├── .gitignore ├── LICENSE ├── README.md ├── assets ├── caption_results.png ├── llavabench_results.png ├── method_new.png ├── mme_results.png └── whoops_results.png ├── requirements.txt └── source ├── data ├── POPE │ ├── aokvqa │ │ ├── aokvqa_pope_adversarial.json │ │ ├── aokvqa_pope_popular.json │ │ └── aokvqa_pope_random.json │ ├── coco │ │ ├── coco_pope_adversarial.json │ │ ├── coco_pope_popular.json │ │ └── coco_pope_random.json │ └── gqa │ │ ├── gqa_pope_adversarial.json │ │ ├── gqa_pope_popular.json │ │ └── gqa_pope_random.json ├── lbench │ └── llavabench_utils.py ├── mme │ └── mme_utils.py └── whoops │ └── whoops_utils.py ├── decoding ├── jsd.py ├── pensieve_beam_search.py ├── pensieve_greedy_search.py ├── pensieve_sample.py └── vcd_add_noise.py ├── evaluation ├── calculate_mme.py ├── calculate_pope.py ├── eval_utils.py ├── eval_whoops_nns_influence.py ├── eval_whoops_visual_influence.py ├── llavabench_instructblip_rancd.py ├── llavabench_llava_rancd.py ├── mme_instructblip_rancd.py ├── mme_llava_rancd.py ├── pope_instructblip_rancd.py ├── pope_llava_rancd.py ├── whoops_caption_instructblip_rancd.py └── whoops_caption_llava_rancd.py ├── faithscore ├── LICENSE ├── README.md ├── calculate_whoops_faithscore.py ├── pyproject.toml └── src │ └── faithscore │ ├── __init__.py │ ├── framework.py │ ├── llama_pre.py │ ├── llava15.py │ ├── prompts │ ├── prompt_de_atomic.txt │ ├── prompt_label_des_ana.txt │ └── prompt_llama.txt │ └── utils.py ├── lavis ├── __init__.py ├── common │ ├── annotator │ │ ├── canny │ │ │ └── __init__.py │ │ ├── ckpts │ │ │ └── download.sh │ │ ├── hed │ │ │ └── __init__.py │ │ ├── midas │ │ │ ├── __init__.py │ │ │ ├── api.py │ │ │ ├── midas │ │ │ │ ├── __init__.py │ │ │ │ ├── base_model.py │ │ │ │ ├── blocks.py │ │ │ │ ├── dpt_depth.py │ │ │ │ ├── midas_net.py │ │ │ │ ├── midas_net_custom.py │ │ │ │ ├── transforms.py │ │ │ │ └── vit.py │ │ │ └── utils.py │ │ ├── mlsd │ │ │ ├── __init__.py │ │ │ ├── models │ │ │ │ ├── mbv2_mlsd_large.py │ │ │ │ └── mbv2_mlsd_tiny.py │ │ │ └── utils.py │ │ ├── openpose │ │ │ ├── __init__.py │ │ │ ├── body.py │ │ │ ├── hand.py │ │ │ ├── model.py │ │ │ └── util.py │ │ ├── uniformer │ │ │ ├── __init__.py │ │ │ ├── configs │ │ │ │ └── _base_ │ │ │ │ │ ├── datasets │ │ │ │ │ ├── ade20k.py │ │ │ │ │ ├── chase_db1.py │ │ │ │ │ ├── cityscapes.py │ │ │ │ │ ├── cityscapes_769x769.py │ │ │ │ │ ├── drive.py │ │ │ │ │ ├── hrf.py │ │ │ │ │ ├── pascal_context.py │ │ │ │ │ ├── pascal_context_59.py │ │ │ │ │ ├── pascal_voc12.py │ │ │ │ │ ├── pascal_voc12_aug.py │ │ │ │ │ └── stare.py │ │ │ │ │ ├── default_runtime.py │ │ │ │ │ ├── models │ │ │ │ │ ├── ann_r50-d8.py │ │ │ │ │ ├── apcnet_r50-d8.py │ │ │ │ │ ├── ccnet_r50-d8.py │ │ │ │ │ ├── cgnet.py │ │ │ │ │ ├── danet_r50-d8.py │ │ │ │ │ ├── deeplabv3_r50-d8.py │ │ │ │ │ ├── deeplabv3_unet_s5-d16.py │ │ │ │ │ ├── deeplabv3plus_r50-d8.py │ │ │ │ │ ├── dmnet_r50-d8.py │ │ │ │ │ ├── dnl_r50-d8.py │ │ │ │ │ ├── emanet_r50-d8.py │ │ │ │ │ ├── encnet_r50-d8.py │ │ │ │ │ ├── fast_scnn.py │ │ │ │ │ ├── fcn_hr18.py │ │ │ │ │ ├── fcn_r50-d8.py │ │ │ │ │ ├── fcn_unet_s5-d16.py │ │ │ │ │ ├── fpn_r50.py │ │ │ │ │ ├── fpn_uniformer.py │ │ │ │ │ ├── gcnet_r50-d8.py │ │ │ │ │ ├── lraspp_m-v3-d8.py │ │ │ │ │ ├── nonlocal_r50-d8.py │ │ │ │ │ ├── ocrnet_hr18.py │ │ │ │ │ ├── ocrnet_r50-d8.py │ │ │ │ │ ├── pointrend_r50.py │ │ │ │ │ ├── psanet_r50-d8.py │ │ │ │ │ ├── pspnet_r50-d8.py │ │ │ │ │ ├── pspnet_unet_s5-d16.py │ │ │ │ │ ├── upernet_r50.py │ │ │ │ │ └── upernet_uniformer.py │ │ │ │ │ └── schedules │ │ │ │ │ ├── schedule_160k.py │ │ │ │ │ ├── schedule_20k.py │ │ │ │ │ ├── schedule_40k.py │ │ │ │ │ └── schedule_80k.py │ │ │ ├── exp │ │ │ │ └── upernet_global_small │ │ │ │ │ ├── config.py │ │ │ │ │ ├── run.sh │ │ │ │ │ ├── test.sh │ │ │ │ │ ├── test_config_g.py │ │ │ │ │ ├── test_config_h32.py │ │ │ │ │ └── test_config_w32.py │ │ │ ├── mmcv │ │ │ │ ├── __init__.py │ │ │ │ ├── arraymisc │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── quantization.py │ │ │ │ ├── cnn │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── alexnet.py │ │ │ │ │ ├── bricks │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── activation.py │ │ │ │ │ │ ├── context_block.py │ │ │ │ │ │ ├── conv.py │ │ │ │ │ │ ├── conv2d_adaptive_padding.py │ │ │ │ │ │ ├── conv_module.py │ │ │ │ │ │ ├── conv_ws.py │ │ │ │ │ │ ├── depthwise_separable_conv_module.py │ │ │ │ │ │ ├── drop.py │ │ │ │ │ │ ├── generalized_attention.py │ │ │ │ │ │ ├── hsigmoid.py │ │ │ │ │ │ ├── hswish.py │ │ │ │ │ │ ├── non_local.py │ │ │ │ │ │ ├── norm.py │ │ │ │ │ │ ├── padding.py │ │ │ │ │ │ ├── plugin.py │ │ │ │ │ │ ├── registry.py │ │ │ │ │ │ ├── scale.py │ │ │ │ │ │ ├── swish.py │ │ │ │ │ │ ├── transformer.py │ │ │ │ │ │ ├── upsample.py │ │ │ │ │ │ └── wrappers.py │ │ │ │ │ ├── builder.py │ │ │ │ │ ├── resnet.py │ │ │ │ │ ├── utils │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── flops_counter.py │ │ │ │ │ │ ├── fuse_conv_bn.py │ │ │ │ │ │ ├── sync_bn.py │ │ │ │ │ │ └── weight_init.py │ │ │ │ │ └── vgg.py │ │ │ │ ├── engine │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── test.py │ │ │ │ ├── fileio │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── file_client.py │ │ │ │ │ ├── handlers │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── base.py │ │ │ │ │ │ ├── json_handler.py │ │ │ │ │ │ ├── pickle_handler.py │ │ │ │ │ │ └── yaml_handler.py │ │ │ │ │ ├── io.py │ │ │ │ │ └── parse.py │ │ │ │ ├── image │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── colorspace.py │ │ │ │ │ ├── geometric.py │ │ │ │ │ ├── io.py │ │ │ │ │ ├── misc.py │ │ │ │ │ └── photometric.py │ │ │ │ ├── model_zoo │ │ │ │ │ ├── deprecated.json │ │ │ │ │ ├── mmcls.json │ │ │ │ │ └── open_mmlab.json │ │ │ │ ├── ops │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── assign_score_withk.py │ │ │ │ │ ├── ball_query.py │ │ │ │ │ ├── bbox.py │ │ │ │ │ ├── border_align.py │ │ │ │ │ ├── box_iou_rotated.py │ │ │ │ │ ├── carafe.py │ │ │ │ │ ├── cc_attention.py │ │ │ │ │ ├── contour_expand.py │ │ │ │ │ ├── corner_pool.py │ │ │ │ │ ├── correlation.py │ │ │ │ │ ├── deform_conv.py │ │ │ │ │ ├── deform_roi_pool.py │ │ │ │ │ ├── deprecated_wrappers.py │ │ │ │ │ ├── focal_loss.py │ │ │ │ │ ├── furthest_point_sample.py │ │ │ │ │ ├── fused_bias_leakyrelu.py │ │ │ │ │ ├── gather_points.py │ │ │ │ │ ├── group_points.py │ │ │ │ │ ├── info.py │ │ │ │ │ ├── iou3d.py │ │ │ │ │ ├── knn.py │ │ │ │ │ ├── masked_conv.py │ │ │ │ │ ├── merge_cells.py │ │ │ │ │ ├── modulated_deform_conv.py │ │ │ │ │ ├── multi_scale_deform_attn.py │ │ │ │ │ ├── nms.py │ │ │ │ │ ├── pixel_group.py │ │ │ │ │ ├── point_sample.py │ │ │ │ │ ├── points_in_boxes.py │ │ │ │ │ ├── points_sampler.py │ │ │ │ │ ├── psa_mask.py │ │ │ │ │ ├── roi_align.py │ │ │ │ │ ├── roi_align_rotated.py │ │ │ │ │ ├── roi_pool.py │ │ │ │ │ ├── roiaware_pool3d.py │ │ │ │ │ ├── roipoint_pool3d.py │ │ │ │ │ ├── saconv.py │ │ │ │ │ ├── scatter_points.py │ │ │ │ │ ├── sync_bn.py │ │ │ │ │ ├── three_interpolate.py │ │ │ │ │ ├── three_nn.py │ │ │ │ │ ├── tin_shift.py │ │ │ │ │ ├── upfirdn2d.py │ │ │ │ │ └── voxelize.py │ │ │ │ ├── parallel │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── _functions.py │ │ │ │ │ ├── collate.py │ │ │ │ │ ├── data_container.py │ │ │ │ │ ├── data_parallel.py │ │ │ │ │ ├── distributed.py │ │ │ │ │ ├── distributed_deprecated.py │ │ │ │ │ ├── registry.py │ │ │ │ │ ├── scatter_gather.py │ │ │ │ │ └── utils.py │ │ │ │ ├── runner │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── base_module.py │ │ │ │ │ ├── base_runner.py │ │ │ │ │ ├── builder.py │ │ │ │ │ ├── checkpoint.py │ │ │ │ │ ├── default_constructor.py │ │ │ │ │ ├── dist_utils.py │ │ │ │ │ ├── epoch_based_runner.py │ │ │ │ │ ├── fp16_utils.py │ │ │ │ │ ├── hooks │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── checkpoint.py │ │ │ │ │ │ ├── closure.py │ │ │ │ │ │ ├── ema.py │ │ │ │ │ │ ├── evaluation.py │ │ │ │ │ │ ├── hook.py │ │ │ │ │ │ ├── iter_timer.py │ │ │ │ │ │ ├── logger │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── base.py │ │ │ │ │ │ │ ├── dvclive.py │ │ │ │ │ │ │ ├── mlflow.py │ │ │ │ │ │ │ ├── neptune.py │ │ │ │ │ │ │ ├── pavi.py │ │ │ │ │ │ │ ├── tensorboard.py │ │ │ │ │ │ │ ├── text.py │ │ │ │ │ │ │ └── wandb.py │ │ │ │ │ │ ├── lr_updater.py │ │ │ │ │ │ ├── memory.py │ │ │ │ │ │ ├── momentum_updater.py │ │ │ │ │ │ ├── optimizer.py │ │ │ │ │ │ ├── profiler.py │ │ │ │ │ │ ├── sampler_seed.py │ │ │ │ │ │ └── sync_buffer.py │ │ │ │ │ ├── iter_based_runner.py │ │ │ │ │ ├── log_buffer.py │ │ │ │ │ ├── optimizer │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── builder.py │ │ │ │ │ │ └── default_constructor.py │ │ │ │ │ ├── priority.py │ │ │ │ │ └── utils.py │ │ │ │ ├── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── config.py │ │ │ │ │ ├── env.py │ │ │ │ │ ├── ext_loader.py │ │ │ │ │ ├── logging.py │ │ │ │ │ ├── misc.py │ │ │ │ │ ├── parrots_jit.py │ │ │ │ │ ├── parrots_wrapper.py │ │ │ │ │ ├── path.py │ │ │ │ │ ├── progressbar.py │ │ │ │ │ ├── registry.py │ │ │ │ │ ├── testing.py │ │ │ │ │ ├── timer.py │ │ │ │ │ ├── trace.py │ │ │ │ │ └── version_utils.py │ │ │ │ ├── version.py │ │ │ │ ├── video │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── io.py │ │ │ │ │ ├── optflow.py │ │ │ │ │ └── processing.py │ │ │ │ └── visualization │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── color.py │ │ │ │ │ ├── image.py │ │ │ │ │ └── optflow.py │ │ │ ├── mmcv_custom │ │ │ │ ├── __init__.py │ │ │ │ └── checkpoint.py │ │ │ └── mmseg │ │ │ │ ├── apis │ │ │ │ ├── __init__.py │ │ │ │ ├── inference.py │ │ │ │ ├── test.py │ │ │ │ └── train.py │ │ │ │ ├── core │ │ │ │ ├── __init__.py │ │ │ │ ├── evaluation │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── class_names.py │ │ │ │ │ ├── eval_hooks.py │ │ │ │ │ └── metrics.py │ │ │ │ ├── seg │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── builder.py │ │ │ │ │ └── sampler │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── base_pixel_sampler.py │ │ │ │ │ │ └── ohem_pixel_sampler.py │ │ │ │ └── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── misc.py │ │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ ├── ade.py │ │ │ │ ├── builder.py │ │ │ │ ├── chase_db1.py │ │ │ │ ├── cityscapes.py │ │ │ │ ├── custom.py │ │ │ │ ├── dataset_wrappers.py │ │ │ │ ├── drive.py │ │ │ │ ├── hrf.py │ │ │ │ ├── pascal_context.py │ │ │ │ ├── pipelines │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── compose.py │ │ │ │ │ ├── formating.py │ │ │ │ │ ├── loading.py │ │ │ │ │ ├── test_time_aug.py │ │ │ │ │ └── transforms.py │ │ │ │ ├── stare.py │ │ │ │ └── voc.py │ │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── backbones │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── cgnet.py │ │ │ │ │ ├── fast_scnn.py │ │ │ │ │ ├── hrnet.py │ │ │ │ │ ├── mobilenet_v2.py │ │ │ │ │ ├── mobilenet_v3.py │ │ │ │ │ ├── resnest.py │ │ │ │ │ ├── resnet.py │ │ │ │ │ ├── resnext.py │ │ │ │ │ ├── unet.py │ │ │ │ │ ├── uniformer.py │ │ │ │ │ └── vit.py │ │ │ │ ├── builder.py │ │ │ │ ├── decode_heads │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── ann_head.py │ │ │ │ │ ├── apc_head.py │ │ │ │ │ ├── aspp_head.py │ │ │ │ │ ├── cascade_decode_head.py │ │ │ │ │ ├── cc_head.py │ │ │ │ │ ├── da_head.py │ │ │ │ │ ├── decode_head.py │ │ │ │ │ ├── dm_head.py │ │ │ │ │ ├── dnl_head.py │ │ │ │ │ ├── ema_head.py │ │ │ │ │ ├── enc_head.py │ │ │ │ │ ├── fcn_head.py │ │ │ │ │ ├── fpn_head.py │ │ │ │ │ ├── gc_head.py │ │ │ │ │ ├── lraspp_head.py │ │ │ │ │ ├── nl_head.py │ │ │ │ │ ├── ocr_head.py │ │ │ │ │ ├── point_head.py │ │ │ │ │ ├── psa_head.py │ │ │ │ │ ├── psp_head.py │ │ │ │ │ ├── sep_aspp_head.py │ │ │ │ │ ├── sep_fcn_head.py │ │ │ │ │ └── uper_head.py │ │ │ │ ├── losses │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── accuracy.py │ │ │ │ │ ├── cross_entropy_loss.py │ │ │ │ │ ├── dice_loss.py │ │ │ │ │ ├── lovasz_loss.py │ │ │ │ │ └── utils.py │ │ │ │ ├── necks │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── fpn.py │ │ │ │ │ └── multilevel_neck.py │ │ │ │ ├── segmentors │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── base.py │ │ │ │ │ ├── cascade_encoder_decoder.py │ │ │ │ │ └── encoder_decoder.py │ │ │ │ └── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── drop.py │ │ │ │ │ ├── inverted_residual.py │ │ │ │ │ ├── make_divisible.py │ │ │ │ │ ├── res_layer.py │ │ │ │ │ ├── se_layer.py │ │ │ │ │ ├── self_attention_block.py │ │ │ │ │ ├── up_conv_block.py │ │ │ │ │ └── weight_init.py │ │ │ │ ├── ops │ │ │ │ ├── __init__.py │ │ │ │ ├── encoding.py │ │ │ │ └── wrappers.py │ │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── collect_env.py │ │ │ │ └── logger.py │ │ └── util.py │ ├── config.py │ ├── dist_utils.py │ ├── gradcam.py │ ├── logger.py │ ├── optims.py │ ├── registry.py │ ├── utils.py │ └── vqa_tools │ │ ├── __init__.py │ │ ├── vqa.py │ │ └── vqa_eval.py ├── configs │ ├── datasets │ │ ├── aokvqa │ │ │ └── defaults.yaml │ │ ├── avsd │ │ │ └── defaults_dial.yaml │ │ ├── blip_diffusion_datasets │ │ │ └── defaults.yaml │ │ ├── coco │ │ │ ├── defaults_cap.yaml │ │ │ ├── defaults_ret.yaml │ │ │ ├── defaults_vqa.yaml │ │ │ └── eval_vqa.yaml │ │ ├── conceptual_caption │ │ │ ├── defaults_12m.yaml │ │ │ └── defaults_3m.yaml │ │ ├── didemo │ │ │ └── defaults_ret.yaml │ │ ├── flickr30k │ │ │ └── defaults.yaml │ │ ├── gqa │ │ │ ├── balanced_testdev.yaml │ │ │ ├── balanced_val.yaml │ │ │ └── defaults.yaml │ │ ├── imagenet │ │ │ └── defaults.yaml │ │ ├── laion │ │ │ └── defaults_2B_multi.yaml │ │ ├── msrvtt │ │ │ ├── defaults_cap.yaml │ │ │ ├── defaults_qa.yaml │ │ │ └── defaults_ret.yaml │ │ ├── msvd │ │ │ ├── defaults_cap.yaml │ │ │ └── defaults_qa.yaml │ │ ├── nlvr │ │ │ └── defaults.yaml │ │ ├── nocaps │ │ │ └── defaults.yaml │ │ ├── okvqa │ │ │ └── defaults.yaml │ │ ├── sbu_caption │ │ │ └── defaults.yaml │ │ ├── snli_ve │ │ │ └── defaults.yaml │ │ ├── vatex │ │ │ └── defaults_cap.yaml │ │ └── vg │ │ │ ├── defaults_caption.yaml │ │ │ └── defaults_vqa.yaml │ ├── default.yaml │ └── models │ │ ├── albef_classification_ve.yaml │ │ ├── albef_feature_extractor.yaml │ │ ├── albef_nlvr.yaml │ │ ├── albef_pretrain_base.yaml │ │ ├── albef_retrieval_coco.yaml │ │ ├── albef_retrieval_flickr.yaml │ │ ├── albef_vqav2.yaml │ │ ├── alpro_qa_msrvtt.yaml │ │ ├── alpro_qa_msvd.yaml │ │ ├── alpro_retrieval_didemo.yaml │ │ ├── alpro_retrieval_msrvtt.yaml │ │ ├── bert_config.json │ │ ├── bert_config_alpro.json │ │ ├── blip-diffusion │ │ ├── blip_diffusion_base.yaml │ │ ├── blip_diffusion_controlnet_canny.yaml │ │ ├── blip_diffusion_controlnet_depth.yaml │ │ └── blip_diffusion_controlnet_hed.yaml │ │ ├── blip2 │ │ ├── blip2_caption_flant5xl.yaml │ │ ├── blip2_caption_opt2.7b.yaml │ │ ├── blip2_caption_opt6.7b.yaml │ │ ├── blip2_coco.yaml │ │ ├── blip2_instruct_flant5xl.yaml │ │ ├── blip2_instruct_flant5xxl.yaml │ │ ├── blip2_instruct_vicuna13b.yaml │ │ ├── blip2_instruct_vicuna7b.yaml │ │ ├── blip2_pretrain.yaml │ │ ├── blip2_pretrain_flant5xl.yaml │ │ ├── blip2_pretrain_flant5xl_vitL.yaml │ │ ├── blip2_pretrain_flant5xxl.yaml │ │ ├── blip2_pretrain_llama7b.yaml │ │ ├── blip2_pretrain_opt2.7b.yaml │ │ ├── blip2_pretrain_opt6.7b.yaml │ │ └── blip2_pretrain_vitL.yaml │ │ ├── blip_caption_base_coco.yaml │ │ ├── blip_caption_large_coco.yaml │ │ ├── blip_classification_base.yaml │ │ ├── blip_feature_extractor_base.yaml │ │ ├── blip_itm_base.yaml │ │ ├── blip_itm_large.yaml │ │ ├── blip_nlvr.yaml │ │ ├── blip_pretrain_base.yaml │ │ ├── blip_pretrain_large.yaml │ │ ├── blip_retrieval_coco.yaml │ │ ├── blip_retrieval_flickr.yaml │ │ ├── blip_vqa_aokvqa.yaml │ │ ├── blip_vqa_okvqa.yaml │ │ ├── blip_vqav2.yaml │ │ ├── clip │ │ ├── RN101-quickgelu.json │ │ ├── RN101.json │ │ ├── RN50-quickgelu.json │ │ ├── RN50.json │ │ ├── RN50x16.json │ │ ├── RN50x4.json │ │ ├── ViT-B-16-plus-240.json │ │ ├── ViT-B-16-plus.json │ │ ├── ViT-B-16.json │ │ ├── ViT-B-32-plus-256.json │ │ ├── ViT-B-32-quickgelu.json │ │ ├── ViT-B-32.json │ │ ├── ViT-H-14.json │ │ ├── ViT-H-16.json │ │ ├── ViT-L-14-280.json │ │ ├── ViT-L-14-336.json │ │ ├── ViT-L-14.json │ │ ├── ViT-L-16-320.json │ │ ├── ViT-L-16.json │ │ ├── ViT-g-14.json │ │ ├── timm-efficientnetv2_rw_s.json │ │ ├── timm-resnet50d.json │ │ ├── timm-resnetaa50d.json │ │ ├── timm-resnetblur50.json │ │ ├── timm-swin_base_patch4_window7_224.json │ │ ├── timm-vit_base_patch16_224.json │ │ ├── timm-vit_base_patch32_224.json │ │ └── timm-vit_small_patch16_224.json │ │ ├── clip_resnet50.yaml │ │ ├── clip_vit_base16.yaml │ │ ├── clip_vit_base32.yaml │ │ ├── clip_vit_large14.yaml │ │ ├── clip_vit_large14_336.yaml │ │ ├── gpt_dialogue_base.yaml │ │ ├── img2prompt-vqa │ │ └── img2prompt_vqa_base.yaml │ │ ├── med_config.json │ │ ├── med_config_albef.json │ │ ├── med_large_config.json │ │ └── pnp-vqa │ │ ├── pnp_vqa_3b.yaml │ │ ├── pnp_vqa_base.yaml │ │ ├── pnp_vqa_large.yaml │ │ ├── unifiedqav2_3b_config.json │ │ ├── unifiedqav2_base_config.json │ │ └── unifiedqav2_large_config.json ├── datasets │ ├── builders │ │ ├── __init__.py │ │ ├── base_dataset_builder.py │ │ ├── caption_builder.py │ │ ├── classification_builder.py │ │ ├── dialogue_builder.py │ │ ├── image_text_pair_builder.py │ │ ├── imagefolder_builder.py │ │ ├── retrieval_builder.py │ │ ├── text_to_image_generation_builder.py │ │ ├── video_qa_builder.py │ │ └── vqa_builder.py │ ├── data_utils.py │ ├── datasets │ │ ├── aok_vqa_datasets.py │ │ ├── avsd_dialogue_datasets.py │ │ ├── base_dataset.py │ │ ├── caption_datasets.py │ │ ├── coco_caption_datasets.py │ │ ├── coco_vqa_datasets.py │ │ ├── dataloader_utils.py │ │ ├── dialogue_datasets.py │ │ ├── gqa_datasets.py │ │ ├── image_text_pair_datasets.py │ │ ├── imagefolder_dataset.py │ │ ├── laion_dataset.py │ │ ├── multimodal_classification_datasets.py │ │ ├── nlvr_datasets.py │ │ ├── retrieval_datasets.py │ │ ├── snli_ve_datasets.py │ │ ├── subject_driven_t2i_dataset.py │ │ ├── vg_vqa_datasets.py │ │ ├── video_caption_datasets.py │ │ ├── video_vqa_datasets.py │ │ └── vqa_datasets.py │ └── download_scripts │ │ ├── DownloadConceptualCaptions │ │ ├── LICENSE │ │ ├── README.md │ │ ├── create_annotation_12m.ipynb │ │ ├── create_annotation_3m.ipynb │ │ ├── download_data_cc12m.py │ │ └── download_data_cc3m.py │ │ ├── download_coco.py │ │ ├── download_didemo.py │ │ ├── download_flickr.py │ │ ├── download_gqa.py │ │ ├── download_msrvtt.py │ │ ├── download_msvd.py │ │ ├── download_nocaps.py │ │ ├── download_sbu.py │ │ └── download_vg.py ├── models │ ├── __init__.py │ ├── albef_models │ │ ├── __init__.py │ │ ├── albef_classification.py │ │ ├── albef_feature_extractor.py │ │ ├── albef_nlvr.py │ │ ├── albef_outputs.py │ │ ├── albef_pretrain.py │ │ ├── albef_retrieval.py │ │ └── albef_vqa.py │ ├── alpro_models │ │ ├── __init__.py │ │ ├── alpro_outputs.py │ │ ├── alpro_qa.py │ │ └── alpro_retrieval.py │ ├── base_model.py │ ├── blip2_models │ │ ├── Qformer.py │ │ ├── __init__.py │ │ ├── blip2.py │ │ ├── blip2_image_text_matching.py │ │ ├── blip2_opt.py │ │ ├── blip2_qformer.py │ │ ├── blip2_t5.py │ │ ├── blip2_t5_instruct.py │ │ ├── blip2_vicuna_instruct.py │ │ ├── modeling_llama.py │ │ ├── modeling_opt.py │ │ └── modeling_t5.py │ ├── blip_diffusion_models │ │ ├── __init__.py │ │ ├── blip_diffusion.py │ │ ├── modeling_ctx_clip.py │ │ ├── ptp_utils.py │ │ └── utils.py │ ├── blip_models │ │ ├── __init__.py │ │ ├── blip.py │ │ ├── blip_caption.py │ │ ├── blip_classification.py │ │ ├── blip_feature_extractor.py │ │ ├── blip_image_text_matching.py │ │ ├── blip_nlvr.py │ │ ├── blip_outputs.py │ │ ├── blip_pretrain.py │ │ ├── blip_retrieval.py │ │ ├── blip_vqa.py │ │ └── nlvr_encoder.py │ ├── clip_models │ │ ├── __init__.py │ │ ├── bpe_simple_vocab_16e6.txt.gz │ │ ├── clip_outputs.py │ │ ├── loss.py │ │ ├── model.py │ │ ├── pics │ │ │ └── CLIP.png │ │ ├── pretrained.py │ │ ├── timm_model.py │ │ ├── tokenizer.py │ │ ├── transform.py │ │ └── utils.py │ ├── clip_vit.py │ ├── eva_vit.py │ ├── gpt_models │ │ └── gpt_dialogue.py │ ├── img2prompt_models │ │ ├── __init__.py │ │ └── img2prompt_vqa.py │ ├── med.py │ ├── pnp_vqa_models │ │ ├── __init__.py │ │ ├── pnp_unifiedqav2_fid.py │ │ └── pnp_vqa.py │ ├── timesformer │ │ ├── __init__.py │ │ ├── conv2d_same.py │ │ ├── features.py │ │ ├── helpers.py │ │ ├── linear.py │ │ ├── vit.py │ │ └── vit_utils.py │ └── vit.py ├── processors │ ├── __init__.py │ ├── alpro_processors.py │ ├── base_processor.py │ ├── blip_diffusion_processors.py │ ├── blip_processors.py │ ├── clip_processors.py │ ├── functional_video.py │ ├── gpt_processors.py │ ├── randaugment.py │ └── transforms_video.py ├── projects │ ├── albef │ │ ├── eval │ │ │ ├── nlvr_eval.yaml │ │ │ ├── ret_coco_eval.yaml │ │ │ ├── ret_flickr30k_eval.yaml │ │ │ ├── snli_ve_eval.yaml │ │ │ ├── vqa_test.yaml │ │ │ └── vqa_val.yaml │ │ └── train │ │ │ ├── aokvqa_ft.yaml │ │ │ ├── nlvr_ft.yaml │ │ │ ├── okvqa_ft.yaml │ │ │ ├── pretrain.yaml │ │ │ ├── ret_coco_ft.yaml │ │ │ ├── ret_flickr30k_ft.yaml │ │ │ ├── snli_ve_ft.yaml │ │ │ └── vqa_ft.yaml │ ├── alpro │ │ ├── eval │ │ │ ├── didemo_ret_eval.yaml │ │ │ ├── msrvtt_qa_eval.yaml │ │ │ ├── msrvtt_ret_eval.yaml │ │ │ └── msvd_qa_eval.yaml │ │ └── train │ │ │ ├── didemo_ret_ft.yaml │ │ │ ├── msrvtt_qa_ft.yaml │ │ │ ├── msrvtt_retrieval_ft.yaml │ │ │ └── msvd_qa_ft.yaml │ ├── blip │ │ ├── coco_cap_ft_iter.yaml │ │ ├── eval │ │ │ ├── aokvqa_eval.yaml │ │ │ ├── caption_coco_eval.yaml │ │ │ ├── caption_coco_eval_large.yaml │ │ │ ├── nlvr_eval.yaml │ │ │ ├── nocaps_eval.yaml │ │ │ ├── okvqa_eval.yaml │ │ │ ├── ret_coco_eval.yaml │ │ │ ├── ret_flickr_eval.yaml │ │ │ └── vqav2_eval.yaml │ │ └── train │ │ │ ├── aokvqa_ft.yaml │ │ │ ├── caption_coco_ft.yaml │ │ │ ├── caption_coco_large_ft.yaml │ │ │ ├── nlvr_ft.yaml │ │ │ ├── okvqa_ft.yaml │ │ │ ├── pretrain_14m.yaml │ │ │ ├── retrieval_coco_ft.yaml │ │ │ ├── retrieval_flickr_ft.yaml │ │ │ └── vqav2_ft.yaml │ ├── blip2 │ │ ├── eval │ │ │ ├── caption_coco_flant5xl_eval.yaml │ │ │ ├── caption_coco_opt2.7b_eval.yaml │ │ │ ├── caption_coco_opt6.7b_eval.yaml │ │ │ ├── gqa_zeroshot_flant5xl_eval.yaml │ │ │ ├── okvqa_zeroshot_flant5xl_eval.yaml │ │ │ ├── ret_coco_eval.yaml │ │ │ ├── ret_flickr_eval.yaml │ │ │ ├── vqav2_zeroshot_flant5xl_eval.yaml │ │ │ └── vqav2_zeroshot_opt_eval.yaml │ │ └── train │ │ │ ├── caption_coco_ft.yaml │ │ │ ├── pretrain_stage1.yaml │ │ │ ├── pretrain_stage2.yaml │ │ │ └── retrieval_coco_ft.yaml │ ├── blip_diffusion │ │ ├── finetune-db-dog.yaml │ │ ├── finetune-db-pink-dress.yaml │ │ ├── finetune-db-shein-jacket.yaml │ │ └── finetune-db-template.yaml │ ├── clip │ │ ├── exp_coco_ret_eval.yaml │ │ ├── exp_flickr_ret_eval.yaml │ │ └── exp_imnet_zs_eval.yaml │ ├── gpt │ │ ├── eval │ │ │ └── dialogue_avsd_eval.yaml │ │ └── train │ │ │ └── dialogue_avsd_ft.yaml │ └── pnp-vqa │ │ └── eval │ │ ├── gqa_eval.yaml │ │ ├── gqa_eval_3b.yaml │ │ ├── gqa_eval_large.yaml │ │ ├── okvqa_eval.yaml │ │ ├── okvqa_eval_3b.yaml │ │ ├── okvqa_eval_large.yaml │ │ ├── vqav2_eval.yaml │ │ ├── vqav2_eval_3b.yaml │ │ ├── vqav2_eval_large.yaml │ │ ├── vqav2_test_eval.yaml │ │ ├── vqav2_test_eval_3b.yaml │ │ └── vqav2_test_eval_large.yaml ├── runners │ ├── __init__.py │ ├── runner_base.py │ └── runner_iter.py └── tasks │ ├── __init__.py │ ├── base_task.py │ ├── captioning.py │ ├── dialogue.py │ ├── image_text_pretrain.py │ ├── multimodal_classification.py │ ├── retrieval.py │ ├── text_to_image_generation.py │ ├── vqa.py │ └── vqa_reading_comprehension.py ├── llava ├── __init__.py ├── constants.py ├── conversation.py ├── mm_utils.py ├── model │ ├── __init__.py │ ├── builder.py │ ├── consolidate.py │ ├── language_model │ │ ├── llava_llama.py │ │ ├── llava_mpt.py │ │ └── mpt │ │ │ ├── adapt_tokenizer.py │ │ │ ├── attention.py │ │ │ ├── blocks.py │ │ │ ├── configuration_mpt.py │ │ │ ├── custom_embedding.py │ │ │ ├── flash_attn_triton.py │ │ │ ├── hf_prefixlm_converter.py │ │ │ ├── meta_init_context.py │ │ │ ├── modeling_mpt.py │ │ │ ├── norm.py │ │ │ └── param_init_fns.py │ ├── llava_arch.py │ ├── make_delta.py │ ├── multimodal_encoder │ │ ├── builder.py │ │ └── clip_encoder.py │ ├── multimodal_projector │ │ └── builder.py │ └── utils.py └── utils.py ├── pycocoevalcap ├── __init__.py ├── bleu │ ├── LICENSE │ ├── __init__.py │ ├── bleu.py │ └── bleu_scorer.py ├── cider │ ├── __init__.py │ ├── cider.py │ └── cider_scorer.py ├── eval.py ├── meteor │ ├── __init__.py │ ├── meteor-1.5.jar │ └── meteor.py ├── rouge │ ├── __init__.py │ └── rouge.py ├── spice │ ├── __init__.py │ ├── spice-1.0.jar │ └── spice.py ├── tokenizer │ ├── __init__.py │ ├── ptbtokenizer.py │ └── stanford-corenlp-3.4.1.jar └── whoopsEvalCap.py ├── rag ├── build_index.py ├── q_nn_files │ ├── retrieved_coco_caps_clip_vit_l14_4nns_coco_adversarial.json │ ├── retrieved_coco_caps_clip_vit_l14_4nns_coco_popular.json │ ├── retrieved_coco_caps_clip_vit_l14_4nns_coco_random.json │ ├── retrieved_coco_caps_clip_vit_l14_4nns_color.json │ ├── retrieved_coco_caps_clip_vit_l14_4nns_count.json │ ├── retrieved_coco_caps_clip_vit_l14_4nns_existence.json │ ├── retrieved_coco_caps_clip_vit_l14_4nns_position.json │ ├── retrieved_coco_imgs_clip_vit_l14_dino_vit_l14_32nns_llavabench_images.json │ └── retrieved_coco_imgs_clip_vit_l14_dino_vit_l14_32nns_whoops_images.json └── retrieve_neighbours.py └── util ├── plot_per_token.ipynb └── try_load_model.py /.gitignore: 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