Image-to-3D
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wala
single-view-to-3d
kamalrahimi commited on
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9f98412
1 Parent(s): b66e1c4

Create args.json

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  1. args.json +173 -0
args.json ADDED
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+ {
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+ "restore_path": null,
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+ "prefetch_factor": null,
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+ "matual_precision": "medium",
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+ "max_concurrency": 1500,
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+ "multipart_size": 8388608,
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+ "print_every": 100,
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+ "save_every": 100,
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+ "validation_every": 15000,
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+ "validation_every_log": 500,
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+ "visualization_every": 15000,
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+ "log_level": "info",
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+ "experiment_type": "max",
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+ "experiment_every": 5,
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+ "fast_dev_run": false,
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+ "limit_val_batches": 0.05,
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+ "ft_train_number": null,
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+ "ft_train_datasets": null,
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+ "val_cnt": null,
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+ "use_even_val": false,
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+ "use_ema": true,
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+ "ema_decay": 0.9999,
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+ "use_ema_weights": true,
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+ "use_compile": true,
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+ "batch_size": 8,
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+ "test_batch_size": 8,
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+ "num_workers": 23,
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+ "test_threshold": 0.05,
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+ "num_gpus": 8,
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+ "seed": 1,
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+ "epochs": 300,
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+ "optimizer": "Adam",
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+ "lr": 0.0001,
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+ "train_mode": "train",
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+ "use_local_storage": false,
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+ "auto_exp_name": null,
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+ "input_type": "Wavelet",
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+ "output_type": "Wavelet",
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+ "encoder_type": "General_Encoder_Down_2",
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+ "decoder_type": "General_Decoder_Up_2",
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+ "encoder_num_tran": 0,
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+ "decoder_num_tran": 0,
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+ "last_feature_transform": null,
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+ "reconstruct_loss_type": "mean",
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+ "quantizer_type": "original",
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+ "normalize_latent": null,
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+ "e_dim": 4,
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+ "n_e": 1024,
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+ "beta": 0.25,
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+ "sample_mode": "bilinear",
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+ "padding": 0.1,
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+ "gamma": 1,
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+ "grid_size": 12,
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+ "t_loss": 1.0,
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+ "num_latent_tokens": 256,
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+ "dataset_name": "all",
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+ "voxel_transform": null,
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+ "num_points": 2048,
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+ "num_sdf_points": 5000,
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+ "categories": null,
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+ "resolution": 256,
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+ "max_depth": 3,
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+ "max_training_level": 2,
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+ "point_num": 16384,
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+ "keep_level": 2,
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+ "data_keep_level": 2,
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+ "wavelet": "bior6.8",
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+ "padding_mode": "constant",
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+ "use_normalization": false,
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+ "use_shift_mean": false,
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+ "start_stage": 0,
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+ "use_adaptive_stage_update": false,
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+ "no_rebalance_loss": true,
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+ "use_compact_indices": true,
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+ "sample_threshold_ratio": 0.03125,
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+ "use_batched_threshold": true,
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+ "use_sample_training": true,
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+ "use_sample_threshold": true,
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+ "div_hyp": 1.0,
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+ "checkpoint": null,
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+ "use_timestamp": false,
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+ "num_iterations": 300000,
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+ "gpu": "0",
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+ "threshold": 0.45,
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+ "sampling_type": null,
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+ "auto_precision": "bf16",
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+ "gradient_clip_val": 1.0,
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+ "dropout": 0.0,
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+ "sdf_points": 20000,
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+ "sdf_sample_type": "mixture",
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+ "sdf_res": 256,
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+ "greater_or_no": true,
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+ "use_s3": true,
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+ "wavelet_transform": "all",
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+ "test_file_name": "model_performance.csv",
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+ "network_type": "latent_uvit",
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+ "diffusion_beta_schedule": "cosine",
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+ "diffusion_step": 1000,
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+ "diffusion_rescale_timestep": 100,
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+ "diffusion_scale_ratio": 1.0,
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+ "diffusion_model_var_type": "FIXED_SMALL",
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+ "diffusion_model_mean_type": "START_X",
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+ "diffusion_loss_type": "MSE",
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+ "diffusion_sampler": "second-order",
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+ "dit_block_type": "cross_dit",
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+ "att_patch_size": 1,
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+ "att_hidden_size": 1152,
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+ "transformer_num_blocks": 32,
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+ "transformer_num_heads": 16,
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+ "transformer_add_num_register": 0,
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+ "unet_model_channels": 128,
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+ "unet_num_res_blocks": [
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+ 3
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+ ],
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+ "learnable_skip_r": null,
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+ "add_condition_res_ch": 128,
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+ "with_fix_pos": true,
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+ "cond_num_mapping_layers": 0,
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+ "add_condition_time_ch": true,
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+ "add_condition_input_ch": null,
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+ "use_pointcloud_conditions": false,
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+ "pc_encoder_type": "PointNet_Simple",
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+ "use_pointvoxel_encoder": false,
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+ "num_pc_points": 2500,
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+ "use_pc_samples": false,
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+ "sample_num": 2500,
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+ "pc_dims": 1024,
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+ "num_inds": 1024,
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+ "pc_output_dim": 1024,
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+ "use_voxel_conditions": false,
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+ "voxel_context_dim": 1024,
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+ "voxel_dim": 8,
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+ "voxel_resolution": 16,
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+ "use_image_conditions": true,
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+ "use_camera_index": false,
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+ "render_resolution": 384,
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+ "max_images_num": 55,
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+ "image_transform": "dino",
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+ "clip_model_type": "dino-l-14_reg",
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+ "input_view_cnt": 4,
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+ "use_multiple_views_grids": false,
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+ "training_views": null,
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+ "testing_views": null,
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+ "use_depth_conditions": false,
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+ "use_wavelet_conditions": false,
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+ "dp_cond": 0.05,
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+ "scale": 3,
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+ "guidance_type": null,
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+ "dp_cond_type": null,
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+ "use_autoencoder": false,
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+ "checkpoint_type": "last_ft_10000",
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+ "pre_quant": true,
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+ "latent_normalization": false,
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+ "use_autoencoder_ema": false,
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+ "filter_path": "filter_list",
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+ "finetune": false,
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+ "finetune_dp_cond": null,
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+ "finetune_dp_cond_type": null,
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+ "test_log_num": null,
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+ "precision": "bf16",
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+ "gradient_clip_val_2": 1.0,
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+ "wavelet_transform_2": null,
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+ "weight_decay": 0.0,
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+ "opt_eps": 1e-08,
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+ "latent_lr": 0.0001,
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+ "pin_memory": false,
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+ "n_px": 224,
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+ "cond_emb_dim": 1024,
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+ "cond_grid_size": 256,
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+ "cond_grid_emb_size": 1024,
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+ "condition_dim": 1024,
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+ "num_cond_vectors": 256
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+ }