Sync log files from VAE_logs and CompVAE_logs (38/39)
Browse files- VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics_sampled/in_domain/disentanglement_metrics_sample.json +16 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics_sampled/ood/disentanglement_metrics_sample.json +16 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/lightning_logs/version_21106903/hparams.yaml +8 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/sweep_run_config.json +171 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/sweep_run_config.yaml +149 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_eval/best_in_domain/evaluation_metrics.json +99 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_eval/best_ood/evaluation_metrics.json +99 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_summary.json +15 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt +3 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/dataset_loader_config.json +0 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics/in_domain/disentanglement_metrics.json +16 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics/in_domain/disentanglement_metrics_mean.json +19 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics/ood/disentanglement_metrics.json +16 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics/ood/disentanglement_metrics_mean.json +19 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics_sampled/in_domain/disentanglement_metrics_sample.json +16 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics_sampled/ood/disentanglement_metrics_sample.json +16 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/hparams.yaml +8 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/sweep_run_config.json +171 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/sweep_run_config.yaml +149 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_eval/best_in_domain/evaluation_metrics.json +99 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_eval/best_ood/evaluation_metrics.json +99 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_summary.json +15 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt +3 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/dataset_loader_config.json +0 -0
- VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics/in_domain/disentanglement_metrics.json +16 -0
VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics_sampled/in_domain/disentanglement_metrics_sample.json
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{
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"dci.informativeness_train": 0.9705,
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"dci.informativeness_test": 0.785,
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"dci.disentanglement": 0.17955293845910608,
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"dci.completeness": 0.08921521434800132,
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"mig.discrete_score": 0.02479035027568409,
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"sap.score": 0.007000000000000006,
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"_metadata": {
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| 9 |
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"checkpoint_path": "VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
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"checkpoint_dir": "VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/lightning_logs/version_21106903",
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"split": "in_domain",
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"sampling_strategy": "sample",
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"num_samples": 1000,
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| 14 |
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"latent_dim": 64
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| 15 |
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}
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}
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VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics_sampled/ood/disentanglement_metrics_sample.json
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{
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"dci.informativeness_train": 0.970625,
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| 3 |
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"dci.informativeness_test": 0.7971874999999999,
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| 4 |
+
"dci.disentanglement": 0.17921669098849902,
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| 5 |
+
"dci.completeness": 0.10040724355062267,
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| 6 |
+
"mig.discrete_score": 0.04262904187478965,
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| 7 |
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"sap.score": 0.0475,
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| 8 |
+
"_metadata": {
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| 9 |
+
"checkpoint_path": "VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
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| 10 |
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"checkpoint_dir": "VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/lightning_logs/version_21106903",
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| 11 |
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"split": "ood",
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| 12 |
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"sampling_strategy": "sample",
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| 13 |
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"num_samples": 1600,
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| 14 |
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"latent_dim": 64
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| 15 |
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}
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}
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VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/lightning_logs/version_21106903/hparams.yaml
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num_filters: 64
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z_dim: 64
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lr: 0.001
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num_channels: 1
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num_values: 4
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| 6 |
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image_size: 64
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| 7 |
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bbox_loss_inside_weight: 9.0
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| 8 |
+
bbox_loss_outside_weight: 1.0
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VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/sweep_run_config.json
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| 1 |
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{
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| 2 |
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"cache": {
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| 3 |
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"available_shapes": [
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"polygon_3",
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| 5 |
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"polygon_4",
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| 6 |
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"polygon_5",
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| 7 |
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"star_3_r02",
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| 8 |
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"star_4_r04",
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| 9 |
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"star_5_r04",
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| 10 |
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"star_6_r04",
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| 11 |
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"ellipse_050",
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| 12 |
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"heart",
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| 13 |
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"flower_2_w03",
|
| 14 |
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"flower_3_w03",
|
| 15 |
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"flower_4_w03",
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| 16 |
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"flower_5_w03",
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| 17 |
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"flower_6_w03",
|
| 18 |
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"rectangle_03",
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| 19 |
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"cross_065",
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| 20 |
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"crescent_025",
|
| 21 |
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"drop_15",
|
| 22 |
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"closed_hollow_polygon_3",
|
| 23 |
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"closed_hollow_polygon_4",
|
| 24 |
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"closed_hollow_polygon_5",
|
| 25 |
+
"hollow_polygon_3",
|
| 26 |
+
"hollow_polygon_4",
|
| 27 |
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"hollow_polygon_5",
|
| 28 |
+
"closed_hollow_ellipse_05"
|
| 29 |
+
],
|
| 30 |
+
"generation_config": {
|
| 31 |
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"candidate_bg_colors": [
|
| 32 |
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[
|
| 33 |
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0,
|
| 34 |
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0,
|
| 35 |
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0
|
| 36 |
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]
|
| 37 |
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],
|
| 38 |
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"candidate_fg_colors": [
|
| 39 |
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[
|
| 40 |
+
255,
|
| 41 |
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255,
|
| 42 |
+
255
|
| 43 |
+
]
|
| 44 |
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],
|
| 45 |
+
"image_size": 64,
|
| 46 |
+
"num_values": 4,
|
| 47 |
+
"ood": {
|
| 48 |
+
"bg_colors_from": "unseen",
|
| 49 |
+
"fg_colors_from": "unseen",
|
| 50 |
+
"num_bg_colors": 0,
|
| 51 |
+
"num_fg_colors": 0,
|
| 52 |
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"num_shapes": 0,
|
| 53 |
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"shapes_from": "unseen"
|
| 54 |
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},
|
| 55 |
+
"orientations": {
|
| 56 |
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"max": 6.28318531,
|
| 57 |
+
"min": 0.0,
|
| 58 |
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"num": 10
|
| 59 |
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},
|
| 60 |
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"output": "data/lils/dsprites_large_5_10_8_8.pt",
|
| 61 |
+
"output_channels": 1,
|
| 62 |
+
"position_space": "renderer",
|
| 63 |
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"positions_x": {
|
| 64 |
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"max": 0.8,
|
| 65 |
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"min": 0.2,
|
| 66 |
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"num": 8
|
| 67 |
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},
|
| 68 |
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"positions_y": {
|
| 69 |
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"max": 0.8,
|
| 70 |
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"min": 0.2,
|
| 71 |
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"num": 8
|
| 72 |
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},
|
| 73 |
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"scale_space": "renderer",
|
| 74 |
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"scales": [
|
| 75 |
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0.2,
|
| 76 |
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0.25,
|
| 77 |
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0.3,
|
| 78 |
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0.35,
|
| 79 |
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0.4
|
| 80 |
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],
|
| 81 |
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"seed": 42,
|
| 82 |
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"shape_pool": "all",
|
| 83 |
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"train": {
|
| 84 |
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"num_bg_colors": 1,
|
| 85 |
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"num_fg_colors": 1,
|
| 86 |
+
"num_shapes": 25
|
| 87 |
+
}
|
| 88 |
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},
|
| 89 |
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"path": "data/lils/dsprites_large_5_10_8_8.pt"
|
| 90 |
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},
|
| 91 |
+
"dataloader": {
|
| 92 |
+
"sprite_restricted_shapes": [
|
| 93 |
+
"flower_6_w03"
|
| 94 |
+
],
|
| 95 |
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"sprite_right_side_threshold": 0.5,
|
| 96 |
+
"sprite_shapes": [
|
| 97 |
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"flower_6_w03",
|
| 98 |
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"polygon_3",
|
| 99 |
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"polygon_4",
|
| 100 |
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"polygon_5",
|
| 101 |
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"star_3_r02",
|
| 102 |
+
"star_4_r04",
|
| 103 |
+
"star_5_r04",
|
| 104 |
+
"star_6_r04",
|
| 105 |
+
"ellipse_050",
|
| 106 |
+
"heart",
|
| 107 |
+
"flower_2_w03",
|
| 108 |
+
"flower_3_w03",
|
| 109 |
+
"flower_4_w03",
|
| 110 |
+
"flower_5_w03",
|
| 111 |
+
"rectangle_03",
|
| 112 |
+
"cross_065",
|
| 113 |
+
"crescent_025",
|
| 114 |
+
"drop_15",
|
| 115 |
+
"closed_hollow_polygon_3",
|
| 116 |
+
"closed_hollow_polygon_4",
|
| 117 |
+
"closed_hollow_polygon_5",
|
| 118 |
+
"hollow_polygon_3",
|
| 119 |
+
"hollow_polygon_4",
|
| 120 |
+
"hollow_polygon_5",
|
| 121 |
+
"closed_hollow_ellipse_05"
|
| 122 |
+
],
|
| 123 |
+
"val_fraction": 0.1
|
| 124 |
+
},
|
| 125 |
+
"held_out_shape": "flower_6_w03",
|
| 126 |
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"n_shapes": 25,
|
| 127 |
+
"rerun_index": 0,
|
| 128 |
+
"run_index": 15,
|
| 129 |
+
"run_name": "run_015_rerun_00_25shapes_zdim_064",
|
| 130 |
+
"run_seed": 1215064783,
|
| 131 |
+
"run_shapes": [
|
| 132 |
+
"flower_6_w03",
|
| 133 |
+
"polygon_3",
|
| 134 |
+
"polygon_4",
|
| 135 |
+
"polygon_5",
|
| 136 |
+
"star_3_r02",
|
| 137 |
+
"star_4_r04",
|
| 138 |
+
"star_5_r04",
|
| 139 |
+
"star_6_r04",
|
| 140 |
+
"ellipse_050",
|
| 141 |
+
"heart",
|
| 142 |
+
"flower_2_w03",
|
| 143 |
+
"flower_3_w03",
|
| 144 |
+
"flower_4_w03",
|
| 145 |
+
"flower_5_w03",
|
| 146 |
+
"rectangle_03",
|
| 147 |
+
"cross_065",
|
| 148 |
+
"crescent_025",
|
| 149 |
+
"drop_15",
|
| 150 |
+
"closed_hollow_polygon_3",
|
| 151 |
+
"closed_hollow_polygon_4",
|
| 152 |
+
"closed_hollow_polygon_5",
|
| 153 |
+
"hollow_polygon_3",
|
| 154 |
+
"hollow_polygon_4",
|
| 155 |
+
"hollow_polygon_5",
|
| 156 |
+
"closed_hollow_ellipse_05"
|
| 157 |
+
],
|
| 158 |
+
"training": {
|
| 159 |
+
"base_seed": 42,
|
| 160 |
+
"batch_size": 128,
|
| 161 |
+
"bbox_loss_inside_weight": 9.0,
|
| 162 |
+
"bbox_loss_outside_weight": 1.0,
|
| 163 |
+
"epochs": 100,
|
| 164 |
+
"lr": 0.001,
|
| 165 |
+
"num_filters": 64,
|
| 166 |
+
"num_values": 4,
|
| 167 |
+
"num_workers": 0,
|
| 168 |
+
"seed": 1215064783
|
| 169 |
+
},
|
| 170 |
+
"z_dim": 64
|
| 171 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_015_rerun_00_25shapes_zdim_064/sweep_run_config.yaml
ADDED
|
@@ -0,0 +1,149 @@
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|
| 1 |
+
run_index: 15
|
| 2 |
+
rerun_index: 0
|
| 3 |
+
run_name: run_015_rerun_00_25shapes_zdim_064
|
| 4 |
+
run_seed: 1215064783
|
| 5 |
+
z_dim: 64
|
| 6 |
+
n_shapes: 25
|
| 7 |
+
held_out_shape: flower_6_w03
|
| 8 |
+
run_shapes:
|
| 9 |
+
- flower_6_w03
|
| 10 |
+
- polygon_3
|
| 11 |
+
- polygon_4
|
| 12 |
+
- polygon_5
|
| 13 |
+
- star_3_r02
|
| 14 |
+
- star_4_r04
|
| 15 |
+
- star_5_r04
|
| 16 |
+
- star_6_r04
|
| 17 |
+
- ellipse_050
|
| 18 |
+
- heart
|
| 19 |
+
- flower_2_w03
|
| 20 |
+
- flower_3_w03
|
| 21 |
+
- flower_4_w03
|
| 22 |
+
- flower_5_w03
|
| 23 |
+
- rectangle_03
|
| 24 |
+
- cross_065
|
| 25 |
+
- crescent_025
|
| 26 |
+
- drop_15
|
| 27 |
+
- closed_hollow_polygon_3
|
| 28 |
+
- closed_hollow_polygon_4
|
| 29 |
+
- closed_hollow_polygon_5
|
| 30 |
+
- hollow_polygon_3
|
| 31 |
+
- hollow_polygon_4
|
| 32 |
+
- hollow_polygon_5
|
| 33 |
+
- closed_hollow_ellipse_05
|
| 34 |
+
cache:
|
| 35 |
+
path: data/lils/dsprites_large_5_10_8_8.pt
|
| 36 |
+
available_shapes:
|
| 37 |
+
- polygon_3
|
| 38 |
+
- polygon_4
|
| 39 |
+
- polygon_5
|
| 40 |
+
- star_3_r02
|
| 41 |
+
- star_4_r04
|
| 42 |
+
- star_5_r04
|
| 43 |
+
- star_6_r04
|
| 44 |
+
- ellipse_050
|
| 45 |
+
- heart
|
| 46 |
+
- flower_2_w03
|
| 47 |
+
- flower_3_w03
|
| 48 |
+
- flower_4_w03
|
| 49 |
+
- flower_5_w03
|
| 50 |
+
- flower_6_w03
|
| 51 |
+
- rectangle_03
|
| 52 |
+
- cross_065
|
| 53 |
+
- crescent_025
|
| 54 |
+
- drop_15
|
| 55 |
+
- closed_hollow_polygon_3
|
| 56 |
+
- closed_hollow_polygon_4
|
| 57 |
+
- closed_hollow_polygon_5
|
| 58 |
+
- hollow_polygon_3
|
| 59 |
+
- hollow_polygon_4
|
| 60 |
+
- hollow_polygon_5
|
| 61 |
+
- closed_hollow_ellipse_05
|
| 62 |
+
generation_config:
|
| 63 |
+
seed: 42
|
| 64 |
+
image_size: 64
|
| 65 |
+
num_values: 4
|
| 66 |
+
output_channels: 1
|
| 67 |
+
output: data/lils/dsprites_large_5_10_8_8.pt
|
| 68 |
+
scale_space: renderer
|
| 69 |
+
position_space: renderer
|
| 70 |
+
shape_pool: all
|
| 71 |
+
candidate_fg_colors:
|
| 72 |
+
- - 255
|
| 73 |
+
- 255
|
| 74 |
+
- 255
|
| 75 |
+
candidate_bg_colors:
|
| 76 |
+
- - 0
|
| 77 |
+
- 0
|
| 78 |
+
- 0
|
| 79 |
+
scales:
|
| 80 |
+
- 0.2
|
| 81 |
+
- 0.25
|
| 82 |
+
- 0.3
|
| 83 |
+
- 0.35
|
| 84 |
+
- 0.4
|
| 85 |
+
orientations:
|
| 86 |
+
min: 0.0
|
| 87 |
+
max: 6.28318531
|
| 88 |
+
num: 10
|
| 89 |
+
positions_x:
|
| 90 |
+
min: 0.2
|
| 91 |
+
max: 0.8
|
| 92 |
+
num: 8
|
| 93 |
+
positions_y:
|
| 94 |
+
min: 0.2
|
| 95 |
+
max: 0.8
|
| 96 |
+
num: 8
|
| 97 |
+
train:
|
| 98 |
+
num_shapes: 25
|
| 99 |
+
num_fg_colors: 1
|
| 100 |
+
num_bg_colors: 1
|
| 101 |
+
ood:
|
| 102 |
+
num_shapes: 0
|
| 103 |
+
shapes_from: unseen
|
| 104 |
+
num_fg_colors: 0
|
| 105 |
+
fg_colors_from: unseen
|
| 106 |
+
num_bg_colors: 0
|
| 107 |
+
bg_colors_from: unseen
|
| 108 |
+
dataloader:
|
| 109 |
+
sprite_shapes:
|
| 110 |
+
- flower_6_w03
|
| 111 |
+
- polygon_3
|
| 112 |
+
- polygon_4
|
| 113 |
+
- polygon_5
|
| 114 |
+
- star_3_r02
|
| 115 |
+
- star_4_r04
|
| 116 |
+
- star_5_r04
|
| 117 |
+
- star_6_r04
|
| 118 |
+
- ellipse_050
|
| 119 |
+
- heart
|
| 120 |
+
- flower_2_w03
|
| 121 |
+
- flower_3_w03
|
| 122 |
+
- flower_4_w03
|
| 123 |
+
- flower_5_w03
|
| 124 |
+
- rectangle_03
|
| 125 |
+
- cross_065
|
| 126 |
+
- crescent_025
|
| 127 |
+
- drop_15
|
| 128 |
+
- closed_hollow_polygon_3
|
| 129 |
+
- closed_hollow_polygon_4
|
| 130 |
+
- closed_hollow_polygon_5
|
| 131 |
+
- hollow_polygon_3
|
| 132 |
+
- hollow_polygon_4
|
| 133 |
+
- hollow_polygon_5
|
| 134 |
+
- closed_hollow_ellipse_05
|
| 135 |
+
sprite_restricted_shapes:
|
| 136 |
+
- flower_6_w03
|
| 137 |
+
sprite_right_side_threshold: 0.5
|
| 138 |
+
val_fraction: 0.1
|
| 139 |
+
training:
|
| 140 |
+
epochs: 100
|
| 141 |
+
batch_size: 128
|
| 142 |
+
num_workers: 0
|
| 143 |
+
num_values: 4
|
| 144 |
+
num_filters: 64
|
| 145 |
+
lr: 0.001
|
| 146 |
+
seed: 1215064783
|
| 147 |
+
base_seed: 42
|
| 148 |
+
bbox_loss_inside_weight: 9.0
|
| 149 |
+
bbox_loss_outside_weight: 1.0
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_eval/best_in_domain/evaluation_metrics.json
ADDED
|
@@ -0,0 +1,99 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
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|
|
|
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|
|
|
|
|
|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"checkpoint_name": "best_in_domain",
|
| 3 |
+
"checkpoint_path": "/Users/matushalak/Documents/vae-cg/vae-compositional/VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
|
| 4 |
+
"device": "mps",
|
| 5 |
+
"format_version": 1,
|
| 6 |
+
"loader_config": {
|
| 7 |
+
"in_domain_rule": "Validate in-domain on shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'] with the same shape-position combinations as training.",
|
| 8 |
+
"ood_rule": "Validate OOD only on held-out restricted-shape combinations for ['closed_hollow_ellipse_05'] within shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'].",
|
| 9 |
+
"restricted_shape_counts": {
|
| 10 |
+
"closed_hollow_ellipse_05": {
|
| 11 |
+
"in_domain": 1600,
|
| 12 |
+
"ood": 1600
|
| 13 |
+
}
|
| 14 |
+
},
|
| 15 |
+
"seed": 2822397900,
|
| 16 |
+
"sprite_restricted_shapes": [
|
| 17 |
+
"closed_hollow_ellipse_05"
|
| 18 |
+
],
|
| 19 |
+
"sprite_right_side_threshold": 0.5,
|
| 20 |
+
"sprite_shapes": [
|
| 21 |
+
"closed_hollow_ellipse_05",
|
| 22 |
+
"polygon_3",
|
| 23 |
+
"polygon_4",
|
| 24 |
+
"polygon_5",
|
| 25 |
+
"star_3_r02",
|
| 26 |
+
"star_4_r04",
|
| 27 |
+
"star_5_r04",
|
| 28 |
+
"star_6_r04",
|
| 29 |
+
"ellipse_050",
|
| 30 |
+
"heart",
|
| 31 |
+
"flower_2_w03",
|
| 32 |
+
"flower_3_w03",
|
| 33 |
+
"flower_4_w03",
|
| 34 |
+
"flower_5_w03",
|
| 35 |
+
"flower_6_w03",
|
| 36 |
+
"rectangle_03",
|
| 37 |
+
"cross_065",
|
| 38 |
+
"crescent_025",
|
| 39 |
+
"drop_15",
|
| 40 |
+
"closed_hollow_polygon_3",
|
| 41 |
+
"closed_hollow_polygon_4",
|
| 42 |
+
"closed_hollow_polygon_5",
|
| 43 |
+
"hollow_polygon_3",
|
| 44 |
+
"hollow_polygon_4",
|
| 45 |
+
"hollow_polygon_5"
|
| 46 |
+
],
|
| 47 |
+
"sprites_large_cache": "/Users/matushalak/Documents/vae-cg/vae-compositional/data/lils/dsprites_large_5_10_8_8.pt",
|
| 48 |
+
"train_rule": "Train on shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'] except ['closed_hollow_ellipse_05'] are restricted to position_x <= 0.5.",
|
| 49 |
+
"val_fraction": 0.1
|
| 50 |
+
},
|
| 51 |
+
"metrics": {
|
| 52 |
+
"in_domain": {
|
| 53 |
+
"n_examples": 7840,
|
| 54 |
+
"raw": {
|
| 55 |
+
"bpd": 0.05086405196664285,
|
| 56 |
+
"elbo": 144.4097128109056,
|
| 57 |
+
"reconstruction_loss": 18.842938123430525,
|
| 58 |
+
"regularization_loss": 125.5667742047991
|
| 59 |
+
},
|
| 60 |
+
"weighted": {
|
| 61 |
+
"bpd": 0.07649723072441257,
|
| 62 |
+
"elbo": 217.18566720145088,
|
| 63 |
+
"reconstruction_loss": 91.61889302779217,
|
| 64 |
+
"regularization_loss": 125.5667742047991
|
| 65 |
+
}
|
| 66 |
+
},
|
| 67 |
+
"ood": {
|
| 68 |
+
"n_examples": 1600,
|
| 69 |
+
"raw": {
|
| 70 |
+
"bpd": 0.06529841482639313,
|
| 71 |
+
"elbo": 185.3907629394531,
|
| 72 |
+
"reconstruction_loss": 60.80013198852539,
|
| 73 |
+
"regularization_loss": 124.59063293457031
|
| 74 |
+
},
|
| 75 |
+
"weighted": {
|
| 76 |
+
"bpd": 0.1465896999835968,
|
| 77 |
+
"elbo": 416.18738037109375,
|
| 78 |
+
"reconstruction_loss": 291.59674682617185,
|
| 79 |
+
"regularization_loss": 124.59063293457031
|
| 80 |
+
}
|
| 81 |
+
},
|
| 82 |
+
"train": {
|
| 83 |
+
"n_examples": 70560,
|
| 84 |
+
"raw": {
|
| 85 |
+
"bpd": 0.048239436262454034,
|
| 86 |
+
"elbo": 136.95808490225517,
|
| 87 |
+
"reconstruction_loss": 11.398159522318245,
|
| 88 |
+
"regularization_loss": 125.55992533365885
|
| 89 |
+
},
|
| 90 |
+
"weighted": {
|
| 91 |
+
"bpd": 0.06340902931734818,
|
| 92 |
+
"elbo": 180.0265486667486,
|
| 93 |
+
"reconstruction_loss": 54.46662338845043,
|
| 94 |
+
"regularization_loss": 125.55992533365885
|
| 95 |
+
}
|
| 96 |
+
}
|
| 97 |
+
},
|
| 98 |
+
"seed": 2822397900
|
| 99 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_eval/best_ood/evaluation_metrics.json
ADDED
|
@@ -0,0 +1,99 @@
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|
| 1 |
+
{
|
| 2 |
+
"checkpoint_name": "best_ood",
|
| 3 |
+
"checkpoint_path": "/Users/matushalak/Documents/vae-cg/vae-compositional/VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_ood.ckpt",
|
| 4 |
+
"device": "mps",
|
| 5 |
+
"format_version": 1,
|
| 6 |
+
"loader_config": {
|
| 7 |
+
"in_domain_rule": "Validate in-domain on shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'] with the same shape-position combinations as training.",
|
| 8 |
+
"ood_rule": "Validate OOD on shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'] using all held-out restricted-shape combinations.",
|
| 9 |
+
"restricted_shape_counts": {
|
| 10 |
+
"closed_hollow_ellipse_05": {
|
| 11 |
+
"in_domain": 1600,
|
| 12 |
+
"ood": 1600
|
| 13 |
+
}
|
| 14 |
+
},
|
| 15 |
+
"seed": 2822397900,
|
| 16 |
+
"sprite_restricted_shapes": [
|
| 17 |
+
"closed_hollow_ellipse_05"
|
| 18 |
+
],
|
| 19 |
+
"sprite_right_side_threshold": 0.5,
|
| 20 |
+
"sprite_shapes": [
|
| 21 |
+
"closed_hollow_ellipse_05",
|
| 22 |
+
"polygon_3",
|
| 23 |
+
"polygon_4",
|
| 24 |
+
"polygon_5",
|
| 25 |
+
"star_3_r02",
|
| 26 |
+
"star_4_r04",
|
| 27 |
+
"star_5_r04",
|
| 28 |
+
"star_6_r04",
|
| 29 |
+
"ellipse_050",
|
| 30 |
+
"heart",
|
| 31 |
+
"flower_2_w03",
|
| 32 |
+
"flower_3_w03",
|
| 33 |
+
"flower_4_w03",
|
| 34 |
+
"flower_5_w03",
|
| 35 |
+
"flower_6_w03",
|
| 36 |
+
"rectangle_03",
|
| 37 |
+
"cross_065",
|
| 38 |
+
"crescent_025",
|
| 39 |
+
"drop_15",
|
| 40 |
+
"closed_hollow_polygon_3",
|
| 41 |
+
"closed_hollow_polygon_4",
|
| 42 |
+
"closed_hollow_polygon_5",
|
| 43 |
+
"hollow_polygon_3",
|
| 44 |
+
"hollow_polygon_4",
|
| 45 |
+
"hollow_polygon_5"
|
| 46 |
+
],
|
| 47 |
+
"sprites_large_cache": "/Users/matushalak/Documents/vae-cg/vae-compositional/data/lils/dsprites_large_5_10_8_8.pt",
|
| 48 |
+
"train_rule": "Train on shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'] except ['closed_hollow_ellipse_05'] are restricted to position_x <= 0.5.",
|
| 49 |
+
"val_fraction": 0.1
|
| 50 |
+
},
|
| 51 |
+
"metrics": {
|
| 52 |
+
"in_domain": {
|
| 53 |
+
"n_examples": 7840,
|
| 54 |
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"raw": {
|
| 55 |
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"bpd": 0.052817730575191735,
|
| 56 |
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"elbo": 149.95646212830835,
|
| 57 |
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"reconstruction_loss": 21.00191834897411,
|
| 58 |
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"regularization_loss": 128.95454269720582
|
| 59 |
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},
|
| 60 |
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"weighted": {
|
| 61 |
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"bpd": 0.08141080153231718,
|
| 62 |
+
"elbo": 231.1359408008809,
|
| 63 |
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"reconstruction_loss": 102.18139860192123,
|
| 64 |
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"regularization_loss": 128.95454269720582
|
| 65 |
+
}
|
| 66 |
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},
|
| 67 |
+
"ood": {
|
| 68 |
+
"n_examples": 1600,
|
| 69 |
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"raw": {
|
| 70 |
+
"bpd": 0.0652674150466919,
|
| 71 |
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"elbo": 185.3027478027344,
|
| 72 |
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"reconstruction_loss": 57.610687255859375,
|
| 73 |
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"regularization_loss": 127.69205932617187
|
| 74 |
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},
|
| 75 |
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"weighted": {
|
| 76 |
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"bpd": 0.14279410660266875,
|
| 77 |
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"elbo": 405.41118896484375,
|
| 78 |
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"reconstruction_loss": 277.7191271972656,
|
| 79 |
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"regularization_loss": 127.69205932617187
|
| 80 |
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}
|
| 81 |
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},
|
| 82 |
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"train": {
|
| 83 |
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"n_examples": 70560,
|
| 84 |
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"raw": {
|
| 85 |
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"bpd": 0.05035263803236339,
|
| 86 |
+
"elbo": 142.95774160372156,
|
| 87 |
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"reconstruction_loss": 13.958468237809853,
|
| 88 |
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"regularization_loss": 128.99927364358015
|
| 89 |
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},
|
| 90 |
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"weighted": {
|
| 91 |
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"bpd": 0.06914328849302127,
|
| 92 |
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"elbo": 196.30686236530744,
|
| 93 |
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"reconstruction_loss": 67.30758905389142,
|
| 94 |
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"regularization_loss": 128.99927364358015
|
| 95 |
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}
|
| 96 |
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}
|
| 97 |
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},
|
| 98 |
+
"seed": 2822397900
|
| 99 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_summary.json
ADDED
|
@@ -0,0 +1,15 @@
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|
| 1 |
+
{
|
| 2 |
+
"checkpoints": {
|
| 3 |
+
"best_in_domain": {
|
| 4 |
+
"monitor": "val_in_domain_bpd",
|
| 5 |
+
"path": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
|
| 6 |
+
"score": 0.07621587812900543
|
| 7 |
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},
|
| 8 |
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"best_ood": {
|
| 9 |
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"monitor": "val_ood_bpd",
|
| 10 |
+
"path": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_ood.ckpt",
|
| 11 |
+
"score": 0.14279824495315552
|
| 12 |
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}
|
| 13 |
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},
|
| 14 |
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"default_checkpoint": "best_in_domain"
|
| 15 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:655081cfe67458257a4b440c1fc062d8da55b70538a0a8aadb1369c135231ae2
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| 3 |
+
size 23568738
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/dataset_loader_config.json
ADDED
|
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|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics/in_domain/disentanglement_metrics.json
ADDED
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@@ -0,0 +1,16 @@
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| 1 |
+
{
|
| 2 |
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"dci.informativeness_train": 0.9665,
|
| 3 |
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"dci.informativeness_test": 0.807,
|
| 4 |
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"dci.disentanglement": 0.24949677889905286,
|
| 5 |
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"dci.completeness": 0.14153019813560117,
|
| 6 |
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"mig.discrete_score": 0.053157193498985046,
|
| 7 |
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"sap.score": 0.05150000000000001,
|
| 8 |
+
"_metadata": {
|
| 9 |
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"checkpoint_path": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
|
| 10 |
+
"checkpoint_dir": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903",
|
| 11 |
+
"split": "in_domain",
|
| 12 |
+
"sampling_strategy": "mean",
|
| 13 |
+
"num_samples": 1000,
|
| 14 |
+
"latent_dim": 64
|
| 15 |
+
}
|
| 16 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics/in_domain/disentanglement_metrics_mean.json
ADDED
|
@@ -0,0 +1,19 @@
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|
| 1 |
+
{
|
| 2 |
+
"dci.informativeness_train": 0.96,
|
| 3 |
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"dci.informativeness_test": 0.8115000000000001,
|
| 4 |
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"dci.disentanglement": 0.2509005478994705,
|
| 5 |
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"dci.completeness": 0.14710214636311175,
|
| 6 |
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"mig.discrete_score": 0.061371520858045134,
|
| 7 |
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"sap.score": 0.022999999999999986,
|
| 8 |
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"factor_vae.train_accuracy": 0.536,
|
| 9 |
+
"factor_vae.eval_accuracy": 0.43,
|
| 10 |
+
"factor_vae.num_active_dims": 64,
|
| 11 |
+
"_metadata": {
|
| 12 |
+
"checkpoint_path": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
|
| 13 |
+
"checkpoint_dir": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903",
|
| 14 |
+
"split": "in_domain",
|
| 15 |
+
"sampling_strategy": "mean",
|
| 16 |
+
"num_samples": 1000,
|
| 17 |
+
"latent_dim": 64
|
| 18 |
+
}
|
| 19 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics/ood/disentanglement_metrics.json
ADDED
|
@@ -0,0 +1,16 @@
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| 1 |
+
{
|
| 2 |
+
"dci.informativeness_train": 0.9921875,
|
| 3 |
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"dci.informativeness_test": 0.788125,
|
| 4 |
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"dci.disentanglement": 0.1886791976377734,
|
| 5 |
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"dci.completeness": 0.11071667153971654,
|
| 6 |
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"mig.discrete_score": 0.09243433338874865,
|
| 7 |
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"sap.score": 0.048125,
|
| 8 |
+
"_metadata": {
|
| 9 |
+
"checkpoint_path": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
|
| 10 |
+
"checkpoint_dir": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903",
|
| 11 |
+
"split": "ood",
|
| 12 |
+
"sampling_strategy": "mean",
|
| 13 |
+
"num_samples": 1600,
|
| 14 |
+
"latent_dim": 64
|
| 15 |
+
}
|
| 16 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics/ood/disentanglement_metrics_mean.json
ADDED
|
@@ -0,0 +1,19 @@
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|
| 1 |
+
{
|
| 2 |
+
"dci.informativeness_train": 0.9934375,
|
| 3 |
+
"dci.informativeness_test": 0.7937500000000001,
|
| 4 |
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"dci.disentanglement": 0.18173097374836406,
|
| 5 |
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"dci.completeness": 0.10798994454964567,
|
| 6 |
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"mig.discrete_score": 0.09127049798237667,
|
| 7 |
+
"sap.score": 0.04437499999999999,
|
| 8 |
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"factor_vae.train_accuracy": 0.78625,
|
| 9 |
+
"factor_vae.eval_accuracy": 0.775,
|
| 10 |
+
"factor_vae.num_active_dims": 64,
|
| 11 |
+
"_metadata": {
|
| 12 |
+
"checkpoint_path": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
|
| 13 |
+
"checkpoint_dir": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903",
|
| 14 |
+
"split": "ood",
|
| 15 |
+
"sampling_strategy": "mean",
|
| 16 |
+
"num_samples": 1600,
|
| 17 |
+
"latent_dim": 64
|
| 18 |
+
}
|
| 19 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics_sampled/in_domain/disentanglement_metrics_sample.json
ADDED
|
@@ -0,0 +1,16 @@
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dci.informativeness_train": 0.9695,
|
| 3 |
+
"dci.informativeness_test": 0.8029999999999999,
|
| 4 |
+
"dci.disentanglement": 0.24744754264330174,
|
| 5 |
+
"dci.completeness": 0.13911447498984184,
|
| 6 |
+
"mig.discrete_score": 0.0581512152923273,
|
| 7 |
+
"sap.score": 0.05650000000000001,
|
| 8 |
+
"_metadata": {
|
| 9 |
+
"checkpoint_path": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
|
| 10 |
+
"checkpoint_dir": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903",
|
| 11 |
+
"split": "in_domain",
|
| 12 |
+
"sampling_strategy": "sample",
|
| 13 |
+
"num_samples": 1000,
|
| 14 |
+
"latent_dim": 64
|
| 15 |
+
}
|
| 16 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics_sampled/ood/disentanglement_metrics_sample.json
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dci.informativeness_train": 0.99125,
|
| 3 |
+
"dci.informativeness_test": 0.7953125,
|
| 4 |
+
"dci.disentanglement": 0.19402582556363604,
|
| 5 |
+
"dci.completeness": 0.11031027689135259,
|
| 6 |
+
"mig.discrete_score": 0.0863567502361236,
|
| 7 |
+
"sap.score": 0.048437499999999994,
|
| 8 |
+
"_metadata": {
|
| 9 |
+
"checkpoint_path": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
|
| 10 |
+
"checkpoint_dir": "VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903",
|
| 11 |
+
"split": "ood",
|
| 12 |
+
"sampling_strategy": "sample",
|
| 13 |
+
"num_samples": 1600,
|
| 14 |
+
"latent_dim": 64
|
| 15 |
+
}
|
| 16 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/lightning_logs/version_21106903/hparams.yaml
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
num_filters: 64
|
| 2 |
+
z_dim: 64
|
| 3 |
+
lr: 0.001
|
| 4 |
+
num_channels: 1
|
| 5 |
+
num_values: 4
|
| 6 |
+
image_size: 64
|
| 7 |
+
bbox_loss_inside_weight: 9.0
|
| 8 |
+
bbox_loss_outside_weight: 1.0
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/sweep_run_config.json
ADDED
|
@@ -0,0 +1,171 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
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|
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|
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|
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|
|
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|
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|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
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|
|
|
|
|
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|
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|
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|
|
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|
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|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"cache": {
|
| 3 |
+
"available_shapes": [
|
| 4 |
+
"polygon_3",
|
| 5 |
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"polygon_4",
|
| 6 |
+
"polygon_5",
|
| 7 |
+
"star_3_r02",
|
| 8 |
+
"star_4_r04",
|
| 9 |
+
"star_5_r04",
|
| 10 |
+
"star_6_r04",
|
| 11 |
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"ellipse_050",
|
| 12 |
+
"heart",
|
| 13 |
+
"flower_2_w03",
|
| 14 |
+
"flower_3_w03",
|
| 15 |
+
"flower_4_w03",
|
| 16 |
+
"flower_5_w03",
|
| 17 |
+
"flower_6_w03",
|
| 18 |
+
"rectangle_03",
|
| 19 |
+
"cross_065",
|
| 20 |
+
"crescent_025",
|
| 21 |
+
"drop_15",
|
| 22 |
+
"closed_hollow_polygon_3",
|
| 23 |
+
"closed_hollow_polygon_4",
|
| 24 |
+
"closed_hollow_polygon_5",
|
| 25 |
+
"hollow_polygon_3",
|
| 26 |
+
"hollow_polygon_4",
|
| 27 |
+
"hollow_polygon_5",
|
| 28 |
+
"closed_hollow_ellipse_05"
|
| 29 |
+
],
|
| 30 |
+
"generation_config": {
|
| 31 |
+
"candidate_bg_colors": [
|
| 32 |
+
[
|
| 33 |
+
0,
|
| 34 |
+
0,
|
| 35 |
+
0
|
| 36 |
+
]
|
| 37 |
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],
|
| 38 |
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"candidate_fg_colors": [
|
| 39 |
+
[
|
| 40 |
+
255,
|
| 41 |
+
255,
|
| 42 |
+
255
|
| 43 |
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]
|
| 44 |
+
],
|
| 45 |
+
"image_size": 64,
|
| 46 |
+
"num_values": 4,
|
| 47 |
+
"ood": {
|
| 48 |
+
"bg_colors_from": "unseen",
|
| 49 |
+
"fg_colors_from": "unseen",
|
| 50 |
+
"num_bg_colors": 0,
|
| 51 |
+
"num_fg_colors": 0,
|
| 52 |
+
"num_shapes": 0,
|
| 53 |
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"shapes_from": "unseen"
|
| 54 |
+
},
|
| 55 |
+
"orientations": {
|
| 56 |
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"max": 6.28318531,
|
| 57 |
+
"min": 0.0,
|
| 58 |
+
"num": 10
|
| 59 |
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},
|
| 60 |
+
"output": "data/lils/dsprites_large_5_10_8_8.pt",
|
| 61 |
+
"output_channels": 1,
|
| 62 |
+
"position_space": "renderer",
|
| 63 |
+
"positions_x": {
|
| 64 |
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"max": 0.8,
|
| 65 |
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"min": 0.2,
|
| 66 |
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"num": 8
|
| 67 |
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},
|
| 68 |
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"positions_y": {
|
| 69 |
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"max": 0.8,
|
| 70 |
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"min": 0.2,
|
| 71 |
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"num": 8
|
| 72 |
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},
|
| 73 |
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"scale_space": "renderer",
|
| 74 |
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"scales": [
|
| 75 |
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0.2,
|
| 76 |
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0.25,
|
| 77 |
+
0.3,
|
| 78 |
+
0.35,
|
| 79 |
+
0.4
|
| 80 |
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],
|
| 81 |
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"seed": 42,
|
| 82 |
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"shape_pool": "all",
|
| 83 |
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"train": {
|
| 84 |
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"num_bg_colors": 1,
|
| 85 |
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"num_fg_colors": 1,
|
| 86 |
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"num_shapes": 25
|
| 87 |
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}
|
| 88 |
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},
|
| 89 |
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"path": "data/lils/dsprites_large_5_10_8_8.pt"
|
| 90 |
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},
|
| 91 |
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"dataloader": {
|
| 92 |
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"sprite_restricted_shapes": [
|
| 93 |
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"closed_hollow_ellipse_05"
|
| 94 |
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],
|
| 95 |
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"sprite_right_side_threshold": 0.5,
|
| 96 |
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"sprite_shapes": [
|
| 97 |
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"closed_hollow_ellipse_05",
|
| 98 |
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"polygon_3",
|
| 99 |
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"polygon_4",
|
| 100 |
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"polygon_5",
|
| 101 |
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"star_3_r02",
|
| 102 |
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"star_4_r04",
|
| 103 |
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"star_5_r04",
|
| 104 |
+
"star_6_r04",
|
| 105 |
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"ellipse_050",
|
| 106 |
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"heart",
|
| 107 |
+
"flower_2_w03",
|
| 108 |
+
"flower_3_w03",
|
| 109 |
+
"flower_4_w03",
|
| 110 |
+
"flower_5_w03",
|
| 111 |
+
"flower_6_w03",
|
| 112 |
+
"rectangle_03",
|
| 113 |
+
"cross_065",
|
| 114 |
+
"crescent_025",
|
| 115 |
+
"drop_15",
|
| 116 |
+
"closed_hollow_polygon_3",
|
| 117 |
+
"closed_hollow_polygon_4",
|
| 118 |
+
"closed_hollow_polygon_5",
|
| 119 |
+
"hollow_polygon_3",
|
| 120 |
+
"hollow_polygon_4",
|
| 121 |
+
"hollow_polygon_5"
|
| 122 |
+
],
|
| 123 |
+
"val_fraction": 0.1
|
| 124 |
+
},
|
| 125 |
+
"held_out_shape": "closed_hollow_ellipse_05",
|
| 126 |
+
"n_shapes": 25,
|
| 127 |
+
"rerun_index": 1,
|
| 128 |
+
"run_index": 16,
|
| 129 |
+
"run_name": "run_016_rerun_01_25shapes_zdim_064",
|
| 130 |
+
"run_seed": 2822397900,
|
| 131 |
+
"run_shapes": [
|
| 132 |
+
"closed_hollow_ellipse_05",
|
| 133 |
+
"polygon_3",
|
| 134 |
+
"polygon_4",
|
| 135 |
+
"polygon_5",
|
| 136 |
+
"star_3_r02",
|
| 137 |
+
"star_4_r04",
|
| 138 |
+
"star_5_r04",
|
| 139 |
+
"star_6_r04",
|
| 140 |
+
"ellipse_050",
|
| 141 |
+
"heart",
|
| 142 |
+
"flower_2_w03",
|
| 143 |
+
"flower_3_w03",
|
| 144 |
+
"flower_4_w03",
|
| 145 |
+
"flower_5_w03",
|
| 146 |
+
"flower_6_w03",
|
| 147 |
+
"rectangle_03",
|
| 148 |
+
"cross_065",
|
| 149 |
+
"crescent_025",
|
| 150 |
+
"drop_15",
|
| 151 |
+
"closed_hollow_polygon_3",
|
| 152 |
+
"closed_hollow_polygon_4",
|
| 153 |
+
"closed_hollow_polygon_5",
|
| 154 |
+
"hollow_polygon_3",
|
| 155 |
+
"hollow_polygon_4",
|
| 156 |
+
"hollow_polygon_5"
|
| 157 |
+
],
|
| 158 |
+
"training": {
|
| 159 |
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"base_seed": 42,
|
| 160 |
+
"batch_size": 128,
|
| 161 |
+
"bbox_loss_inside_weight": 9.0,
|
| 162 |
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"bbox_loss_outside_weight": 1.0,
|
| 163 |
+
"epochs": 100,
|
| 164 |
+
"lr": 0.001,
|
| 165 |
+
"num_filters": 64,
|
| 166 |
+
"num_values": 4,
|
| 167 |
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"num_workers": 0,
|
| 168 |
+
"seed": 2822397900
|
| 169 |
+
},
|
| 170 |
+
"z_dim": 64
|
| 171 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_016_rerun_01_25shapes_zdim_064/sweep_run_config.yaml
ADDED
|
@@ -0,0 +1,149 @@
|
|
|
|
|
|
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|
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|
|
|
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|
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|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
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|
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|
|
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|
|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
|
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|
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|
|
|
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|
|
|
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|
|
|
|
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|
|
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|
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|
|
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|
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|
|
|
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|
|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
|
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|
|
|
|
|
|
|
| 1 |
+
run_index: 16
|
| 2 |
+
rerun_index: 1
|
| 3 |
+
run_name: run_016_rerun_01_25shapes_zdim_064
|
| 4 |
+
run_seed: 2822397900
|
| 5 |
+
z_dim: 64
|
| 6 |
+
n_shapes: 25
|
| 7 |
+
held_out_shape: closed_hollow_ellipse_05
|
| 8 |
+
run_shapes:
|
| 9 |
+
- closed_hollow_ellipse_05
|
| 10 |
+
- polygon_3
|
| 11 |
+
- polygon_4
|
| 12 |
+
- polygon_5
|
| 13 |
+
- star_3_r02
|
| 14 |
+
- star_4_r04
|
| 15 |
+
- star_5_r04
|
| 16 |
+
- star_6_r04
|
| 17 |
+
- ellipse_050
|
| 18 |
+
- heart
|
| 19 |
+
- flower_2_w03
|
| 20 |
+
- flower_3_w03
|
| 21 |
+
- flower_4_w03
|
| 22 |
+
- flower_5_w03
|
| 23 |
+
- flower_6_w03
|
| 24 |
+
- rectangle_03
|
| 25 |
+
- cross_065
|
| 26 |
+
- crescent_025
|
| 27 |
+
- drop_15
|
| 28 |
+
- closed_hollow_polygon_3
|
| 29 |
+
- closed_hollow_polygon_4
|
| 30 |
+
- closed_hollow_polygon_5
|
| 31 |
+
- hollow_polygon_3
|
| 32 |
+
- hollow_polygon_4
|
| 33 |
+
- hollow_polygon_5
|
| 34 |
+
cache:
|
| 35 |
+
path: data/lils/dsprites_large_5_10_8_8.pt
|
| 36 |
+
available_shapes:
|
| 37 |
+
- polygon_3
|
| 38 |
+
- polygon_4
|
| 39 |
+
- polygon_5
|
| 40 |
+
- star_3_r02
|
| 41 |
+
- star_4_r04
|
| 42 |
+
- star_5_r04
|
| 43 |
+
- star_6_r04
|
| 44 |
+
- ellipse_050
|
| 45 |
+
- heart
|
| 46 |
+
- flower_2_w03
|
| 47 |
+
- flower_3_w03
|
| 48 |
+
- flower_4_w03
|
| 49 |
+
- flower_5_w03
|
| 50 |
+
- flower_6_w03
|
| 51 |
+
- rectangle_03
|
| 52 |
+
- cross_065
|
| 53 |
+
- crescent_025
|
| 54 |
+
- drop_15
|
| 55 |
+
- closed_hollow_polygon_3
|
| 56 |
+
- closed_hollow_polygon_4
|
| 57 |
+
- closed_hollow_polygon_5
|
| 58 |
+
- hollow_polygon_3
|
| 59 |
+
- hollow_polygon_4
|
| 60 |
+
- hollow_polygon_5
|
| 61 |
+
- closed_hollow_ellipse_05
|
| 62 |
+
generation_config:
|
| 63 |
+
seed: 42
|
| 64 |
+
image_size: 64
|
| 65 |
+
num_values: 4
|
| 66 |
+
output_channels: 1
|
| 67 |
+
output: data/lils/dsprites_large_5_10_8_8.pt
|
| 68 |
+
scale_space: renderer
|
| 69 |
+
position_space: renderer
|
| 70 |
+
shape_pool: all
|
| 71 |
+
candidate_fg_colors:
|
| 72 |
+
- - 255
|
| 73 |
+
- 255
|
| 74 |
+
- 255
|
| 75 |
+
candidate_bg_colors:
|
| 76 |
+
- - 0
|
| 77 |
+
- 0
|
| 78 |
+
- 0
|
| 79 |
+
scales:
|
| 80 |
+
- 0.2
|
| 81 |
+
- 0.25
|
| 82 |
+
- 0.3
|
| 83 |
+
- 0.35
|
| 84 |
+
- 0.4
|
| 85 |
+
orientations:
|
| 86 |
+
min: 0.0
|
| 87 |
+
max: 6.28318531
|
| 88 |
+
num: 10
|
| 89 |
+
positions_x:
|
| 90 |
+
min: 0.2
|
| 91 |
+
max: 0.8
|
| 92 |
+
num: 8
|
| 93 |
+
positions_y:
|
| 94 |
+
min: 0.2
|
| 95 |
+
max: 0.8
|
| 96 |
+
num: 8
|
| 97 |
+
train:
|
| 98 |
+
num_shapes: 25
|
| 99 |
+
num_fg_colors: 1
|
| 100 |
+
num_bg_colors: 1
|
| 101 |
+
ood:
|
| 102 |
+
num_shapes: 0
|
| 103 |
+
shapes_from: unseen
|
| 104 |
+
num_fg_colors: 0
|
| 105 |
+
fg_colors_from: unseen
|
| 106 |
+
num_bg_colors: 0
|
| 107 |
+
bg_colors_from: unseen
|
| 108 |
+
dataloader:
|
| 109 |
+
sprite_shapes:
|
| 110 |
+
- closed_hollow_ellipse_05
|
| 111 |
+
- polygon_3
|
| 112 |
+
- polygon_4
|
| 113 |
+
- polygon_5
|
| 114 |
+
- star_3_r02
|
| 115 |
+
- star_4_r04
|
| 116 |
+
- star_5_r04
|
| 117 |
+
- star_6_r04
|
| 118 |
+
- ellipse_050
|
| 119 |
+
- heart
|
| 120 |
+
- flower_2_w03
|
| 121 |
+
- flower_3_w03
|
| 122 |
+
- flower_4_w03
|
| 123 |
+
- flower_5_w03
|
| 124 |
+
- flower_6_w03
|
| 125 |
+
- rectangle_03
|
| 126 |
+
- cross_065
|
| 127 |
+
- crescent_025
|
| 128 |
+
- drop_15
|
| 129 |
+
- closed_hollow_polygon_3
|
| 130 |
+
- closed_hollow_polygon_4
|
| 131 |
+
- closed_hollow_polygon_5
|
| 132 |
+
- hollow_polygon_3
|
| 133 |
+
- hollow_polygon_4
|
| 134 |
+
- hollow_polygon_5
|
| 135 |
+
sprite_restricted_shapes:
|
| 136 |
+
- closed_hollow_ellipse_05
|
| 137 |
+
sprite_right_side_threshold: 0.5
|
| 138 |
+
val_fraction: 0.1
|
| 139 |
+
training:
|
| 140 |
+
epochs: 100
|
| 141 |
+
batch_size: 128
|
| 142 |
+
num_workers: 0
|
| 143 |
+
num_values: 4
|
| 144 |
+
num_filters: 64
|
| 145 |
+
lr: 0.001
|
| 146 |
+
seed: 2822397900
|
| 147 |
+
base_seed: 42
|
| 148 |
+
bbox_loss_inside_weight: 9.0
|
| 149 |
+
bbox_loss_outside_weight: 1.0
|
VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_eval/best_in_domain/evaluation_metrics.json
ADDED
|
@@ -0,0 +1,99 @@
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|
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|
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|
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|
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|
|
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|
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|
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|
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|
|
|
| 1 |
+
{
|
| 2 |
+
"checkpoint_name": "best_in_domain",
|
| 3 |
+
"checkpoint_path": "/Users/matushalak/Documents/vae-cg/vae-compositional/VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
|
| 4 |
+
"device": "mps",
|
| 5 |
+
"format_version": 1,
|
| 6 |
+
"loader_config": {
|
| 7 |
+
"in_domain_rule": "Validate in-domain on shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'] with the same shape-position combinations as training.",
|
| 8 |
+
"ood_rule": "Validate OOD only on held-out restricted-shape combinations for ['closed_hollow_ellipse_05'] within shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'].",
|
| 9 |
+
"restricted_shape_counts": {
|
| 10 |
+
"closed_hollow_ellipse_05": {
|
| 11 |
+
"in_domain": 1600,
|
| 12 |
+
"ood": 1600
|
| 13 |
+
}
|
| 14 |
+
},
|
| 15 |
+
"seed": 2896583401,
|
| 16 |
+
"sprite_restricted_shapes": [
|
| 17 |
+
"closed_hollow_ellipse_05"
|
| 18 |
+
],
|
| 19 |
+
"sprite_right_side_threshold": 0.5,
|
| 20 |
+
"sprite_shapes": [
|
| 21 |
+
"closed_hollow_ellipse_05",
|
| 22 |
+
"polygon_3",
|
| 23 |
+
"polygon_4",
|
| 24 |
+
"polygon_5",
|
| 25 |
+
"star_3_r02",
|
| 26 |
+
"star_4_r04",
|
| 27 |
+
"star_5_r04",
|
| 28 |
+
"star_6_r04",
|
| 29 |
+
"ellipse_050",
|
| 30 |
+
"heart",
|
| 31 |
+
"flower_2_w03",
|
| 32 |
+
"flower_3_w03",
|
| 33 |
+
"flower_4_w03",
|
| 34 |
+
"flower_5_w03",
|
| 35 |
+
"flower_6_w03",
|
| 36 |
+
"rectangle_03",
|
| 37 |
+
"cross_065",
|
| 38 |
+
"crescent_025",
|
| 39 |
+
"drop_15",
|
| 40 |
+
"closed_hollow_polygon_3",
|
| 41 |
+
"closed_hollow_polygon_4",
|
| 42 |
+
"closed_hollow_polygon_5",
|
| 43 |
+
"hollow_polygon_3",
|
| 44 |
+
"hollow_polygon_4",
|
| 45 |
+
"hollow_polygon_5"
|
| 46 |
+
],
|
| 47 |
+
"sprites_large_cache": "/Users/matushalak/Documents/vae-cg/vae-compositional/data/lils/dsprites_large_5_10_8_8.pt",
|
| 48 |
+
"train_rule": "Train on shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'] except ['closed_hollow_ellipse_05'] are restricted to position_x <= 0.5.",
|
| 49 |
+
"val_fraction": 0.1
|
| 50 |
+
},
|
| 51 |
+
"metrics": {
|
| 52 |
+
"in_domain": {
|
| 53 |
+
"n_examples": 7840,
|
| 54 |
+
"raw": {
|
| 55 |
+
"bpd": 0.05447820978505271,
|
| 56 |
+
"elbo": 154.67078147421077,
|
| 57 |
+
"reconstruction_loss": 19.609819746990592,
|
| 58 |
+
"regularization_loss": 135.06096203862404
|
| 59 |
+
},
|
| 60 |
+
"weighted": {
|
| 61 |
+
"bpd": 0.07973052424435713,
|
| 62 |
+
"elbo": 226.36541380590322,
|
| 63 |
+
"reconstruction_loss": 91.30445114447146,
|
| 64 |
+
"regularization_loss": 135.06096203862404
|
| 65 |
+
}
|
| 66 |
+
},
|
| 67 |
+
"ood": {
|
| 68 |
+
"n_examples": 1600,
|
| 69 |
+
"raw": {
|
| 70 |
+
"bpd": 0.06411716684699059,
|
| 71 |
+
"elbo": 182.0370428466797,
|
| 72 |
+
"reconstruction_loss": 47.71911636352539,
|
| 73 |
+
"regularization_loss": 134.31792602539062
|
| 74 |
+
},
|
| 75 |
+
"weighted": {
|
| 76 |
+
"bpd": 0.13173565328121184,
|
| 77 |
+
"elbo": 374.0147985839844,
|
| 78 |
+
"reconstruction_loss": 239.69687744140626,
|
| 79 |
+
"regularization_loss": 134.31792602539062
|
| 80 |
+
}
|
| 81 |
+
},
|
| 82 |
+
"train": {
|
| 83 |
+
"n_examples": 70560,
|
| 84 |
+
"raw": {
|
| 85 |
+
"bpd": 0.05125318598551275,
|
| 86 |
+
"elbo": 145.51451546805245,
|
| 87 |
+
"reconstruction_loss": 10.702948486777931,
|
| 88 |
+
"regularization_loss": 134.8115670824808
|
| 89 |
+
},
|
| 90 |
+
"weighted": {
|
| 91 |
+
"bpd": 0.0654087582548189,
|
| 92 |
+
"elbo": 185.70404192520107,
|
| 93 |
+
"reconstruction_loss": 50.892475088383335,
|
| 94 |
+
"regularization_loss": 134.8115670824808
|
| 95 |
+
}
|
| 96 |
+
}
|
| 97 |
+
},
|
| 98 |
+
"seed": 2896583401
|
| 99 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_eval/best_ood/evaluation_metrics.json
ADDED
|
@@ -0,0 +1,99 @@
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|
| 1 |
+
{
|
| 2 |
+
"checkpoint_name": "best_ood",
|
| 3 |
+
"checkpoint_path": "/Users/matushalak/Documents/vae-cg/vae-compositional/VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_ood.ckpt",
|
| 4 |
+
"device": "mps",
|
| 5 |
+
"format_version": 1,
|
| 6 |
+
"loader_config": {
|
| 7 |
+
"in_domain_rule": "Validate in-domain on shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'] with the same shape-position combinations as training.",
|
| 8 |
+
"ood_rule": "Validate OOD on shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'] using all held-out restricted-shape combinations.",
|
| 9 |
+
"restricted_shape_counts": {
|
| 10 |
+
"closed_hollow_ellipse_05": {
|
| 11 |
+
"in_domain": 1600,
|
| 12 |
+
"ood": 1600
|
| 13 |
+
}
|
| 14 |
+
},
|
| 15 |
+
"seed": 2896583401,
|
| 16 |
+
"sprite_restricted_shapes": [
|
| 17 |
+
"closed_hollow_ellipse_05"
|
| 18 |
+
],
|
| 19 |
+
"sprite_right_side_threshold": 0.5,
|
| 20 |
+
"sprite_shapes": [
|
| 21 |
+
"closed_hollow_ellipse_05",
|
| 22 |
+
"polygon_3",
|
| 23 |
+
"polygon_4",
|
| 24 |
+
"polygon_5",
|
| 25 |
+
"star_3_r02",
|
| 26 |
+
"star_4_r04",
|
| 27 |
+
"star_5_r04",
|
| 28 |
+
"star_6_r04",
|
| 29 |
+
"ellipse_050",
|
| 30 |
+
"heart",
|
| 31 |
+
"flower_2_w03",
|
| 32 |
+
"flower_3_w03",
|
| 33 |
+
"flower_4_w03",
|
| 34 |
+
"flower_5_w03",
|
| 35 |
+
"flower_6_w03",
|
| 36 |
+
"rectangle_03",
|
| 37 |
+
"cross_065",
|
| 38 |
+
"crescent_025",
|
| 39 |
+
"drop_15",
|
| 40 |
+
"closed_hollow_polygon_3",
|
| 41 |
+
"closed_hollow_polygon_4",
|
| 42 |
+
"closed_hollow_polygon_5",
|
| 43 |
+
"hollow_polygon_3",
|
| 44 |
+
"hollow_polygon_4",
|
| 45 |
+
"hollow_polygon_5"
|
| 46 |
+
],
|
| 47 |
+
"sprites_large_cache": "/Users/matushalak/Documents/vae-cg/vae-compositional/data/lils/dsprites_large_5_10_8_8.pt",
|
| 48 |
+
"train_rule": "Train on shapes ['closed_hollow_ellipse_05', 'closed_hollow_polygon_3', 'closed_hollow_polygon_4', 'closed_hollow_polygon_5', 'crescent_025', 'cross_065', 'drop_15', 'ellipse_050', 'flower_2_w03', 'flower_3_w03', 'flower_4_w03', 'flower_5_w03', 'flower_6_w03', 'heart', 'hollow_polygon_3', 'hollow_polygon_4', 'hollow_polygon_5', 'polygon_3', 'polygon_4', 'polygon_5', 'rectangle_03', 'star_3_r02', 'star_4_r04', 'star_5_r04', 'star_6_r04'] except ['closed_hollow_ellipse_05'] are restricted to position_x <= 0.5.",
|
| 49 |
+
"val_fraction": 0.1
|
| 50 |
+
},
|
| 51 |
+
"metrics": {
|
| 52 |
+
"in_domain": {
|
| 53 |
+
"n_examples": 7840,
|
| 54 |
+
"raw": {
|
| 55 |
+
"bpd": 0.0544882629142732,
|
| 56 |
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"elbo": 154.6993234439772,
|
| 57 |
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"reconstruction_loss": 20.462737336450694,
|
| 58 |
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"regularization_loss": 134.236584534937
|
| 59 |
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},
|
| 60 |
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"weighted": {
|
| 61 |
+
"bpd": 0.08079533120807336,
|
| 62 |
+
"elbo": 229.3885401511679,
|
| 63 |
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"reconstruction_loss": 95.15195536710777,
|
| 64 |
+
"regularization_loss": 134.236584534937
|
| 65 |
+
}
|
| 66 |
+
},
|
| 67 |
+
"ood": {
|
| 68 |
+
"n_examples": 1600,
|
| 69 |
+
"raw": {
|
| 70 |
+
"bpd": 0.06333608970046044,
|
| 71 |
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"elbo": 179.81946411132813,
|
| 72 |
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"reconstruction_loss": 47.13041748046875,
|
| 73 |
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"regularization_loss": 132.68904541015624
|
| 74 |
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},
|
| 75 |
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"weighted": {
|
| 76 |
+
"bpd": 0.12988347709178924,
|
| 77 |
+
"elbo": 368.756220703125,
|
| 78 |
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"reconstruction_loss": 236.06717895507813,
|
| 79 |
+
"regularization_loss": 132.68904541015624
|
| 80 |
+
}
|
| 81 |
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},
|
| 82 |
+
"train": {
|
| 83 |
+
"n_examples": 70560,
|
| 84 |
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"raw": {
|
| 85 |
+
"bpd": 0.05147277345023458,
|
| 86 |
+
"elbo": 146.13795321717555,
|
| 87 |
+
"reconstruction_loss": 12.12377263283243,
|
| 88 |
+
"regularization_loss": 134.01418034906018
|
| 89 |
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},
|
| 90 |
+
"weighted": {
|
| 91 |
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"bpd": 0.06742867063773192,
|
| 92 |
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"elbo": 191.4388373896108,
|
| 93 |
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"reconstruction_loss": 57.42465731389398,
|
| 94 |
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"regularization_loss": 134.01418034906018
|
| 95 |
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}
|
| 96 |
+
}
|
| 97 |
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},
|
| 98 |
+
"seed": 2896583401
|
| 99 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoint_summary.json
ADDED
|
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|
| 1 |
+
{
|
| 2 |
+
"checkpoints": {
|
| 3 |
+
"best_in_domain": {
|
| 4 |
+
"monitor": "val_in_domain_bpd",
|
| 5 |
+
"path": "VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
|
| 6 |
+
"score": 0.07983732968568802
|
| 7 |
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},
|
| 8 |
+
"best_ood": {
|
| 9 |
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"monitor": "val_ood_bpd",
|
| 10 |
+
"path": "VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_ood.ckpt",
|
| 11 |
+
"score": 0.1297444850206375
|
| 12 |
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}
|
| 13 |
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},
|
| 14 |
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"default_checkpoint": "best_in_domain"
|
| 15 |
+
}
|
VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:36109ba9db50ec1aed388e11135ada9d2acd619ff156f39bf8a92287ce9ae087
|
| 3 |
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size 23568738
|
VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/dataset_loader_config.json
ADDED
|
The diff for this file is too large to render.
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|
|
VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/disentanglement_metrics/in_domain/disentanglement_metrics.json
ADDED
|
@@ -0,0 +1,16 @@
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|
| 1 |
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{
|
| 2 |
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"dci.informativeness_train": 0.9645,
|
| 3 |
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"dci.informativeness_test": 0.786,
|
| 4 |
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"dci.disentanglement": 0.16318507554703823,
|
| 5 |
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"dci.completeness": 0.08757197993565816,
|
| 6 |
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"mig.discrete_score": 0.01825289066224128,
|
| 7 |
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"sap.score": 0.016,
|
| 8 |
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"_metadata": {
|
| 9 |
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"checkpoint_path": "VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903/checkpoints/best_in_domain.ckpt",
|
| 10 |
+
"checkpoint_dir": "VAE_logs/dsprites_large_sweep/zdim_064/run_017_rerun_02_25shapes_zdim_064/lightning_logs/version_21106903",
|
| 11 |
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"split": "in_domain",
|
| 12 |
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"sampling_strategy": "mean",
|
| 13 |
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"num_samples": 1000,
|
| 14 |
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"latent_dim": 64
|
| 15 |
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}
|
| 16 |
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}
|