{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "fe7acfaf-dc61-4211-9c78-8e4433bc9deb", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ludovicaschaerf/anaconda3/envs/art-reco_x86/lib/python3.8/site-packages/umap/distances.py:1063: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n", "/Users/ludovicaschaerf/anaconda3/envs/art-reco_x86/lib/python3.8/site-packages/umap/distances.py:1071: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n", "/Users/ludovicaschaerf/anaconda3/envs/art-reco_x86/lib/python3.8/site-packages/umap/distances.py:1086: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n", "/Users/ludovicaschaerf/anaconda3/envs/art-reco_x86/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "/Users/ludovicaschaerf/anaconda3/envs/art-reco_x86/lib/python3.8/site-packages/umap/umap_.py:660: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n", "2023-06-05 16:49:46.415510: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Val performance logistic regression 0.85\n" ] } ], "source": [ "import pandas as pd\n", "import pickle\n", "import random\n", "\n", "import numpy as np\n", "import torch\n", "#import ninja\n", "from backend.disentangle_concepts import *\n", "import dnnlib \n", "import legacy\n", "\n", "%load_ext autoreload\n", "%autoreload 2\n", "\n", "annotations_file = './data/annotated_files/seeds0000-100000.pkl'\n", "with open(annotations_file, 'rb') as f:\n", " annotations = pickle.load(f)\n", "\n", "ann_df = pd.read_csv('./data/annotated_files/sim_seeds0000-100000.csv')\n", "concepts = './data/concepts.txt'\n", "\n", "with open(concepts) as f:\n", " labels = [line.strip() for line in f.readlines()]\n", "\n", "with dnnlib.util.open_url('./data/model_files/network-snapshot-010600.pkl') as f:\n", " model = legacy.load_network_pkl(f)['G_ema'].to('cpu') # type: ignore\n", "concept_id = 'Abstract'\n", "separation_vector, number_important_features, important_nodes = get_separation_space(concept_id, annotations, ann_df, method='LR', samples=150, C=0.1)" ] }, { "cell_type": "code", "execution_count": 5, "id": "ac437ea3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "26 [ 21 60 144 145 148 150 165 180 181 223 228 255 262 265 276 292 335 336\n", " 343 359 370 401 404 475 482 495]\n" ] } ], "source": [ "print(number_important_features, important_nodes)" ] }, { "cell_type": "code", "execution_count": 4, "id": "c6a63345", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[W NNPACK.cpp:64] Could not initialize NNPACK! Reason: Unsupported hardware.\n" ] } ], "source": [ "seed = random.randint(0,10000)\n", "original_image_vec = annotations['z_vectors'][seed]\n", "img = generate_original_image(original_image_vec, model)\n", "\n", "images, lambdas = regenerate_images(model, original_image_vec, separation_vector, min_epsilon=-(int(2)), max_epsilon=int(2))" ] }, { "cell_type": "code", "execution_count": 5, "id": "14e873b3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img" ] }, { "cell_type": "code", "execution_count": 6, "id": "1cf9f95d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "images[0]" ] }, { "cell_type": "code", "execution_count": 7, "id": "48834be4", "metadata": {}, "outputs": [ { "data": { "image/png": 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-0.46359597, 0.48148147, -1.54079701,\n", " 0.06326199, 0.15650654, 0.23218104, -0.59731607, -0.23792173,\n", " -1.42406091, -0.49331988, -0.54286148, 0.41605005, -1.15618243,\n", " 0.7811981 , 1.49448454, -2.06998503, 0.42625873, 0.67690804,\n", " -0.63743703, -0.39727181, -0.13288058, -0.29779088, -0.30901297,\n", " -1.67600381, 1.15233156, 1.07961859, -0.81336426, -1.46642433,\n", " 0.52106488, -0.57578797, 0.14195316, -0.31932842, 0.69153875,\n", " 0.69474914, -0.72559738, -1.38336396, -1.5829384 , 0.61037938,\n", " -1.18885926, -0.50681635, -0.59631404, -0.0525673 , -1.93627981,\n", " 0.1887786 , 0.52389102, 0.08842209, -0.31088617, 0.09740017,\n", " 0.39904635, -2.77259276, 1.95591231, 0.39009332, -0.65240858,\n", " -0.39095338, 0.49374178, -0.11610394, -2.03068447, 2.06449286,\n", " -0.11054066, 1.02017271, -0.69204985, 1.53637705, 0.28634369,\n", " 0.60884383, -1.04525337, 1.21114529, 0.68981816, 1.30184623,\n", " -0.62808756, -0.48102712, 2.3039167 , -1.06001582, -0.1359497 ,\n", " 1.13689136, 0.09772497, 0.58295368, -0.39944903, 0.37005589,\n", " -1.30652685, 1.65813068, -0.11816405, -0.6801782 , 0.66638308,\n", " -0.46071979, -1.33425847, -1.34671751, 0.69377315, -0.15957344,\n", " -0.13370156, 1.07774381, -1.12682581, -0.73067775, -0.38487981,\n", " 0.09435159, -0.04217145, -0.28688719, -0.0616264 , -0.10730528,\n", " -0.71960439, -0.81299299, 0.27451636, -0.89091508, -1.15735526,\n", " -0.31229225, -0.15766702, 2.2567235 , -0.70470028, 0.94326072,\n", " 0.74718833, -1.18894496, 0.77325298, -1.18388064, -2.65917224,\n", " 0.60631952, -1.75589058, 0.45093446, -0.6840109 , 1.6595508 ,\n", " 1.0685094 , -0.4533858 , -0.68783761, -1.2140774 , -0.44092263,\n", " -0.2803555 , -0.36469354, 0.15670386, 0.5785215 , 0.34965446,\n", " -0.76414392, -1.43779147, 1.36453185, -0.68944918, -0.6522936 ,\n", " -0.52118931, -1.84306955, -0.477974 , -0.47965581, 0.6203583 ,\n", " 0.69845715, 0.00377089, 0.93184837, 0.33996498, -0.01568211,\n", " 0.16092817, -0.19065349, -0.39484951, -0.26773354, -1.12801133,\n", " 0.28044171, -0.99312361, 0.84163126, -0.24945858, 0.04949498,\n", " 0.49383678, 0.64331447, -1.57062341, -0.20690368, 0.88017891,\n", " -1.69810582, 0.38728048, -2.25556423, -1.02250684, 0.03863055,\n", " -1.6567151 , -0.98551074, -1.47183501, 1.64813493, 0.16422776,\n", " 0.56729028, -0.2226751 , -0.35343175, -1.61647419, -0.29183736,\n", " -0.76149221, 0.85792392, 1.14110187, 1.46657872, 0.85255194,\n", " -0.59865394, -1.11589699, 0.76666318, 0.35629282, -1.76853845,\n", " 0.35548179, 0.81451982, 0.05892559, -0.18505367, -0.80764849,\n", " -1.4465347 , 0.80029795, -0.30911444, -0.23346666, 1.73272119,\n", " 0.68450111, 0.370825 , 0.14206181, 1.51999486, 1.71958931,\n", " 0.92950511, 0.58222459, -2.09460307, 0.12372191, -0.13010695,\n", " 0.09395323, 0.94304609, -2.73967717, -0.56931205, 0.26990435,\n", " -0.46684555, -1.41690611, 0.86896349, 0.27687191, -0.97110457,\n", " 0.3148172 , 0.82158571, 0.00529265, 0.8005648 , 0.07826018,\n", " -0.39522898, -1.15942052, -0.08593077, 0.19429294, 0.87583276,\n", " -0.11510747, 0.45741561, -0.96461201, -0.78262916, -0.1103893 ,\n", " -1.05462846, 0.82024784, 0.46313033, 0.27909576, 0.33890413,\n", " 2.02104356, -0.46886419, -2.20144129, 0.1993002 , -0.05060354,\n", " -0.51751904, -0.97882986, -0.43918952, 0.18133843, -0.5028167 ,\n", " 2.41245368, -0.96050438, -0.79311736, -2.28862004, 0.25148442,\n", " -2.01640663, -0.53945463, -0.27567053, -0.70972797, 1.73887268,\n", " 0.99439439, 1.31913688, -0.88241882, 1.12859406, 0.49600095,\n", " 0.77140595, 1.02943883, -0.90876325, -0.42431762, 0.86259601,\n", " -2.65561909, 1.51332808, 0.55313206, -0.04570396, 0.22050766,\n", " -1.02993528, -0.34994336, 1.10028434, 1.29802197, 2.69622405,\n", " -0.07392467, -0.65855297, -0.51423397, -1.01804188, -0.07785476,\n", " 0.38273243, -0.03424228, 1.09634685, -0.2342158 , -0.34745065,\n", " -0.58126848, -1.63263453, -1.56776772, -1.17915793, 1.30142807,\n", " 0.89526027, 1.37496407]])])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with open(annotations_file, 'rb') as f:\n", " annotations = pickle.load(f)\n", "annotations['fname'][:10], annotations['z_vectors'][:1],# annotations['annotations'][:5]" ] }, { "cell_type": "code", "execution_count": 9, "id": "5bcfdb5c-0ab9-462f-98ce-78bddbb96710", "metadata": {}, "outputs": [], "source": [ "seed = random.randint(0,10000)\n", "original_image_vec = annotations['z_vectors'][seed]\n", "img = generate_original_image(original_image_vec, model)" ] }, { "cell_type": "code", "execution_count": 10, "id": "f8916281", "metadata": {}, "outputs": [], "source": [ "concept_id = \"Readymade\"" ] }, { "cell_type": "code", "execution_count": 11, "id": "55b47c11-9f42-4ff0-9098-f32b1e826ccb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Performance 0.001932\n", "Woodcut 0.001960\n", "Rural scene 0.002205\n", "Contemporary 0.003004\n", "Individual 0.003129\n", "Oriental Eastern art 0.003205\n", "Landscapes 0.003367\n", "Drawing 0.004171\n", "Lithography 0.006614\n", "Etching 0.011107\n", "People 0.011938\n", "Rocaille 0.012255\n", "Rococo 0.014263\n", "Renaissance 0.018160\n", "Representational 0.024860\n", "Baroque 0.027464\n", "Ancient 0.054892\n", "Portrait 0.087744\n", "Regionalism 0.683358\n", "Unnamed: 0 10563.000000\n", "Name: 10563, dtype: float64\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples = 500 \n", "abstracts = np.array([float(ann) for ann in ann_df[concept_id]])\n", "\n", "repr_idxs = list(np.argsort(abstracts))[:samples]\n", "abstract_idxs = list(np.argsort(abstracts))[-samples:]\n", " \n", "z = annotations['z_vectors'][abstract_idxs[0]]\n", "img = generate_original_image(z, model)\n", "if 'ID' in ann_df.columns:\n", " ann_df = ann_df.drop('ID', axis=1)\n", "print(ann_df.loc[abstract_idxs[0], :].sort_values()[-20:])\n", "img" ] }, { "cell_type": "code", "execution_count": 12, "id": "fb7ca184", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.700000e-08 10\n", "2.400000e-08 9\n", "5.500000e-08 9\n", "3.600000e-08 9\n", "1.700000e-08 9\n", " ..\n", "2.006789e-03 1\n", "1.055200e-05 1\n", "3.565400e-05 1\n", "3.154000e-06 1\n", "3.812580e-04 1\n", "Name: Abstract, Length: 13018, dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ann_df['Abstract'].value_counts()" ] }, { "cell_type": "code", "execution_count": 13, "id": "a1a4d9e3-656c-41c1-a433-1c1a83fa33de", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Land Art 0.000000\n", "Art Deco 0.000000\n", "Art Nouveau 0.000000\n", "Kinetic Art 0.000000\n", "Warm palette 0.000000\n", " ... \n", "Intaglio 0.000186\n", "Lithography 0.000251\n", "Etching 0.000369\n", "Portrait 0.999049\n", "Unnamed: 0 5064.000000\n", "Name: 5064, Length: 133, dtype: float64\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z = annotations['z_vectors'][repr_idxs[0]]\n", "img = generate_original_image(z, model)\n", "print(ann_df.loc[repr_idxs[0], :].sort_values())\n", "img" ] }, { "cell_type": "code", "execution_count": 14, "id": "65218a37-76e6-4df6-929e-fc672ff5f37b", "metadata": {}, "outputs": [], "source": [ "for col in ann_df.columns:\n", " if '1' in col:\n", " print(col)" ] }, { "cell_type": "code", "execution_count": 15, "id": "72fa8929-40a0-4376-97d2-5d6ac4a4eda6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Val performance logistic regression 0.8166666666666667\n", "Val performance logistic regression 0.8333333333333334\n", "Val performance logistic regression 0.6833333333333333\n", "Val performance logistic regression 0.6333333333333333\n", "Val performance logistic regression 0.9\n", "Val performance logistic regression 0.7333333333333333\n", "Val performance logistic regression 0.7166666666666667\n", "Val performance logistic regression 0.6333333333333333\n" ] } ], "source": [ "concepts = ['Op Art', 'Minimalism', 'Surrealism', 'Baroque', 'Lithography', 'Woodcut', 'Etching', 'Intaglio',]\n", "\n", "vectors, nodes_in_common = get_concepts_vectors(concepts, annotations, ann_df, method='LR', samples=150, C=0.1)" ] }, { "cell_type": "code", "execution_count": 20, "id": "43c5fdd8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "set()\n" ] } ], "source": [ "print(nodes_in_common)" ] }, { "cell_type": "code", "execution_count": 76, "id": "0dbf83d5-e33e-4401-8541-1dbd0aa4b10a", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertext": "Op Art", "line": { "width": 2 }, "marker": { "size": 5 }, "mode": "lines", "name": "Op Art", "showlegend": true, "text": "Op Art", "type": "scatter3d", "x": [ 0, 8.758678436279297 ], "y": [ 0, -4.156585216522217 ], "z": [ 0, 5.847209930419922 ] }, { "hovertext": "Minimalism", "line": { "width": 2 }, "marker": { "size": 5 }, "mode": "lines", "name": "Minimalism", "showlegend": true, "text": "Minimalism", "type": "scatter3d", "x": [ 0, 7.854671001434326 ], "y": [ 0, -3.495330810546875 ], "z": [ 0, 5.433207988739014 ] }, { "hovertext": "Surrealism", "line": { "width": 2 }, "marker": { "size": 5 }, "mode": "lines", "name": "Surrealism", "showlegend": true, "text": "Surrealism", "type": "scatter3d", "x": [ 0, 6.720860004425049 ], "y": [ 0, -2.3688580989837646 ], "z": [ 0, 6.99223518371582 ] }, { "hovertext": "Baroque", "line": { "width": 2 }, "marker": { "size": 5 }, "mode": "lines", "name": "Baroque", "showlegend": true, "text": "Baroque", "type": "scatter3d", "x": [ 0, 7.336333751678467 ], "y": [ 0, -1.8244049549102783 ], "z": [ 0, 7.771732330322266 ] }, { "hovertext": "Lithography", "line": { "width": 2 }, "marker": { "size": 5 }, "mode": "lines", "name": "Lithography", "showlegend": true, "text": "Lithography", "type": "scatter3d", "x": [ 0, 11.700093269348145 ], "y": [ 0, -2.321683406829834 ], "z": [ 0, 6.040104389190674 ] }, { "hovertext": "Woodcut", "line": { "width": 2 }, "marker": { "size": 5 }, "mode": "lines", "name": "Woodcut", "showlegend": true, "text": "Woodcut", "type": "scatter3d", "x": [ 0, 10.89600944519043 ], "y": [ 0, -2.7083494663238525 ], "z": [ 0, 7.270020961761475 ] }, { "hovertext": "etching", "line": { "width": 2 }, "marker": { "size": 5 }, "mode": "lines", "name": "etching", "showlegend": true, "text": "etching", "type": "scatter3d", "x": [ 0, 10.669110298156738 ], "y": [ 0, -1.9108421802520752 ], "z": [ 0, 5.470016002655029 ] }, { "hovertext": "Intaglio", "line": { "width": 2 }, "marker": { "size": 5 }, "mode": "lines", "name": "Intaglio", "showlegend": true, "text": "Intaglio", "type": "scatter3d", "x": [ 0, 10.590765953063965 ], "y": [ 0, -1.2934836149215698 ], "z": [ 0, 7.08046293258667 ] } 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"gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "3D Vectors" } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# import plotly.graph_objects as go\n", "\n", "# # Generate example data\n", "# x = projection[:, 0] # x-coordinates of vectors\n", "# y = projection[:, 1] # y-coordinates of vectors\n", "# z = projection[:, 2] # z-coordinates of vectors\n", "# data = []\n", "\n", "# for i in range(len(x)):\n", "# # Create a 3D scatter plot\n", "# data.append(go.Scatter3d(\n", "# x=[0, x[i]], # Start at x = 0\n", "# y=[0, y[i]], # Start at y = 0\n", "# z=[0, z[i]], # Start at z = 0\n", "# mode='lines',\n", "# marker=dict(size=5),\n", "# line=dict(width=2),\n", "# hovertext=concepts[i],\n", "# text=concepts[i],\n", "# name=concepts[i],\n", "# showlegend=True,\n", "# ))\n", "\n", "# # layout = go.Layout(margin = dict( l = 0,\n", "# # r = 0,\n", "# # b = 0,\n", "# # t = 0)\n", "# # )\n", "# fig = go.Figure(data=data)\n", "# # plot(fig,filename=\"vector.html\",auto_open=False,image='png',image_height=800,image_width=1500)\n", "# # # Set the title\n", "# fig.update_layout(title='3D Vectors')\n", "# # Set the axis labels\n", "# fig.update_layout(scene=dict(\n", "# xaxis=dict(title='X', range=[-10, 10],),\n", "# yaxis=dict(title='Y', range=[-10, 10],),\n", "# zaxis=dict(title='Z', range=[-10, 10],),\n", "# ))\n", "\n", "# # Show the plot\n", "# fig.show()\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "30a395c4-9d42-4790-af08-62b474eb1df3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Similarity between Op Art and Minimalism\n", "0.337\n", "Similarity between Op Art and Surrealism\n", "-0.168\n", "Similarity between Op Art and Baroque\n", "0.105\n", "Similarity between Op Art and Lithography\n", "0.233\n", "Similarity between Op Art and Woodcut\n", "0.302\n", "Similarity between Op Art and Etching\n", "0.324\n", "Similarity between Op Art and Intaglio\n", "0.341\n", "Similarity between Minimalism and Op Art\n", "0.337\n", "Similarity between Minimalism and Surrealism\n", "-0.013\n", "Similarity between Minimalism and Baroque\n", "0.167\n", "Similarity between Minimalism and Lithography\n", "0.403\n", "Similarity between Minimalism and Woodcut\n", "0.187\n", "Similarity between Minimalism and Etching\n", "0.35\n", "Similarity between Minimalism and Intaglio\n", "0.211\n", "Similarity between Surrealism and Op Art\n", "-0.168\n", "Similarity between Surrealism and Minimalism\n", "-0.013\n", "Similarity between Surrealism and Baroque\n", "0.127\n", "Similarity between Surrealism and Lithography\n", "-0.035\n", "Similarity between Surrealism and Woodcut\n", "-0.021\n", "Similarity between Surrealism and Etching\n", "-0.11\n", "Similarity between Surrealism and Intaglio\n", "-0.072\n", "Similarity between Baroque and Op Art\n", "0.105\n", "Similarity between Baroque and Minimalism\n", "0.167\n", "Similarity between Baroque and Surrealism\n", "0.127\n", "Similarity between Baroque and Lithography\n", "0.18\n", "Similarity between Baroque and Woodcut\n", "0.318\n", "Similarity between Baroque and Etching\n", "0.146\n", "Similarity between Baroque and Intaglio\n", "0.192\n", "Similarity between Lithography and Op Art\n", "0.233\n", "Similarity between Lithography and Minimalism\n", "0.403\n", "Similarity between Lithography and Surrealism\n", "-0.035\n", "Similarity between Lithography and Baroque\n", "0.18\n", "Similarity between Lithography and Woodcut\n", "0.367\n", "Similarity between Lithography and Etching\n", "0.449\n", "Similarity between Lithography and Intaglio\n", "0.279\n", "Similarity between Woodcut and Op Art\n", "0.302\n", "Similarity between Woodcut and Minimalism\n", "0.187\n", "Similarity between Woodcut and Surrealism\n", "-0.021\n", "Similarity between Woodcut and Baroque\n", "0.318\n", "Similarity between Woodcut and Lithography\n", "0.367\n", "Similarity between Woodcut and Etching\n", "0.321\n", "Similarity between Woodcut and Intaglio\n", "0.368\n", "Similarity between Etching and Op Art\n", "0.324\n", "Similarity between Etching and Minimalism\n", "0.35\n", "Similarity between Etching and Surrealism\n", "-0.11\n", "Similarity between Etching and Baroque\n", "0.146\n", "Similarity between Etching and Lithography\n", "0.449\n", "Similarity between Etching and Woodcut\n", "0.321\n", "Similarity between Etching and Intaglio\n", "0.358\n", "Similarity between Intaglio and Op Art\n", "0.341\n", "Similarity between Intaglio and Minimalism\n", "0.211\n", "Similarity between Intaglio and Surrealism\n", "-0.072\n", "Similarity between Intaglio and Baroque\n", "0.192\n", "Similarity between Intaglio and Lithography\n", "0.279\n", "Similarity between Intaglio and Woodcut\n", "0.368\n", "Similarity between Intaglio and Etching\n", "0.358\n" ] } ], "source": [ "from sklearn.metrics.pairwise import cosine_similarity\n", "\n", "edges = []\n", "for i in range(len(concepts)):\n", " for j in range(len(concepts)):\n", " if i != j:\n", " print(f'Similarity between {concepts[i]} and {concepts[j]}')\n", " similarity = cosine_similarity(vectors[i,:].reshape(1, -1), vectors[j,:].reshape(1, -1))\n", " print(np.round(similarity[0][0], 3))\n", " edges.append((concepts[i], concepts[j], np.round(similarity[0][0], 3)))\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "16e81bd8", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import networkx as nx" ] }, { "cell_type": "code", "execution_count": 25, "id": "01d31c45", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create an empty graph\n", "G = nx.Graph()\n", "\n", "# Add edges with weights to the graph\n", "for edge in edges:\n", " node1, node2, weight = edge\n", " G.add_edge(node1, node2, weight=weight)\n", "\n", "# Draw the graph\n", "pos = nx.spring_layout(G) # Position nodes using the spring layout algorithm\n", "nx.draw_networkx(G, pos=pos, with_labels=True, node_color='lightblue', node_size=500, font_size=12)\n", "\n", "# Draw edge labels with weights\n", "edge_labels = nx.get_edge_attributes(G, 'weight')\n", "nx.draw_networkx_edge_labels(G, pos=pos, edge_labels=edge_labels)\n", "\n", "# Display the graph interactively\n", "plt.axis('off')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "id": "d8fd3469", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ludovicaschaerf/anaconda3/envs/art-reco_x86/lib/python3.8/site-packages/nxviz/__init__.py:18: UserWarning: \n", "nxviz has a new API! Version 0.7.4 onwards, the old class-based API is being\n", "deprecated in favour of a new API focused on advancing a grammar of network\n", "graphics. If your plotting code depends on the old API, please consider\n", "pinning nxviz at version 0.7.4, as the new API will break your old code.\n", "\n", "To check out the new API, please head over to the docs at\n", "https://ericmjl.github.io/nxviz/ to learn more. We hope you enjoy using it!\n", "\n", "(This deprecation message will go away in version 1.0.)\n", "\n", " warnings.warn(\n" ] } ], "source": [ "import nxviz as nv\n" ] }, { "cell_type": "code", "execution_count": 27, "id": "6f0925e9", "metadata": {}, "outputs": [], "source": [ "from pyvis.network import Network" ] }, { "cell_type": "code", "execution_count": null, "id": "f89bd374", "metadata": {}, "outputs": [], "source": [ "net = Network(notebook=True, height=\"750px\", width=\"100%\",)\n", "for e in edges:\n", " src = e[0]\n", " dst = e[1]\n", " w = e[2]\n", "\n", " net.add_node(src, src, title=src)\n", " net.add_node(dst, dst, title=dst)\n", " net.add_edge(src, dst, value=w, title=src + ' to ' + dst + ' similarity ' +str(w))\n", "print(net)\n", "\n", "# neighbor_map = net.get_adj_list()\n", "\n", "# # add neighbor data to node hover data\n", "# for node in net.nodes:\n", "# node[\"title\"] += \" Neighbors:
\" + \"
\".join(neighbor_map[node[\"id\"]])\n", "# node[\"value\"] = len(neighbor_map[node[\"id\"]])\n", "\n", "\n", "# net.toggle_physics(True)\n", "net.show('nx.html')" ] }, { "cell_type": "code", "execution_count": 29, "id": "fce19b9e", "metadata": {}, "outputs": [], "source": [ "# seed = random.randint(0,10000)\n", "# original_image_vec = annotations['z_vectors'][seed]\n", "# img = generate_original_image(original_image_vec, model)" ] }, { "cell_type": "code", "execution_count": 105, "id": "184687a6", "metadata": {}, "outputs": [], "source": [ "# z_0 = original_image_vec + 2 * vectors[0] + 2 * vectors[1]\n", " " ] }, { "cell_type": "code", "execution_count": 30, "id": "52bc2a0d", "metadata": {}, "outputs": [], "source": [ "# img = model(z_0.to(), None, truncation_psi=0.7, noise_mode='const')\n", "# img = (img.permute(0, 2, 3, 1) * 127.5 + 128).clamp(0, 255).to(torch.uint8)\n", " " ] }, { "cell_type": "code", "execution_count": 31, "id": "5afdc77f", "metadata": {}, "outputs": [], "source": [ "with dnnlib.util.open_url('./data/model_files/network-snapshot-010600.pkl') as f:\n", " G = legacy.load_network_pkl(f)['G_ema'].to('cpu') # type: ignore" ] }, { "cell_type": "code", "execution_count": 34, "id": "ad9865af", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generator(\n", " (synthesis): SynthesisNetwork(\n", " w_dim=512, num_ws=14, img_resolution=256, img_channels=3, num_fp16_res=4\n", " (b4): SynthesisBlock(\n", " resolution=4, architecture=skip\n", " (conv1): SynthesisLayer(\n", " in_channels=512, out_channels=512, w_dim=512, resolution=4, up=1, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " (torgb): ToRGBLayer(\n", " in_channels=512, out_channels=3, w_dim=512\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " )\n", " (b8): SynthesisBlock(\n", " resolution=8, architecture=skip\n", " (conv0): SynthesisLayer(\n", " in_channels=512, out_channels=512, w_dim=512, resolution=8, up=2, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " (conv1): SynthesisLayer(\n", " in_channels=512, out_channels=512, w_dim=512, resolution=8, up=1, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " (torgb): ToRGBLayer(\n", " in_channels=512, out_channels=3, w_dim=512\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " )\n", " (b16): SynthesisBlock(\n", " resolution=16, architecture=skip\n", " (conv0): SynthesisLayer(\n", " in_channels=512, out_channels=512, w_dim=512, resolution=16, up=2, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " (conv1): SynthesisLayer(\n", " in_channels=512, out_channels=512, w_dim=512, resolution=16, up=1, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " (torgb): ToRGBLayer(\n", " in_channels=512, out_channels=3, w_dim=512\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " )\n", " (b32): SynthesisBlock(\n", " resolution=32, architecture=skip\n", " (conv0): SynthesisLayer(\n", " in_channels=512, out_channels=512, w_dim=512, resolution=32, up=2, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " (conv1): SynthesisLayer(\n", " in_channels=512, out_channels=512, w_dim=512, resolution=32, up=1, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " (torgb): ToRGBLayer(\n", " in_channels=512, out_channels=3, w_dim=512\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " )\n", " (b64): SynthesisBlock(\n", " resolution=64, architecture=skip\n", " (conv0): SynthesisLayer(\n", " in_channels=512, out_channels=512, w_dim=512, resolution=64, up=2, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " (conv1): SynthesisLayer(\n", " in_channels=512, out_channels=512, w_dim=512, resolution=64, up=1, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " (torgb): ToRGBLayer(\n", " in_channels=512, out_channels=3, w_dim=512\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " )\n", " (b128): SynthesisBlock(\n", " resolution=128, architecture=skip\n", " (conv0): SynthesisLayer(\n", " in_channels=512, out_channels=256, w_dim=512, resolution=128, up=2, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=512, activation=linear)\n", " )\n", " (conv1): SynthesisLayer(\n", " in_channels=256, out_channels=256, w_dim=512, resolution=128, up=1, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=256, activation=linear)\n", " )\n", " (torgb): ToRGBLayer(\n", " in_channels=256, out_channels=3, w_dim=512\n", " (affine): FullyConnectedLayer(in_features=512, out_features=256, activation=linear)\n", " )\n", " )\n", " (b256): SynthesisBlock(\n", " resolution=256, architecture=skip\n", " (conv0): SynthesisLayer(\n", " in_channels=256, out_channels=128, w_dim=512, resolution=256, up=2, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=256, activation=linear)\n", " )\n", " (conv1): SynthesisLayer(\n", " in_channels=128, out_channels=128, w_dim=512, resolution=256, up=1, activation=lrelu\n", " (affine): FullyConnectedLayer(in_features=512, out_features=128, activation=linear)\n", " )\n", " (torgb): ToRGBLayer(\n", " in_channels=128, out_channels=3, w_dim=512\n", " (affine): FullyConnectedLayer(in_features=512, out_features=128, activation=linear)\n", " )\n", " )\n", " )\n", " (mapping): MappingNetwork(\n", " z_dim=512, c_dim=0, w_dim=512, num_ws=14\n", " (fc0): FullyConnectedLayer(in_features=512, out_features=512, activation=lrelu)\n", " (fc1): FullyConnectedLayer(in_features=512, out_features=512, activation=lrelu)\n", " (fc2): FullyConnectedLayer(in_features=512, out_features=512, activation=lrelu)\n", " (fc3): FullyConnectedLayer(in_features=512, out_features=512, activation=lrelu)\n", " (fc4): FullyConnectedLayer(in_features=512, out_features=512, activation=lrelu)\n", " (fc5): FullyConnectedLayer(in_features=512, out_features=512, activation=lrelu)\n", " (fc6): FullyConnectedLayer(in_features=512, out_features=512, activation=lrelu)\n", " (fc7): FullyConnectedLayer(in_features=512, out_features=512, activation=lrelu)\n", " )\n", ")\n" ] } ], "source": [ "print(G)" ] }, { "cell_type": "code", "execution_count": 45, "id": "3c771ba9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "512\n" ] } ], "source": [ "print(G.mapping)" ] }, { "cell_type": "code", "execution_count": 55, "id": "eec0534d", "metadata": {}, "outputs": [], "source": [ "W = G.mapping(z, None, truncation_psi=0.7)" ] }, { "cell_type": "code", "execution_count": 92, "id": "97057ae3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([1, 14, 512])\n" ] } ], "source": [ "print(G.mapping(z, None, truncation_psi=1).shape)" ] }, { "cell_type": "code", "execution_count": 93, "id": "15cbbc5a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([1, 3, 256, 256])\n" ] } ], "source": [ "print(G.synthesis(W, noise_mode='const').shape)" ] }, { "cell_type": "code", "execution_count": 99, "id": "f02410a2", "metadata": {}, "outputs": [], "source": [ "seed = random.randint(0, 1000000)\n", "W_0 = torch.from_numpy(np.random.RandomState(seed).randn(1, G.z_dim)).to('cpu')\n", "W = W_0.repeat([1, G.num_ws, 1])\n", "img = G.synthesis(W, noise_mode='random')\n", "img = (img.permute(0, 2, 3, 1) * 127.5 + 128).clamp(0, 255).to(torch.uint8)\n", "im = PIL.Image.fromarray(img[0].cpu().numpy(), 'RGB')\n", "im.show()" ] }, { "cell_type": "code", "execution_count": 101, "id": "046ffb56", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True, True, True, True, True,\n", " True, True, True, True, True, True, True, True])\n" ] } ], "source": [ "z = torch.from_numpy(np.random.RandomState(seed).randn(1, G.z_dim)).to('cpu')\n", "W = G.mapping(z, None, truncation_psi=1)\n", "print(W[0, 0] == W[0, 1])\n", "img = G.synthesis(W, noise_mode='random')\n", "img = (img.permute(0, 2, 3, 1) * 127.5 + 128).clamp(0, 255).to(torch.uint8)\n", "im = PIL.Image.fromarray(img[0].cpu().numpy(), 'RGB')\n", "im.show()" ] }, { "cell_type": "code", "execution_count": 105, "id": "9ea5676d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([1, 512])" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "W[:,0,:,].shape" ] }, { "cell_type": "code", "execution_count": 106, "id": "a0687e87", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([1, 512])" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z.shape" ] }, { "cell_type": "code", "execution_count": 107, "id": "a01b9c7f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generating image for seed 0 (0/100) ...\n", "Generating image for seed 1 (1/100) ...\n", "Generating image for seed 2 (2/100) ...\n", "Generating image for seed 3 (3/100) ...\n", "Generating image for seed 4 (4/100) ...\n", "Generating image for seed 5 (5/100) ...\n", "Generating image for seed 6 (6/100) ...\n", "Generating image for seed 7 (7/100) ...\n", "Generating image for seed 8 (8/100) ...\n", "Generating image for seed 9 (9/100) ...\n", "Generating image for seed 10 (10/100) ...\n", "Generating image for seed 11 (11/100) ...\n", "Generating image for seed 12 (12/100) ...\n", "Generating image for seed 13 (13/100) ...\n", "Generating image for seed 14 (14/100) ...\n", "Generating image for seed 15 (15/100) ...\n", "Generating image for seed 16 (16/100) ...\n", "Generating image for seed 17 (17/100) ...\n", "Generating image for seed 18 (18/100) ...\n", "Generating image for seed 19 (19/100) ...\n", "Generating image for seed 20 (20/100) ...\n", "Generating image for seed 21 (21/100) ...\n", "Generating image for seed 22 (22/100) ...\n", "Generating image for seed 23 (23/100) ...\n", "Generating image for seed 24 (24/100) ...\n", "Generating image for seed 25 (25/100) ...\n", "Generating image for seed 26 (26/100) ...\n", "Generating image for seed 27 (27/100) ...\n", "Generating image for seed 28 (28/100) ...\n", "Generating image for seed 29 (29/100) ...\n", "Generating image for seed 30 (30/100) ...\n", "Generating image for seed 31 (31/100) ...\n", "Generating image for seed 32 (32/100) ...\n", "Generating image for seed 33 (33/100) ...\n", "Generating image for seed 34 (34/100) ...\n", "Generating image for seed 35 (35/100) ...\n", "Generating image for seed 36 (36/100) ...\n", "Generating image for seed 37 (37/100) ...\n", "Generating image for seed 38 (38/100) ...\n", "Generating image for seed 39 (39/100) ...\n", "Generating image for seed 40 (40/100) ...\n", "Generating image for seed 41 (41/100) ...\n", "Generating image for seed 42 (42/100) ...\n", "Generating image for seed 43 (43/100) ...\n", "Generating image for seed 44 (44/100) ...\n", "Generating image for seed 45 (45/100) ...\n", "Generating image for seed 46 (46/100) ...\n", "Generating image for seed 47 (47/100) ...\n", "Generating image for seed 48 (48/100) ...\n", "Generating image for seed 49 (49/100) ...\n", "Generating image for seed 50 (50/100) ...\n", "Generating image for seed 51 (51/100) ...\n", "Generating image for seed 52 (52/100) ...\n", "Generating image for seed 53 (53/100) ...\n", "Generating image for seed 54 (54/100) ...\n", "Generating image for seed 55 (55/100) ...\n", "Generating image for seed 56 (56/100) ...\n", "Generating image for seed 57 (57/100) ...\n", "Generating image for seed 58 (58/100) ...\n", "Generating image for seed 59 (59/100) ...\n", "Generating image for seed 60 (60/100) ...\n", "Generating image for seed 61 (61/100) ...\n", "Generating image for seed 62 (62/100) ...\n", "Generating image for seed 63 (63/100) ...\n", "Generating image for seed 64 (64/100) ...\n", "Generating image for seed 65 (65/100) ...\n", "Generating image for seed 66 (66/100) ...\n", "Generating image for seed 67 (67/100) ...\n", "Generating image for seed 68 (68/100) ...\n", "Generating image for seed 69 (69/100) ...\n", "Generating image for seed 70 (70/100) ...\n", "Generating image for seed 71 (71/100) ...\n", "Generating image for seed 72 (72/100) ...\n", "Generating image for seed 73 (73/100) ...\n", "Generating image for seed 74 (74/100) ...\n", "Generating image for seed 75 (75/100) ...\n", "Generating image for seed 76 (76/100) ...\n", "Generating image for seed 77 (77/100) ...\n", "Generating image for seed 78 (78/100) ...\n", "Generating image for seed 79 (79/100) ...\n", "Generating image for seed 80 (80/100) ...\n", "Generating image for seed 81 (81/100) ...\n", "Generating image for seed 82 (82/100) ...\n", "Generating image for seed 83 (83/100) ...\n", "Generating image for seed 84 (84/100) ...\n", "Generating image for seed 85 (85/100) ...\n", "Generating image for seed 86 (86/100) ...\n", "Generating image for seed 87 (87/100) ...\n", "Generating image for seed 88 (88/100) ...\n", "Generating image for seed 89 (89/100) ...\n", "Generating image for seed 90 (90/100) ...\n", "Generating image for seed 91 (91/100) ...\n", "Generating image for seed 92 (92/100) ...\n", "Generating image for seed 93 (93/100) ...\n", "Generating image for seed 94 (94/100) ...\n", "Generating image for seed 95 (95/100) ...\n", "Generating image for seed 96 (96/100) ...\n", "Generating image for seed 97 (97/100) ...\n", "Generating image for seed 98 (98/100) ...\n", "Generating image for seed 99 (99/100) ...\n" ] } ], "source": [ "z_vals = []\n", "w_vals = []\n", "fnames = []\n", "# Generate images.\n", "seeds = range(100)\n", "for seed_idx, seed in enumerate(seeds):\n", " print('Generating image for seed %d (%d/%d) ...' % (seed, seed_idx, len(seeds)))\n", " z = torch.from_numpy(np.random.RandomState(seed).randn(1, G.z_dim))\n", " z_vals.append(z)\n", " z = z.to('cpu')\n", " fnames.append(f'data/images/seed{seed:04d}.png')\n", " # Construct an inverse rotation/translation matrix and pass to the generator. The\n", " # generator expects this matrix as an inverse to avoid potentially failing numerical\n", " # operations in the network.\n", " # if hasattr(G.synthesis, 'input'):\n", " # m = make_transform(translate, rotate)\n", " # m = np.linalg.inv(m)\n", " # G.synthesis.input.transform.copy_(torch.from_numpy(m))\n", " W = G.mapping(z, None, truncation_psi=1)\n", " w_vals.append(W[:,0,:])\n", " img = G.synthesis(W, noise_mode='const')\n", "\n", " #img = G(z, None, truncation_psi=0.7, noise_mode='const')\n", " img = (img.permute(0, 2, 3, 1) * 127.5 + 128).clamp(0, 255).to(torch.uint8)\n", " PIL.Image.fromarray(img[0].cpu().numpy(), 'RGB').save(f'data/images/seed{seed:04d}.png')\n", " \n", "info = {'fname': fnames, 'z_vectors': z_vals, 'w_vectors': w_vals}\n", "with open(f'data/images/seeds{seeds[0]:04d}-{seeds[-1]:04d}.pkl', 'wb') as f:\n", " pickle.dump(info, f)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "2e44701e", "metadata": {}, "outputs": [], "source": [ "# import open_clip\n", "# from open_clip import tokenizer" ] }, { "cell_type": "code", "execution_count": null, "id": "7e85c85c", "metadata": {}, "outputs": [], "source": [ "# model, _, preprocess = open_clip.create_model_and_transforms('ViT-g-14', pretrained='laion2b_s34b_b88k')\n", "# print(model.eval())\n", "# context_length = model.context_length\n", "# vocab_size = model.vocab_size\n" ] }, { "cell_type": "code", "execution_count": null, "id": "b1990c21", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 5 }