From 58e362c07d5d912ad6c599cf878b6d91728c9047 Mon Sep 17 00:00:00 2001 From: Maxim Ziatdinov <34245227+ziatdinovmax@users.noreply.github.com> Date: Wed, 7 Feb 2024 14:10:48 -0800 Subject: [PATCH] Add viSparseGP example --- examples/gpax_viGP.ipynb | 1005 +++++++++++++++++++++----------------- 1 file changed, 566 insertions(+), 439 deletions(-) diff --git a/examples/gpax_viGP.ipynb b/examples/gpax_viGP.ipynb index aec48a3..e82c51b 100644 --- a/examples/gpax_viGP.ipynb +++ b/examples/gpax_viGP.ipynb @@ -1,444 +1,571 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "view-in-github" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "# For github continuous integration only\n", - "# Please ignore if you're running this notebook!\n", - "import os\n", - "if os.environ.get(\"CI_SMOKE\"):\n", - " SMOKE = True\n", - "else:\n", - " SMOKE = False" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "h8qahw0XhmDo" - }, - "source": [ - "# Sparse image reconstruction with GPax\n", - "\n", - "\n", - "*Prepared by Maxim Ziatdinov (May 2023). Last updated in October 2023.*" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "gT1M-8IJcAmu" - }, - "source": [ - "This notebook shows a simple example of how GPax can be utilized for sparse image reconstruction." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "HdtH0tCPQ2de" - }, - "source": [ - "## Install & Import" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "86iUwKxLO7qE" - }, - "source": [ - "Install the latest GPax package from PyPI (this is best practice, as it installs the latest, deployed and tested version)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "VQ1rLUzqha2i", - "outputId": "44157aab-4e21-4966-ec79-ccf85cd4bbaa" - }, - "outputs": [], - "source": [ - "!pip install gpax" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "vygoK7MTjJWB" - }, - "source": [ - "Import needed packages:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "try:\n", - " # For use on Google Colab\n", - " import gpax\n", - "\n", - "except ImportError:\n", - " # For use locally (where you're using the local version of gpax)\n", - " print(\"Assuming notebook is being run locally, attempting to import local gpax module\")\n", - " import sys\n", - " sys.path.append(\"..\")\n", - " import gpax" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "id": "Rhw-FGD_cAQo" - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Enable some pretty plotting." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib as mpl" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "mpl.rcParams['mathtext.fontset'] = 'stix'\n", - "mpl.rcParams['font.family'] = 'STIXGeneral'\n", - "mpl.rcParams['text.usetex'] = False\n", - "plt.rc('xtick', labelsize=12)\n", - "plt.rc('ytick', labelsize=12)\n", - "plt.rc('axes', labelsize=12)\n", - "mpl.rcParams['figure.dpi'] = 200" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Sparse image reconstruction" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "EO08PqF_fSCh" - }, - "source": [ - "Download sparse image data. This is a scanning probe microsocpy image obtained via a sparse spiral scanning. See [this paper](https://doi.org/10.1002/smll.202002878) for more details." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "id": "0mkXujgTQ4P0" - }, - "outputs": [], - "source": [ - "!wget -qq -O 'spiral_scans_2d.npy' 'https://github.com/ziatdinovmax/GPim/blob/master/expdata/spiral_s_00010_2019.npy?raw=true'" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "lMK2Uwn5f9YR" - }, - "source": [ - "Visualize data:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "imgdata = np.load('spiral_scans_2d.npy')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 430 - }, - "id": "X_BFloHFz8cX", - "outputId": "5c57e6db-ef4c-46d8-bf5f-d6b353a70dfb" - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, 1, figsize=(2, 2))\n", - "ax.imshow(imgdata, origin='lower')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "S1zERKQibd-s" - }, - "source": [ - "Normalize and assign zeros to regions with missing data values:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 430 - }, - "id": "lEkWK9bWaNAH", - "outputId": "66c9e426-21df-462d-a337-24aca9c0a84a" - }, - "outputs": [], - "source": [ - "sparse_img = (imgdata - np.min(imgdata)) / np.ptp(imgdata)\n", - "sparse_img[sparse_img == sparse_img[1, 1]] = 0 # Take value at [1, 1] as missing data value" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, 1, figsize=(2, 2))\n", - "ax.imshow(sparse_img, origin='lower')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Vmdkti7TgJCF" - }, - "source": [ - "Next, we prepare training inputs/targets for GP. Note that the missing data values must be represented by zeros. If you have actual data with elements whose values are zero, you will need to re-normalize it accordingly. Otherwise, those elements will be interpreted as mising values." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "id": "66jzhl0jgeUV" - }, - "outputs": [], - "source": [ - "X_train, y_train, X_full = gpax.utils.preprocess_sparse_image(sparse_img)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "UFzi3vkzhCUa" - }, - "source": [ - "Initilaize and train a variational inference GP model:" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "kDS_w8AYXU1q", - "outputId": "d827f4ea-9d59-42b6-b41f-32a0cd44a712" - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|█| 250/250 [04:30<00:00, 1.08s/it, init loss: 5613.0815, avg. loss [229-24" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Inferred GP parameters\n", - "k_length [4.2311997 3.2698 ]\n", - "k_scale 0.051999997\n", - "noise 0.0019999999\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "fEFxj-_xBxmA" + }, + "outputs": [], + "source": [ + "# For github continuous integration\n", + "import os\n", + "if os.environ.get(\"CI_SMOKE\"):\n", + " SMOKE = True\n", + "else:\n", + " SMOKE = False" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "h8qahw0XhmDo" + }, + "source": [ + "# Sparse image reconstruction with GPax\n", + "\n", + "\n", + "*Prepared by Maxim Ziatdinov (May 2023). Last updated in February 2024.*" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gT1M-8IJcAmu" + }, + "source": [ + "This notebook shows a simple example of how GPax can be utilized for sparse image reconstruction." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HdtH0tCPQ2de" + }, + "source": [ + "## Install & Import" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "86iUwKxLO7qE" + }, + "source": [ + "Install the latest GPax package from PyPI (this is best practice, as it installs the latest, deployed and tested version)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VQ1rLUzqha2i", + "outputId": "bc147f39-cecb-4345-a4dd-fae015d4009d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", + " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", + " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m312.7/312.7 kB\u001b[0m \u001b[31m2.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m371.0/371.0 kB\u001b[0m \u001b[31m8.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h Building wheel for gpax (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n" + ] + } + ], + "source": [ + "!pip install -q git+https://github.com/ziatdinovmax/gpax" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vygoK7MTjJWB" + }, + "source": [ + "Import needed packages:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "f4_VYgjaBxmC" + }, + "outputs": [], + "source": [ + "try:\n", + " # For use on Google Colab\n", + " import gpax\n", + "\n", + "except ImportError:\n", + " # For use locally (where you're using the local version of gpax)\n", + " print(\"Assuming notebook is being run locally, attempting to import local gpax module\")\n", + " import sys\n", + " sys.path.append(\"..\")\n", + " import gpax" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "Rhw-FGD_cAQo" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2EueKO0GBxmD" + }, + "source": [ + "Enable some pretty plotting." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "uU5cVqaDBxmD" + }, + "outputs": [], + "source": [ + "import matplotlib as mpl" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "9dre61sMBxmD" + }, + "outputs": [], + "source": [ + "mpl.rcParams['mathtext.fontset'] = 'stix'\n", + "mpl.rcParams['font.family'] = 'STIXGeneral'\n", + "mpl.rcParams['text.usetex'] = False\n", + "plt.rc('xtick', labelsize=12)\n", + "plt.rc('ytick', labelsize=12)\n", + "plt.rc('axes', labelsize=12)\n", + "mpl.rcParams['figure.dpi'] = 200" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "w0ubFzpnBxmD" + }, + "source": [ + "## viGP" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EO08PqF_fSCh" + }, + "source": [ + "Download sparse image data. This is a scanning probe microsocpy image obtained via a sparse spiral scanning. See [this paper](https://doi.org/10.1002/smll.202002878) for more details." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "0mkXujgTQ4P0" + }, + "outputs": [], + "source": [ + "!wget -qq -O 'spiral_scans_2d.npy' 'https://github.com/ziatdinovmax/GPim/blob/master/expdata/spiral_s_00010_2019.npy?raw=true'" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lMK2Uwn5f9YR" + }, + "source": [ + "Visualize data:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "EXKePCRwBxmD" + }, + "outputs": [], + "source": [ + "imgdata = np.load('spiral_scans_2d.npy')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 413 + }, + "id": "X_BFloHFz8cX", + "outputId": "2afc699d-94a8-4ea5-8637-255b99ebadb2" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(2, 2))\n", + "ax.imshow(imgdata, origin='lower')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "S1zERKQibd-s" + }, + "source": [ + "Normalize and assign zeros to regions with missing data values:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "lEkWK9bWaNAH" + }, + "outputs": [], + "source": [ + "sparse_img = (imgdata - np.min(imgdata)) / np.ptp(imgdata)\n", + "sparse_img[sparse_img == sparse_img[1, 1]] = 0 # Take value at [1, 1] as missing data value" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "Ro6VjTLkBxmD", + "outputId": "8540c2a1-066e-4bf4-eee6-d740fe080696", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 413 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(2, 2))\n", + "ax.imshow(sparse_img, origin='lower')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Vmdkti7TgJCF" + }, + "source": [ + "Next, we prepare training inputs/targets for GP. Note that the missing data values must be represented by zeros. If you have actual data with elements whose values are zero, you will need to re-normalize it accordingly. Otherwise, those elements will be interpreted as mising values." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "66jzhl0jgeUV" + }, + "outputs": [], + "source": [ + "X_train, y_train, X_full = gpax.utils.preprocess_sparse_image(sparse_img)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UFzi3vkzhCUa" + }, + "source": [ + "Initilaize and train a variational inference GP model:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "kDS_w8AYXU1q", + "outputId": "39786549-f115-41ff-9341-88360eca658a" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 250/250 [00:36<00:00, 6.81it/s, init loss: 4686.4609, avg. loss [229-240]: -4459.4214]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Inferred GP parameters\n", + "k_length [4.1765 3.2482]\n", + "k_scale 0.051599998\n", + "noise 0.0019999999\n" + ] + } + ], + "source": [ + "key1, key2 = gpax.utils.get_keys(1)\n", + "\n", + "gp_model = gpax.viGP(input_dim=2, kernel='Matern', guide='delta')\n", + "gp_model.fit(key1, X_train, y_train, num_steps=250 if not SMOKE else 20, step_size=0.05)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-bJ6Pr-FhHT6" + }, + "source": [ + "Use the trained to reconstruct the entire image (i.e., predict pixel values for a full set of pixel indices):" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "id": "UX9tYv_qYnlb" + }, + "outputs": [], + "source": [ + "# We predict in batches to avoid memory overflow.\n", + "# The total size of X_full is 128*128=16384,so selecting the batch size of 1000 seems appropriate\n", + "y_pred, y_var = gp_model.predict_in_batches(key2, X_full, batch_size=1000)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MLTw9PhghUck" + }, + "source": [ + "Plot the results:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 413 + }, + "id": "EN5hOQTNZkFV", + "outputId": "756ff2be-2dc0-4fac-d4e8-9be6e88f4785" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "y_pred = y_pred.reshape(128, 128) # (height, width) of the original image\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(2, 2))\n", + "ax.imshow(y_pred, origin='lower')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Sparse viGP" + ], + "metadata": { + "id": "yGvmIEFCeeG-" + } + }, + { + "cell_type": "markdown", + "source": [ + "For larger images or hyperspectral data, running viGP may be too slow and require too much memory. In those cases, an approximation based on [inducing inputs](https://www.jmlr.org/papers/volume6/quinonero-candela05a/quinonero-candela05a.pdf) may be used." + ], + "metadata": { + "id": "swsr8Qmmc_07" + } + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "id": "Vtvrf57PBxmE", + "outputId": "7ebff1ee-d001-4b7c-bc23-d76fa78e85a5", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 250/250 [00:13<00:00, 18.40it/s, init loss: 5055.7876, avg. loss [229-240]: -4184.8584]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Inferred GP parameters\n", + "k_length [5.9437 4.4428]\n", + "k_scale 0.059299998\n", + "noise 0.0034999999\n" + ] + } + ], + "source": [ + "key1, key2 = gpax.utils.get_keys(1)\n", + "\n", + "gp_model = gpax.viSparseGP(input_dim=2, kernel='Matern')\n", + "\n", + "gp_model.fit(key1, X_train, y_train, # standard training data\n", + " inducing_points_ratio=0.3, # inducing inputs / total inputs ratio\n", + " num_steps=250 if not SMOKE else 20, step_size=0.05, # standard training settings\n", + " jitter=1e-5 # increase jitter for numerical stability\n", + ")" + ] + }, + { + "cell_type": "code", + "source": [ + "y_pred, y_var = gp_model.predict_in_batches(key2, X_full, batch_size=1000)" + ], + "metadata": { + "id": "f60UPn3SCajD" + }, + "execution_count": 23, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "y_pred = y_pred.reshape(128, 128) # (height, width) of the original image\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(2, 2))\n", + "ax.imshow(y_pred, origin='lower')\n", + "plt.show()" + ], + "metadata": { + "id": "89qAfnY8CCIS", + "outputId": "d6461a6c-0957-4122-e92c-470132eb8dee", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 413 + } + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The model trained approximately 3 times faster and provided a reconstruction that captured the major features in the dataset, albeit with some finer details slightly blurred.\n", + "\n", + "Note: if you experience convergence issues, such as *nan* values in training loss, try using different keys (pass a different value to ```get_keys```) for the training initialization. If that doesn't help, try switching to double precision by restarting the jupyter kernel and running ```gpax.utils.enable_x64()``` at the start of the notebook. Please also note that there is little advantge of using SparseGP when inducing_points_ratio > 0.5." + ], + "metadata": { + "id": "xyWWHCwaeriL" + } } - ], - "source": [ - "key1, key2 = gpax.utils.get_keys()\n", - "\n", - "gp_model = gpax.viGP(input_dim=2, kernel='Matern', guide='delta')\n", - "gp_model.fit(key1, X_train, y_train, num_steps=250 if not SMOKE else 20, step_size=0.05)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "-bJ6Pr-FhHT6" - }, - "source": [ - "Use the trained to reconstruct the entire image (i.e., predict pixel values for a full set of pixel indices):" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "id": "UX9tYv_qYnlb" - }, - "outputs": [], - "source": [ - "y_pred, y_var = gp_model.predict(key2, X_full, noiseless=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "MLTw9PhghUck" - }, - "source": [ - "Plot the results:" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { + ], + "metadata": { + "accelerator": "GPU", "colab": { - "base_uri": "https://localhost:8080/", - "height": 448 - }, - "id": "EN5hOQTNZkFV", - "outputId": "cbff9481-5b88-43e1-8353-e963f761e80f" - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "gpuType": "T4", + "provenance": [], + "include_colab_link": true + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" } - ], - "source": [ - "y_pred = y_pred.reshape(128, 128) # (height, width) of the original image\n", - "\n", - "fig, ax = plt.subplots(1, 1, figsize=(2, 2))\n", - "ax.imshow(y_pred, origin='lower')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "accelerator": "GPU", - "colab": { - "authorship_tag": "ABX9TyO5RwCkOhygFn67YnICV9c6", - "gpuType": "V100", - "include_colab_link": true, - "provenance": [] - }, - "gpuClass": "standard", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file