Other
Diffusers
Safetensors
3d-scene-generation
latent-diffusion
autonomous-driving
kitti-360
primitives
cvpr-2026
Instructions to use raniatze/pritti-checkpoints with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use raniatze/pritti-checkpoints with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("raniatze/pritti-checkpoints", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
| { | |
| "_class_name": "LVAEDecoderWrapper", | |
| "_diffusers_version": "0.29.2", | |
| "act_fn": "silu", | |
| "activation": "relu", | |
| "apply_gt_mask": true, | |
| "bce_weight_matching": 6.0, | |
| "bce_weight_objective_high": 5.0, | |
| "bce_weight_objective_low": 1.0, | |
| "bce_weight_objective_medium": 3.0, | |
| "block_out_channels": [ | |
| 64, | |
| 128, | |
| 256, | |
| 512 | |
| ], | |
| "construction_big_color": [ | |
| 70, | |
| 70, | |
| 70 | |
| ], | |
| "construction_small_color": [ | |
| 102, | |
| 102, | |
| 156 | |
| ], | |
| "d_ffn": 1024, | |
| "d_model": 512, | |
| "dec_layers": 6, | |
| "dim_feedforward": 1024, | |
| "dist_fcn": "center_distance", | |
| "dist_th_tp": 2.0, | |
| "dist_ths": [ | |
| 0.5, | |
| 1.0, | |
| 2.0, | |
| 4.0 | |
| ], | |
| "double_z": false, | |
| "down_block_types": [ | |
| "DownEncoderBlock2D", | |
| "DownEncoderBlock2D", | |
| "DownEncoderBlock2D", | |
| "DownEncoderBlock2D" | |
| ], | |
| "dropout": 0.0, | |
| "dropout_prob": 0.0, | |
| "enc_layers": 0, | |
| "encoder_dim": 512, | |
| "grid_shape": [ | |
| 256, | |
| 256, | |
| 32 | |
| ], | |
| "ground_color": [ | |
| 81, | |
| 0, | |
| 81 | |
| ], | |
| "head_d_ffn": 1024, | |
| "head_num_layers": 3, | |
| "human_color": [ | |
| 220, | |
| 20, | |
| 60 | |
| ], | |
| "in_channels": 10, | |
| "l1_center_weight_matching": 3.0, | |
| "l1_center_weight_objective_high": 15.0, | |
| "l1_center_weight_objective_low": 3.0, | |
| "l1_center_weight_objective_medium": 9.0, | |
| "l1_cholesky_weight_matching": 3.0, | |
| "l1_cholesky_weight_objective_high": 12.0, | |
| "l1_cholesky_weight_objective_low": 2.0, | |
| "l1_cholesky_weight_objective_medium": 7.0, | |
| "lambda_height": 9.0, | |
| "lambda_kl": 1e-06, | |
| "lambda_mask": 1.0, | |
| "latent_channels": 64, | |
| "latent_frame": [ | |
| 32, | |
| 32 | |
| ], | |
| "layers_per_block": 1, | |
| "max_boxes_per_sample": 500, | |
| "mean_ap_weight": 5, | |
| "mid_block_add_attention": true, | |
| "min_precision": 0.1, | |
| "min_recall": 0.1, | |
| "n_heads": 8, | |
| "norm_by_count": false, | |
| "norm_by_count_new": true, | |
| "norm_num_groups": 32, | |
| "normalize_before": false, | |
| "normalize_by_all": false, | |
| "num_common_blocks": 4, | |
| "num_construction_big_queries": 16, | |
| "num_construction_small_queries": 77, | |
| "num_encoder_layers": 6, | |
| "num_heads": 8, | |
| "num_human_queries": 5, | |
| "num_object_queries": 17, | |
| "num_pole_queries": 19, | |
| "num_traffic_control_queries": 17, | |
| "num_two_wheelers_queries": 6, | |
| "num_vegetation_cuboid_queries": 178, | |
| "num_vegetation_ellipsoid_queries": 159, | |
| "num_vehicle_big_queries": 2, | |
| "num_vehicle_small_queries": 18, | |
| "object_color": [ | |
| 0, | |
| 128, | |
| 192 | |
| ], | |
| "out_channels": [ | |
| 5, | |
| 5 | |
| ], | |
| "parking_color": [ | |
| 250, | |
| 170, | |
| 160 | |
| ], | |
| "patch_size": 1, | |
| "pixel_frame": [ | |
| 256, | |
| 256 | |
| ], | |
| "plot_examples": 0, | |
| "pole_color": [ | |
| 153, | |
| 153, | |
| 153 | |
| ], | |
| "position_embedding": "sine", | |
| "reconstruction_loss": "l1", | |
| "render_curves": false, | |
| "road_color": [ | |
| 128, | |
| 64, | |
| 128 | |
| ], | |
| "sample_size": 32, | |
| "sidewalk_color": [ | |
| 244, | |
| 35, | |
| 232 | |
| ], | |
| "split_latent": true, | |
| "terrain_color": [ | |
| 152, | |
| 251, | |
| 152 | |
| ], | |
| "threshold": 0.3, | |
| "traffic_control_color": [ | |
| 250, | |
| 170, | |
| 30 | |
| ], | |
| "two_wheelers_color": [ | |
| 119, | |
| 11, | |
| 32 | |
| ], | |
| "up_block_types": [ | |
| "UpDecoderBlock2D", | |
| "UpDecoderBlock2D", | |
| "UpDecoderBlock2D", | |
| "UpDecoderBlock2D" | |
| ], | |
| "use_post_quant_conv": true, | |
| "use_quant_conv": true, | |
| "vegetation_cuboid_color": [ | |
| 107, | |
| 142, | |
| 35 | |
| ], | |
| "vegetation_ellipsoid_color": [ | |
| 107, | |
| 142, | |
| 35 | |
| ], | |
| "vehicle_big_color": [ | |
| 0, | |
| 60, | |
| 100 | |
| ], | |
| "vehicle_small_color": [ | |
| 0, | |
| 0, | |
| 142 | |
| ], | |
| "verbose": false, | |
| "voxel_size": 0.25, | |
| "voxel_z_offset": 0.5 | |
| } | |