{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%reload_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import multiprocessing\n",
    "import os\n",
    "from torch import autograd\n",
    "from fastai.transforms import TfmType\n",
    "from fasterai.transforms import *\n",
    "from fastai.conv_learner import *\n",
    "from fasterai.images import *\n",
    "from fasterai.dataset import *\n",
    "from fasterai.visualize import *\n",
    "from fasterai.callbacks import *\n",
    "from fasterai.loss import *\n",
    "from fasterai.modules import *\n",
    "from fasterai.training import *\n",
    "from fasterai.generators import *\n",
    "from fastai.torch_imports import *\n",
    "from pathlib import Path\n",
    "from itertools import repeat\n",
    "import tensorboardX\n",
    "torch.cuda.set_device(0)\n",
    "plt.style.use('dark_background')\n",
    "torch.backends.cudnn.benchmark=True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "IMAGENET = Path('data/imagenet/ILSVRC/Data/CLS-LOC/train')\n",
    "IMAGENET_SMALL = IMAGENET/'n01440764'\n",
    "\n",
    "colorizer_path = IMAGENET.parent/('colorize_gen_192.h5')\n",
    "\n",
    "default_sz=400\n",
    "torch.backends.cudnn.benchmark=True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "netG = Unet34(nf_factor=2).cuda()\n",
    "load_model(netG, colorizer_path)\n",
    "netG = netG.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_tfms = [BlackAndWhiteTransform()]\n",
    "data_loader = ImageGenDataLoader(sz=256, bs=8, path=IMAGENET_SMALL, random_seed=42, keep_pct=1.0, x_tfms=x_tfms)\n",
    "md = data_loader.get_model_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis = ModelImageVisualizer(default_sz=default_sz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/overmiller.jpg\", netG, md.val_ds, tfms=x_tfms, sz=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/einstein_beach.jpg\", netG, md.val_ds, tfms=x_tfms,sz=700)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/abe.jpg\", netG, md.val_ds, tfms=x_tfms, sz=380)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/airmen1943.jpg\", netG, md.val_ds, tfms=x_tfms, sz=650)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/20sWoman.jpg\", netG, md.val_ds, tfms=x_tfms, sz=480)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/egypt-1.jpg\", netG, md.val_ds,sz=460)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Rutherford_Hayes.jpg\", netG, md.val_ds, tfms=x_tfms, sz=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/einstein_portrait.jpg\", netG, md.val_ds, tfms=x_tfms, sz=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/pinkerton.jpg\", netG, md.val_ds, tfms=x_tfms, sz=450)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/marilyn_woods.jpg\", netG, md.val_ds, tfms=x_tfms, sz=460)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/WaltWhitman.jpg\", netG, md.val_ds, tfms=x_tfms, sz=280)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dorothea-lange.jpg\", netG, md.val_ds, tfms=x_tfms,sz=460)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Hemmingway2.jpg\", netG, md.val_ds, tfms=x_tfms, sz=510)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Chief.jpg\", netG, md.val_ds, tfms=x_tfms,sz=520)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/hemmingway.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/smoking_kid.jpg\", netG, md.val_ds, tfms=x_tfms,sz=550)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/teddy_rubble.jpg\", netG, md.val_ds, tfms=x_tfms, sz=360)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_2.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/camera_man.jpg\", netG, md.val_ds, tfms=x_tfms,sz=520)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/migrant_mother.jpg\", netG, md.val_ds, tfms=x_tfms,sz=590)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/marktwain.jpg\", netG, md.val_ds, tfms=x_tfms, sz=530)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/HelenKeller.jpg\", netG, md.val_ds, tfms=x_tfms, sz=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Evelyn_Nesbit.jpg\", netG, md.val_ds, tfms=x_tfms, sz=580)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Eddie-Adams.jpg\", netG, md.val_ds, tfms=x_tfms, sz=460)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/soldier_kids.jpg\", netG, md.val_ds, tfms=x_tfms, sz=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/AnselAdamsYosemite.jpg\", netG, md.val_ds, tfms=x_tfms, sz=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/unnamed.jpg\", netG, md.val_ds, tfms=x_tfms, sz=550)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/workers_canyon.jpg\", netG, md.val_ds, tfms=x_tfms,sz=570)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/CottonMill.jpg\", netG, md.val_ds, tfms=x_tfms,sz=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/JudyGarland.jpeg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/kids_pit.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/last_samurai.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/AnselAdamsWhiteChurch.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/opium.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dorothea_lange_2.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/rgs.jpg\", netG, md.val_ds, tfms=x_tfms, sz=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/wh-auden.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/w-b-yeats.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/marilyn_portrait.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/wilson-slaverevivalmeeting.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/ww1_trench.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/women-bikers.png\", netG, md.val_ds, tfms=x_tfms, sz=450)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Unidentified1855.jpg\", netG, md.val_ds, tfms=x_tfms, sz=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/skycrapper_lunch.jpg\", netG, md.val_ds, tfms=x_tfms, sz=550)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/sioux.jpg\", netG, md.val_ds, tfms=x_tfms, sz=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/school_kids.jpg\", netG, md.val_ds, tfms=x_tfms, sz=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/royal_family.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/redwood_lumberjacks.jpg\", netG, md.val_ds, tfms=x_tfms, sz=550)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/poverty.jpg\", netG, md.val_ds, tfms=x_tfms,sz=550)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/paperboy.jpg\", netG, md.val_ds, tfms=x_tfms, sz=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/NativeAmericans.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/helmut_newton-.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Greece1911.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/FatMenClub.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/EgyptColosus.jpg\", netG, md.val_ds, tfms=x_tfms, sz=460)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/egypt-2.jpg\", netG, md.val_ds, tfms=x_tfms, sz=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_sd.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_people.jpg\", netG, md.val_ds, tfms=x_tfms, sz=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_5.jpg\", netG, md.val_ds, tfms=x_tfms, sz=450)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_1.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/DriveThroughGiantTree.jpg\", netG, md.val_ds, tfms=x_tfms, sz=520)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/covered-wagons-traveling.jpg\", netG, md.val_ds, tfms=x_tfms, sz=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil-war_2.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil_war_4.jpg\", netG, md.val_ds, tfms=x_tfms, sz=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil_war_3.jpg\", netG, md.val_ds, tfms=x_tfms, sz=550)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil_war.jpg\", netG, md.val_ds, tfms=x_tfms, sz=540)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/BritishSlum.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/bicycles.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/brooklyn_girls_1940s.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/40sCouple.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1946Wedding.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Dolores1920s.jpg\", netG, md.val_ds, tfms=x_tfms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/TitanicGym.jpg\", netG, md.val_ds, tfms=x_tfms, sz=550)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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   "source": [
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