├── .gitignore ├── LICENSE ├── README.md ├── dinov2 ├── .gitignore ├── README.md ├── dinov2 │ ├── __init__.py │ ├── configs │ │ ├── __init__.py │ │ ├── eval │ │ │ └── vitl14_L512.yaml │ │ ├── ssl_default_config.yaml │ │ └── train │ │ │ └── vitl14_sem_L512.yaml │ ├── data │ │ ├── __init__.py │ │ ├── adapters.py │ │ ├── augmentations.py │ │ ├── collate.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── decoders.py │ │ │ ├── extended.py │ │ │ ├── image_net.py │ │ │ └── image_net_22k.py │ │ ├── loaders.py │ │ ├── masking.py │ │ ├── samplers.py │ │ └── transforms.py │ ├── distributed │ │ └── __init__.py │ ├── eval │ │ ├── __init__.py │ │ ├── depth │ │ │ ├── __init__.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── backbones │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── vision_transformer.py │ │ │ │ ├── builder.py │ │ │ │ ├── decode_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── decode_head.py │ │ │ │ │ ├── dpt_head.py │ │ │ │ │ └── linear_head.py │ │ │ │ ├── depther │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── base.py │ │ │ │ │ └── encoder_decoder.py │ │ │ │ └── losses │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── gradientloss.py │ │ │ │ │ └── sigloss.py │ │ │ └── ops │ │ │ │ ├── __init__.py │ │ │ │ └── wrappers.py │ │ ├── knn.py │ │ ├── linear.py │ │ ├── log_regression.py │ │ ├── metrics.py │ │ ├── segmentation │ │ │ ├── __init__.py │ │ │ ├── hooks │ │ │ │ ├── __init__.py │ │ │ │ └── optimizer.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── backbones │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── vision_transformer.py │ │ │ │ └── decode_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── linear_head.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── colormaps.py │ │ ├── segmentation_m2f │ │ │ ├── __init__.py │ │ │ ├── core │ │ │ │ ├── __init__.py │ │ │ │ ├── anchor │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── builder.py │ │ │ │ │ └── point_generator.py │ │ │ │ ├── box │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── builder.py │ │ │ │ │ └── samplers │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── base_sampler.py │ │ │ │ │ │ ├── mask_pseudo_sampler.py │ │ │ │ │ │ ├── mask_sampling_result.py │ │ │ │ │ │ └── sampling_result.py │ │ │ │ └── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── dist_utils.py │ │ │ │ │ └── misc.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── backbones │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── adapter_modules.py │ │ │ │ │ ├── drop_path.py │ │ │ │ │ ├── vit.py │ │ │ │ │ └── vit_adapter.py │ │ │ │ ├── builder.py │ │ │ │ ├── decode_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── mask2former_head.py │ │ │ │ ├── losses │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── cross_entropy_loss.py │ │ │ │ │ ├── dice_loss.py │ │ │ │ │ └── match_costs.py │ │ │ │ ├── plugins │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── msdeformattn_pixel_decoder.py │ │ │ │ ├── segmentors │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── encoder_decoder_mask2former.py │ │ │ │ └── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── assigner.py │ │ │ │ │ ├── point_sample.py │ │ │ │ │ ├── positional_encoding.py │ │ │ │ │ └── transformer.py │ │ │ └── ops │ │ │ │ └── modules │ │ │ │ ├── __init__.py │ │ │ │ └── ms_deform_attn.py │ │ ├── setup.py │ │ └── utils.py │ ├── fsdp │ │ └── __init__.py │ ├── hub │ │ ├── __init__.py │ │ ├── backbones.py │ │ ├── classifiers.py │ │ ├── depth │ │ │ ├── __init__.py │ │ │ ├── decode_heads.py │ │ │ ├── encoder_decoder.py │ │ │ └── ops.py │ │ ├── depthers.py │ │ └── utils.py │ ├── layers │ │ ├── __init__.py │ │ ├── attention.py │ │ ├── block.py │ │ ├── dino_head.py │ │ ├── drop_path.py │ │ ├── layer_scale.py │ │ ├── mlp.py │ │ ├── patch_embed.py │ │ └── swiglu_ffn.py │ ├── logging │ │ ├── __init__.py │ │ └── helpers.py │ ├── loss │ │ ├── __init__.py │ │ ├── dino_clstoken_loss.py │ │ ├── ibot_patch_loss.py │ │ └── koleo_loss.py │ ├── models │ │ ├── __init__.py │ │ └── vision_transformer.py │ ├── run │ │ ├── __init__.py │ │ ├── eval │ │ │ ├── knn.py │ │ │ ├── linear.py │ │ │ └── log_regression.py │ │ ├── submit.py │ │ └── train │ │ │ └── train.py │ ├── train │ │ ├── __init__.py │ │ ├── ssl_meta_arch.py │ │ └── train.py │ └── utils │ │ ├── __init__.py │ │ ├── cluster.py │ │ ├── config.py │ │ ├── dtype.py │ │ ├── param_groups.py │ │ └── utils.py ├── labels.txt ├── process_dataset.py ├── pyproject.toml └── setup.py ├── dit ├── README.md ├── __init__.py ├── chat_sem.py ├── data.py ├── deepspeed_zero2.yaml ├── diffusion │ ├── __init__.py │ ├── diffusion_utils.py │ ├── gaussian_diffusion.py │ ├── respace.py │ └── timestep_sampler.py ├── download.py ├── extract_features.py ├── extract_features_withdlc.py ├── generate_llada.py ├── models.py ├── pipeline_dlc_dit.py ├── sample_comp_imgs.py ├── sample_ddp_computed_dlc.py ├── sample_ddp_parallelized_dlc.py ├── sample_ddp_parallelized_dlc_hf.py ├── sample_parallelized_imgs.sh ├── sample_parallelized_imgs_hf.sh ├── sample_sem.py ├── sft_llada │ ├── __init__.py │ ├── collator.py │ ├── sem_llama.py │ ├── sft_config.py │ ├── sft_trainer.py │ ├── sft_trainer_laion.py │ └── trainer_callback.py ├── train_diffusion.py ├── train_llada_sem_laion.py ├── train_scripts │ ├── launch_dit_L512.sh │ └── launch_train_llada_sem_512.sh └── vision_transformer.py ├── figures └── head_github.png ├── requirements.txt ├── scripts ├── gen_50k_sedd-1024_cfg-1.7.sh └── gen_50k_sedd-4096-remask.sh ├── sedd ├── README.md ├── catsample.py ├── configs │ ├── config.yaml │ ├── config_large_L.yaml │ ├── config_sem_L512_hf.yaml │ └── model │ │ ├── medium.yaml │ │ ├── medium_L128.yaml │ │ ├── medium_L32.yaml │ │ ├── medium_L512.yaml │ │ ├── small.yaml │ │ ├── small_L128.yaml │ │ ├── small_L32.yaml │ │ ├── small_L512.yaml │ │ ├── small_largeL.yaml │ │ └── small_unshare.yaml ├── data.py ├── graph_lib.py ├── launchL512_medium.sh ├── load_model.py ├── losses.py ├── model │ ├── __init__.py │ ├── ema.py │ ├── fused_add_dropout_scale.py │ ├── rotary.py │ ├── transformer.py │ └── utils.py ├── noise_lib.py ├── run_sample.py ├── run_train.py ├── sample_sem.sh ├── sampling.py ├── train.py └── utils.py └── text_to_img.sh /.gitignore: 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