{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Predicting the noise level of noisy FashionMNIST images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal is to predict the noise level of a noisy image so it can be passed into a pretrained diffusion model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import os\n", "os.environ['CUDA_VISIBLE_DEVICES']='1'" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import timm, torch, random, datasets, math, fastcore.all as fc, numpy as np, matplotlib as mpl, matplotlib.pyplot as plt\n", "import k_diffusion as K, torchvision.transforms as T\n", "import torchvision.transforms.functional as TF,torch.nn.functional as F\n", "\n", "from torch.utils.data import DataLoader,default_collate\n", "from pathlib import Path\n", "from torch.nn import init\n", "from fastcore.foundation import L\n", "from torch import nn,tensor\n", "from datasets import load_dataset\n", "from operator import itemgetter\n", "from torcheval.metrics import MulticlassAccuracy\n", "from functools import partial\n", "from torch.optim import lr_scheduler\n", "from torch import optim\n", "\n", "from miniai.datasets import *\n", "from miniai.conv import *\n", "from miniai.learner import *\n", "from miniai.activations import *\n", "from miniai.init import *\n", "from miniai.sgd import *\n", "from miniai.resnet import *\n", "from miniai.augment import *\n", "from miniai.accel import *\n", "from miniai.fid import ImageEval" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from fastprogress import progress_bar\n", "from diffusers import UNet2DModel, DDIMPipeline, DDPMPipeline, DDIMScheduler, DDPMScheduler" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "torch.set_printoptions(precision=4, linewidth=140, sci_mode=False)\n", "torch.manual_seed(1)\n", "mpl.rcParams['image.cmap'] = 'gray_r'\n", "mpl.rcParams['figure.dpi'] = 70\n", "\n", "import logging\n", "logging.disable(logging.WARNING)\n", "\n", "set_seed(42)\n", "if fc.defaults.cpus>8: fc.defaults.cpus=8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use 28x28 images, high batch size." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2ce705ffabc84c53b5edcd1e298cf4f8", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "titles = [f'{o:.2f}' for o in amt[:16]]\n", "show_images(xt[:16], imsize=1.7, titles=titles)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class f(nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " self.blah = nn.Linear(1,1)\n", " def forward(self,x): return torch.full((len(x),), 0.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "metrics = MetricsCB()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'loss': '3.567', 'epoch': 0, 'train': 'eval'}\n" ] } ], "source": [ "lr = 1e-2\n", "learn = TrainLearner(f(), dls, F.mse_loss, lr=lr, cbs=metrics)\n", "learn.fit(1, train=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(3.7227)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "F.mse_loss(amt,torch.full(amt.shape, 0.5))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def flat_mse(x,y): return F.mse_loss(x.flatten(), y.flatten())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def get_model(act=nn.ReLU, nfs=(16,32,64,128,256,512), norm=nn.BatchNorm2d):\n", " layers = [ResBlock(1, 16, ks=5, stride=1, act=act, norm=norm)]\n", " layers += [ResBlock(nfs[i], nfs[i+1], act=act, norm=norm, stride=2) for i in range(len(nfs)-1)]\n", " layers += [nn.Flatten(), nn.Dropout(0.2), nn.Linear(nfs[-1], 1, bias=False)]\n", " return nn.Sequential(*layers)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "opt_func = partial(optim.Adam, eps=1e-5)\n", "epochs = 20\n", "lr = 1e-2\n", "\n", "tmax = epochs * len(dls.train)\n", "sched = partial(lr_scheduler.OneCycleLR, max_lr=lr, total_steps=tmax)\n", "cbs = [DeviceCB(), metrics, ProgressCB(plot=True)]\n", "xtra = [BatchSchedCB(sched)]\n", "act_gr = partial(GeneralRelu, leak=0.1, sub=0.4)\n", "iw = partial(init_weights, leaky=0.1)\n", "model = get_model(act_gr, norm=nn.BatchNorm2d).apply(iw)\n", "learn = TrainLearner(model, dls, flat_mse, lr=lr, cbs=cbs+xtra, opt_func=opt_func)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " 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dIzy+l+0Y5ZVUIa+kCte9vAaRrUMw876BuOdT5/d0Deriihr749XJOejavhX++MVuXN+tHZY9Psrje/6/r/fYHz9z27X2xycKyhDZOgRtQs9/1BbsOokXf0zG25P6456h3Z22Y/sicv0+soW6iGDUWxsBABP7T/RYHh08Mn8XtqUVoH+3dgDc978AlspE6pkSTJ/U3+3zc7ccQ9/L2+GGK6N8VlbSm5Y1agCY8+CQOp9fvCcLvV9ajeteWeM0jOxkQTmyzpY7rbvzWKHry50E1BG2Q6etw+h3LMFgC2kA6P/KGrdNJkoB+zOLDG2/j8zfVWcZbPJLqjB/WwbeXHUY/156AHM2p9vDc1niaQDAxxvTvNqWTbXJjJxzlXjcTRt/Va0JhWXVSMgoxJurUvDF9vP79Oz3Sbh/rmV4ZEpOSYPec+ORXPx76QHc9E4cJs/a4TSaJcda43d3USjHgP5oQyqSTxUjZuoKxD63EtNWpDiv6+HsYntaPnZnFKLWZMamo3lIyy31y5jwbWmWyyDY3trTp+z1nw9h0e5Mj9v5z4oU3PfZTgBA3JFcLN3nXXu3P/bZVzILy/HUt4n2M8OWRtugrquW62qfw0iH99YdNby2vi0tiG/cyI/FbjqIqmpNuPPjbXh4nnMwH84pwZ++2F3vNstdTo/fXXPUXuu1/eH9aA1sxz/E8ur6rzbo7gtp3aFcDHp9LSbP3oFPNx1z8yqLhvyBxExdgT/O323vRD1ypgR9XvrFq9c6NrG8u+ao/cwIAOZuPe60zyalcOt7m/DZZudy/2FuPH43ewdmrk/Fw/N2YeyMTU59B4ClOclde/nzSw9g5vqmHXdsaw6r7+TL3Tj6jS6XUnhk/m48+a13F8yqbxy8twrLqpFZWF7/ihdoxtqj2HfSfR/G1B+S8MO+U4g/3rhrAGXkl13STU/aBnX3yHC8MLE3urZvVe+6v5t9/nR+6b5T+Od3nj/Irqf+dXGdHef6BZCSfc4wYmR9iuUPy10IeHP9kjI3ozDcDbl7YG48Yp9bia2plpmbA15dW++2c9zUYOdtM7bh+5pYvzoVLPsWM3UFVh6wtDm/u+ZIna+1nd0AQHmVCUfPlGLayvM1bccvrE2p52e1ut6Hc+DrazFp1nYcznHu4FsQfxIz1hrHHReVVzeohuoYOKeLLMfdm+C86vlVeN867vl0UQX+6PDl7thuX1BahffWHsWRnBKP7flNNRBnxBvr8au3N3p8Pr+0CvFNcJ/TmetTcfcn7udMnD8r8b4CZ1NrMmPMu3FuzyibwtJ9WVidnOOTbdtoG9QA8OdfXYE1T45u8Otcx/R+vDENFdUmZBdXGDohbX43ezuUUhj/wRZM+SoBL/6YjL98lWB/PmbqCrd/aI41PgDIdelobKhNR/I8Puf47lvTLCH0wOeWpolqjWY01mfuVkvtVinL7FMA+N8Fe7F8/+l6v8wyC8+PUnlonnHW6ph34uyP9zt8wdk6aTMLy51qqePe34LckkrDCJ3FCZl44UdLv8ffF+7DgNfWYvwHW/DYgr2oqDZhR3oBvth23O3QzvLqWqfAsZ0l3P3Jdox4Yz1yz1UiPa8UmYXlbmuq769LRW5JJW6c7jy65poXVtsf/23BXnywPhW3vb8ZLy87CMAS5I7NQa6jdk4XVeBsmeUL51xlDbxV32dr8qzt+P2cnV5vz526Oskf/DzefjVNL7uEnNRatx3n8rdlNiv87es9mFFP5aA+T36736mPxhe07Uy0aR164UU8ll+G3i+trnOd3Rln8fD83UjJPufXYVTumlNssovdD0uMmbrCV8VxeX/j+OnGqKyx/OG7trX+feG+Bm1nf9b5kNx5rABXRLf2+EW5La0A1bVm3PHRVhSVO4fU8DfWQyngybG97Mue+T4JAFBVY8by/ZampsM5JTicU4J24cFOY+Mzpjt3at4yY7PHMuecq8Qwh+uAj+3dye16w6a5v1a4jWOFY9HuTLQPD8HsTen4/ZDueGuypVPSMaeVUobg3/Lsr9E9MhzunCqqQJe2YfYZswCwPT0fgSIICQrAwB4dYDYrmJVChnWEldmsEGA961wQfwKjruqInlHGmca28pwtr0Fk6xAA58MUsDT3/Pra88dlS6rxej/FFTVYsicLfxjeA98lZGJcv8vQKSIMSikkZhbh7wv3QQTY8uzN9gqW6xfXGytTsCo5B6sAPHXrNUjIKMTk2Tuw6ZkxhnLXmsxYuDsT9w7tjrlbjqNNWBAeHNHT7b75gvZBDVg+ULuOF+Kfi317MfvNRz3XZgmNHj/tie0PvCnc60WN7tfvxhlCGjgfaO6mWrv74lxu7SOweW35ISxPOo28kir8+NhInCry/gut+gLGzTuavckyrPLbhEz85+5+2JKahyExkfbnX1yWbHjNygPZ+OtNV9p/L62qRXl1LXakFxhGRgHAw/N22cf5PzoqFicLy52aB3POVSIwQNAhPATPL7W83/E3JxhGu5RU1mBB/ElMX3UYm54Zg5CgALyx8vywztd+PoSbekXbQ9+RiGU001PfJWJLaj5e+9kyvPWlZQdx/M0J+GJ7Bl51GPKqlLJ/qbpW2ue6DN2dbG1CvemdOGRMn4gakxk1JjPCQ4KwcNdJvLjsIF788fxxvJhBLb7oGR4yZIhKSEiof8UGyiwsr7OtjIga5vJ2YfjX+GvRJjQIj37ZNH+zH9w7wB70fxtzJWbFWb5EruvaDj89PhKxz620r/uvcdfirdXux94fe2MCjuWXYeyM8/MRvvnLcI8Xanv5jj7YkppfZ/PZ4dfHodpkRv9X1jgt/821nbDe4XUjr4qCQLA1LR8Z0ydi5vpUQ99FxvSJ+GhDqv1yCn8aGYsXJvZ2+wXjDRHZo5RyO9ztkgpqwHJ69UlcGm64MgrdO4Q7nUZeGd0a6XlNd82J2/p2xi8Hvb/c5tO39sLN13bGBIfJNADw4u198PrPhzy8yncaWn5Xw2MjEe+hTZ/I1z57aIhTP1FT6Ht5W+Ra5xd4a1hspNu+rV9d3dHQLDO2dyfMfXioYV1v1BXUl0TTh6OAAMHjN19t/z3hhbEIDghA21aWySfH8krx1Y4TeOTGGGxJzcOL1o4WR+EhgSivtvSUp00bj32ZRfaRI13bt7KfurpOBqnLo6NincoFAGHBAYiOCMWfRsZgWEwkRIATBeXo362d05lBm9AglFbVIjhQ6pxC/tvrL8dP+08blrv7wCS/ehtCgwJQUWNCSGAA/rEoEasPOvdMO+6rq3VP3YSYqHD0emGV29EDL97eBxGhQXh2SZJ9mWNNqiH+MfZqvG+9FOfw2Ej899Hh2J6ej0fmOw9n7N+tHZKyLvy6LDahQQEN+j+mi6upQxqAU5u7tzwNQHDXdr4uxTd3prrkgtpVxzahTr9fEd0Gr/y2LwCgZ1Q4WoUE4Y7ru0AgeHX5Qdw1sCuGxkQiZuoKXNM5AkGBARgaE4l+XduiqLwGW/91M7LOlmPUWxsxtndnfPHHYSitqsX8rcexKjkHnz44GG1Cg3CusgaZhRVo1yoYuzIK8eioWEPZDr8+3v74OuvstH5dLf+ufXI0PtqYhkE9OuDhG2Ps6z33wwEMi+2AJ7/dj+6RreyjHH58bCQGdG+PmfcNxNmyarQPD3Zq+3PsUNz/8q32mYDB1vnxsx8cjGWJpzCmVyecKCxD9w7haBMWBKWAkKAApOWW4lxlDTqEhyApqwhXdWoDAEh/YwIAy6y6Tzel481VhzH7gcEY1+8y1JrMWJmcbe9Nv3NAV9zSpzNqzQptw4KxOjkHka1DsOfEWby1+jAeuTEGz0/sDaUsMxZvec/S6TZ5cDesPJCNsioTvv3rDQCAMdd0sp+OvnR7HyRlFeHfE3vjQFYxHv0yAcsfH4V+Xdvip/2n8cz3SYZx3nteGIuIsGCEBAV47Gz94N6Bbnvr24YF2a+bAlj6SD7ckGq/j2TPqHAUldc4zeJ09cCIHvh6p6Vt9KEbeuKrHScAAIN6tMfek0UeX9cQz0/ojcTMImQXV3jc5vT/uc4+a9dRXU0IdGGUUl7PWPaWV00fIjIOwAcAAgHMVUpNr2t9XzZ9NJXiihqEBgUgLDjQvszxAJdX16JVcGCjDvjJgnK0axWMduHBjS5ffmkVWgUHIihQEBQQUO8EILNZ4duETAyN6YCrOnmeXn4hzGaFfZlFGNyzg9PyHekF6Nq+FXpEuR9BAFh6zQMDpM7j2dgPeFlVLTYfzcONV3XEtrR8rDyQjY/+MMj+fMzUFRjYoz2W/u9IfLwxDXtOnMW0u/uhS7tWSMoqQmJmER4Y3hMiQNzRPIy+OhqBAYItqXkoqzJhXL/LDO+ZU1yJEW+ux1O39MKgHh3wwOfx+ObPw7E8KRttQgPx/MQ+uGf2DvTt2hYv39EXtSYzRAQms0JFtQmtQy2frQOnilFUXo3ukeG4omNrpOWWYvGeLEwZfQVqTGZ0igjD+pQzmPLfPbipVzT+Z1BXtAkNwm96d3Y6binZJdhw+AwmD+6O9LxS3D83HvcP74Fpd1+HkwXlOFtejWsui8DTi/fjd0O646Ze0Xjqu0T8sPcUXv1tX0xbmYLqWjMe//VVGNC9Pf5src1e360d7h/REx9uSMW9Q3tgWeIpHD1Tiv/c1Q+5JVWGyUFvT+qPZ5ckYc6Dg1FtMuP6bu1x63ubUVFjQvy/f4NNR/NwWdswjO4VjR/3ncLB08X4y+grUFJZiwARdG4biuP5Zfg5KRuz4tLROiQQIUEBOOvSCRwRGoRFfx2Bpxcn2UdpPTiiJ/6784T9S3LJ325we5kGR5MGdcPq5GyUVbsfix4SGGAfnnjjlVHIL61CRFiwYZ7EO5P7Y1VyDj68b2CjR6pdUBu1iAQCOArgFgBZAHYDuE8p5bHR9VIIamo5iitqEBYcgNCgwPpXboC8kipEtQ5pdOdRQ5jMCgHi+XohrkqrLBWNhszwzS2pRKeIsPpXdJBZWI7I1iFO4dTUNcrSqlpU1ZgQ1SYUcUdyUVxRgzsHdLW/l1lZZh+7+38orqhB65BA5JZU4URBOXJLKnFb38sQEhiAU0UVHocnunLdp7KqWpwsLMe1l0U02b5eaFDfAOAVpdRt1t+fsxb8TU+vYVATETVMXUHtzczErgAcrxiTZV3m+iZTRCRBRBLy8jgemYioqXgT1O7q9YZquFJqjlJqiFJqSHR09IWXjIiIAHgX1FkAHC8a3A2AcYwYERH5hDdBvRvA1SISKyIhAO4F8JNvi0VERDb1jiNRStWKyOMAfoFleN48pZRxFgkREfmEVwP+lFIrAaysd0UiImpyWl+PmoiIGNRERNrzydXzRCQPwIlGvrwjAOPVTlqOlr7/AI9BS99/oGUeg55KKbdjm30S1BdCRBI8zc5pCVr6/gM8Bi19/wEeA1ds+iAi0hyDmohIczoG9Rx/F8DPWvr+AzwGLX3/AR4DJ9q1URMRkTMda9REROSAQU1EpDltglpExonIERFJE5Gp/i6PL4lIhogcEJFEEUmwLosUkbUikmr9t4PD+s9Zj8sREbnNfyVvHBGZJyK5IpLssKzB+ysig63HLU1EZkpT35jOhzwcg1dE5JT1c5AoIhMcnmtWx0BEuovIRhFJEZGDIvKEdXmL+hw0mlLK7z+wXOwpHcAVAEIA7AfQx9/l8uH+ZgDo6LLsbQBTrY+nAnjL+riP9XiEAoi1HqdAf+9DA/d3NIBBAJIvZH8B7AJwAyzXSF8FYLy/9+0Cj8ErAJ52s26zOwYAugAYZH0cAcvt/fq0tM9BY390qVEPA5CmlDqmlKoGsAjAnX4u08V2J4AvrY+/BHCXw/JFSqkqpdRxAGmwHK9LhlJqM4BCl8UN2l8R6QKgrVJqh7L8tX7l8BrteTgGnjS7Y6CUylZK7bU+LgGQAsudolrU56CxdAlqr2731YwoAGtEZI+ITLEu66yUygYsH2oAnazLm+uxaej+drU+dl1+qXtcRJKsTSO20/5mfQxEJAbAQADx4OfAK7oEtVe3+2pGRiqlBgEYD+AxERldx7ot7dh42t/meBxmAbgSwAAA2QD+z7q82R4DEWkDYAmAfyilztW1qptlzeIYNIYuQd2ibvellDpt/TcXwFJYmjLOWE/rYP0317p6cz02Dd3fLOtj1+WXLKXUGaWUSSllBvAZzjdpNctjICLBsIT0AqXUD9bFLf5z4A1dgrrF3O5LRFqLSITtMYBbASTDsr8PW1d7GMAy6+OfANwrIqEiEgvgalg6Uy51Ddpf62lxiYiMsPbyP+TwmkuSLaCs7oblcwA0w2NgLe/nAFKUUjMcnmrxnwOv+Ls30/YDYAIsPcHpAJ73d3l8uJ9XwNKbvR/AQdu+AogCsB5AqvXfSIfXPG89LkdwCfZwA1gIy6l9DSw1okcbs78AhsASZukAPoJ1Zu2l8OPhGPwXwAEASbAEU5fmegwAjIKliSIJQKL1Z0JL+xw09odTyImINKdL0wcREXnAoCYi0hyDmohIcwxqIiLNMaiJiDTHoCYi0hyDmohIc/8fWJRomLGoVuAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.fit(epochs)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# torch.save(learn.model, 'models/noisepred_sig.pkl')\n", "# tmodel = learn.model\n", "tmodel = torch.load('models/noisepred_sig.pkl').cuda()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with torch.no_grad(): a = to_cpu(tmodel(xt.cuda()).squeeze())\n", "titles = [f'{o.sigmoid():.2f}' for o in a[:16]]\n", "show_images(xt[:16], imsize=1.7, titles=titles)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "titles = [f'{o.sigmoid():.2f}' for o in amt[:16]]\n", "show_images(xt[:16], imsize=1.7, titles=titles)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## No-time model" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from diffusers import UNet2DModel\n", "from torch.utils.data import DataLoader,default_collate" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def abar(t): return (t*math.pi/2).cos()**2\n", "def inv_abar(x): return x.sqrt().acos()*2/math.pi" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def noisify(x0):\n", " device = x0.device\n", " n = len(x0)\n", " t = torch.rand((n,)).to(x0).clamp(0,0.999)\n", " ε = torch.randn(x0.shape).to(x0)\n", " abar_t = abar(t).reshape(-1, 1, 1, 1).to(device)\n", " xt = abar_t.sqrt()*x0 + (1-abar_t).sqrt()*ε\n", " return xt, ε" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "@inplace\n", "def transformi(b): b[xl] = [F.pad(TF.to_tensor(o), (2,2,2,2))-0.5 for o in b[xl]]\n", "\n", "tds = dsd.with_transform(transformi)\n", "dls = DataLoaders(dl_ddpm(tds['train']), dl_ddpm(tds['test']))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class UNet(UNet2DModel):\n", " def forward(self, x): return super().forward(x,0).sample" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def init_ddpm(model):\n", " for o in model.down_blocks:\n", " for p in o.resnets:\n", " p.conv2.weight.data.zero_()\n", " for p in fc.L(o.downsamplers): init.orthogonal_(p.conv.weight)\n", "\n", " for o in model.up_blocks:\n", " for p in o.resnets: p.conv2.weight.data.zero_()\n", "\n", " model.conv_out.weight.data.zero_()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "lr = 4e-3\n", "epochs = 25\n", "tmax = epochs * len(dls.train)\n", "sched = partial(lr_scheduler.OneCycleLR, max_lr=lr, total_steps=tmax)\n", "cbs = [DeviceCB(), MixedPrecision(), ProgressCB(plot=True), MetricsCB(), BatchSchedCB(sched)]\n", "model = UNet(in_channels=1, out_channels=1, block_out_channels=(32, 64, 128, 256), norm_num_groups=8)\n", "init_ddpm(model)\n", "learn = Learner(model, dls, nn.MSELoss(), lr=lr, cbs=cbs, opt_func=opt_func)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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rUz+vmNm07Jfau9apezUnu4gMZb0Gu5kFgXuAuUAZcJ2ZlXXabRtwsXNuKvB9YHG2C83E8eXxFOwiMnRl0mOfBVQ657Y65xqBh4H57Xdwzr3inHsndXcFUJLdMjMzTD12EZGMgn08sLPd/arUtu58Dnjq3RTVX0X5EQB2HqzNxduLiAwKoQz2sTTb0n4DyMwuJRns7+vm8QXAAoAJEyZkWGLmCuIRwkFj58G6rL+2iIhXZNJjrwJOaXe/BNjVeSczmwrcD8x3zh1I90LOucXOuXLnXHlxcXF/6u1VU4vj9xU7e99RRMSnMgn214DTzazUzCLAtcDj7XcwswnAY8CnnXObsl+miIhkqtdgd841A7cAy4ANwB+cc+vM7GYzuzm12x1AIXCvma0ys4oTVnEvPjqjp+F/ERH/y2SMHefcUmBpp22L2t3+PPD57JbWP4+9/jYAOw4cY2LhsBxXIyIy8Hz1zVOAi04vAqC+SSspicjQ5Ltg/+wFkwBoaNZ8MSIyNPku2FsX2thafSzHlYiI5Ibvgj0aSQb7136/KreFiIjkiO+CPRzwXZNERPrEdyk4uTh5JUxeyHdNExHJSEaXO3rJsLwQZ48dwfiCaK5LERHJCV92a4vyI7x9qD7XZYiI5IQvg33syCjvHGvMdRkiIjnhy2AfHg1TU9+U6zJERHLCp8EeoraxhSMKdxEZgnwZ7AeOJodhfvjkhhxXIiIy8HwZ7J+/qBSAU0bHc1yJiMjA82Wwj4iGAfjZso05rkREZOD5MtiHR49fnr9hd00OKxERGXi+DPZQ8Hiz5v7yxRxWIiIy8HwZ7ABnjhme6xJERHLCt8F+yuhY2+27/roZ51wOqxERGTi+DfYrp45ru/3zv2zi2Q37aG5JKOBFxPd8G+xXv6fjotZfeLCC025/iu89sT5HFYmIDAzfBjvA6u9e1mXbA69sp7FZ66GKiH/5btre9lqvZ+/sjG891eH++IIY935qBofqmpgwOk5pUXJO99ffeofNe49w/uQiEs4xKbVdRGQws1yNOZeXl7uKiooT/j4NzS2c+a2n+/Sc62ZN4PxTC/nKQ//s8thrt3+IXy3fwsK5ZxHJ0mIetY3N5IWCBAPWtq2+qYWDxxo5eUSUQKftn/zPv/P1y8/ifacXZeX9RcQ7zGylc668x338HuwAq6sO8X/ufjnrrzu+IMYtHziNUMD47atv8dkLJvHrl7fxRtVhrps1gQtPK+QDZ53ED57cwLPr9/LqNz+ImVH1Ti1/WrWLZev28Oj/vYDTb09+gvj2lWVcU15CNBxs23bThZO46YJSJhTG2XO4nm37j3HdfSsAeOOOyxgZT/+pJJFw7KmpZ1xBLO3jIuJNCvZOauqbmPrdZ9ruX1Y2hmfW7x3QGrLpmvISauqa+eiM8XzgrJN462Atz725jxHRMH99cy/L1u1l0Q0zmFVaSMDgSH0z/9x5iJXbD3LVtHGMLYiRSDi+98R67r7+PUTDyYXAP3X/Cg4cbWTpVy7q8GmhO+t31fCNx1Zz7w0zGd/NL5K3D9Wxtfoo9zxfSVOL49c3ndftUJn0T0NzC4uWb+WLF09uO5biPwr2XjS1JFj46Bpeqqzmm/PO5qsPr8ppPbk2ZfxIqo80sKem6+pTDy+YzfKN1Sz62xYAhueFONLQzOXnjGHZuq6/HP/wxfM5b9IonntzH5/7TfrjHAoYzQnHpWcWM2pYBICaumbu/0w5K3ccZMGDKzlU18SXP3Aaf9tUzTfmns3huibOGJPPz/+yie9cdQ4jY2FertzP8GiI90wYRWNzgtVVhygbN4J4JMSKrQcoGzeChqYE1UcaePT1KqadUsDGPTWcdfIIEs4xY8KoDhPGOed44JXtTC0ZyanF+RTEIxxtaOaFTdWUTxzFSSOOL7tY39TC5r1H+fHTG5hUOIx/nX9uhyG1Vi0JR8DArOtj/71iB9/+37V8+8oyLj6jGOccP1u2kefe3MemH8zFUs/7Y8VOvv7Iav76LxeTnxeirrGFLdVH2X24nk+edwq/eWU7P3hyA1+//Ey+dOlpvRxtOHiskU17j1BaNIwxIzouJXm0oZkVWw7wwbNPaqv5wNEGCvPzgOQv80lFceKR46fpauqbWPd2DQ7HzImjyAuduF8uiUQyt7rreCQSjmfW72H25EJGRMP8oWInV79nPNFwsO2S53TH4kRYueMdxozIo2RUdiYlVLD3w/KN+wgHAzz2+ts8+noVAO8tHc2r2w522O+zF0zigVe256BC8Yq8UICGHq7A+uBZJzG1pIB/f3bTgNRjBq3/3T8+s4RHVlZ12eeOK8toSTh+uLT3Ka/HF8SYP30cLc4xMhbmp08fn3SvKD/CnddM5zNL/gHAtJKRvFF1uMtrPP21ixgVj/DIyir2HK7nhc3VnDlmOD/8yBRGxsLc/j9rSDg47aR8/rhyJ9NLCjjS0MxfUp+0JxcN47H/dwH5eSFqm1q4+u6X+fHHpvKnVW/z21ffAuCCUwt5ZcsBAK6YMpYn1+wG4PlbL+Gk4Xk0NieIRYLsOFDLpKI4hnW5wGL25NF8f/65PLF6N/VNLQQDxlknD+eMMcP58kP/pHLfUf7wxfMJBozmlgRnjR1BS8Kxcc+RtqHTG8+fyMyJo7hq6riMPgl3R8GeZUfqmwgFAgQDRiQUwDnHK1sOsGF3DR+fWcKIaJhAwJj3yxdZv7uGX3xyOl/7/SoAtvzbPH60dAPvnVzIFx5Mtnvltz7E955Yz+Nv7OKVhR/glS0HuPWPb7S933euKuv2uvvNP5zbNg4vIt7yo49O4bpZE/r1XAV7jjS1JGhJOKLhICt3vEM0HOCccSP79BqJhOvyW33HgWMUxCIcONbA5OJ8Vu54hyUvbePfPjKFih0H2XGglkgowEdnjCceCXU4abz0KxfxyMoqlry8DYCZE0fxyM3n05xw7DhQy9xfvkBTi+O/PlPOxMLkR8YP/fyFtvf+cNmYtl5SZ1dOHcufV+/uU/s+/75S7n9pW5+eI+IXBfEwq+7o+j2bTCjYhf1HG2hoTnR7UrMnzjkqdrzDzAmjCASsw7hmU0uCN3cfYUrJ8V9YdY0t/OTpN5lz7snsPFjLJ8pP6fKa63fVMH5UjBHREMcaW8jPS47RNjYneG37Qd5bOppgwNKOfzY0txAOBDCD+17cSjgY4KYLS7vsV9/Uwrpdh2lqcUwrKSAWSY717jtSz/0vbuNfLjuDnQdrueV3/+S2uWfx/T+v5+fXTMeAwvwIe2vqGTMiyuqqw9TUNfH+M4ppaE7wi2c3cayhhWc37GXDv84hGk5e7rpx7xGWb6xmWkkBdz+/mQtOLeKjM8Zz/o+eA2Dbj+ZRue8oS9fsYWxBlHPHjWTeXS+y6IYZFOXn8etXtvPk6t0s/vTMtu9LrN55mJJRMR5ZWcXoYRGmlIzk1y9v5xPlJZRPHI3DcVpxPut313DmycO57ZHVrHn7MKVF+Ty7YS8v3XZpcu3fuiYCAWPho6t5cfN+APLzQhxtaGZENERNfTPfuaqMe56vZP/RRr5++ZksW7eHyUXD+MFHpnDXXzez+IWtHf5+r5g6lhtnT+Slyv38x3OV/ORjU2hOOKqPNPCLZzcDyQsTlm+s5tPnT+Tc8SNYumYPL26uZnQ8wvQJBSxds4eXbruUvFCQK+56kcL8PO78xDT+tOpt/vOFrdx88am8uLmadbuS027/9ONTOX9yIRf99HkAnvzK+6htbOHOZzayYutBzhiTz6HaJiYWxtm09yiH65q448oyKnYcZOmaPV3+jYyMhTlcN7BLZwYMUv+FWPD+yXxz3tn9eh0Fu0gOLVu3h7Ejo0wtKehxv6MNzby27SCXnnXSCa1n9+E6Hnr1Lb72oTP6PMZ7rKGZNW8fZvbkwh7323WojuLheYSDg+9L7c65Pp0w3bC7BuegbNwIEglHfXMLeaEgT6/dw4fLxvT4PZZ9R+opGpaX9u951c5DnDwiyskjo2me2TsFu4iIz2QS7Bn9WjWzOWa20cwqzWxhmsfNzO5KPb7azGb0t2gREXl3eg12MwsC9wBzgTLgOjMr67TbXOD01M8C4FdZrlNERDKUSY99FlDpnNvqnGsEHgbmd9pnPvCgS1oBFJjZ2CzXKiIiGcgk2McDO9vdr0pt6+s+mNkCM6sws4rq6uq+1ioiIhnIJNjTnUbufMY1k31wzi12zpU758qLi4szqU9ERPook2CvAtpfkFwC7OrHPiIiMgAyCfbXgNPNrNTMIsC1wOOd9nkcuDF1dcxs4LBzrm9fRRQRkazodQUl51yzmd0CLAOCwBLn3Dozuzn1+CJgKTAPqARqgZtOXMkiItKTnH1BycyqgR39fHoRsD+L5eSa2jN4+akt4K/2+KktkHl7JjrnejxJmbNgfzfMrKK3b155idozePmpLeCv9vipLZDd9gy+CR1ERORdUbCLiPiMV4N9ca4LyDK1Z/DyU1vAX+3xU1sgi+3x5Bi7iIh0z6s9dhER6YaCXUTEZzwX7L3NDT8Ymdl2M1tjZqvMrCK1bbSZ/cXMNqf+HNVu/2+k2rfRzC7PXeVt9Swxs31mtrbdtj7Xb2YzU38Plan5+/u/VPu70E17vmtmb6eO0Sozm9fusUHbHjM7xcyeN7MNZrbOzL6a2u6549NDW7x6bKJm9g8zeyPVnu+ltp/4Y+Oc88wPyW++bgEmAxHgDaAs13VlUPd2oKjTtp8CC1O3FwI/Sd0uS7UrDyhNtTeY4/rfD8wA1r6b+oF/AOeTnDTuKWDuIGrPd4Fb0+w7qNsDjAVmpG4PBzalavbc8emhLV49Ngbkp26HgVeB2QNxbLzWY89kbnivmA/8JnX7N8DV7bY/7JxrcM5tIzlNw6yBL+8459wLwMFOm/tUvyXn5x/hnPu7S/5LfbDdcwZUN+3pzqBuj3Nut3Pu9dTtI8AGklNme+749NCW7gzatgC4pKOpu+HUj2MAjo3Xgj2jed8HIQc8Y2YrzWxBatsYl5ooLfVn60rGXmljX+sfn7rdeftgcosll3Zc0u7jsWfaY2aTgPeQ7Bl6+vh0agt49NiYWdDMVgH7gL845wbk2Hgt2DOa930QutA5N4PkEoJfMrP397CvV9vYqrv6B3u7fgWcCkwHdgN3prZ7oj1mlg88CnzNOVfT065ptg2q9qRpi2ePjXOuxTk3neRU5rPM7Nweds9ae7wW7J6c9905tyv15z7gf0gOrexNfcQi9ee+1O5eaWNf669K3e68fVBwzu1N/SdMAPdxfPhr0LfHzMIkg/C3zrnHUps9eXzStcXLx6aVc+4QsByYwwAcG68FeyZzww8qZjbMzIa33gYuA9aSrPszqd0+A/wpdftx4FozyzOzUpILhP9jYKvOSJ/qT33kPGJms1Nn9G9s95ycs45r9H6E5DGCQd6e1Hv/F7DBOffzdg957vh01xYPH5tiMytI3Y4BHwLeZCCOzUCfKX63PyTnfd9E8ozx7bmuJ4N6J5M80/0GsK61ZqAQ+CuwOfXn6HbPuT3Vvo3k6MqRTm14iORH4CaSvYfP9ad+oJzkf8otwN2kvvk8SNrz38AaYHXqP9hYL7QHeB/Jj+WrgVWpn3lePD49tMWrx2Yq8M9U3WuBO1LbT/ix0ZQCIiI+47WhGBER6YWCXUTEZxTsIiI+o2AXEfEZBbuIiM8o2EVEfEbBLiLiM/8fX5y4hoeAU+kAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.fit(epochs)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# torch.save(learn.model, 'models/fashion_no-t.pkl')\n", "model = learn.model = torch.load('models/fashion_no-t.pkl').cuda()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sz = (2048,1,32,32)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sz = (512,1,32,32)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "cmodel = torch.load('models/data_aug2.pkl')\n", "del(cmodel[8])\n", "del(cmodel[7])\n", "\n", "@inplace\n", "def transformi(b): b[xl] = [F.pad(TF.to_tensor(o), (2,2,2,2))*2-1 for o in b[xl]]\n", "\n", "bs = 2048\n", "tds = dsd.with_transform(transformi)\n", "dls = DataLoaders.from_dd(tds, bs, num_workers=fc.defaults.cpus)\n", "\n", "dt = dls.train\n", "xb,yb = next(iter(dt))\n", "\n", "ie = ImageEval(cmodel, dls, cbs=[DeviceCB()])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def ddim_step(x_t, noise, abar_t, abar_t1, bbar_t, bbar_t1, eta, sig):\n", " sig = ((bbar_t1/bbar_t).sqrt() * (1-abar_t/abar_t1).sqrt()) * eta\n", "# sig *= 0.5\n", " with torch.no_grad(): a = tmodel(x_t)[...,None,None].sigmoid()\n", " med = a.median()\n", " a = a.clamp(med/2,med*2)\n", "# t = inv_abar(a)\n", "# t = inv_abar(med)\n", "# at1 = abar(t-10, 1000) if t>=1 else torch.tensor(1)\n", "# sig = (((1-at1)/(1-med)).sqrt() * (1-med/at1).sqrt()) * eta\n", " x_0_hat = ((x_t-(1-a).sqrt()*noise) / a.sqrt()).clamp(-2,2)\n", " if bbar_t1<=sig**2+0.01: sig=0. # set to zero if very small or NaN\n", " x_t = abar_t1.sqrt()*x_0_hat + (bbar_t1-sig**2).sqrt()*noise\n", " x_t += sig * torch.randn(x_t.shape).to(x_t)\n", "# print(*to_cpu((a.min(), a.max(), a.median(),x_t.min(),x_0_hat.min(),bbar_t1)), sig**2)\n", " return x_0_hat,x_t" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def ddim_step(x_t, noise, abar_t, abar_t1, bbar_t, bbar_t1, eta, sig):\n", " sig = ((bbar_t1/bbar_t).sqrt() * (1-abar_t/abar_t1).sqrt()) * eta\n", " with torch.no_grad(): a = tmodel(x_t)[...,None,None].sigmoid()\n", " med = a.median()\n", " a = a.clamp(med/2,med*2)\n", " x_0_hat = ((x_t-(1-a).sqrt()*noise) / a.sqrt()).clamp(-2,2)\n", " if bbar_t1<=sig**2+0.01: sig=0. # set to zero if very small or NaN\n", " x_t = abar_t1.sqrt()*x_0_hat + (bbar_t1-sig**2).sqrt()*noise\n", " x_t += sig * torch.randn(x_t.shape).to(x_t)\n", " return x_0_hat,x_t" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def ddim_step(x_t, noise, abar_t, abar_t1, bbar_t, bbar_t1, eta, sig):\n", " sig = ((bbar_t1/bbar_t).sqrt() * (1-abar_t/abar_t1).sqrt()) * eta\n", " x_0_hat = ((x_t-(1-abar_t).sqrt()*noise) / abar_t.sqrt()).clamp(-0.5,0.5)\n", " if bbar_t1<=sig**2+0.01: sig=0. # set to zero if very small or NaN\n", " x_t = abar_t1.sqrt()*x_0_hat + (bbar_t1-sig**2).sqrt()*noise\n", " x_t += sig * torch.randn(x_t.shape).to(x_t)\n", " return x_0_hat" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "@torch.no_grad()\n", "def sample(f, model, sz, steps, eta=1.):\n", " ts = torch.linspace(1-1/steps,0,steps)\n", " x_t = torch.randn(sz).to(model.device)\n", " preds = []\n", " for i,t in enumerate(progress_bar(ts)):\n", " abar_t = abar(t)\n", " noise = model(x_t)\n", " abar_t1 = abar(t-1/steps) if t>=1/steps else torch.tensor(1)\n", "# print(abar_t,abar_t1,x_t.min(),x_t.max())\n", " x_0_hat,x_t = f(x_t, noise, abar_t, abar_t1, 1-abar_t, 1-abar_t1, eta, 1-((i+1)/100))\n", " preds.append(x_0_hat.float().cpu())\n", " return preds" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(42)\n", "preds = sample(ddim_step, model, sz, steps=100, eta=1.)\n", "s = (preds[-1]*2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(22.329004136195408, 0.11790715157985687, torch.Size([2048, 1, 32, 32]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# classic ddim eta 1.0\n", "ie.fid(s),ie.kid(s),s.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_images(s[:16], imsize=1.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3.8815142331816332, 0.004408569075167179, torch.Size([2048, 1, 32, 32]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# model-t eta 1.0\n", "ie.fid(s),ie.kid(s),s.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_images(s[:16], imsize=1.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4.577682060889174, -0.0011141474824398756, torch.Size([2048, 1, 32, 32]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# model-t eta 0.5\n", "ie.fid(s),ie.kid(s),s.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5.7531284851394275, 0.01766902022063732, torch.Size([2048, 1, 32, 32]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# model-t eta 0\n", "ie.fid(s),ie.kid(s),s.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4.013061676593566, 0.004139504861086607, torch.Size([2048, 1, 32, 32]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# median sig\n", "ie.fid(s),ie.kid(s),s.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4.011975098678363, 0.0034716420341283083, torch.Size([2048, 1, 32, 32]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# sig *= 0.5\n", "ie.fid(s),ie.kid(s),s.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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