repo stringclasses 454
values | file_path stringlengths 5 201 | extension stringclasses 1
value | content stringlengths 8 509k | num_lines int64 3 16.9k | size_bytes int64 8 511k |
|---|---|---|---|---|---|
diffusers | examples/research_projects/wuerstchen/text_to_image/train_text_to_image_lora_prior.py | .py | # Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by appl... | 951 | 38,069 |
diffusers | examples/research_projects/wuerstchen/text_to_image/train_text_to_image_prior.py | .py | # Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by appl... | 938 | 38,063 |
diffusers | examples/research_projects/wuerstchen/text_to_image/modeling_efficient_net_encoder.py | .py | import torch.nn as nn
from torchvision.models import efficientnet_v2_l, efficientnet_v2_s
from diffusers.configuration_utils import ConfigMixin, register_to_config
from diffusers.models.modeling_utils import ModelMixin
class EfficientNetEncoder(ModelMixin, ConfigMixin):
@register_to_config
def __init__(self,... | 24 | 881 |
diffusers | examples/research_projects/anytext/anytext_controlnet.py | .py | # Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 464 | 22,020 |
diffusers | examples/research_projects/anytext/anytext.py | .py | # Copyright 2026 The HuggingFace Team. All rights reserved.
# Copyright (c) Alibaba, Inc. and its affiliates.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/lic... | 2,367 | 110,235 |
diffusers | examples/research_projects/anytext/ocr_recog/RecModel.py | .py | from torch import nn
from .RecCTCHead import CTCHead
from .RecMv1_enhance import MobileNetV1Enhance
from .RNN import Im2Im, Im2Seq, SequenceEncoder
backbone_dict = {"MobileNetV1Enhance": MobileNetV1Enhance}
neck_dict = {"SequenceEncoder": SequenceEncoder, "Im2Seq": Im2Seq, "None": Im2Im}
head_dict = {"CTCHead": CTCH... | 50 | 1,753 |
diffusers | examples/research_projects/anytext/ocr_recog/common.py | .py | import torch
import torch.nn as nn
import torch.nn.functional as F
class Hswish(nn.Module):
def __init__(self, inplace=True):
super(Hswish, self).__init__()
self.inplace = inplace
def forward(self, x):
return x * F.relu6(x + 3.0, inplace=self.inplace) / 6.0
# out = max(0, min(1, slo... | 75 | 2,187 |
diffusers | examples/research_projects/anytext/ocr_recog/RNN.py | .py | import torch
from torch import nn
from .RecSVTR import Block
class Swish(nn.Module):
def __int__(self):
super(Swish, self).__int__()
def forward(self, x):
return x * torch.sigmoid(x)
class Im2Im(nn.Module):
def __init__(self, in_channels, **kwargs):
super().__init__()
s... | 210 | 6,455 |
diffusers | examples/research_projects/anytext/ocr_recog/RecMv1_enhance.py | .py | import torch
import torch.nn as nn
import torch.nn.functional as F
from .common import Activation
class ConvBNLayer(nn.Module):
def __init__(
self, num_channels, filter_size, num_filters, stride, padding, channels=None, num_groups=1, act="hard_swish"
):
super(ConvBNLayer, self).__init__()
... | 198 | 6,095 |
diffusers | examples/research_projects/anytext/ocr_recog/RecCTCHead.py | .py | from torch import nn
class CTCHead(nn.Module):
def __init__(
self, in_channels, out_channels=6625, fc_decay=0.0004, mid_channels=None, return_feats=False, **kwargs
):
super(CTCHead, self).__init__()
if mid_channels is None:
self.fc = nn.Linear(
in_channels,
... | 46 | 1,181 |
diffusers | examples/research_projects/anytext/ocr_recog/RecSVTR.py | .py | import numpy as np
import torch
import torch.nn as nn
from torch.nn import functional
from torch.nn.init import ones_, trunc_normal_, zeros_
def drop_path(x, drop_prob=0.0, training=False):
"""Drop paths (Stochastic Depth) per sample (when applied in main path of residual blocks).
the original name is mislead... | 571 | 18,891 |
diffusers | examples/research_projects/instructpix2pix_lora/train_instruct_pix2pix_lora.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,172 | 49,495 |
diffusers | examples/research_projects/diffusion_dpo/train_diffusion_dpo_sdxl.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 bram-w, The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/lic... | 1,142 | 46,776 |
diffusers | examples/research_projects/diffusion_dpo/train_diffusion_dpo.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 bram-w, The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/lic... | 984 | 39,736 |
diffusers | examples/research_projects/vae/vae_roundtrip.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 284 | 8,521 |
diffusers | examples/research_projects/consistency_training/train_cm_ct_unconditional.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,439 | 59,948 |
diffusers | examples/research_projects/pytorch_xla/inference/flux/flux_inference.py | .py | from argparse import ArgumentParser
from pathlib import Path
from time import perf_counter
import structlog
import torch
import torch_xla.core.xla_model as xm
import torch_xla.debug.metrics as met
import torch_xla.debug.profiler as xp
import torch_xla.distributed.xla_multiprocessing as xmp
import torch_xla.runtime as ... | 135 | 5,435 |
diffusers | examples/research_projects/pytorch_xla/inference/flux/flux_inference_spmd.py | .py | """FLUX inference on TPU using PyTorch/XLA SPMD.
Uses SPMD to shard the transformer across multiple TPU chips, enabling
inference on devices where the model doesn't fit on a single chip (e.g., v5e).
The VAE is loaded on CPU at startup, moved to XLA for decode, then moved back.
"""
from argparse import ArgumentParser
... | 194 | 7,354 |
diffusers | examples/research_projects/pytorch_xla/training/text_to_image/train_text_to_image_xla.py | .py | import argparse
import os
import random
import time
from pathlib import Path
import datasets
import numpy as np
import torch
import torch.nn.functional as F
import torch.utils.checkpoint
import torch_xla.core.xla_model as xm
import torch_xla.debug.profiler as xp
import torch_xla.distributed.parallel_loader as pl
impor... | 671 | 23,704 |
diffusers | examples/research_projects/sana/train_sana_sprint_diffusers.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 Sana-Sprint team. All rights reserved.
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of ... | 1,783 | 71,982 |
diffusers | examples/research_projects/flux_lora_quantization/train_dreambooth_lora_flux_miniature.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,202 | 47,146 |
diffusers | examples/research_projects/flux_lora_quantization/compute_embeddings.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 108 | 3,808 |
diffusers | examples/research_projects/multi_token_textual_inversion/textual_inversion_flax.py | .py | import argparse
import logging
import math
import os
import random
from pathlib import Path
import jax
import jax.numpy as jnp
import numpy as np
import optax
import PIL
import torch
import torch.utils.checkpoint
import transformers
from flax import jax_utils
from flax.training import train_state
from flax.training.co... | 655 | 24,712 |
diffusers | examples/research_projects/multi_token_textual_inversion/multi_token_clip.py | .py | """
The main idea for this code is to provide a way for users to not need to bother with the hassle of multiple tokens for a concept by typing
a photo of <concept>_0 <concept>_1 ... and so on
and instead just do
a photo of <concept>
which gets translated to the above. This needs to work for both inference and training.... | 105 | 4,344 |
diffusers | examples/research_projects/multi_token_textual_inversion/textual_inversion.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 939 | 38,600 |
diffusers | examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image_lora_sdxl.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,385 | 58,488 |
diffusers | examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,163 | 48,430 |
diffusers | examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image_sdxl.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,395 | 59,612 |
diffusers | examples/research_projects/scheduled_huber_loss_training/text_to_image/train_text_to_image_lora.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,052 | 44,229 |
diffusers | examples/research_projects/scheduled_huber_loss_training/dreambooth/train_dreambooth_lora.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,506 | 60,743 |
diffusers | examples/research_projects/scheduled_huber_loss_training/dreambooth/train_dreambooth.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,520 | 61,751 |
diffusers | examples/research_projects/scheduled_huber_loss_training/dreambooth/train_dreambooth_lora_sdxl.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 2,079 | 87,908 |
diffusers | examples/research_projects/promptdiffusion/promptdiffusioncontrolnet.py | .py | # Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 387 | 19,228 |
diffusers | examples/research_projects/promptdiffusion/convert_original_promptdiffusion_to_diffusers.py | .py | # coding=utf-8
# Copyright 2023 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | 2,120 | 90,530 |
diffusers | examples/research_projects/promptdiffusion/pipeline_prompt_diffusion.py | .py | # Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 1,340 | 67,973 |
diffusers | examples/research_projects/lpl/train_sdxl_lpl.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,623 | 69,328 |
diffusers | examples/research_projects/lpl/lpl_loss.py | .py | # Copyright 2025 Berrada et al.
import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional as F
def normalize_tensor(in_feat, eps=1e-10):
norm_factor = torch.sqrt(torch.sum(in_feat**2, dim=1, keepdim=True))
return in_feat / (norm_factor + eps)
def cross_normalize(input, target, eps=1e... | 216 | 8,200 |
diffusers | examples/research_projects/multi_subject_dreambooth/train_multi_subject_dreambooth.py | .py | import argparse
import itertools
import json
import logging
import math
import uuid
import warnings
from os import environ, listdir, makedirs
from os.path import basename, join
from pathlib import Path
from typing import List
import datasets
import numpy as np
import torch
import torch.nn.functional as F
import torch.... | 1,196 | 50,141 |
diffusers | examples/research_projects/pixart/pipeline_pixart_alpha_controlnet.py | .py | # Copyright 2025 PixArt-Alpha Authors and The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unl... | 1,099 | 49,805 |
diffusers | examples/research_projects/pixart/controlnet_pixart_alpha.py | .py | from typing import Any, Dict, Optional
import torch
from torch import nn
from diffusers.configuration_utils import ConfigMixin, register_to_config
from diffusers.models import PixArtTransformer2DModel
from diffusers.models.attention import BasicTransformerBlock
from diffusers.models.modeling_outputs import Transforme... | 292 | 11,986 |
diffusers | examples/research_projects/pixart/run_pixart_alpha_controlnet_pipeline.py | .py | import torch
import torchvision.transforms as T
from controlnet_aux import HEDdetector
from diffusers.utils import load_image
from examples.research_projects.pixart.controlnet_pixart_alpha import PixArtControlNetAdapterModel
from examples.research_projects.pixart.pipeline_pixart_alpha_controlnet import PixArtAlphaCont... | 76 | 2,466 |
diffusers | examples/research_projects/pixart/train_pixart_controlnet_hf.py | .py | # coding=utf-8
# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | 1,175 | 49,099 |
diffusers | examples/research_projects/autoencoder_rae/train_autoencoder_rae.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 406 | 17,370 |
diffusers | examples/research_projects/sdxl_flax/sdxl_single_aot.py | .py | import time
import jax
import jax.numpy as jnp
import numpy as np
from flax.jax_utils import replicate
from jax import pmap
# Let's cache the model compilation, so that it doesn't take as long the next time around.
from jax.experimental.compilation_cache import compilation_cache as cc
from diffusers import FlaxStabl... | 144 | 5,758 |
diffusers | examples/research_projects/sdxl_flax/sdxl_single.py | .py | # Show best practices for SDXL JAX
import time
import jax
import jax.numpy as jnp
import numpy as np
from flax.jax_utils import replicate
# Let's cache the model compilation, so that it doesn't take as long the next time around.
from jax.experimental.compilation_cache import compilation_cache as cc
from diffusers im... | 107 | 4,031 |
diffusers | examples/research_projects/control_lora/control_lora.py | .py | import cv2
import numpy as np
import torch
from PIL import Image
from diffusers import (
AutoencoderKL,
ControlNetModel,
StableDiffusionXLControlNetPipeline,
UNet2DConditionModel,
)
from diffusers.utils import load_image, make_image_grid
pipe_id = "stabilityai/stable-diffusion-xl-base-1.0"
lora_id = ... | 59 | 1,848 |
diffusers | examples/research_projects/gligen/train_gligen_text.py | .py | # from accelerate.utils import write_basic_config
#
# write_basic_config()
import argparse
import logging
import math
import os
import shutil
from pathlib import Path
import accelerate
import torch
import torch.nn.functional as F
import torch.utils.checkpoint
import transformers
from accelerate import Accelerator
from... | 716 | 29,367 |
diffusers | examples/research_projects/gligen/make_datasets.py | .py | import argparse
import os
import random
import torch
import torchvision
import torchvision.transforms as TS
from PIL import Image
from ram import inference_ram
from ram.models import ram
from tqdm import tqdm
from transformers import (
AutoModelForZeroShotObjectDetection,
AutoProcessor,
Blip2ForConditional... | 120 | 4,701 |
diffusers | examples/research_projects/gligen/dataset.py | .py | import os
import random
import torch
import torchvision.transforms as transforms
from PIL import Image
def recalculate_box_and_verify_if_valid(x, y, w, h, image_size, original_image_size, min_box_size):
scale = image_size / min(original_image_size)
crop_y = (original_image_size[1] * scale - image_size) // 2
... | 111 | 3,858 |
diffusers | examples/research_projects/rdm/retriever.py | .py | import os
from typing import List
import faiss
import numpy as np
import torch
from datasets import Dataset, load_dataset
from PIL import Image
from transformers import CLIPImageProcessor, CLIPModel, PretrainedConfig
from diffusers import logging
logger = logging.get_logger(__name__) # pylint: disable=invalid-name... | 249 | 8,971 |
diffusers | examples/research_projects/rdm/pipeline_rdm.py | .py | import inspect
from typing import Callable, List, Optional, Union
import torch
from PIL import Image
from retriever import Retriever, normalize_images, preprocess_images
from transformers import CLIPImageProcessor, CLIPModel, CLIPTokenizer
from diffusers import (
AutoencoderKL,
DDIMScheduler,
DiffusionPip... | 345 | 16,975 |
diffusers | examples/research_projects/lora/train_text_to_image_lora.py | .py | # coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | 1,027 | 43,344 |
diffusers | examples/research_projects/realfill/infer.py | .py | import argparse
import os
import torch
from PIL import Image, ImageFilter
from transformers import CLIPTextModel
from diffusers import DPMSolverMultistepScheduler, StableDiffusionInpaintPipeline, UNet2DConditionModel
parser = argparse.ArgumentParser(description="Inference")
parser.add_argument(
"--model_path",
... | 92 | 2,491 |
diffusers | examples/research_projects/realfill/train_realfill.py | .py | import argparse
import copy
import itertools
import logging
import math
import os
import random
import shutil
from pathlib import Path
import numpy as np
import torch
import torch.nn.functional as F
import torch.utils.checkpoint
import torchvision.transforms.v2 as transforms_v2
import transformers
from accelerate impo... | 985 | 37,362 |
diffusers | examples/research_projects/diffusion_orpo/train_diffusion_orpo_sdxl_lora_wds.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,097 | 44,381 |
diffusers | examples/research_projects/diffusion_orpo/train_diffusion_orpo_sdxl_lora.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,094 | 44,742 |
diffusers | examples/research_projects/dreambooth_inpaint/train_dreambooth_inpaint.py | .py | import argparse
import itertools
import math
import os
import random
from pathlib import Path
import numpy as np
import torch
import torch.nn.functional as F
import torch.utils.checkpoint
from accelerate import Accelerator
from accelerate.logging import get_logger
from accelerate.utils import ProjectConfiguration, set... | 813 | 33,292 |
diffusers | examples/research_projects/dreambooth_inpaint/train_dreambooth_inpaint_lora.py | .py | import argparse
import math
import os
import random
from pathlib import Path
import numpy as np
import torch
import torch.nn.functional as F
import torch.utils.checkpoint
from accelerate import Accelerator
from accelerate.logging import get_logger
from accelerate.utils import ProjectConfiguration, set_seed
from huggin... | 832 | 34,795 |
diffusers | examples/cogview4-control/train_control_cogview4.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,244 | 52,617 |
diffusers | examples/instruct_pix2pix/train_instruct_pix2pix_sdxl.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 Harutatsu Akiyama and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.... | 1,262 | 53,990 |
diffusers | examples/instruct_pix2pix/train_instruct_pix2pix.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,044 | 44,753 |
diffusers | examples/instruct_pix2pix/test_instruct_pix2pix.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 93 | 3,614 |
diffusers | examples/flux-control/train_control_lora_flux.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,408 | 59,771 |
diffusers | examples/flux-control/train_control_flux.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,251 | 52,461 |
diffusers | examples/unconditional_image_generation/test_unconditional.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 125 | 4,998 |
diffusers | examples/unconditional_image_generation/train_unconditional.py | .py | import argparse
import inspect
import logging
import math
import os
import shutil
from datetime import timedelta
from pathlib import Path
import accelerate
import datasets
import torch
import torch.nn.functional as F
from accelerate import Accelerator, InitProcessGroupKwargs
from accelerate.logging import get_logger
f... | 750 | 31,274 |
diffusers | examples/vqgan/test_vqgan.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 379 | 16,220 |
diffusers | examples/vqgan/train_vqgan.py | .py | # coding=utf-8
# Copyright 2023 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | 1,068 | 43,480 |
diffusers | examples/vqgan/discriminator.py | .py | """
Ported from Paella
"""
import torch
from torch import nn
from diffusers.configuration_utils import ConfigMixin, register_to_config
from diffusers.models.modeling_utils import ModelMixin
# Discriminator model ported from Paella https://github.com/dome272/Paella/blob/main/src_distributed/vqgan.py
class Discrimina... | 49 | 1,722 |
diffusers | examples/dreambooth/train_dreambooth_lora_ideogram4.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 2,208 | 95,023 |
diffusers | examples/dreambooth/test_dreambooth_lora_qwenimage.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 299 | 12,940 |
diffusers | examples/dreambooth/test_dreambooth_lora_edm.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 100 | 4,059 |
diffusers | examples/dreambooth/train_dreambooth_lora_flux2_klein_img2img.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,950 | 80,828 |
diffusers | examples/dreambooth/train_dreambooth_lora_lumina2.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,582 | 63,050 |
diffusers | examples/dreambooth/train_dreambooth_lora_sana.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,603 | 63,064 |
diffusers | examples/dreambooth/train_dreambooth_lora_qwen_image.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,963 | 82,240 |
diffusers | examples/dreambooth/convert_to_imagefolder.py | .py | import argparse
import json
import pathlib
parser = argparse.ArgumentParser()
parser.add_argument(
"--path",
type=str,
required=True,
help="Path to folder with image-text pairs.",
)
parser.add_argument("--caption_column", type=str, default="prompt", help="Name of caption column.")
args = parser.parse_... | 33 | 1,016 |
diffusers | examples/dreambooth/test_dreambooth_sd3.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 198 | 7,944 |
diffusers | examples/dreambooth/train_dreambooth_lora_sd3.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 2,009 | 82,773 |
diffusers | examples/dreambooth/train_dreambooth_lora.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,471 | 59,491 |
diffusers | examples/dreambooth/test_dreambooth_lora_sd3.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 267 | 11,419 |
diffusers | examples/dreambooth/train_dreambooth_flax.py | .py | import argparse
import logging
import math
import os
from pathlib import Path
import jax
import jax.numpy as jnp
import numpy as np
import optax
import torch
import torch.utils.checkpoint
import transformers
from flax import jax_utils
from flax.training import train_state
from flax.training.common_utils import shard
f... | 702 | 27,302 |
diffusers | examples/dreambooth/test_dreambooth_lora_lumina2.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 204 | 8,650 |
diffusers | examples/dreambooth/train_dreambooth_lora_flux.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 2,009 | 80,963 |
diffusers | examples/dreambooth/test_dreambooth_lora_flux.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 279 | 11,802 |
diffusers | examples/dreambooth/train_dreambooth.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,457 | 59,238 |
diffusers | examples/dreambooth/train_dreambooth_lora_sdxl.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 2,039 | 86,933 |
diffusers | examples/dreambooth/train_dreambooth_lora_hidream.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,799 | 73,119 |
diffusers | examples/dreambooth/train_dreambooth_flux.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,871 | 75,862 |
diffusers | examples/dreambooth/test_dreambooth_lora_flux_kontext.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 279 | 11,857 |
diffusers | examples/dreambooth/test_dreambooth_lora_sana.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 246 | 10,230 |
diffusers | examples/dreambooth/test_dreambooth_flux.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 198 | 7,949 |
diffusers | examples/dreambooth/test_dreambooth_lora_flux2.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 260 | 10,884 |
diffusers | examples/dreambooth/train_dreambooth_lora_krea2.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 2,080 | 90,162 |
diffusers | examples/dreambooth/train_dreambooth_lora_flux2_klein.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 2,083 | 87,393 |
diffusers | examples/dreambooth/test_dreambooth_lora.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 373 | 15,922 |
diffusers | examples/dreambooth/test_dreambooth_lora_flux2_klein.py | .py | # coding=utf-8
# Copyright 2026 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | 314 | 13,577 |
diffusers | examples/dreambooth/train_dreambooth_lora_z_image.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,969 | 80,052 |
diffusers | examples/dreambooth/train_dreambooth_sd3.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 1,819 | 74,074 |
diffusers | examples/dreambooth/train_dreambooth_lora_flux2.py | .py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | 2,113 | 88,310 |
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