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Created August 17, 2020 19:38
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{
cells: [
{
cell_type: "code",
execution_count: 1,
metadata: { },
outputs: [ ],
source: [
"%load_ext autoreload ",
"%autoreload 2 ",
"%matplotlib inline ",
"import sys ",
"import os ",
"from multiprocessing import Pool ",
"sys.path.insert(0, "../src") ",
"sys.path.insert(0, "../../stylegan2-pytorch/") ",
"os.environ["CUDA_VISIBLE_DEVICES"] = "1" ",
"os.environ["TOKENIZERS_PARALLELISM"] = "true""
]
},
{
cell_type: "code",
execution_count: 8,
metadata: { },
outputs: [ ],
source: [
"from metapedia.nb_imports import * ",
"import faiss ",
"from metapedia.datasets import knn_index ",
"from sklearn.decomposition import PCA ",
" ",
"base_path = Path("/mnt/evo/projects/metapedia/tmp/google_images_scrape/swords_ml_cleaned") ",
"manifest_path = base_path / "manifest.csv" ",
"manifest = pd.read_csv(manifest_path) ",
"device = torch.device("cuda:0")"
]
},
{
cell_type: "code",
execution_count: 9,
metadata: { },
outputs: [ ],
source: [
"from stylegan2_pytorch import Trainer ",
"from stylegan2_pytorch.stylegan2_pytorch import noise_list, image_noise, evaluate_in_chunks, styles_def_to_tensor"
]
},
{
cell_type: "code",
execution_count: 33,
metadata: { },
outputs: [ ],
source: [
"batch_size = 5 ",
"def _load_stylegan_trainer(): ",
" # name = "swords_ml_cleaned_aug02" ",
" name = "hats_ml_cleaned_aug02" ",
" results_dir = "/mnt/evo/projects/metapedia/tmp/stylegan2/results" ",
" models_dir = "/mnt/evo/projects/metapedia/tmp/stylegan2/models" ",
" image_size = 256 ",
" network_capacity = 16 ",
" checkpoint = 46 ",
" model = Trainer( ",
" name, ",
" results_dir, ",
" models_dir, ",
" image_size=image_size, ",
" network_capacity=network_capacity, ",
" ) ",
" model.load(checkpoint) ",
" return model ",
" ",
"def average_w_vector(S, G): ",
" z = torch.randn(100_000, G.latent_dim).to(device) ",
" samples = evaluate_in_chunks(8, S, z).cpu().numpy() ",
" av = np.mean(samples, axis = 0) ",
" av = np.expand_dims(av, axis = 0) ",
" return av ",
" ",
"def sample_w_vector(S, G, n=1): ",
" z = torch.randn(n, G.latent_dim).cuda() ",
" return S(z) ",
" ",
"def sample_w_vectors_trunc_psi(S, G, n=1, trunc_psi=0.75): ",
" avg = torch.tensor(average_w_vector(S, G), device=device, dtype=torch.float) ",
" latents = noise_list(n, G.num_layers, G.latent_dim) ",
" w_space = [] ",
" for tensor, num_layers in latents: ",
" tmp = S(tensor) ",
" tmp = trunc_psi * (tmp - avg) + avg ",
" w_space.append((tmp, G.num_layers)) ",
" ",
" w_styles = styles_def_to_tensor(w_space ) ",
" return w_styles ",
" ",
"def generate_from_style_w(w_styles, G, noise): ",
" images = G(w_styles, noise) ",
" return images.clamp_(0., 1.) ",
" ",
"def show_image(tensor): ",
" im = tensor.squeeze().cpu() ",
" im = (im * 255).to(torch.uint8) ",
" im = im.permute(1, 2, 0) ",
" pil_image = Image.fromarray(im.numpy()) ",
" return pil_image ",
" ",
"@torch.no_grad() ",
"def gen_sample(model, trunc_psi=0.6): ",
" model.GAN.eval() ",
" num_rows = 1 ",
" ",
" latent_dim = model.GAN.G.latent_dim ",
" image_size = model.GAN.G.image_size ",
" num_layers = model.GAN.G.num_layers ",
" ",
" ",
" latents = noise_list(num_rows ** 2, num_layers, latent_dim) ",
" n = image_noise(num_rows ** 2, image_size) ",
" generated_images = model.generate_truncated(model.GAN.SE, model.GAN.GE, latents, n, trunc_psi=trunc_psi) ",
" ",
" im = generated_images.squeeze().cpu() ",
" im = (im * 255).to(torch.uint8) ",
" im = im.permute(1, 2, 0) ",
" pil_image = Image.fromarray(im.numpy()) ",
" return pil_image"
]
},
{
cell_type: "code",
execution_count: 34,
metadata: { },
outputs: [ ],
source: [
"class PCAEstimator(): ",
" def __init__(self, n_components): ",
" self.n_components = n_components ",
" self.solver = 'full' ",
" self.transformer = PCA(n_components, svd_solver=self.solver) ",
" self.batch_support = False ",
" ",
" def get_param_str(self): ",
" return f"pca-{self.solver}_c{self.n_components}" ",
" ",
" def fit(self, X): ",
" self.transformer.fit(X) ",
" ",
" # Save variance for later ",
" self.total_var = X.var(axis=0).sum() ",
" ",
" # Compute projected standard deviations ",
" self.stdev = np.dot(self.transformer.components_, X.T).std(axis=1) ",
" ",
" # Sort components based on explained variance ",
" idx = np.argsort(self.stdev)[::-1] ",
" self.stdev = self.stdev[idx] ",
" self.transformer.components_[:] = self.transformer.components_[idx] ",
" ",
" # Check orthogonality ",
" dotps = [np.dot(*self.transformer.components_[[i, j]]) ",
" for (i, j) in itertools.combinations(range(self.n_components), 2)] ",
" if not np.allclose(dotps, 0, atol=1e-4): ",
" print('IPCA components not orghogonal, max dot', np.abs(dotps).max()) ",
" ",
" self.transformer.mean_ = X.mean(axis=0, keepdims=True) ",
" ",
" def get_components(self): ",
" var_ratio = self.stdev**2 / self.total_var ",
" return self.transformer.components_, self.stdev, var_ratio"
]
},
{
cell_type: "code",
execution_count: 35,
metadata: { },
outputs: [ ],
source: [
"trainer = _load_stylegan_trainer()"
]
},
{
cell_type: "code",
execution_count: 36,
metadata: { },
outputs: [ ],
source: [
"lots_of_w = sample_w_vector(trainer.GAN.SE, trainer.GAN.GE, 100_000).cpu().numpy() ",
"n_components = 100 ",
"estimator = PCAEstimator(n_components) ",
"estimator.fit(lots_of_w - lots_of_w.mean(axis=0))"
]
},
{
cell_type: "code",
execution_count: 83,
metadata: { },
outputs: [
{
data: {
application/vnd.jupyter.widget-view+json: {
model_id: "a6d7663cd92745088b138bb613934669",
version_major: 2,
version_minor: 0
},
text/plain: [
"Image(value=b'\x89PNG\r\n\x1a\n\x00\x00\x00\rIHDR\x00\x00\x01\x00\x00\x00\x01\x00\x08\x02\x00\x00\x00\xd3\x10?…"
]
},
metadata: { },
output_type: "display_data"
},
{
data: {
application/vnd.jupyter.widget-view+json: {
model_id: "5f065a02018742a59f49a6ca86d5d8d5",
version_major: 2,
version_minor: 0
},
text/plain: [
"Image(value=b'\x89PNG\r\n\x1a\n\x00\x00\x00\rIHDR\x00\x00\x01\x00\x00\x00\x01\x00\x08\x02\x00\x00\x00\xd3\x10?…"
]
},
metadata: { },
output_type: "display_data"
},
{
data: {
application/vnd.jupyter.widget-view+json: {
model_id: "85673bf4a436423588e7eb5875b548f4",
version_major: 2,
version_minor: 0
},
text/plain: [
"Image(value=b'\x89PNG\r\n\x1a\n\x00\x00\x00\rIHDR\x00\x00\x01\x00\x00\x00\x01\x00\x08\x02\x00\x00\x00\xd3\x10?…"
]
},
metadata: { },
output_type: "display_data"
}
],
source: [
"base_w_vectors = sample_w_vectors_trunc_psi(trainer.GAN.SE, trainer.GAN.GE, n=3, trunc_psi=0.9) ",
"n = image_noise(base_w_vectors.size(0), trainer.GAN.GE.image_size) ",
"tensors = generate_from_style_w(base_w_vectors, trainer.GAN.GE, n) ",
"for i in range(base_w_vectors.size(0)): ",
" display(image_widget_from_pil_image(show_image(tensors[i, :, :])))"
]
},
{
cell_type: "code",
execution_count: 84,
metadata: { },
outputs: [
{
data: {
application/vnd.jupyter.widget-view+json: {
model_id: "f5151c29dc614c9d9873e06a650ff32c",
version_major: 2,
version_minor: 0
},
text/plain: [
"VBox(children=(HBox(children=(Image(value=b'\x89PNG\r\n\x1a\n\x00\x00\x00\rIHDR\x00\x00\x01\x00\x00\x00\x01\x0…"
]
},
metadata: { },
output_type: "display_data"
},
{
data: {
application/vnd.jupyter.widget-view+json: {
model_id: "cafb0b31cf66430997ea0ec4f15d316c",
version_major: 2,
version_minor: 0
},
text/plain: [
"Output()"
]
},
metadata: { },
output_type: "display_data"
}
],
source: [
"import ipywidgets as widgets ",
" ",
"slider_to_idx = {} ",
"sliders = [] ",
" ",
"slider_range = 50 ",
"slider_step = 0.1 ",
" ",
"img_widgets = [ ",
" image_widget_from_pil_image(show_image(tensors[i, :, :, :])) ",
" for i in range(tensors.size(0)) ",
"] ",
" ",
"def on_value_change(change): ",
" with output2: ",
" new_value = change['new'] ",
" component_num = slider_to_idx[change['owner']] ",
" ",
" V, stdev, _ = estimator.get_components() ",
" one_hot = np.zeros((1, n_components)) ",
" for i, slider in enumerate(sliders): ",
" one_hot[0, slider_to_idx[slider]] = slider.value * stdev[i] * slider_step ",
" ",
" direction = torch.tensor(np.matmul(one_hot, V), device=device, dtype=torch.float) ",
" direction = direction.repeat(trainer.GAN.G.num_layers, 1) ",
" #direction[:, :] = 0 ",
" tensors = generate_from_style_w(base_w_vectors + direction, trainer.GAN.GE, n) ",
" for i, widget in enumerate(img_widgets): ",
" widget.value = utils.pil_to_bytes(show_image(tensors[i, :, :, :])) ",
" ",
" ",
"output2 = widgets.Output() ",
" ",
" ",
"for component_num in range(14): ",
" int_range = widgets.IntSlider(min=-slider_range, max=slider_range, description=f"Dir {component_num}") ",
" int_range.observe(on_value_change, names='value') ",
" slider_to_idx[int_range] = component_num ",
" sliders.append(int_range) ",
" ",
"sliders_display = widgets.HBox(( ",
" widgets.VBox(sliders[:len(sliders) // 2]), ",
" widgets.VBox(sliders[len(sliders) // 2:]) ",
")) ",
" ",
"display(widgets.VBox((widgets.HBox(img_widgets), sliders_display)), output2)"
]
},
{
cell_type: "code",
execution_count: 8,
metadata: { },
outputs: [
{
data: {
text/plain: [
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" -1.83983427e-02, -2.63805222e-02, 1.95734292e-01, ",
" 1.57411367e-01, -5.02454638e-01, 1.38905019e-01, ",
" 3.12093832e-02, 5.57562411e-01, 1.69997604e-03, ",
" -6.26870766e-02, -5.04313856e-02, 4.10937145e-02, ",
" -3.90456468e-02, 6.68118335e-03, -5.24113365e-02, ",
" -4.65029478e-02, 3.11243653e-01, -4.12804410e-02, ",
" -3.33515890e-02, 7.48959407e-02, 1.04795074e+00, ",
" -4.64123860e-02, -2.76112966e-02, 7.45016038e-02, ",
" -6.66678101e-02, -7.68749714e-02, -3.51037979e-01, ",
" 3.98704678e-01, 3.60996500e-02, -1.84667766e-01, ",
" 4.54922467e-02, -4.12574597e-02, 2.14945199e-03, ",
" -7.77845317e-03, 4.84211072e-02, -5.11262342e-02, ",
" -1.10833682e-02, 1.23481005e-01, -1.36027029e-02, ",
" -5.08095212e-02, -3.42681408e-02, 7.61099486e-03, ",
" -5.11407387e-03, -3.71236876e-02, 1.62087917e-01, ",
" -1.98914614e-02, -8.31890665e-03, -2.94925589e-02, ",
" -6.10894300e-02, 2.41940603e-01, 9.72558483e-02, ",
" -7.33238980e-02, -4.08711731e-02, -7.32905269e-02, ",
" 1.44658890e-02, -5.75208068e-02, 1.08214077e-02, ",
" -3.77992764e-02, -4.49921973e-02, -9.13695991e-02, ",
" 4.15241830e-02, -5.59175294e-03, 8.55098143e-02, ",
" 9.81058925e-03, -1.56688824e-01, -2.43895259e-02, ",
" -5.22082187e-02, -4.34956700e-02, -9.20301154e-02, ",
" -1.19130887e-01, 8.36326461e-03, 9.35641074e-05, ",
" -4.38145027e-02, 1.66040033e-01, 2.27029659e-02, ",
" 7.53510967e-02, -4.58202278e-03, -5.76082570e-03, ",
" 1.42391115e-01, 1.11058879e+00, -5.36915176e-02, ",
" -2.06895433e-02, 1.06342912e-01, 4.37116250e-02, ",
" 1.53260425e-01, 1.30297869e-01, -9.24503505e-02, ",
" 1.73377931e-01, -4.14825603e-02, -4.44444530e-02, ",
" -4.55281921e-02, 2.69147120e-02, -1.68539286e-02, ",
" 1.24613596e-02, -5.06581441e-02, -3.83755006e-02, ",
" -7.28637651e-02, -4.57635969e-02, -4.84966747e-02, ",
" -5.84311672e-02, -3.67593244e-02, 2.03639224e-01, ",
" -4.12831008e-02, -1.66635495e-02, -3.62448394e-03, ",
" 3.47714983e-02, -6.70138747e-02, -8.67998078e-02, ",
" 8.93375464e-03, -2.49213986e-02, 3.31875607e-02, ",
" 2.91485876e-01, 3.03626042e-02, -2.17656698e-02, ",
" -6.37505725e-02, -3.62946540e-02, -6.71278015e-02, ",
" 7.42065161e-02, 2.52584368e-01, 1.68711752e-01, ",
" -2.47118454e-02, -6.68076724e-02, -4.09830064e-02, ",
" 5.00451982e-01, 1.39638260e-01, 3.00841182e-01, ",
" -5.23702726e-02, -5.46343811e-02, -1.03892311e-01, ",
" -7.47602656e-02, -1.58193540e-02, 6.90948069e-02, ",
" -2.18306817e-02, -1.41263932e-01, -2.58246846e-02, ",
" -2.11616065e-02, -6.85239211e-02, 6.82138622e-01, ",
" 2.24348735e-02, -3.74465398e-02, 3.92832369e-01, ",
" 4.32496928e-02, -5.19668274e-02, -2.89817862e-02, ",
" -6.36946782e-02, 2.75339097e-01, 6.29290938e-03, ",
" -2.85815243e-02, -8.37170929e-02, -2.36766431e-02, ",
" -8.87954608e-02, -2.58876048e-02, -4.03005555e-02, ",
" -3.69775370e-02, -5.48450574e-02, -8.55726823e-02, ",
" -6.78155944e-02, -6.37537912e-02, -8.37529730e-03, ",
" 2.45104954e-01, -4.80140075e-02, 5.83695292e-01, ",
" 2.31430471e-01, -1.52511718e-02, -3.00151352e-02, ",
" 2.45484542e-02, -6.01958483e-02, -2.77839422e-01, ",
" -4.16004620e-02, -4.34107473e-03]], dtype=float32)"
]
},
execution_count: 8,
metadata: { },
output_type: "execute_result"
}
],
source: [
"average_w_vector(trainer.GAN.SE, trainer.GAN.GE)"
]
},
{
cell_type: "code",
execution_count: 11,
metadata: { },
outputs: [
{
name: "stdout",
output_type: "stream",
text: [
"HI "
]
}
],
source: [ ]
},
{
cell_type: "code",
execution_count: 56,
metadata: { },
outputs: [
{
data: {
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 ",
text/plain: [
"<PIL.Image.Image image mode=RGB size=256x256 at 0x7F071EAB4090>"
]
},
execution_count: 56,
metadata: { },
output_type: "execute_result"
}
],
source: [
"gen_sample(trainer, trunc_psi=1)"
]
},
{
cell_type: "code",
execution_count: 23,
metadata: { },
outputs: [
{
name: "stdout",
output_type: "stream",
text: [
"Latent Dim=512, Num Layers=7 "
]
}
],
source: [
"print(f"Latent Dim={trainer.GAN.G.latent_dim}, Num Layers={trainer.GAN.G.num_layers}")"
]
},
{
cell_type: "code",
execution_count: 7,
metadata: { },
outputs: [
{
data: {
application/vnd.jupyter.widget-view+json: {
model_id: "2aa5526a8ea64287ad6b05ae272186c9",
version_major: 2,
version_minor: 0
},
text/plain: [
"HBox(children=(FloatProgress(value=0.0, description='Build Index', max=7200.0, style=ProgressStyle(description…"
]
},
metadata: { },
output_type: "display_data"
},
{
name: "stdout",
output_type: "stream",
text: [
" "
]
}
],
source: [
"all_img_paths = list((base_path / "images").glob("*.png")) + list((base_path / "images").glob("*.jpg")) ",
"featurizer = knn_index.ResnetFeaturizer(concurrency=10, pre_transforms=[utils.expand2square]) ",
"index = knn_index.KNNIndex(featurizer, measure="cosine") ",
"index.build(all_img_paths)"
]
},
{
cell_type: "code",
execution_count: 29,
metadata: { },
outputs: [ ],
source: [
"img = gen_sample(trainer) ",
"nns = index.search(img, k=5)"
]
},
{
cell_type: "code",
execution_count: 19,
metadata: { },
outputs: [
{
name: "stdout",
output_type: "stream",
text: [
"[0.9639367, 0.9578556, 0.9576702, 0.9574367, 0.9555873] "
]
},
{
data: {
text/html: [
"<div style="float: left; margin: 10px;"> <img 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"> 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"> 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"> 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"> 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"> 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"> </div>"
],
text/plain: [
"<IPython.core.display.HTML object>"
]
},
execution_count: 19,
metadata: { },
output_type: "execute_result"
}
],
source: [
"print([e.distance for e in nns]) ",
"display_pil_images([img] + [utils.expand2square(Image.open(e.key)) for e in nns])"
]
}
],
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: "3.7.8"
}
},
nbformat: 4,
nbformat_minor: 4
}
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