{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Training Consistency Models on FashionMNIST using miniai" ] }, { "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": [ "from miniai.imports import *\n", "from miniai.diffusion import *\n", "from diffusers import UNet2DModel\n", "from fastprogress import progress_bar\n", "from glob import glob\n", "from copy import deepcopy" ] }, { "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", "set_seed(42)\n", "if fc.defaults.cpus>8: fc.defaults.cpus=8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data processing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use HuggingFace Datasets to load the Fashion MNIST dataset." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Found cached dataset fashion_mnist (/home/tmabraham/.cache/huggingface/datasets/fashion_mnist/fashion_mnist/1.0.0/8d6c32399aa01613d96e2cbc9b13638f359ef62bb33612b077b4c247f6ef99c1)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "409f05a49d4f4935a0843fe0fb3ed441", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2 [00:00\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]), 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49/+22WcLIURH0Wyo2+12Zs2axZo1a9i6dSsLFy6kuLjYZZt58+axa9cuNm7cyP/+7/+yb98+AF566SVuuOEG9u7dS2RkZIMvhLZw1+gBAKxyXIxZK2GYdtC5bviCVW3++UII4U7NhnpOTg7x8fFYLBb8/f1JTU1l9erVzvV+fn5MmDABAH9/f2JjYzl2rH6oY+nSpdx5550A3HHHHSxbtqwt2uAibVg4AF/pI6hVXkwybnKuq6ix49DlqUhCCM/VbKgXFBRgsVic7y0WC1artdFtjx49Sm5uLiNHjgSgvLycoKCgZvdrTUkRIQBU48sGfSi3GtdwvWE9BuRpSEIIz9dqJ0pra2u55ZZbWLhwId27d2/xfhkZGSQnJ5OcnExhYeEFfbY669HT2lmD68/b72CfsvAH79dZ4T2fRG0XSp5fKoTwYM2GutlsdulhW61WzGazyzZKKWbMmEFaWho33nijc3lQUBDl5eVN7geQnp5OdnY22dnZhIWFXXBDzjYuqicAB1U4t9Q9xcy6uXSjlue93ubdrEOt8hlCCNERNRvqSUlJ5OXlYbVaqaysZOXKlUyaNMllm/nz5+Pn58eTTz7psnzy5Mm89957ALz//vtMmTKlFUtv2qyrYgD4nwmRHHppMi/Pm80K/RJ6a6U8t3xnu9QghBDu0Gyom0wmFi1aREpKCgkJCcyePZvQ0FDS0tIoKCggPz+fl19+mZycHBISEkhISGDVqvqrTObPn8+SJUuIiopi3759pKent3mDAEb278HyR8Yx7+rBAPQO9KVYBRKsVWFC7jIVQnguU0s2mjp1KlOnTnVZtmLFCufrpsape/XqxVdfffUzyrtw8eYgl/clKgCAHpxyRzlCCNEuPPKO0sYkDI4CIFSTUBdCeC6PCfVmH3rkV3/yNESraPNahBDCXTwm1JszYWQcAKFIqAshPFeXCfVevesvpwyVnroQwoN1mVD36x5AlfKR4RchhEfziFBv6U2iJSqQULn6RQjhwTwi1FuqmADpqQshPFrXCnUVJGPqQgiP1qVCvUQFyNUvQgiP1qVCvZhAQuTmIyGEB/OYUD97yt2mDI4cSA+tEhwy/4sQwjN5TKi3RI13/QM0OF3i3kKEEKKNdKlQr/X5IdSrTrq3ECGEaCNdKtRrvHrUv6gqcm8hQgjRRrpUqC/eWAZA4Ym2f1aqEEK4Q5cK9ZsnXASAVl3s5kqEEKJtdKlQHzYwnGrlg1YtY+pCCM/UpULdZNQoIQCD9NSFEB6qS4W60aBRrAIxnJZQF0J4phaFemZmJrGxsURHR5ORkdFg/YMPPkjv3r1JTEx0WT5z5kwiIyOdD6Tev39/61R9gSpO2yhRAVSWnHBrHUII0VaaDXW73c6sWbNYs2YNW7duZeHChRQXu/Z0b7vtNpcHUZ/t1VdfZdu2bWzbto1Bgwa1TtWNaP5+UtieX04JgdSUHXcue3HFTp75NK/N6hJCiPbUbKjn5OQQHx+PxWLB39+f1NRUVq9e7bLN2LFjCQ0NbbMiW8vx8hqKVKDL9LtvrD/A/3172I1VCSFE62k21AsKCrBYLM73FosFq7Xl13nPmTOHESNGMH/+fBwOx4VV2UoWTI2nRAUSrFWB7t5ahBCiLbTpidIXX3yRnTt3snHjRg4cOMDrr7/eYJuMjAySk5NJTk6msLCwLcshqJtX/dUvKKiW+V+EEJ6n2VA3m80uPXOr1YrZbG7RwcPDw9E0DV9fX2bMmMGmTZsabJOenk52djbZ2dmEhYWdR+kXplgF1r+olqkChBCep9lQT0pKIi8vD6vVSmVlJStXrmTSpEktOvixY8cA0HWdpUuXEh8f//OqbYJq6UNKqX9OKYCqbNu/CoQQwh2aDXWTycSiRYtISUkhISGB2bNnExoaSlpaGgUFBUD9pYujR48mNzeXvn37smTJEgBuv/12hg8fzvDhw3E4HDzyyCNt25oWKKI+1HfsP+jmSoQQovWZWrLR1KlTmTp1qsuysy9hfPfddxvdb82aNRdeWRs501O3V8hUAUIIz9Ol7igFqMaHGuXF2q07XJY79JYP4QghREfV5UIdNIoJJJQKBs5b7lxqc+hurEkIIVqHx4R6Cx5R6lSiAlxuQAIY/NRn/O3bQ61blBBCtDOPCfWWynx4HMUqiHGGPJZ6P8E671/zrOkdAP4v65B7ixNCiJ+pRSdKPclQSxCPOMZhQKcCP/ypYYbpc1bpiXxzcpi7yxNCiJ+ly/XUAdIfmMsM23wesj3KL2xz2KX341nTu3hhZ+C85Xy8JZ8b/pLFs8t2NH8wIYToQLpkqA/vG+x87cDI07aZDDIc427jSgBmL9nOlsOlvP2NXMsuhOhcPCLUz+OGUqdNT1xB3m/r74zNUUP4xDGGR03/pjcyJ4wQovPyiFC/EL0CfPD3MfGrK6IBeMF2OwqNBV7/B8g160KIzqnLhvoZV8X1AaCQHrxkv5VU4yZuNq5za01CCHGhunyox5kDna/fd1zB545RLDD9jUitfl6bWrvMuy6E6Dy6fKi70phru5cK/HjV6zW8sfH7VbvdXZQQQrSYx4S61qKnlDavlEBm2X5JnHaYB02fsPlwaascVwgh2oPHhPrPEX/WEAxAlj6UVXoi1xg2uqkiIYS4MBLq1E8dsP3pq/D1+vHH8Y0+lChDAflHDp338QbOW86f1+1rxQqFEKJlJNQBTdMI8vPi7bsudi7L1ocAkGy4sLtK3/jqQKvUJoQQ50NC/Sxjonpy6KVrMAf5sk9ZOKkCSTbsdHdZQgjRYhLqjVg/NwXQ2KjHkWzYQfaB4hbvez7PSxVCiNbmEaHe2jFqMhrY8uQVZOtDGGQ4xsNvrmx5LZLpQgg3alGoZ2ZmEhsbS3R0NBkZGQ3WP/jgg/Tu3ZvExESX5fv37ycxMZGoqCjuv//+TtWL7e5j4ls9DuCChmA6U1uFEJ6j2VC32+3MmjWLNWvWsHXrVhYuXEhxsetwxG233ebyIOozHnvsMRYsWMC+ffsoKipi+fLlDbbpqLyNBvYrMydVEKMNO7j7nRwOF1c1u59EuRDCnZoN9ZycHOLj47FYLPj7+5Oamsrq1atdthk7diyhoaEuy5RSZGVlcc011wBwxx13sGzZslYs/Sda594jJ4NBAzSy9SFcYtjJ2t0nmbBwXbP7SQ9dCOFOzYZ6QUEBFovF+d5isWC1Wps9cHFxMSEhIWg/PDy0qf0yMjJITk4mOTmZwsLC86m9XWTrcQwyHCOM+jtLm3tAtUS6EMKd3H6iND09nezsbLKzswkLC3N3OQ38eL16/bj6L/5vc4v2k3AXQrhDs6FuNptdethWqxWz2dzsgUNDQykpKXEOR7R0v47kzuQB7FdmClUw04wb0NBZv+ckA+ctZ9X3xxvdR0ZfhBDu1GyoJyUlkZeXh9VqpbKykpUrVzJp0qRmD6xpGsnJyc6Tox988AFTpkz5+RW3o5EDggGNhfabSTFu5xHjf5zrHv1oKweLGp44VdJHF0K4UbOhbjKZWLRoESkpKSQkJDB79mxCQ0NJS0ujoKB+zvGZM2cyevRocnNz6du3L0uWLAHg5Zdf5plnnmHQoEH06NHDedK0s7h2hAUvo8YSx2W8Y5/Er70+5mpDDgA1Np2U369j29EyAL4vKOepT/L415Z8AE7XyTzsQoj2p6kOdLlGcnIy2dnZ573fq1/u5bW1+9jzXGqr15RzsISb3/gWIw7e9XqZUYa9pNtmk6XHc+aSm/4hfhyvqKHO7noS9dBLnetLTAjR8ZxvLrr9RGlraMuvpaSIEFY+eikOjDxke4RjKoS/e7/ACu/Hud34Bd05zZGS6gaBLoQQ7uARod7WhoQHMnWEmXL8Sa17iUfrHqAKH573epscnwd4wfQWw7X9yDUvQgh3M7m7gM7iT9MTWLq9gDq8+FQfx6d144jVjjDduJbrjRu4zbSWnXp//uG4jE8cYykjwN0lCyG6II/pqbfyDaUNj681/ITdqj+/td9FUu2f+XXdLylT/izw+hsbfR7kMsO2Nq5ICCEa8phQbw9zroqhp79Pg+W1ePMf/VJutT3JhNo/UKh6cJNxXbvXJ4QQEurn4aHLo/l2/uUsmBLX5DaHVR/W6gmMMewAXU6eCiHal4T6efIyGpg5NoJNT1wBwGWxvRps840+lB5aJRzPbe/yhBBdnIT6BeoV4MOhl67h3buTGqz7Vh+CQ2lw8Cs3VCaE6Mok1FvB766N55MHx7Lj2frpEyrw5zsVwendX7q5MiFEVyOh3gruHD2QhH7B+Hmb+MvtIwHI0ofC4W/BXttmn5u1r4ghT31GVa29zT5DCNG5eESod6RJtK6K7wPA1/pQuml1PP7qX/ks7zjf5Zc3OR9MZa0dh+7aBoeuWJ577JwP3fjzuv2ctjkanVhMCNE1eUSodyRGQ/317Fv0GGqUF+ElG7n//S1Mee1rhjz9GfpPwlvXFUOfWcXzy12fg/rONwd58O//ZfWOE01+1plL5zvO7D1CCHeTUG8D94yNoBZvNusxjDXkuazL2u/6fFf9h0RellvgsvxERQ0AFadtbVipEMLTeEyoN3LDp9tcGdcbgG/0YYzQ9hNAtXPdHX/dyMB5y7nzrxtZv+ekc+jkp8MsZzr0Z3r+jTlzl2tHGn4SQriXzP3SBpIiQgD4Ro/nMU3xutcrFBLMaeXN1/owvtBHsWFvERv2Fjn3Kaqs48udJ/jF/23m9TtG8Vle/ZOVHLpiX+EpjpacZs+JU9w9NoK/bzzMjNEDnVMjyPCLEOIMCfU2YDRoDO8bRF5+BMscyfTXCgmlgh6GU9xmWkup8udTxxjW68PZqkdRSiDw4/NP739/i/NYv/mX6w1ML67cBcCCZTucyyTThRBnSKi3kbFRPcnNL+dh2yNnLVUkaru5ybieG43rmWlaDcB+PZzX7NfxH30cFzI1WQd6zokQws0k1NvIdQkW/rJu/0+WamxWg9lsH8wT9nuI1Y4y0rCXNEMOr3j/hWmOr3nc/gtKVQDhWjF9tSIitWMM0goI1SpYoyew3JFMFd3c0iYhRMfXolDPzMxk9uzZ6LrOY489Rnp6usv6nJwc7r77bmpra5kxYwZPP/00UP/s0vXr1xMYWD+88PHHHzNo0KBWbkLHFNsngC9mTeCKPzQ+VYAdE9+rCL53RPCe40pucGzgKa/3WO/9awyaa8/bqkKpVr5c7bWJBaa/sV4fjjc2QrUKbJjQbP8GerRDq4QQHV2zoW6325k1axZr164lKCiIUaNGMW3aNEJDQ53bPPjgg3z44YfEx8czduxYpk2bxrBhwwB49dVXmTx5ctu1oAOLCvPn3bsvZv/JKj7IPsyBJm8S0vhYH8+62hHcYlxHJb4cU6EUqJ4cVH2oxheAwdoRbjJ+xRhDHqfwo1AFc6Xxvxw8sBwG3d9u7RJCdFzNhnpOTg7x8fFYLBYAUlNTWb16NbfeeisABQUF2O12hg8fDsD06dPJzMx0hnp76MhDypfFhnFZLEwdYWZfYSW3vtX0A2SLCeLPjmubXL9L9ed39jtdli3VniBq/7/gSgl1IUQLrlMvKChwBjqAxWLBarW2eP2cOXMYMWIE8+fPx+Fo/Db5rqBXgA+jB4U2WH71D9MKXKgljgn4Hd8ERft+1nGEEJ6hTW8+evHFF9m5cycbN27kwIEDvP766w22ycjIIDk5meTkZAoLCy/4s7Q2f6Bd67tr9ABev3MUh166hu1PX8WUEWYyHx7Hf5+6khmjB7Dt6Sv5YtZ4Lo3uyawrYxo9xlLHGHSDN2z7oJ2rF0J0RM0Ov5jNZpeet9VqJSkp6ZzrzWYzAOHh4QD4+voyY8YMlixZ0uD46enpzhOvycnJF9iMzuPv6ZfQL8SPwlO1JPQLdi4P8vNi8a0XOd8/e+1QAIL9vHnvF5cAMKxvEJdEhODnbaK4spaZ72ziOyuU9b+SkO0fUnPpfFbuKGTB0h1kz5+Ir5cBh64wGZv+7rY7dOy6wsdkoLTaxhc7T3BzYj+Xbarr7Lz99UF+eVnUOe9wFUK4X7OhnpSURF5eHlarlaCgIFauXMlTTz3lXG82mzEajeTm5hIfH89HH33EW2+9BcCxY8cIDw9H13WWLl1KfHx827WkkxgT1ROAfiF+571vSmyY83Wovw/PTxvK1Ne+4XjkjYQcWs79v13IOj0BgCFPf9bkcR5PG0xwN2/mftz4k5l2Hz/FIxOjmbjoK/5w8whmvJ0DQH7pae4bH8m8f3/HrUn9+PU/tvPw5VHMujKm0QdzCyHaX7OhbjKZWLRoESkpKei6zty5cwkNDSUtLY2MjAzMZjOvvfYat956KzU1Ndx5553Ok6S33347RUVF6LpOcnIyjzzySDOfJs6Hr5cRgCWlUdyrQrjHuJLh2gFSjRsxa8W865jEX+1pVNCd3pRws3EdkYZjbFkVwxJ9CGChsZud/vr1Qf769UEAZ6ADfLTpKB9tOgpAzsESABav2Yevl5EHU6LatK1CiJbRVAe6HTE5OZns7KavDmnKK5/v4c31B9j5u6vboKqO60hxNeMXrgVgtumfPGz6BJsy8o0+lDK6M8XwLVV0Y5s+iDGG7wGwqp4MMNSfu6hQfuxVFvbqFvaofuTpA9mhBlDJuf+KMGFHx4B+1imZQy9d00atFKJrO99clDtKOzGT8cde9l/sU/lOjyBbH0IF/gD8SbuBR00fE6cd5k/26/mHI4VCetCLMpIMuxhh2E+UZmWcMY/p2jrnsUqVP8YfYvs03hxXIRxXoXhhZ6B2nL7aSRwY2ass7Fb9+MA+EZBQF6IjkFDvxEK6eztfV+PLav1il/UHVTi/sj3UYL+TBLNcT2a5/uOJ6QCqidMOM9RwkF5aGToGHBjoTg29tRLMWgk2jOTog/mnugwfzUasdpRxhu+4wnsLu3dPIjY2rtE6Cytq2HOiknHRPV2Wn6qxsfK74yRFhGAO7oa3yWNmghbCbSTUO7EzY+qt4RR+bFRD2OgYcl779aGYlT7zqfjgLhaP/xuL1x1i9++u5pUv9vLql3tdth0f04v1e04C9Q/rfurT7xsczxLcDWvZaW4c1Zd/bcmnd6AP6eMiOVBUyYc5R7k1qR9JESH8a0s+C28cwaZDJbz37WE2Hy7lqrjeXHeRha1HSnlrw0E+eXCsyxVGQnQFHjGm/ofP9/BWFxxTBxg4b7nz9aGXrsGhK2wOHZtDx8dk5NnM73k/+wiXRISw8YeTm0+kDaG0uo7fTIplX2Elv/7nNvKsFU1+xp+mJ5A6NJyYJ1c2uv4KwxYyvBfxJ/s0XrHf1LoN/JlkrF90djKm3sVcl2Dmk20F5C64Cqify91oMDp78c9dN4znrhuGzaHzxlf7Sb800qWHH907gMyHLwVg57EKHLpiqCUIgKMl1fTo7o2/T/1/JmcC8swXyXcLrmLYgtV8oY/iHfskHjZ+Qq3yYr+ycEyFEKRVEakdY6B2nJMqmC16DLkqghgtn0nGzYw35FKq/MlTEezQB+Cr1RFOCWFaKXaMVONLHSb6UMIArZAwrZQ8FcFXjuFsV4O4yLCPywzbGKEdoIBQ9uh92aP6clCFc1DvQwEN7+A9W2WtndKqunNeXvroR1tZv+ckW5++6kL+eZyOllQT4Gsi2M+7+Y2F+Bk8JtS76mXSf5x+EX+cflGz23kZDTx0efQ5txkSHujyvqmw2/W7qzFomssY+Ev2WxliOMJcr3822L5IBRJMJSZNdy6rUV58q8fRXathhmE13U21ANQpI4X0wIBOd2rwwcYJ1YPDqje5KpJEbQ/Xemc5j3NA70O2PoQ+WglXGTdzp/aFc91JFYh+LAJD+NBG2zH9zW/Js1aw89mr6ebd+FDWp9vqnx1bUlXHd9ZyLh7Yg7fWH+Te8RH4moycqrVTVFlLZM/u2H94BqFXIzd7Xfr/1qJpsPLRS4kJC+BISTWHS6oZF9WT32Xu4PuCcpbcP6bRGoQ4Hx4T6qL9nN3TnzLCzLLtBdTizfS6p/CjhnCtmD5aCaeUHwdVOKfwoxs1jDAcYLi2n8OqD+v1YZz+YfZJAzp9tZNUK1+KCUCdc/YKRYR2nGHaQXJVBIdUuMvaQKoYqB0nUjvGbNMS+MdtcN863txcygsrdvHFrPEUnqrltrc2Ovc5c6PWfeMj2XigmO355QDMPmtqhpG/+9zlc175Yo/L+6gwf/YVVgKwYEocn2wrYNvRMmZdGYPdUf9lphRc/ccNLvudPSw2cN5yVv1qPLF9As7RfiHOzWPG1DM2HGDHs11vTN3d6ux6k2Pt7jZEO8zH3gv4rx7FXbZ5OGisN65o+mlTCjPFdNNqOaDCm/myaZoXdoKppJzu1OHlss6XWgKoRgMUGoaAMDY+ceUFfc75OPNrL3cCd3wypi7albfJwG8mxTJ6UCjX/7l+WGTJ/aPpHeDLZ98fY8ygns4xeqUUO45VcLy8hnHRPTFqGiajgVM1Nny9jKz6/jhFp2qZOTaCqlo7b204wB+/2MvI/sG8OSOR0O7e/HPzUQJ8vUgd2geloOy0jc/yjlNnd7g8txVgpxrAHNv/8GfvV3lJvUWWHo+XZieEUwwzHGCE4QB9tSKqlA+VdKNSdaOc7pSr7nhjJ85wmB5afe+7XPmxVY/GqnoSqFURRP3c+OV0p0z5002rY6B2nAjtGN2poQ4TdXjhg40A7TQA1cqHLD2O9fpwgqlinPE7LtL24aX9OHvpxzXjQJ8IhvovkD99sZf1e0/yzt0XE+jr+oVwtuwDxQzvG4Sf94+/0naHTtQTK/nt1HjuGjPQZfuI+Su4a/QAfnvtj0NT1rLT/HPTUX79w18oZ58HqLU7sDmU8/zKwaIqunsbCQv0xVp2miPF1Ywa0AODBhU1dpfLbUX7kp66aDUD5y0nsld31sy+rFWOp5Tis7zjXBHXu9Fx6nP5Lr+cKa99DcCvTP/iV6Z/O9c5lMZe1ZdcPZJDqg++Wi3+1BCoVRNIFUFaFQ5lYKcawPf6AOrw4iLDPkYZ9tBTK6dc1Qc5QLBWSbBWSZ0ycUCZOaj6UKG6463Z8MZOHSZKVQDldCdKK2CCYTtDDEeoU0b+q2LY4BhGgQpFoRFlsPKQ6VPetV/FAvtdNPYXxJhBoWTtL262/e/cfTF3v7OpwfLrR1r493+tjezRcnHhgew41vTVUgCZD49zfpm3p4oaG4eLqhnWt/0/u61IT124zbfzLyfgHL3J86VpGqnDwpvfsBFnj0v/0X4j79uvREPHhonT+FDL+fUkM/XRF1THT73ErfSknGp8nE+0ctKhTnkxy+tflOHPX+1pRGv5DDIUUK18OaGCOXIgBF+CqMEHqL9PYKzhey4y7KUGb0pUIJX4cuC993jP6yh9tZNYVU/2KzP7lIU9W/sRTF9O48NYQx5XGzYxxHCYLXoMX+kj2KLHYMeIAR0fbPTUyumlldOd09h++Ouj7riJizQTdT/Ehy91+Gp1mNBx/HDT2r2Li3npnlRCu3vTP9SPAB8Tf885wtQRZnQd/t+qXVzUvwff7CviF+MiXL4AKmpseBkMOJTinnc2kX5pBCcqahg5oAdD+tR/oXTzNtLd20TGhgPccnE/bnkzm2UPj+Pm17/FWnaahH7BvD3zYu5+J4dLo3vhUIo1OwuZfVUM42N6uZwXKjxVQ4CPFzZdJ2tfEeOie+HvY6K0qo7M3ALuHD0QgIKy0/h5Gzv8FUzSUxceq6iylmeWfs/y3GMuy7PnT+S6//2GfiHdeOPORHYeq+CvXx+kd6Av914aQXFVHebgbixY+j1PXjMEa9lpdh8/xW9/MryjafDn20YS0yeAW97I5m/3JJH2av2J0Nsu6c/fNx4B6nvNvfx9iArzp7CilgNFlbz65V7+e6QMgOenDeXWi/sT+fgKQPGM6W/cbVp1zrZVKl+q8KW3Vn+MEyoYAzohnMKoKUqUP3tVX/JVL8IpZpChwLkt1F9l5K05OKkCydMjGGnYS5BWfeE/7J+wKSMfOCay2D6NYlreaw6kimp8sLe4v3mucyJtozclBGjVfPHi/zS6vvBUDb38fVrtfMX55qKEuvB4Dl2x+/gp4syBzW98DqfrHNh0/Zxj2/oPlzUaDBo7j1UQ4Guib4/GLw09WFSFr5eB8KBuAKzdVcjd725CQ+dW41q8sLNH9WW/bsZHq6M3pfTRSumplROqVRBMJTvUAL7Rh3JEhVH/qBgdP2qpwpefhl0glcRo+cQa8gnTyvjaMZQtKgYdA0YcjND2E284hEJDoVGHiZMqiCIVxCn88MKODzZ8sGHCgZdmRwNOK29q8MaBESM6JuykGTcy07gaG0Y+dYxll+rHPmXBlzouMuzlIm0fQVpV/V9NyosgrYoB2gmCtSpOqW58ow/lK304B1W48/jhWjGxWj4xhnz6aYVYtCJ6U8oe1Y8v9YtY5xiBER2LVkS4Vuz868GAolL5UoEf1fgSRCW9tHJ6ahX4UocPNow4KKc7xSqQUhXwwxIjCq2+zVodYZSSbNhJpOE4ALWj7iN3yCwcBm/Cg3wpqqzl2cydbD9a5vJzn586mPvGR15wyEuoC9GJTVi4lsPFTfeY08dFkPHDtMj3XhrBWxsOOtf1D/HjuossDaZnaIqPyUCtXW9+wyb0CfTleEWN833vQB9OVNQ635sp4lemj5lg3O7yV0KN8iJXRXJSBeGLjW7UUkk3Dqk+HFFhDNSOM8GQS7Sh4di/Q2kcUn04rHpToEIpIogR2n7GGHbgo9mc29mVgRq8f4h08KPW5YR0maoP8Gp8nNsFUUWoVk4wVS7bQv0XVznd2aTH8q0ej1kr4gHjUvLUQH5j+x8qVHd8tPovCG/seGOjm1ZHd07jTw02jLz6wgsX9HPukqFeftpGVa0dc3C3NqhKiPa3cNUuwoO6sWx7AXeNGUjaOc4t1NgcDeYBUkpRa9fJOVjCUEsQ/7t2HzPHDOTbA8UkR4TSP9TPue/ZN5J9lnecS6N7cskLX1JZayd3wVVo1N+pfPaVNeeS+NznFFXWuSwLpJIorQAbJnap/thaMLzSh2J6a6X4abX4Ukeh6sE+ZW70fIgfNYwy7KFa+WBVPSmkh8vU0KDoRv0J8cYuLW1IYcKBAfXDuYOGveyxhu/4o9ef6aWVN9uWfNWTvr/d3+x2jemSoS6EaF1vrt/PCyt2XdDcOXaHzhP/yWPXiVPE9vZnelJ/+gZ3Y82uQqYn9ae0qo6iylp6BfiQc7CEi/r34N6/bebkqVqemzYUg6ZxqKiKZ5Z+z1szEukV4MN/D5fybKbrOY19z6eiK/jH5qNcEhHC4eJqTAaNpIgQFq7azdf7irhrzED2F1YycUgYR0qqyT1azqodx3koJYrnlu/k9zeNQNcVCf2DiekdQEWNDWvpaXoF+PDSyl2MjQolwMcLRf1lo4eLq9meX8bJU/V/kYRSznhDLnaM1OJFHV71/69M1OBNFb5UKj8q8WXXS9df0L+FhLoQwqPtPn6K/iF+TU7t0B4+2WrlV//Y5rJsdGQoeQXl/P6mESzbXoA5uBtvrj8AwL8fGMPI/j0u6LMk1IUQoh2cGeLyMRna9M5cuU5dCCHagaZprfpMg9bSotv0MjMziY2NJTo6moyMjAbrc3JyiI+PJyoqimeffda5fP/+/SQmJhIVFcX9999PB/qjQAghPFKzoW6325k1axZr1qxh69atLFy4kOJi19uUH3zwQT788EN2797NihUr+O677wB47LHHWLBgAfv27aOoqIjly5c39hFCCCFaSbOhfqYXbrFY8Pf3JzU1ldWrVzvXFxQUYLfbGT58OEajkenTp5OZmYlSiqysLK65pv7s+R133MGyZcvariVCCCGaD/WCggIsFovzvcViwWq1Nru+uLiYkJAQ5wmEn+4nhBCi9bn9RGlGRoZznL6wsNDN1QghROfWbE/dbDa79LCtVitms7nZ9aGhoZSUlDhPjv50vzPS09PJzs4mOzubsLCwn9UYIYTo6poN9aSkJPLy8rBarVRWVrJy5UomTZrkXG82mzEajeTm5uJwOPjoo4+YMmUKmqaRnJzsPDn6wQcfMGXKlLZriRBCiJbdfLR06VLmzJmDruvMnTuX++67j7S0NDIyMjCbzWRnZ/OLX/yCmpoa7rzzThYsWADA3r17mT59OmVlZUycOJHXX38dg6Hp75HevXsTERFxQQ0pLCz0iJ6+p7QDPKct0o6Opau14+DBg5w4caLFx+1Qd5T+HJ5yN6qntAM8py3Sjo5F2nFuF/YkXSGEEB2Sx4R6enq6u0toFZ7SDvCctkg7OhZpx7l5zPCLEEIID+qpCyGEkFAXQgiP4hGh3twsku529OhRLrvsMuLi4hg+fDhLliwBmp7FsqioiJSUFKKjo7n++uupqal/DmRNTQ3XX3890dHRpKSkUFRU5Jb2VFdXM2DAAObMmQOc/yydTbWvPR08eJCUlBTi4uIYNmwYVVVVnbIdr7zyCvHx8cTFxfHII4+glOo07Zg2bRo9evTgxhtvdC5rrdrb83flp+2orq4mNTWVwYMHEx8fz+LFi53bnm+9Sinuv/9+oqKiSExMZP/+FjwST3VyNptNRUdHq/z8fHXq1CkVExOjioqK3F2Wi4KCArV161allFLHjh1TZrNZVVZWqhtuuEEtW7ZMKaVcXs+ePVstXry4wevFixer2bNnN3jd3h5//HF18803Oz8/MTFRbd++XdntdnXJJZeo3NxcpZQ67/a1p/Hjx6v169crpZQqLi5WNput07WjsLBQRUZGqtOnTyu73a7GjBmjsrKyOk071q5dq5YuXapuuOEG57LWqr09f1d+2o6qqiq1bt06pZRSp06dUrGxsWrv3r0XVO+yZcucxz379bl0+lD/5ptv1HXXXed8/+ijj6q///3vbqyoecOHD1dHjhxR4eHhStd1pZRS//nPf9R9992nlFIqOjpalZWVKaWU2rp1q7rqqquUUkpdeeWVatu2bUoppUpLS1VMTEy7175nzx51/fXXq3feeUfNnj1bWa1WlZCQ4Fz/yiuvqBdeeEHpun7e7WsveXl5auLEiS7LOmM7CgsLVf/+/VVpaak6ffq0uvjii9XXX3/dqdqxdu1aZ1C15r9Be/+unN2On5o6daqzA3G+9d57773qk08+UUqpBj+HpnT64ZfmZpHsaLZs2YLD4aBbt25NzmJZXl5OUFBQg+VntzU4OJiysrJ2r3/OnDm8+OKLzvcXMktnU+1rL3v37sXf358pU6YwcuRIXnjhhU7Zjl69ejFnzhz69++P2WzmiiuuwMfHp9O144zW/DfoCL8rUD/0mpuby8iRIy+o3rOXa5pGjx49GjzP4qfcPktjV1JSUsKMGTN466233F3KBfn000+JiYkhJiaGrKwsd5dzwex2Oxs2bGDbtm2EhYVx9dVX4+Xl5e6yzltpaSmZmZkcOnSIbt26kZqaytVXX+3ussQPamtrueWWW1i4cCHdu3dvt8/t9KHe2CyRSUlJbqyocbW1tVx33XXMmzePMWPGoJRyzmKpaZrLLJZBQUHOb/Szl59pa8+ePSkrKyM4OLhd25Cdnc1HH33EkiVLqKysxGazERgY2OwsnS1tX3uxWCwkJibSr18/ANLS0qiuru507fjiiy+IiooiJCQEgGuuuYZ169Z1unac0ZIZXzvL74pSihkzZpCWluZyIvh86z2zPDExEaUUpaWlhIaGnvOzO/3wS3OzSHYESilmzpzJ5Zdfzp133glwzlksJ0+ezHvvvQfA+++/3+TyyZMnt2s7XnzxRY4ePcqhQ4f4/e9/z7333svTTz993rN0NtW+9nLxxRdTWFhIaWkpuq6zfv16Ro0a1ena0a9fP7KysqipqcHhcLBu3TpGjBjR6dpxxoXM+NpRf1fmz5+Pn58fTz75pMvy86337OXLly9n9OjRzmGoJl3wmYEO5NNPP1XR0dFq0KBB6o033nB3OQ1s2LBBaZqmRowY4fxfbm6u2rNnjxo5cqSKjIxU9957r3I4HEqp+hNg48ePV4MGDVLXXnutqq6uVkopVV1dra699lo1aNAgNX78eFVYWOi2Np05UaqUUt9++62Ki4tTkZGR6plnnnFuc77ta08rVqxQQ4cOVfHx8erXv/51p23H448/rgYPHqzi4uLUww8/rHRd7zTtmDhxourZs6fq1q2bslgsKisrq9Vqb8/flZ+2Y/369QpQcXFxzt/3zz777ILqdTgc6t5771WRkZFq5MiRas+ePc3WI9MECCGEB+n0wy9CCCF+JKEuhBAeREJdCCE8iIS6EEJ4EAl1IYTwIBLqQgjhQSTUhRDCg0ioCyGEB/n/1ItS2iguhLwAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.fit(epochs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8678" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import gc\n", "gc.collect()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "torch.cuda.empty_cache()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sampling with one-step is extremely simple 😉" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def one_step_sample(model,sz):\n", " sig = sigmas_karras(learn.cbs[-1].N).flip(dims=(-1,))[-1] # get the max variance\n", " x = torch.randn(sz).cuda() * sig # create noise\n", " sig = sig[None] * torch.ones((len(x),1)).cuda().reshape(-1,1,1,1) # reshape it appropriately\n", " return model((x,sig)) # simply return model output" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sz = (512, 1, 32, 32)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "s = one_step_sample(learn.model,sz)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see our samples are not perfect, but impressive for a single step!" ] }, { "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[:25].clamp(-1,1), imsize=1.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can refine with the multi-step algorithm too. Here I just choose some seemingly appropriate timesteps, the original paper actually uses a greedy algorithm to optimize the timepoints used to get the best FID (although details on this seems minimal IMO)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "40.0\n", "20.0\n", "10.0\n", "5.0\n" ] } ], "source": [ "x=s\n", "for sig in reversed([5.0, 10.0, 20.0, 40.0]):\n", " print(sig)\n", " z = torch.randn_like(x)\n", " x = x + math.sqrt((sig)**2 - learn.model.eps**2) * torch.randn(sz).cuda()\n", " x = learn.model((x, tensor(sig)[None].cuda() * torch.ones((len(x),1)).cuda().reshape(-1,1,1,1)))\n", " gc.collect()\n", " torch.cuda.empty_cache()\n", "s=x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Outputs still a little noisy, but quite good for 5 steps!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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