repo stringlengths 1 99 | file stringlengths 13 215 | code stringlengths 12 59.2M | file_length int64 12 59.2M | avg_line_length float64 3.82 1.48M | max_line_length int64 12 2.51M | extension_type stringclasses 1
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unified-generative-zoo | unified-generative-zoo-main/model/lib/diffusion_stylegan/torch_utils/ops/upfirdn2d.py | # Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this software and rel... | 16,287 | 41.306494 | 157 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/diffusion_stylegan/torch_utils/ops/conv2d_resample.py | # Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this software and rel... | 7,591 | 47.356688 | 130 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/diffusion_stylegan/torch_utils/ops/fma.py | # Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this software and rel... | 2,034 | 32.360656 | 105 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan2/sg2_model.py | import math
import random
import torch
from torch import nn
from torch.nn import functional as F
from .op import FusedLeakyReLU, fused_leaky_relu, upfirdn2d, conv2d_gradfix
class PixelNorm(nn.Module):
def __init__(self):
super().__init__()
def forward(self, input):
return input * torch.rsqr... | 21,708 | 26.903599 | 148 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan2/op/conv2d_gradfix.py | import contextlib
import warnings
import torch
from torch import autograd
from torch.nn import functional as F
enabled = True
weight_gradients_disabled = False
@contextlib.contextmanager
def no_weight_gradients():
global weight_gradients_disabled
old = weight_gradients_disabled
weight_gradients_disable... | 6,379 | 26.982456 | 117 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan2/op/upfirdn2d.py | from collections import abc
import os
import torch
from torch.nn import functional as F
from torch.autograd import Function
from torch.utils.cpp_extension import load
module_path = os.path.dirname(__file__)
upfirdn2d_op = load(
"upfirdn2d",
sources=[
os.path.join(module_path, "upfirdn2d.cpp"),
... | 5,912 | 27.157143 | 108 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan2/op/fused_act.py | import os
import torch
from torch import nn
from torch.nn import functional as F
from torch.autograd import Function
from torch.utils.cpp_extension import load
module_path = os.path.dirname(__file__)
fused = load(
"fused",
sources=[
os.path.join(module_path, "fused_bias_act.cpp"),
os.path.joi... | 3,156 | 25.308333 | 86 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/main.py | import argparse, os, sys, datetime, glob, importlib, csv
import numpy as np
import time
import torch
import torchvision
import pytorch_lightning as pl
from packaging import version
from omegaconf import OmegaConf
from torch.utils.data import random_split, DataLoader, Dataset, Subset
from functools import partial
from ... | 28,175 | 36.973046 | 140 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/sample_diffusion.py | import argparse, os, sys, glob, datetime, yaml
import torch
import time
import numpy as np
from tqdm import trange
from omegaconf import OmegaConf
from PIL import Image
from ldm.models.diffusion.ddim import DDIMSampler
from ldm.util import instantiate_from_config
rescale = lambda x: (x + 1.) / 2.
def custom_to_pil(... | 9,570 | 29.77492 | 117 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/txt2img.py | import argparse, os, sys, glob
import torch
import numpy as np
from omegaconf import OmegaConf
from PIL import Image
from tqdm import tqdm, trange
from einops import rearrange
from torchvision.utils import make_grid
from ldm.util import instantiate_from_config
from ldm.models.diffusion.ddim import DDIMSampler
from ldm... | 5,181 | 29.482353 | 156 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/notebook_helpers.py | from torchvision.datasets.utils import download_url
from ldm.util import instantiate_from_config
import torch
import os
# todo ?
from google.colab import files
from IPython.display import Image as ipyimg
import ipywidgets as widgets
from PIL import Image
from numpy import asarray
from einops import rearrange, repeat
im... | 10,065 | 36.559701 | 138 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/util.py | import importlib
import torch
import numpy as np
from inspect import isfunction
from PIL import Image, ImageDraw, ImageFont
def log_txt_as_img(wh, xc, size=10):
# wh a tuple of (width, height)
# xc a list of captions to plot
b = len(xc)
txts = list()
for bi in range(b):
txt = Image.new("... | 2,442 | 27.406977 | 119 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/x_transformer.py | """shout-out to https://github.com/lucidrains/x-transformers/tree/main/x_transformers"""
import torch
from torch import nn, einsum
import torch.nn.functional as F
from functools import partial
from inspect import isfunction
from collections import namedtuple
from einops import rearrange, repeat, reduce
# constants
DE... | 20,168 | 30.415888 | 150 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/ema.py | import torch
from torch import nn
class LitEma(nn.Module):
def __init__(self, model, decay=0.9999, use_num_upates=True):
super().__init__()
if decay < 0.0 or decay > 1.0:
raise ValueError('Decay must be between 0 and 1')
self.m_name2s_name = {}
self.register_buffer('de... | 2,982 | 37.74026 | 102 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/attention.py | from inspect import isfunction
import math
import torch
import torch.nn.functional as F
from torch import nn, einsum
from einops import rearrange, repeat
from ldm.modules.diffusionmodules.util import checkpoint
def exists(val):
return val is not None
def uniq(arr):
return{el: True for el in arr}.keys()
d... | 8,531 | 31.689655 | 122 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/distributions/distributions.py | import torch
import numpy as np
class AbstractDistribution:
def sample(self):
raise NotImplementedError()
def mode(self):
raise NotImplementedError()
class DiracDistribution(AbstractDistribution):
def __init__(self, value):
self.value = value
def sample(self):
retur... | 2,970 | 30.946237 | 131 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/image_degradation/bsrgan.py | # -*- coding: utf-8 -*-
"""
# --------------------------------------------
# Super-Resolution
# --------------------------------------------
#
# Kai Zhang (cskaizhang@gmail.com)
# https://github.com/cszn
# From 2019/03--2021/08
# --------------------------------------------
"""
import numpy as np
import cv2
import tor... | 25,198 | 33.471956 | 147 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/image_degradation/bsrgan_light.py | # -*- coding: utf-8 -*-
import numpy as np
import cv2
import torch
from functools import partial
import random
from scipy import ndimage
import scipy
import scipy.stats as ss
from scipy.interpolate import interp2d
from scipy.linalg import orth
import albumentations
import ldm.modules.image_degradation.utils_image as ... | 22,238 | 33.16129 | 147 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/image_degradation/utils_image.py | import os
import math
import random
import numpy as np
import torch
import cv2
from torchvision.utils import make_grid
from datetime import datetime
#import matplotlib.pyplot as plt # TODO: check with Dominik, also bsrgan.py vs bsrgan_light.py
os.environ["KMP_DUPLICATE_LIB_OK"]="TRUE"
'''
# ----------------------... | 29,022 | 30.684498 | 107 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/encoders/modules.py | import torch
import torch.nn as nn
from functools import partial
from ldm.modules.x_transformer import Encoder, TransformerWrapper # TODO: can we directly rely on lucidrains code and simply add this as a reuirement? --> test
class AbstractEncoder(nn.Module):
def __init__(self):
super().__init__()
d... | 4,640 | 34.427481 | 160 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/diffusionmodules/model.py | # pytorch_diffusion + derived encoder decoder
import math
import torch
import torch.nn as nn
import numpy as np
from einops import rearrange
from ldm.util import instantiate_from_config
from ldm.modules.attention import LinearAttention
def get_timestep_embedding(timesteps, embedding_dim):
"""
This matches th... | 33,388 | 38.986826 | 125 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/diffusionmodules/openaimodel.py | from abc import abstractmethod
from functools import partial
import math
from typing import Iterable
import numpy as np
import torch as th
import torch.nn as nn
import torch.nn.functional as F
from ldm.modules.diffusionmodules.util import (
checkpoint,
conv_nd,
linear,
avg_pool_nd,
zero_module,
... | 34,953 | 35.334719 | 143 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/diffusionmodules/util.py | # adopted from
# https://github.com/openai/improved-diffusion/blob/main/improved_diffusion/gaussian_diffusion.py
# and
# https://github.com/lucidrains/denoising-diffusion-pytorch/blob/7706bdfc6f527f58d33f84b7b522e61e6e3164b3/denoising_diffusion_pytorch/denoising_diffusion_pytorch.py
# and
# https://github.com/openai/gu... | 9,622 | 34.906716 | 164 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/losses/vqperceptual.py | import torch
from torch import nn
import torch.nn.functional as F
from einops import repeat
from taming.modules.discriminator.model import NLayerDiscriminator, weights_init
from taming.modules.losses.lpips import LPIPS
from taming.modules.losses.vqperceptual import hinge_d_loss, vanilla_d_loss
def hinge_d_loss_with_... | 7,941 | 46.27381 | 113 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/modules/losses/contperceptual.py | import torch
import torch.nn as nn
from taming.modules.losses.vqperceptual import * # TODO: taming dependency yes/no?
class LPIPSWithDiscriminator(nn.Module):
def __init__(self, disc_start, logvar_init=0.0, kl_weight=1.0, pixelloss_weight=1.0,
disc_num_layers=3, disc_in_channels=3, disc_factor=... | 5,581 | 48.839286 | 128 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/models/autoencoder.py | import torch
import pytorch_lightning as pl
import torch.nn.functional as F
from contextlib import contextmanager
from taming.modules.vqvae.quantize import VectorQuantizer2 as VectorQuantizer
from ldm.modules.diffusionmodules.model import Encoder, Decoder
from ldm.modules.distributions.distributions import DiagonalGa... | 17,598 | 38.726862 | 116 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/models/diffusion/ddim.py | """SAMPLING ONLY."""
import torch
import numpy as np
from tqdm import tqdm
from functools import partial
from ldm.modules.diffusionmodules.util import make_ddim_sampling_parameters, make_ddim_timesteps, noise_like
class DDIMSampler(object):
def __init__(self, model, schedule="linear", **kwargs):
super()... | 11,040 | 53.122549 | 131 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/models/diffusion/classifier.py | import os
import torch
import pytorch_lightning as pl
from omegaconf import OmegaConf
from torch.nn import functional as F
from torch.optim import AdamW
from torch.optim.lr_scheduler import LambdaLR
from copy import deepcopy
from einops import rearrange
from glob import glob
from natsort import natsorted
from ldm.modu... | 10,150 | 37.744275 | 119 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/models/diffusion/ddpm.py | """
wild mixture of
https://github.com/lucidrains/denoising-diffusion-pytorch/blob/7706bdfc6f527f58d33f84b7b522e61e6e3164b3/denoising_diffusion_pytorch/denoising_diffusion_pytorch.py
https://github.com/openai/improved-diffusion/blob/e94489283bb876ac1477d5dd7709bbbd2d9902ce/improved_diffusion/gaussian_diffusion.py
https... | 67,109 | 45.93007 | 162 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/models/diffusion/plms.py | """SAMPLING ONLY."""
import torch
import numpy as np
from tqdm import tqdm
from functools import partial
from ldm.modules.diffusionmodules.util import make_ddim_sampling_parameters, make_ddim_timesteps, noise_like
class PLMSSampler(object):
def __init__(self, model, schedule="linear", **kwargs):
super()... | 12,387 | 51.940171 | 131 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/data/base.py | from abc import abstractmethod
from torch.utils.data import Dataset, ConcatDataset, ChainDataset, IterableDataset
class Txt2ImgIterableBaseDataset(IterableDataset):
'''
Define an interface to make the IterableDatasets for text2img data chainable
'''
def __init__(self, num_records=0, valid_ids=None, si... | 693 | 29.173913 | 87 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/data/lsun.py | import os
import numpy as np
import PIL
from PIL import Image
from torch.utils.data import Dataset
from torchvision import transforms
class LSUNBase(Dataset):
def __init__(self,
txt_file,
data_root,
size=None,
interpolation="bicubic",
... | 3,274 | 34.215054 | 113 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/latentdiff/ldm/data/imagenet.py | import os, yaml, pickle, shutil, tarfile, glob
import cv2
import albumentations
import PIL
import numpy as np
import torchvision.transforms.functional as TF
from omegaconf import OmegaConf
from functools import partial
from PIL import Image
from tqdm import tqdm
from torch.utils.data import Dataset, Subset
import tami... | 15,497 | 38.235443 | 115 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/id_recognition/model_irse.py | from torch.nn import Linear, Conv2d, BatchNorm1d, BatchNorm2d, PReLU, Dropout, Sequential, Module
from .helpers import get_blocks, Flatten, bottleneck_IR, bottleneck_IR_SE, l2_norm
"""
Modified Backbone implementation from [TreB1eN](https://github.com/TreB1eN/InsightFace_Pytorch)
"""
class Backbone(Module):
def ... | 3,226 | 36.964706 | 97 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/id_recognition/helpers.py | from collections import namedtuple
import torch
from torch.nn import Conv2d, BatchNorm2d, PReLU, ReLU, Sigmoid, MaxPool2d, AdaptiveAvgPool2d, Sequential, Module
"""
ArcFace implementation from [TreB1eN](https://github.com/TreB1eN/InsightFace_Pytorch)
"""
class Flatten(Module):
def forward(self, input):
return inp... | 3,556 | 28.641667 | 112 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/legacy.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 5,643 | 37.394558 | 129 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/training/networks_stylegan3_resetting.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 36,167 | 48.208163 | 141 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/training/diffaug.py | # Differentiable Augmentation for Data-Efficient GAN Training
# Shengyu Zhao, Zhijian Liu, Ji Lin, Jun-Yan Zhu, and Song Han
# https://arxiv.org/pdf/2006.10738
import torch
import torch.nn.functional as F
def DiffAugment(x, policy='', channels_first=True):
if policy:
if not channels_first:
x ... | 3,025 | 38.298701 | 110 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/training/networks_stylegan2.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 43,357 | 49.830012 | 189 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/custom_ops.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 6,666 | 41.196203 | 146 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/gen_utils.py | import os
import re
import json
from typing import List, Tuple, Union, Optional
from collections import OrderedDict
from locale import atof
import click
import numpy as np
import torch
import torch.nn.functional as F
from dnnlib.util import open_url
# ---------------------------------------------------------------... | 23,693 | 49.520256 | 161 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/persistence.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 9,776 | 37.644269 | 144 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/misc.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 11,879 | 39.546075 | 133 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/utils_spectrum.py | import torch
from torch.fft import fftn
def roll_quadrants(data, backwards=False):
"""
Shift low frequencies to the center of fourier transform, i.e. [-N/2, ..., +N/2] -> [0, ..., N-1]
Args:
data: fourier transform, (NxHxW)
backwards: bool, if True shift high frequencies back to center
... | 5,658 | 35.275641 | 127 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/ops/bias_act.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 9,813 | 45.733333 | 185 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/ops/grid_sample_gradfix.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 3,020 | 37.730769 | 132 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/ops/conv2d_gradfix.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 9,465 | 46.567839 | 197 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/ops/upfirdn2d.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 16,392 | 41.033333 | 120 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/ops/filtered_lrelu.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 12,915 | 45.797101 | 164 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/ops/conv2d_resample.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 6,765 | 45.986111 | 130 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/torch_utils/ops/fma.py | # Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION and its licensors retain all intellectual property
# and proprietary rights in and to this software, related documentation
# and any modifications thereto. Any use, reproduction, disclosure or
# distribution of this sof... | 2,047 | 32.57377 | 105 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/feature_networks/vit.py | import torch
import torch.nn as nn
import timm
import types
import math
import torch.nn.functional as F
class Slice(nn.Module):
def __init__(self, start_index=1):
super(Slice, self).__init__()
self.start_index = start_index
def forward(self, x):
return x[:, self.start_index :]
class... | 14,450 | 28.371951 | 101 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/feature_networks/pretrained_builder.py | import numpy as np
import torch
import torch.nn as nn
import torchvision.models as zoomodels
from torch.autograd import Function
import timm
from . import clip
from .vit import _make_vit_b16_backbone, forward_vit
from .constants import ALL_MODELS, VITS, EFFNETS, REGNETS
def _feature_splitter(model, idcs):
pretra... | 13,316 | 30.935252 | 93 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/feature_networks/clip/clip.py | import hashlib
import os
import urllib
import warnings
from typing import Union, List
import torch
import torch.nn as nn
from PIL import Image
from torchvision.transforms import Compose, Resize, CenterCrop, ToTensor, Normalize
from tqdm import tqdm
from .model import build_model
from .simple_tokenizer import SimpleTo... | 9,329 | 37.081633 | 142 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/feature_networks/clip/model.py | from collections import OrderedDict
from typing import Tuple, Union
import numpy as np
import torch
import torch.nn.functional as F
from torch import nn
class Bottleneck(nn.Module):
expansion = 4
def __init__(self, inplanes, planes, stride=1):
super().__init__()
# all conv layers have strid... | 18,151 | 38.982379 | 178 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/pg_modules/projector.py | import torch
import torch.nn as nn
from ..feature_networks.vit import forward_vit
from ..feature_networks.pretrained_builder import _make_pretrained
from ..feature_networks.constants import NORMALIZED_INCEPTION, NORMALIZED_IMAGENET, NORMALIZED_CLIP, VITS
from ..pg_modules.blocks import FeatureFusionBlock
def norm_wit... | 6,242 | 35.723529 | 114 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/pg_modules/discriminator.py | import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional as F
import pickle
from ..training.diffaug import DiffAugment
from ..training.networks_stylegan2 import FullyConnectedLayer
from ..pg_modules.blocks import conv2d, DownBlock, DownBlockPatch
from ..pg_modules.projector import F_RandomProj
... | 7,163 | 33.277512 | 137 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/stylegan_xl/pg_modules/blocks.py | import functools
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.utils import spectral_norm
from ..training.networks_stylegan2 import Conv2dLayer, Conv2dLayerDepthwise
### single layers
def conv2d(*args, **kwargs):
return spectral_norm(nn.Conv2d(*args, **kwargs))
def convTranspo... | 10,641 | 30.116959 | 117 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/ddgan/EMA.py | # ---------------------------------------------------------------
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
#
# This work is licensed under the NVIDIA Source Code License
# for Denoising Diffusion GAN. To view a copy of this license, see the LICENSE file.
# -----------------------------------------... | 3,321 | 35.505495 | 107 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/ddgan/test_ddgan.py | # ---------------------------------------------------------------
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
#
# This work is licensed under the NVIDIA Source Code License
# for Denoising Diffusion GAN. To view a copy of this license, see the LICENSE file.
# -----------------------------------------... | 7,051 | 34.437186 | 129 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/ddgan/score_sde/models/discriminator.py | # ---------------------------------------------------------------
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
#
# This work is licensed under the NVIDIA Source Code License
# for Denoising Diffusion GAN. To view a copy of this license, see the LICENSE file.
# -----------------------------------------... | 6,982 | 28.095833 | 99 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/ddgan/score_sde/models/up_or_down_sampling.py | # ---------------------------------------------------------------
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# ---------------------------------------------------------------
"""Layers used for up-sampling or down-sampling images.
Many functions are ported from https://github.com/NVlabs/stylegan2... | 9,541 | 35.281369 | 93 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/ddgan/score_sde/models/utils.py | # ---------------------------------------------------------------
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
#
# This file has been modified from a file in the Score SDE library
# which was released under the Apache License.
#
# Source:
# https://github.com/yang-song/score_sde_pytorch/blob/main/mode... | 4,576 | 29.925676 | 109 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/ddgan/score_sde/models/dense_layer.py | # ---------------------------------------------------------------
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
#
# This file has been modified from a file released under the MIT License.
#
# Source:
# https://github.com/CW-Huang/sdeflow-light/blob/524650bc5ad69522b3e0905672deef0650374512/lib/models/un... | 3,234 | 37.975904 | 119 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/ddgan/score_sde/models/layers.py | # ---------------------------------------------------------------
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
#
# This file has been modified from a file in the Score SDE library
# which was released under the Apache License.
#
# Source:
# https://github.com/yang-song/score_sde_pytorch/blob/main/mode... | 22,645 | 35.584814 | 120 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/ddgan/score_sde/models/ncsnpp_generator_adagn.py | # ---------------------------------------------------------------
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
#
# This file has been modified from a file in the Score SDE library
# which was released under the Apache License.
#
# Source:
# https://github.com/yang-song/score_sde_pytorch/blob/main/mode... | 17,536 | 39.594907 | 112 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/ddgan/score_sde/models/layerspp.py | # ---------------------------------------------------------------
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
#
# This file has been modified from a file in the Score SDE library
# which was released under the Apache License.
#
# Source:
# https://github.com/yang-song/score_sde_pytorch/blob/main/mode... | 13,736 | 35.055118 | 103 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/ddgan/score_sde/op/upfirdn2d.py | # ---------------------------------------------------------------
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# ---------------------------------------------------------------
""" Originated from https://github.com/rosinality/stylegan2-pytorch
The license for the original version of this file can be... | 6,516 | 27.836283 | 108 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/ddgan/score_sde/op/fused_act.py | # ---------------------------------------------------------------
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
# ---------------------------------------------------------------
""" Originated from https://github.com/rosinality/stylegan2-pytorch
The license for the original version of this file can be... | 3,055 | 27.830189 | 95 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/legacy.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 16,675 | 50.153374 | 154 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/shape_utils.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 4,288 | 33.58871 | 124 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/gen_samples.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 10,177 | 43.060606 | 258 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/gen_videos.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 16,002 | 47.789634 | 268 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/camera_utils.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 6,814 | 44.738255 | 142 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/train.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 23,997 | 59.145363 | 223 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/calc_metrics.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 8,228 | 42.08377 | 154 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/dual_discriminator.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 13,086 | 51.348 | 149 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/superresolution.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 15,320 | 51.469178 | 140 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/loss.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 18,689 | 62.788396 | 456 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/augment.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 26,919 | 59.904977 | 366 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/dataset.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 8,881 | 35.253061 | 158 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/crosssection_utils.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 1,199 | 45.153846 | 154 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/triplane.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 7,562 | 54.610294 | 258 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/training_loop.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 24,613 | 51.933333 | 178 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/networks_stylegan2.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 40,415 | 49.773869 | 164 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/networks_stylegan3.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 26,322 | 49.816602 | 141 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/volumetric_rendering/renderer.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 13,212 | 51.225296 | 211 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/volumetric_rendering/ray_sampler.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 2,783 | 43.190476 | 250 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/volumetric_rendering/ray_marcher.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 2,686 | 41.650794 | 147 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/training/volumetric_rendering/math_utils.py | # MIT License
# Copyright (c) 2022 Petr Kellnhofer
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge... | 4,708 | 38.571429 | 124 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/torch_utils/custom_ops.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 6,780 | 41.38125 | 146 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/torch_utils/training_stats.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 10,834 | 38.98155 | 118 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/torch_utils/persistence.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 9,866 | 37.846457 | 144 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/torch_utils/misc.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 11,220 | 40.713755 | 133 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/torch_utils/ops/bias_act.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 9,927 | 45.830189 | 185 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/torch_utils/ops/grid_sample_gradfix.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 3,134 | 38.1875 | 132 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/torch_utils/ops/conv2d_gradfix.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 9,494 | 46.475 | 280 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/torch_utils/ops/upfirdn2d.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 16,506 | 41.109694 | 120 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/torch_utils/ops/filtered_lrelu.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 12,998 | 45.927798 | 164 | py |
unified-generative-zoo | unified-generative-zoo-main/model/lib/eg3d/torch_utils/ops/conv2d_resample.py | # SPDX-FileCopyrightText: Copyright (c) 2021-2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: LicenseRef-NvidiaProprietary
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation ... | 6,879 | 46.123288 | 130 | py |
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