Upload folder using huggingface_hub
Browse files- .gitattributes +2 -0
- benchmark.json +63 -0
- best.pt +3 -0
- config.json +201 -0
- future_action_eval.png +3 -0
- main_rollout_action_figure_final.png +3 -0
.gitattributes
CHANGED
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@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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future_action_eval.png filter=lfs diff=lfs merge=lfs -text
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| 37 |
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main_rollout_action_figure_final.png filter=lfs diff=lfs merge=lfs -text
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benchmark.json
ADDED
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{
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| 2 |
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"action_dim": 3,
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| 3 |
+
"aux_dynamics_hidden_dim": null,
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| 4 |
+
"batch_size": 1,
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| 5 |
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"checkpoint": "outputs/simvp_baseline/2026-05-25_08-44-43_full5ep_motionctxV2_grid2x4_fmScale3_dualWM10_delta05_MSE_dLong05_dSteer15_corr01_noDetach_conv1x1_ctrlSteerS030/checkpoints/best.pt",
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| 6 |
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"conditioning_dim": 32,
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| 7 |
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"conditioning_fusion": null,
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| 8 |
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"conditioning_injection": "single",
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| 9 |
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"conditioning_representation": "longitudinal_steer_speed",
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| 10 |
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"control_steer_input_scale": 0.3,
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| 11 |
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"device": "cuda",
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| 12 |
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"dual_conv1x1_fusion_stats": {
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| 13 |
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"bias_norm": 0.050001209756022555,
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| 14 |
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"enabled": true,
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| 15 |
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"param_count": 2080,
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| 16 |
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"simvp_half_weight_norm": 34.854761816360536,
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"weight_norm": 35.060819933559266,
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| 18 |
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"wm_half_weight_norm": 3.7956123535264505,
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| 19 |
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"wm_to_simvp_weight_norm_ratio": 0.10889795700009121
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},
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"dual_fusion": "conv1x1",
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"dual_wm_conditioning": "film",
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"dual_wm_gated": true,
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| 24 |
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"dual_wm_hidden_dim": 512,
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"dual_wm_num_layers": 3,
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"dual_wm_scale": 1.0,
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"future_action_detach_latents": false,
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| 28 |
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"future_action_future_motion_scale": 3.0,
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"future_action_head_variant": "motion_context_v2",
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"future_action_source": "wm",
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"future_action_spatial_grid": [
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2,
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4
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],
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"future_action_spatial_pooling": "grid",
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"future_action_token_dim": 256,
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"future_frames_per_second": 205.4795994525576,
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| 38 |
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"has_future_action_cls_heads": true,
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| 39 |
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"has_future_action_head": true,
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"height": 320,
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| 41 |
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"iters": 200,
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| 42 |
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"latency_ms_per_batch": 38.93330540508032,
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| 43 |
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"model_variant": "av_wm_dual_bigwm",
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| 44 |
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"normalize_controls": true,
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| 45 |
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"parameters": 11452811,
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"peak_vram_mb": 1243.41455078125,
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"pred_future_actions_shape": [
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1,
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2
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],
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"samples_per_second": 25.6849499315697,
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"simvp_conditioning": "none",
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| 54 |
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"simvp_conditioning_stage": "input",
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"speed_dim": 1,
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"speed_scale": 20.0,
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"warmup": 20,
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"width": 512,
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"wm_latent_residual": false,
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| 60 |
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"wm_residual_gated": true,
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| 61 |
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"wm_residual_hidden_dim": 128,
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| 62 |
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"wm_residual_scale": 0.1
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}
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best.pt
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:b0f9b50f8b219e14d91fbf9756abef8c38baa8f3f97fc007afe99fe420b2b2b4
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| 3 |
+
size 137531672
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config.json
ADDED
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| 1 |
+
{
|
| 2 |
+
"benchmark": "outputs/simvp_baseline/2026-05-25_08-44-43_full5ep_motionctxV2_grid2x4_fmScale3_dualWM10_delta05_MSE_dLong05_dSteer15_corr01_noDetach_conv1x1_ctrlSteerS030/benchmark",
|
| 3 |
+
"checkpoints": "outputs/simvp_baseline/2026-05-25_08-44-43_full5ep_motionctxV2_grid2x4_fmScale3_dualWM10_delta05_MSE_dLong05_dSteer15_corr01_noDetach_conv1x1_ctrlSteerS030/checkpoints",
|
| 4 |
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"rollout_grids": "outputs/simvp_baseline/2026-05-25_08-44-43_full5ep_motionctxV2_grid2x4_fmScale3_dualWM10_delta05_MSE_dLong05_dSteer15_corr01_noDetach_conv1x1_ctrlSteerS030/rollout_grids",
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| 5 |
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"run": {
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| 6 |
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"action_dim": 3,
|
| 7 |
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"aux_dynamics_hidden_dim": 128,
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| 8 |
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"aux_dynamics_loss": false,
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| 9 |
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"aux_dynamics_loss_type": "smooth_l1",
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| 10 |
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"aux_dynamics_target": "steer_longitudinal_speed",
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| 11 |
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"aux_dynamics_weight": 0.05,
|
| 12 |
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"balanced_sampling": false,
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| 13 |
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"batch_size": 4,
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| 14 |
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"conditioning_dim": 32,
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| 15 |
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"conditioning_fusion": null,
|
| 16 |
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"conditioning_injection": "single",
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| 17 |
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"conditioning_representation": "longitudinal_steer_speed",
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| 18 |
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"control_steer_input_scale": 0.3,
|
| 19 |
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"data_root": "/home/aws/work/data/mile_action_diverse/train",
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| 20 |
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"debug_activation_stats": false,
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| 21 |
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"debug_dual_gate": false,
|
| 22 |
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"device": "cuda",
|
| 23 |
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"drop_path": 0.0,
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| 24 |
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"dual_align_direction": "simvp_to_wm",
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| 25 |
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"dual_align_loss_type": "smooth_l1",
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| 26 |
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"dual_align_loss_weight": 0.0,
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| 27 |
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"dual_detach_simvp_target": true,
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| 28 |
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"dual_fusion": "conv1x1",
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| 29 |
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"dual_simvp_image_loss_weight": 0.0,
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| 30 |
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"dual_wm_conditioning": "film",
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| 31 |
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"dual_wm_gated": true,
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| 32 |
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"dual_wm_hidden_dim": 512,
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| 33 |
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"dual_wm_image_loss_weight": 0.0,
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| 34 |
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"dual_wm_num_layers": 3,
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| 35 |
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"dual_wm_scale": 1.0,
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| 36 |
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"epochs": 5,
|
| 37 |
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"eval_every_steps": 5000,
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| 38 |
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"full_train_samples": 93427,
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| 39 |
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"full_val_samples": 13452,
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"future_action_cls_loss": true,
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"future_action_cls_weight": 0.1,
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| 42 |
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"future_action_corr_loss_weight": 0.1,
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| 43 |
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"future_action_delta_longitudinal_weight": 0.5,
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| 44 |
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"future_action_delta_loss": true,
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| 45 |
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"future_action_delta_loss_type": "mse",
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| 46 |
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"future_action_delta_loss_weight": 0.5,
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| 47 |
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"future_action_delta_steer_weight": 1.5,
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| 48 |
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"future_action_detach_latents": false,
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| 49 |
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"future_action_dropout": 0.0,
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| 50 |
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"future_action_future_motion_scale": 3.0,
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| 51 |
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"future_action_head_variant": "motion_context_v2",
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"future_action_hidden_dim": 256,
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| 53 |
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"future_action_longitudinal_cls_weight": 1.0,
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| 54 |
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"future_action_loss": true,
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| 55 |
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"future_action_loss_type": "mse",
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"future_action_loss_weight": 1.0,
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| 57 |
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"future_action_num_layers": 1,
|
| 58 |
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"future_action_source": "wm",
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| 59 |
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"future_action_spatial_grid": "2x4",
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| 60 |
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"future_action_spatial_pooling": "grid",
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| 61 |
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"future_action_steer_cls_weight": 1.0,
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| 62 |
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"future_action_target": "longitudinal_steer",
|
| 63 |
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"future_steer_target_scale": 0.3,
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| 64 |
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"grad_clip_norm": 1.0,
|
| 65 |
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"height": 320,
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| 66 |
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"hid_s": 32,
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| 67 |
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"hid_t": 256,
|
| 68 |
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"internal_split_overlap": null,
|
| 69 |
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"log_grad_norms": true,
|
| 70 |
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"log_interval": 20,
|
| 71 |
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"longitudinal_coast_threshold": 0.05,
|
| 72 |
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"lr": 0.001,
|
| 73 |
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"maneuver_metadata": null,
|
| 74 |
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"maneuver_speed_metadata": "outputs/maneuver_metadata/maneuver_metadata.csv",
|
| 75 |
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"maneuver_speed_weights": "straight_accel=0.5,straight_const=0.15,straight_decel=0.8,mild_turn_accel=2,mild_turn_const=1.0,mild_turn_decel=2,sharp_turn_accel=4,sharp_turn_const=3,sharp_turn_decel=4",
|
| 76 |
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"maneuver_weights": "straight=1,mild_turn=1,sharp_turn=1",
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| 77 |
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"max_interim_val_batches": 50,
|
| 78 |
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"max_train_samples": null,
|
| 79 |
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"max_train_steps": null,
|
| 80 |
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"max_val_batches": null,
|
| 81 |
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"max_val_samples": null,
|
| 82 |
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"model_type": "gSTA",
|
| 83 |
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"model_variant": "av_wm_dual_bigwm",
|
| 84 |
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"n_s": 4,
|
| 85 |
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"n_t": 4,
|
| 86 |
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"no_amp": true,
|
| 87 |
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"no_progress_bar": false,
|
| 88 |
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"normalize_controls": true,
|
| 89 |
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"num_workers": 12,
|
| 90 |
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"output_dir": "outputs/simvp_baseline",
|
| 91 |
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"resume": null,
|
| 92 |
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"run_tag": "full5ep_motionctxV2_grid2x4_fmScale3_dualWM10_delta05_MSE_dLong05_dSteer15_corr01_noDetach_conv1x1_ctrlSteerS030",
|
| 93 |
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"sampling_strategy": "maneuver_speed_balanced",
|
| 94 |
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"seed": 42,
|
| 95 |
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"selected_train_towns": [
|
| 96 |
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"Town01",
|
| 97 |
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"Town03",
|
| 98 |
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"Town04"
|
| 99 |
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],
|
| 100 |
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"selected_val_towns": [
|
| 101 |
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"Town02"
|
| 102 |
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],
|
| 103 |
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"simvp_conditioning": "none",
|
| 104 |
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"simvp_conditioning_stage": "input",
|
| 105 |
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"speed_delta_threshold": 0.3,
|
| 106 |
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"speed_dim": 1,
|
| 107 |
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"speed_scale": 20.0,
|
| 108 |
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"split_seed": 42,
|
| 109 |
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"ssim_loss_weight": 0.0,
|
| 110 |
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"steer_straight_threshold": 0.03,
|
| 111 |
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"stop_on_nan": true,
|
| 112 |
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"subset_strategy": "first",
|
| 113 |
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"test_data_root": null,
|
| 114 |
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"train_data_root": "/home/aws/work/data/mile_action_diverse/train",
|
| 115 |
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"train_samples": 93427,
|
| 116 |
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"train_towns": [
|
| 117 |
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"Town01",
|
| 118 |
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"Town03",
|
| 119 |
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"Town04"
|
| 120 |
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],
|
| 121 |
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"val_data_root": "/home/aws/work/data/mile_action_diverse/val",
|
| 122 |
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"val_fraction": 0.1,
|
| 123 |
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"val_maneuver_metadata": null,
|
| 124 |
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"val_maneuver_speed_metadata": null,
|
| 125 |
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"val_samples": 13452,
|
| 126 |
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"val_subset_strategy": "first",
|
| 127 |
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"val_towns": [
|
| 128 |
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"Town02"
|
| 129 |
+
],
|
| 130 |
+
"validation_mode": "explicit_val_root",
|
| 131 |
+
"weight_decay": 0.0,
|
| 132 |
+
"weights_path": null,
|
| 133 |
+
"width": 512,
|
| 134 |
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"wm_latent_residual": false,
|
| 135 |
+
"wm_residual_gated": true,
|
| 136 |
+
"wm_residual_hidden_dim": 128,
|
| 137 |
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"wm_residual_loss": false,
|
| 138 |
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"wm_residual_loss_type": "smooth_l1",
|
| 139 |
+
"wm_residual_loss_weight": 0.05,
|
| 140 |
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"wm_residual_scale": 0.1
|
| 141 |
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},
|
| 142 |
+
"run_dir": "outputs/simvp_baseline/2026-05-25_08-44-43_full5ep_motionctxV2_grid2x4_fmScale3_dualWM10_delta05_MSE_dLong05_dSteer15_corr01_noDetach_conv1x1_ctrlSteerS030",
|
| 143 |
+
"trainer": {
|
| 144 |
+
"amp": false,
|
| 145 |
+
"aux_dynamics_loss": false,
|
| 146 |
+
"aux_dynamics_loss_type": "smooth_l1",
|
| 147 |
+
"aux_dynamics_weight": 0.05,
|
| 148 |
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"batch_size": 4,
|
| 149 |
+
"control_steer_input_scale": 0.3,
|
| 150 |
+
"debug_activation_stats": false,
|
| 151 |
+
"debug_dual_gate": false,
|
| 152 |
+
"device": "cuda",
|
| 153 |
+
"dual_align_direction": "simvp_to_wm",
|
| 154 |
+
"dual_align_loss_type": "smooth_l1",
|
| 155 |
+
"dual_align_loss_weight": 0.0,
|
| 156 |
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"dual_detach_simvp_target": true,
|
| 157 |
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"dual_simvp_image_loss_weight": 0.0,
|
| 158 |
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"dual_wm_image_loss_weight": 0.0,
|
| 159 |
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"epochs": 5,
|
| 160 |
+
"eval_every_steps": 5000,
|
| 161 |
+
"future_action_cls_loss": true,
|
| 162 |
+
"future_action_cls_weight": 0.1,
|
| 163 |
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"future_action_corr_loss_weight": 0.1,
|
| 164 |
+
"future_action_delta_longitudinal_weight": 0.5,
|
| 165 |
+
"future_action_delta_loss": true,
|
| 166 |
+
"future_action_delta_loss_type": "mse",
|
| 167 |
+
"future_action_delta_loss_weight": 0.5,
|
| 168 |
+
"future_action_delta_steer_weight": 1.5,
|
| 169 |
+
"future_action_detach_latents": false,
|
| 170 |
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"future_action_future_motion_scale": 3.0,
|
| 171 |
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"future_action_head_variant": "motion_context_v2",
|
| 172 |
+
"future_action_longitudinal_cls_weight": 1.0,
|
| 173 |
+
"future_action_loss": true,
|
| 174 |
+
"future_action_loss_type": "mse",
|
| 175 |
+
"future_action_loss_weight": 1.0,
|
| 176 |
+
"future_action_source": "wm",
|
| 177 |
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"future_action_steer_cls_weight": 1.0,
|
| 178 |
+
"future_steer_target_scale": 0.3,
|
| 179 |
+
"grad_clip_norm": 1.0,
|
| 180 |
+
"learning_rate": 0.001,
|
| 181 |
+
"log_grad_norms": true,
|
| 182 |
+
"log_interval": 20,
|
| 183 |
+
"longitudinal_coast_threshold": 0.05,
|
| 184 |
+
"max_interim_val_batches": 50,
|
| 185 |
+
"max_train_steps": null,
|
| 186 |
+
"max_val_batches": null,
|
| 187 |
+
"num_workers": 12,
|
| 188 |
+
"output_dir": "outputs/simvp_baseline",
|
| 189 |
+
"progress_bar": true,
|
| 190 |
+
"resume_checkpoint": null,
|
| 191 |
+
"run_tag": "full5ep_motionctxV2_grid2x4_fmScale3_dualWM15_delta05_MSE_dLong05_dSteer15_corr01_noDetach_conv1x1_ctrlSteerS030",
|
| 192 |
+
"save_every": 1,
|
| 193 |
+
"ssim_loss_weight": 0.0,
|
| 194 |
+
"steer_straight_threshold": 0.03,
|
| 195 |
+
"stop_on_nan": true,
|
| 196 |
+
"weight_decay": 0.0,
|
| 197 |
+
"wm_residual_loss": false,
|
| 198 |
+
"wm_residual_loss_type": "smooth_l1",
|
| 199 |
+
"wm_residual_loss_weight": 0.05
|
| 200 |
+
}
|
| 201 |
+
}
|
future_action_eval.png
ADDED
|
Git LFS Details
|
main_rollout_action_figure_final.png
ADDED
|
Git LFS Details
|