{ "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", "2023-06-07 12:20:31.211504: 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" ] } ], "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/seeds0000-50000.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_seeds0000-50000.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" ] }, { "cell_type": "code", "execution_count": 2, "id": "ecba0e89", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Val performance logistic regression 0.9666666666666667\n" ] } ], "source": [ "concept_id = 'Abstract'\n", "separation_vector, number_important_features, important_nodes, accuracy_sep = get_separation_space(concept_id, annotations, ann_df, method='LR', samples=150, C=0.1, latent_space='W')" ] }, { "cell_type": "code", "execution_count": 3, "id": "f7475624", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1, 512)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "separation_vector.shape" ] }, { "cell_type": "code", "execution_count": 4, "id": "bf4b31c0", "metadata": {}, "outputs": [], "source": [ "# get_verification_score(concept_id, separation_vector, model, annotations)" ] }, { "cell_type": "code", "execution_count": 5, "id": "ac437ea3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9 [ 3 53 183 244 290 331 345 376 424]\n" ] } ], "source": [ "print(number_important_features, important_nodes)" ] }, { "cell_type": "code", "execution_count": 13, "id": "c6a63345", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([1, 14, 512])\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seed = random.randint(0,10000)\n", "original_image_vec = annotations['w_vectors'][seed]\n", "img = generate_original_image(original_image_vec, model, latent_space='W')\n", "img" ] }, { "cell_type": "code", "execution_count": 17, "id": "09f13e6a", "metadata": {}, "outputs": [], "source": [ "images, lambdas = regenerate_images(model, original_image_vec, separation_vector, min_epsilon=-(int(10)), max_epsilon=int(10), latent_space='W')" ] }, { "cell_type": "code", "execution_count": 18, "id": "1cf9f95d", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "images[0]" ] }, { "cell_type": "code", "execution_count": 19, "id": "48834be4", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "images[-1]" ] }, { "cell_type": "code", "execution_count": 20, "id": "f5390d8f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ludovicaschaerf/anaconda3/envs/art-reco_x86/lib/python3.8/site-packages/torch/amp/autocast_mode.py:204: UserWarning: User provided device_type of 'cuda', but CUDA is not available. Disabling\n", " warnings.warn('User provided device_type of \\'cuda\\', but CUDA is not available. Disabling')\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(132, 768)\n" ] } ], "source": [ "import open_clip\n", "import os\n", "import random\n", "from tqdm import tqdm\n", "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"\"\n", "\n", "model_clip, _, preprocess = open_clip.create_model_and_transforms('ViT-L-14', pretrained='laion2b_s32b_b82k')\n", "tokenizer = open_clip.get_tokenizer('ViT-L-14')\n", "\n", "pre_prompt = \"Artwork, \" #@param {type:\"string\"}\n", "text_descriptions = [f\"{pre_prompt}{label}\" for label in labels]\n", "text_tokens = tokenizer(text_descriptions)\n", "\n", "with torch.no_grad(), torch.cuda.amp.autocast():\n", " text_features = model_clip.encode_text(text_tokens).float()\n", " text_features /= text_features.norm(dim=-1, keepdim=True)\n", " \n", "text_features = text_features.cpu().numpy()\n", "print(text_features.shape)\n", "\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "f7858bbf", "metadata": {}, "outputs": [], "source": [ "dic_clip_vecs = {l:v for l,v in zip(labels, text_features)}" ] }, { "cell_type": "code", "execution_count": 26, "id": "89b4a6fc", "metadata": {}, "outputs": [], "source": [ "dic_clip_vecs['Abstract'].shape\n", "with open('data/CLIP_vecs.pkl', 'wb') as f:\n", " pickle.dump(dic_clip_vecs, f)" ] }, { "cell_type": "code", "execution_count": 8, "id": "3ac84c8c-e916-4719-a7cd-610cea768d7c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(['/home/ludosc/data/stylegan-156000-captures/seed0000.png',\n", " '/home/ludosc/data/stylegan-156000-captures/seed0001.png',\n", " '/home/ludosc/data/stylegan-156000-captures/seed0002.png',\n", " '/home/ludosc/data/stylegan-156000-captures/seed0003.png',\n", " '/home/ludosc/data/stylegan-156000-captures/seed0004.png',\n", " '/home/ludosc/data/stylegan-156000-captures/seed0005.png',\n", " '/home/ludosc/data/stylegan-156000-captures/seed0006.png',\n", " '/home/ludosc/data/stylegan-156000-captures/seed0007.png',\n", " 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-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 }