCYVEMGyEBQB3DQyGr6scXydlIMrfFZ/8JQ7P/XgcJ66UINTbGWHeLki6dA0Lbu+Fp2saVDUmLb8M49/bBb0I/Gtqf3y44wLyVGq4K2X4cMZgjIkJgF4v4puky1jy+zmzrIaLXIqEHr5IunQNFdU6fHD/IBzPKsHyfemmY16Z3BcPDo9AYmoBVh/KxM7UfNP0hUwi4K83R+KlO/rUG9f18mr8+7ezpi+oSD9X/P7MLVA6SZGvqsKMzw/gYkE5gjyU+O+MwQjxUmLcu7tQpdHj45lDGs1unc4uwZ3/3QsAGNbdB6seiW/wN+Hiimos3ZKKcX0CTQW6s786ZPpC7+HnilG9/HGxoAxqrR7vTx+EEK+Gg4sfDmdh4doTuPHbqpuXM3Y9PwYyqQRlai0q1FrTl2/SxWuY8fkBAMD70wdhas1KHqPjWcX454ZTOHGldjpLLpNgzs2RVv+dAAzv9/Al26HW6jF7RHdsSLmK6xUa3BThjVWPDIdEAL47mAm5TILpN4U1mtk4mnkdsaFezZ4ObA4GBERkc1qd3tALIcjdcsX//st45ZfTAICh3b3x4+MjGn1OvV7Eg8sPoqRSg+8fTYCrQobVhzKxaO1JKGQS7F14K/zdravsP3y5CH/+NMn0BSIRAIkgQHtDMcBXDw/F2JgAlFRoMPmjvaZGVADwy/yRpoxAU/7+w3H8fLT2N8OeAW74fNZN9fo6pOWX4su9l+Ht4oRbov0RF+ENuUyCZTvTsHRLKvzc5LheoYFOL2JybAh+PZ4NmUSAv7sCOTXBEQD07+aB3JIqU4bBONYr1yswf9UxXMwvQ2nNMk6JALjKZShVa/H0bdGYGR+OGZ8fwKWCcoR4KrH60eGI8DWM892t5/Hf7RcQ5uOMB4ZFYNf5fHTzcsHzE2IQ5Fn7W+6rv5w2LasFgGdui8bfbu9ldq2iKOKRb5Kx7WwefFzl2LtwLEoqNRj55g7oRcDXVY5r5dVm5xgDv7pWHsgwrUq5OzYE88b2xIzPD6CovBofPTAYt0T7455l+3C1uBJrnxyBfiGemLPiMLbXTG85O0mxYf5I9KpZ9ZJeWI7JH+5FmVoLV7kU9w8Lx6H0IlOtywf3D8KUQd3qjQMAzuaosOT3cxjW3RsPDu8OTxdDJu/TXRex5Pdz6BfigY1P3YzL1ypw90d7UVqlxdRBIcgoqsCxzGIAwPi+gXjnz7Gm5mY3vmcfJ17E23+k4onRUQ02IGspBgREZBdp+aUY9+5uAMBHDwzGXQNDrH4OrU6Pj3amoXeQByb2b17Ts7qMX1xuChk+fGAwZBIBj3+bjPJqHcbE+GPFw8NMx57NUeGej/ehSqOHn5sch14a1+z56cxrFbj1nURo9SLG9QnEe9Pr/2PfmCqNDuPe3WXaoXN830B8+mAc5q86hk0nDbtuers44U9xobh/WDii/N0giiL+9n0K1qdk486BwVj2wBA89u0RbDldm5mJ8nfFm/cNREGpGk9+dxRyqQTBXkpkXKtANy9nrH5kuKnzJABUVBumUvJU5i2v3RQyvDAxBg8Oj4Baq0f8G9tRUqnBtLhQ/Jh8BRIBGBTmBZ1oaOv99K3R+O1kDhZvPGN6jpfv6otytRbvbD2PYZE++OKhm/BtUgaKyquh04tYsf8yQr2dseeFsRAEAYVlavycfAXbzubh8OXrAICHR3bHy3f1hSAIeH/beby/7QIGhnoiwF2JbTVtwgeFeWHpnwbi9vd2QxCAgd08cfxKCXr4u2LV3OHwcnHCPR/vx9kcFW6K8MYnf4mDv7sCoijivW0X8N/tF+Dt4oQ//ja6XhBartbirg/3Ir2wHADgWjMd8cioHrjn433IKqrEf+4bgOlDDf1Cdp7Lx1+/PmwKSt0VMqi1elTr9Ijyd8UXDw01BY1lai2e++E4Np82tAKfMSwcb9zT3+pMhSUMCIjILkRRxFOrj6FcrcVns26yW8V1tVaP9SlXMay7j2mjp9TcUmw8kY1ZCd3r/YP/y/FsLPg+xWIavjH70gqRX1qFKbHdWlTo9vvJHDzx3VHIZRJs+9tohPu6oFytxfK96Qj3dcHE/kFQyMzrBc7mqDDpgz2QCMCSewdg4c8nIZUIWDknHgNDPU0FiaIo4q8rDmNnTaq+m5cz1jw6vMG9Pv44nYuX1p1E3xBPjI3xxy/Hs02/2c65ORKDwrzw1OpjCPZUYu/CW7Hw5xNm8+YAoHSSQKcXodGJGN7DBwcuFSHYUwmZVEBWUSXemRaL+26Ybqqs1iHuX1tRUa3DuidHoE+wBya8vxsZ12ozNvPGRuG58bWp/Gtlaox4c4dpCkYuk8BJIqC8WodQb2dcuV6J2/sG4s17B+DO/+5FrqoKCpkEMUHuOHGlBL6ucvz2zC0IvGF+X6PT4+6P9hne1/5BeP/+QWbv+Ys/n8Caw1kI8lDCy8XJ1H5cLpOgWmuoGTqw6Daz5a6fJF7Efzafw9Du3nhv+iAUllXj8W+TkauqgreLE7546CZUafR4ad1JZFyrgJNUwGt398cD8bVtzG2BAQERkZWMaWRb/WbWXKIoYu3RqwjyVDbas6KuWcsPmXWYnJUQgcVT+tc7LquoAvd8vB/uShm++euwZm/8pdOL+GpfOv61ybAiw8vFCcUVGjx1a0/8fXwMNDo9dp8vgEYnmo49kmH4jX5830D8d8ZgjHprJ/JrGj25K2Q49H/j6vWIeHr1MfxyPBtzbo5EsKcS/9p0Fv7uCjx1a0/c1icQ3RqoLXhp3UmsqlmF8ua9A1Cl0eHVX2uzEj88loBhkT5IzS3F/607aRqXIADf/HUYbon2r/ecp66WYMqyfdDVTC25KWSI8ndFhK8rfjmeDUEwFOLGR/pgZ2o+3t5yHmdqulnOvTkS/7irfn+dfFUV/NwUpkAxv7QKc78+ghNXSiCT1E5jBXkosWzmEMRFeDfrs7EGAwIiok5uX1ohZn5xEADgoZQh8fmxFivlK6q1UMqkLcpgLN+bbjYFsOv5MabagxuJoogtp/Nw8moxHhsdBQ+lEz7bfRFv/GZoHGWpP8Qfp3Px6LfJCPRQoFqrx/UKDd66byD+XNN5syFZRRWYtfwQbusdgP+7sw/0IjB1maHvRWyYF9Y/OcIU2ImiiF3nC/BtUgZu6xPY6G/g3yRdxr83nTUrADV6fHQUXpxUO7ev14vYdDIHx7OK8dRt0c1eWVRRrcXTq1Ow7WweBAF4cHgEnp8QY9VUkzUYEBARdXKiKGLKsn04caUEr0zui4ctLMOzhfe2nscH2y9gVC9/fPPXYU2fUKNMrcUt/9mB6xUa/Dr/ZgwIrb/ipEqjw9B/bTMVQ0b5u2LLs6OsXsd/saAM7/5xHo+PjmrwdZpLrxdRWqVFQZkaZ3NUSMkqhpNUggW397JqqWRjdHoRvx7PRpS/W6vG2hwMCIiIuoDckiqcuFKM2/sGtulUhyiKOHm1BBG+rlb32LiQV4qCMjVGRFmeDlnwfYqpdfYnM4dgkhWNvahxzf0Odaw2SkREZCbIU4nx/YLavO5BEAQMDPWyOhgAgOhA90aDAaB2T40h4V4tXllCrcPWxUREZHcjevph41M3I9zXpd2LOsmAAQEREXUI3FzJvjhlQERERAwIiIiIiAEBERERgQEBERERgQEBERERgQEBERERgQEBERERgQEBERERgQEBERERgQEBERERwUFaFxs3ZFSpVHYeCRERkWMxfnc2tbmxQwQEpaWlAICwsDA7j4SIiMgxlZaWwtPT8n4RgthUyNAB6PV6ZGdnw93d3Wa7YKlUKoSFhSErK6vR/aE7C15v58br7dx4vZ1bW1+vKIooLS1FSEgIJBLLlQIOkSGQSCQIDQ1tk+f28PDoEn/gjHi9nRuvt3Pj9XZubXm9jWUGjFhUSERERAwIiIiIqAsHBAqFAq+88goUCoW9h9IueL2dG6+3c+P1dm4d5XodoqiQiIiI2laXzRAQERFRLQYERERExICAiIiIGBAQERERGBAQERERumhAsGzZMnTv3h1KpRLx8fE4dOiQvYdkE0uWLMHQoUPh7u6OgIAATJ06FampqWbHjBkzBoIgmN0ef/xxO424dV599dV619K7d2/T41VVVZg3bx58fX3h5uaG++67D3l5eXYccet079693vUKgoB58+YBcPzPdvfu3Zg8eTJCQkIgCALWr19v9rgoinj55ZcRHBwMZ2dnjBs3DhcuXDA7pqioCDNnzoSHhwe8vLwwZ84clJWVteNVNF9j16vRaLBw4UIMGDAArq6uCAkJwaxZs5CdnW32HA39mXjzzTfb+Uqar6nPePbs2fWuZ+LEiWbHdJbPGECDf58FQcDSpUtNx7TnZ9zlAoLvv/8eCxYswCuvvIKjR48iNjYWEyZMQH5+vr2H1mq7du3CvHnzcODAAWzduhUajQbjx49HeXm52XGPPPIIcnJyTLe33nrLTiNuvX79+pldy969e02P/e1vf8Ovv/6KH3/8Ebt27UJ2djbuvfdeO462dQ4fPmx2rVu3bgUATJs2zXSMI3+25eXliI2NxbJlyxp8/K233sJ///tf/O9//8PBgwfh6uqKCRMmoKqqynTMzJkzcfr0aWzduhUbN27E7t278eijj7bXJVilseutqKjA0aNH8c9//hNHjx7F2rVrkZqairvvvrvesYsXLzb7zJ966qn2GH6LNPUZA8DEiRPNrmf16tVmj3eWzxiA2XXm5ORg+fLlEAQB9913n9lx7fYZi13MsGHDxHnz5pl+1ul0YkhIiLhkyRI7jqpt5OfniwDEXbt2me4bPXq0+Mwzz9hvUDb0yiuviLGxsQ0+VlxcLDo5OYk//vij6b6zZ8+KAMSkpKR2GmHbeuaZZ8SoqChRr9eLoti5PlsA4rp160w/6/V6MSgoSFy6dKnpvuLiYlGhUIirV68WRVEUz5w5IwIQDx8+bDrm999/FwVBEK9evdpuY2+JutfbkEOHDokAxIyMDNN9ERER4nvvvde2g2sjDV3zQw89JE6ZMsXiOZ39M54yZYp46623mt3Xnp9xl8oQVFdXIzk5GePGjTPdJ5FIMG7cOCQlJdlxZG2jpKQEAODj42N2/3fffQc/Pz/0798fixYtQkVFhT2GZxMXLlxASEgIevTogZkzZyIzMxMAkJycDI1GY/ZZ9+7dG+Hh4Z3is66ursbKlSvx17/+1WwH0M702d4oPT0dubm5Zp+np6cn4uPjTZ9nUlISvLy8cNNNN5mOGTduHCQSCQ4ePNjuY7a1kpISCIIALy8vs/vffPNN+Pr6YvDgwVi6dCm0Wq19BmgjiYmJCAgIQExMDJ544glcu3bN9Fhn/ozz8vKwadMmzJkzp95j7fUZO8Ruh7ZSWFgInU6HwMBAs/sDAwNx7tw5O42qbej1ejz77LMYOXIk+vfvb7r/gQceQEREBEJCQnDixAksXLgQqampWLt2rR1H2zLx8fFYsWIFYmJikJOTg9deew233HILTp06hdzcXMjl8nr/eAYGBiI3N9c+A7ah9evXo7i4GLNnzzbd15k+27qMn1lDf3eNj+Xm5iIgIMDscZlMBh8fH4f/zKuqqrBw4ULMmDHDbDe8p59+GkOGDIGPjw/279+PRYsWIScnB++++64dR9tyEydOxL333ovIyEhcvHgRL730EiZNmoSkpCRIpdJO/Rl//fXXcHd3rzet2Z6fcZcKCLqSefPm4dSpU2Zz6gDM5toGDBiA4OBg3Hbbbbh48SKioqLae5itMmnSJNP/Dxw4EPHx8YiIiMAPP/wAZ2dnO46s7X355ZeYNGkSQkJCTPd1ps+Wamk0Gvz5z3+GKIr45JNPzB5bsGCB6f8HDhwIuVyOxx57DEuWLLF7X/yWuP/++03/P2DAAAwcOBBRUVFITEzEbbfdZseRtb3ly5dj5syZUCqVZve352fcpaYM/Pz8IJVK61Wa5+XlISgoyE6jsr358+dj48aN2LlzJ0JDQxs9Nj4+HgCQlpbWHkNrU15eXujVqxfS0tIQFBSE6upqFBcXmx3TGT7rjIwMbNu2DXPnzm30uM702Ro/s8b+7gYFBdUrDtZqtSgqKnLYz9wYDGRkZGDr1q1m2YGGxMfHQ6vV4vLly+0zwDbWo0cP+Pn5mf4Md8bPGAD27NmD1NTUJv9OA237GXepgEAulyMuLg7bt2833afX67F9+3YkJCTYcWS2IYoi5s+fj3Xr1mHHjh2IjIxs8pyUlBQAQHBwcBuPru2VlZXh4sWLCA4ORlxcHJycnMw+69TUVGRmZjr8Z/3VV18hICAAd955Z6PHdabPNjIyEkFBQWafp0qlwsGDB02fZ0JCAoqLi5GcnGw6ZseOHdDr9abgyJEYg4ELFy5g27Zt8PX1bfKclJQUSCSSeml1R3XlyhVcu3bN9Ge4s33GRl9++SXi4uIQGxvb5LFt+hm3S+liB7JmzRpRoVCIK1asEM+cOSM++uijopeXl5ibm2vvobXaE088IXp6eoqJiYliTk6O6VZRUSGKoiimpaWJixcvFo8cOSKmp6eLGzZsEHv06CGOGjXKziNvmb///e9iYmKimJ6eLu7bt08cN26c6OfnJ+bn54uiKIqPP/64GB4eLu7YsUM8cuSImJCQICYkJNh51K2j0+nE8PBwceHChWb3d4bPtrS0VDx27Jh47NgxEYD47rvviseOHTNV1b/55puil5eXuGHDBvHEiRPilClTxMjISLGystL0HBMnThQHDx4sHjx4UNy7d68YHR0tzpgxw16X1KjGrre6ulq8++67xdDQUDElJcXs77NarRZFURT3798vvvfee2JKSop48eJFceXKlaK/v784a9YsO1+ZZY1dc2lpqfjcc8+JSUlJYnp6urht2zZxyJAhYnR0tFhVVWV6js7yGRuVlJSILi4u4ieffFLv/Pb+jLtcQCCKovjhhx+K4eHholwuF4cNGyYeOHDA3kOyCQAN3r766itRFEUxMzNTHDVqlOjj4yMqFAqxZ8+e4vPPPy+WlJTYd+AtNH36dDE4OFiUy+Vit27dxOnTp4tpaWmmxysrK8Unn3xS9Pb2Fl1cXMR77rlHzMnJseOIW2/Lli0iADE1NdXs/s7w2e7cubPBP78PPfSQKIqGpYf//Oc/xcDAQFGhUIi33XZbvffh2rVr4owZM0Q3NzfRw8NDfPjhh8XS0lI7XE3TGrve9PR0i3+fd+7cKYqiKCYnJ4vx8fGip6enqFQqxT59+ohvvPGG2ZdnR9PYNVdUVIjjx48X/f39RScnJzEiIkJ85JFH6v2y1lk+Y6NPP/1UdHZ2FouLi+ud396fsSCKomj7vAMRERE5ki5VQ0BEREQNY0BAREREDAiIiIiIAQERERGBAQERERGBAQERERGBAQERERGBAQERERGBAQERERGBAQERERGBAQEREREB+H8TH9C6txS1FAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"set_seed(42)\n",
"learn = MomentumLearner(get_model().apply(init_weights), dls, F.cross_entropy, lr=0.2, cbs=cbs+[norm])\n",
"learn.fit(3)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1100x500 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"astats.color_dim()"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"astats.plot_stats()"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"@inplace\n",
"def transformi(b): b[xl] = [(TF.to_tensor(o)-xmean)/xstd for o in b[xl]]\n",
"tds = dsd.with_transform(transformi)\n",
"dls = DataLoaders.from_dd(tds, bs, num_workers=4)\n",
"xb,yb = next(iter(dls.train))"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor( 0.00), tensor(1.))"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xb.mean(),xb.std()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## General ReLU"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"#| export\n",
"class GeneralRelu(nn.Module):\n",
" def __init__(self, leak=None, sub=None, maxv=None):\n",
" super().__init__()\n",
" self.leak,self.sub,self.maxv = leak,sub,maxv\n",
"\n",
" def forward(self, x): \n",
" x = F.leaky_relu(x,self.leak) if self.leak is not None else F.relu(x)\n",
" if self.sub is not None: x -= self.sub\n",
" if self.maxv is not None: x.clamp_max_(self.maxv)\n",
" return x"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"#| export\n",
"def plot_func(f, start=-5., end=5., steps=100):\n",
" x = torch.linspace(start, end, steps)\n",
" plt.plot(x, f(x))\n",
" plt.grid(True, which='both', ls='--')\n",
" plt.axhline(y=0, color='k', linewidth=0.7)\n",
" plt.axvline(x=0, color='k', linewidth=0.7)"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_func(GeneralRelu(leak=0.1, sub=0.4))"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"def conv(ni, nf, ks=3, stride=2, act=nn.ReLU):\n",
" res = nn.Conv2d(ni, nf, stride=stride, kernel_size=ks, padding=ks//2)\n",
" if act: res = nn.Sequential(res, act())\n",
" return res"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"def get_model(act=nn.ReLU, nfs=None):\n",
" if nfs is None: nfs = [1,8,16,32,64]\n",
" layers = [conv(nfs[i], nfs[i+1], act=act) for i in range(len(nfs)-1)]\n",
" return nn.Sequential(*layers, conv(nfs[-1],10, act=None), nn.Flatten()).to(def_device)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"#| export\n",
"def init_weights(m, leaky=0.):\n",
" if isinstance(m, (nn.Conv1d,nn.Conv2d,nn.Conv3d)): init.kaiming_normal_(m.weight, a=leaky)"
]
},
{
"cell_type": "code",
"execution_count": 215,
"metadata": {},
"outputs": [],
"source": [
"act_gr = partial(GeneralRelu, leak=0.1, sub=0.4)\n",
"astats = ActivationStats(fc.risinstance((GeneralRelu, nn.ReLU)))\n",
"cbs = [DeviceCB(), metrics, ProgressCB(plot=True), astats]\n",
"iw = partial(init_weights, leaky=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"model = get_model(act_gr).apply(iw)"
]
},
{
"cell_type": "code",
"execution_count": 233,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>accuracy</th>\n",
" <th>loss</th>\n",
" <th>epoch</th>\n",
" <th>train</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0.772</td>\n",
" <td>0.630</td>\n",
" <td>0</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.847</td>\n",
" <td>0.426</td>\n",
" <td>0</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.866</td>\n",
" <td>0.367</td>\n",
" <td>1</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.857</td>\n",
" <td>0.391</td>\n",
" <td>1</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.882</td>\n",
" <td>0.325</td>\n",
" <td>2</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.869</td>\n",
" <td>0.363</td>\n",
" <td>2</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"set_seed(42)\n",
"model = get_model(act_gr).apply(iw)\n",
"set_seed(42)\n",
"learn = MomentumLearner(model, dls, F.cross_entropy, lr=0.2, cbs=cbs)\n",
"learn.fit(3)"
]
},
{
"cell_type": "code",
"execution_count": 234,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1100x500 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"astats.color_dim()"
]
},
{
"cell_type": "code",
"execution_count": 235,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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