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building-damage-assessment + - disaster-response + - suas + - ordinal-classification + - convnextv2 +--- + +# Mask Centered Damage Net (MCDN) + +[![Code](https://img.shields.io/badge/GitHub-MobileSensorLab%2Fmcdn-181717?logo=github)](https://github.com/MobileSensorLab/MCDN) +[![Python](https://img.shields.io/badge/Python-3.13-3776AB?logo=python&logoColor=white)](https://www.python.org/) +[![PyTorch](https://img.shields.io/badge/PyTorch-2.11-EE4C2C?logo=pytorch&logoColor=orange)](https://pytorch.org/) +[![Dataset](https://img.shields.io/badge/Dataset-CRASAR--U--DROIDs-FFD21E)](https://huggingface.co/datasets/CRASAR/CRASAR-U-DROIDs) +[![License: AGPL v3](https://img.shields.io/badge/License-GNU%20AGPL%20v3-663366.svg?logo=gnu&logoColor=white)](https://www.gnu.org/licenses/agpl-3.0) + +Mask Centered Damage Net (MCDN) is a ~33.5M-parameter unitemporal structural damage classifier designed for use on sUAS +orthomosaics, built on a [ConvNeXt v2 Nano](https://huggingface.co/timm/convnextv2_nano.fcmae_ft_in22k_in1k) backbone. +It grades individual structures on the four-level Joint Damage Scale (*No Damage*, *Minor*, *Major*, *Destroyed*) using only +a post-disaster sUAS orthomosaic and a cache of building footprints, with no pre-disaster imagery. + +Most automated damage assessment is bitemporal: a Siamese network compares pre- and post-event satellite imagery and grades +the change. Applied to sUAS post-disaster imagery, that approach assumes a pre-event raster can be delivered to the point of +analysis, which a disaster zone with degraded communications generally cannot do, and would struggle to compare a sub-5 cm/px +sUAS orthomosaic to a satellite (30–80 cm/px) or crewed (15–30 cm/px) prior. MCDN replaces the pre-event raster with the +structure footprint, a vector prior small enough to cache on a field laptop in advance and already available for most of the +built world. The footprint localizes, centering each input chip on the structure being evaluated, and directs attention: the +rasterized mask is ingested as a fourth input channel and separately weights the model's spatial pooling, so features under +the roof dominate the pooled representation and surrounding debris contributes less. A FiLM gate conditions the head on +disaster typology, and a squared Earth Mover's Distance loss preserves the ordinal structure of the grades. + +This repository holds the trained weights. Code, evaluation scripts, per-seed metrics, and the full README live in the +[MCDN repository](https://github.com/MobileSensorLab/MCDN); the training data is +[CRASAR/CRASAR-U-DROIDs](https://huggingface.co/datasets/CRASAR/CRASAR-U-DROIDs). + +## Headline performance + +MCDN was evaluated on four holdouts: the CRASAR-U-DROIDs default train/test split, whose test events are all absent from +training, and three Leave One Event Out (LOEO) holdouts that each withhold a single event. Per-seed columns are mean ± SD over +the ten seeds published here; ensemble columns average those ten networks under 8-view D4 test-time augmentation. + +| Holdout | Per-seed QWK | Per-seed Macro-F1 | Ensemble QWK | Ensemble Macro-F1 | +|---|:---:|:---:|:---:|:---:| +| DROIDs default split | 0.865 ± 0.002 | 0.768 ± 0.007 | **0.869** | **0.774** | +| LOEO Hurricane Michael | 0.861 ± 0.005 | 0.779 ± 0.005 | **0.861** | **0.779** | +| LOEO Mayfield Tornado | 0.849 ± 0.007 | 0.751 ± 0.014 | **0.862** | **0.768** | +| LOEO Hurricane Ida | 0.752 ± 0.010 | 0.686 ± 0.008 | **0.762** | **0.693** | + +![10-seed ensemble confusion matrices on the four holdouts, row-normalized](assets/confusion_triptych.svg) + +Three of the four holdouts fall within 0.01 of one another. Hurricane Ida is the exception, and its deficit traces to a single +class boundary: most of Ida's severe errors are structures with intact roofs surrounded by storm surge, labeled *Minor* or +*Major* for damage to the interior and lower structure that a nadir roof view does not show, so the model under-grades them as +*No Damage*. Across all holdouts, errors concentrate on adjacent grades; on the default split, 727 of 820 errors are one grade +off while only 93 (2.4% of structures) are two or more. + +A single network without test-time augmentation scores within 0.02 QWK of the ten-seed ensemble on every holdout; ensembling +contributes seed-to-seed stability more than accuracy. On a desktop RTX 5090 a single network grades about 830 structures per +second (108 with TTA) and the full 80-pass ensemble just under 10, with peak GPU memory at or below 3.3 GB. + +## What is here + +370 `best_model.pt` files across 10 ablation arms and 37 arm/holdout cells +(42.9 GB), ten fixed seeds per cell (0, 11, 22, 33, 44, 55, 66, 77, 88, 99). Each seed directory also +carries the `config_resolved.yaml` the run trained under, with its run-bookkeeping paths (`data.dir`, `checkpoint_root`) +normalized to the code repository's layout; every other field is verbatim. + +``` +//seed_/best_model.pt +//seed_/config_resolved.yaml +MANIFEST.json # every file with size and SHA-256 +MANIFEST.sha256 # sha256sum -c compatible +``` + +Holdout directories name the event(s) withheld from training: `Hurricane_Ida`, `Hurricane_Michael`, `Mayfield_Tornado`, and +the dataset's default test split `Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire`. + +### Arms + +C = footprint input channel, P = mask-weighted pooling, T = typology FiLM. Directory names follow the training presets, which +name the component *removed*; the label column follows the paper. + +| Directory | Paper label | Components | Holdouts | Checkpoints | +|---|---|---|---|---| +| `all_features` | Full configuration | C+P+T | all 4 | 40 | +| `pooling_typology` | Pooling + typology | P+T | all 4 | 40 | +| `typology` | No typology | C+P | all 4 | 40 | +| `pooling_only` | Pooling only | P | all 4 | 40 | +| `mask_channel_only` | Channel only | C | all 4 | 40 | +| `mask` | Typology only | T | all 4 | 40 | +| `rgb_only` | RGB only | none | all 4 | 40 | +| `ce_loss` | Cross-entropy loss | C+P+T | all 4 | 40 | +| `no_smoothing` | No label smoothing | C+P+T | all 4 | 40 | +| `resolution` | Crewed-aircraft imagery (15–30 cm/px), full configuration | C+P+T | `Hurricane_Michael` | 10 | + +## Fetching + +From a clone of the code repository, which places files where the evaluation scripts expect them, verifies every checkpoint +against `MANIFEST.json`, and skips files already present: + +```bash +python -m scripts.fetch_checkpoints --list +python -m scripts.fetch_checkpoints --arm all_features --fold Hurricane_Michael +python -m scripts.fetch_checkpoints --all +``` + +Or directly: + +```python +from huggingface_hub import snapshot_download + +snapshot_download("mobilesensorlab/mcdn", allow_patterns=["all_features/Hurricane_Michael/*"], local_dir="outputs/ablation") +``` + +Reproducing the published metrics needs the dataset's sUAS test pool (~66 GB) alongside the weights; the code repository's +`scripts.fetch_dataset --sensor uas --split test` retrieves exactly that. + +## Loading + +Checkpoints are PyTorch state dicts for `src.model.mcdn.MCDN`; build the model from the seed's `config_resolved.yaml` and call +`load_state_dict`. See `src/postproc/ensemble.py` in the code repository for the ten-seed, eight-view test-time-augmentation +ensemble used for every reported number, and `scripts/profile_mcdn_inference.py` for single-network inference. + +## Citation + +The accompanying manuscript, *Mask Centered Damage Net: Building Damage Classification from Unitemporal sUAS Imagery and +Footprint Priors* (A. Kaplan and E. Best, Mobile Sensor Lab, University at Albany), is under review at IEEE JSTARS. Until it +is published, please cite this repository and the [code repository](https://github.com/MobileSensorLab/MCDN); a DOI and BibTeX entry will be added on +acceptance. + +## License + +MCDN and its checkpoints licensed under the GNU Affero General Public License v3.0. diff --git a/all_features/Hurricane_Ida/seed_00/best_model.pt b/all_features/Hurricane_Ida/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..14c84d4ae3ced2f009e0388fbefbaaf3f1a8d2c3 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b30abf8261675ba5ce95a15902bc0a27bcb4dce9f0341eb784f9bbeaddfd92f0 +size 133941649 diff --git a/all_features/Hurricane_Ida/seed_00/config_resolved.yaml b/all_features/Hurricane_Ida/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7179e1e6a7b28af77becadbc79a89bbace087257 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_00/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Ida/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T22:22:36.578554+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/all_features/Hurricane_Ida/seed_11/best_model.pt b/all_features/Hurricane_Ida/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ed7242a06647243398f455ed358cc560a03bdb72 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a9b69686138a739099e04f873fc77ad39eb5bb4889db172b13d915eac23d4c8b +size 133941649 diff --git a/all_features/Hurricane_Ida/seed_11/config_resolved.yaml b/all_features/Hurricane_Ida/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..eae2e237bd7f0ad3f40bcfb1cf04d7dacbd2b107 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_11/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Ida/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T23:00:55.102786+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/all_features/Hurricane_Ida/seed_22/best_model.pt b/all_features/Hurricane_Ida/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a17eeac3511d5506cfc64e681fca6602f41f3abc --- /dev/null +++ b/all_features/Hurricane_Ida/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:241c5569d3529de1571b26d990b26833677194490fd2230e5064d846372e9355 +size 133941649 diff --git a/all_features/Hurricane_Ida/seed_22/config_resolved.yaml b/all_features/Hurricane_Ida/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..857af18ba9e78f39a2337515f38a2dc873e73963 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_22/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Ida/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T23:22:50.338303+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/all_features/Hurricane_Ida/seed_33/best_model.pt b/all_features/Hurricane_Ida/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d831830c0fa10367d34e5ece59070d89963650a7 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1632d1800e6dde3d3c65a111e80e91ccd77266a76c91e07ee50b7cf5720f2906 +size 133941649 diff --git a/all_features/Hurricane_Ida/seed_33/config_resolved.yaml b/all_features/Hurricane_Ida/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ab5040fab3446957715643f8142278e791a54e39 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_33/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Ida/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T23:14:47.383052+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/all_features/Hurricane_Ida/seed_44/best_model.pt b/all_features/Hurricane_Ida/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..fbd927aa91c685ef79b43ea1721f6afc4da0eb29 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a38b83b8dbd5c343516c9864e5db52d87300af0e212db228dac915d7f7e8eb34 +size 133941649 diff --git a/all_features/Hurricane_Ida/seed_44/config_resolved.yaml b/all_features/Hurricane_Ida/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..339a41fe79b68d0092715f6d00f21ce52255f16f --- /dev/null +++ b/all_features/Hurricane_Ida/seed_44/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Ida/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T23:28:32.021447+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/all_features/Hurricane_Ida/seed_55/best_model.pt b/all_features/Hurricane_Ida/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..34cd733aa059bed46fec878eed99c7b248fba432 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a5628ee0bec9fdcf16e900d84a69875027f9c4637ef827ba1c71a56a8d506af3 +size 133941649 diff --git a/all_features/Hurricane_Ida/seed_55/config_resolved.yaml b/all_features/Hurricane_Ida/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7a086df2b5b76fa3b48d69442b121286d01c5959 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_55/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Ida/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T23:40:22.600109+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/all_features/Hurricane_Ida/seed_66/best_model.pt b/all_features/Hurricane_Ida/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8aab1183fbae241b94553e630b5974399c89c782 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:456e7372a9e6edca896257318a857ceaf7ec9184d10b7413c7c1f8c9707d5df2 +size 133941649 diff --git a/all_features/Hurricane_Ida/seed_66/config_resolved.yaml b/all_features/Hurricane_Ida/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..64dff644dd40e932a116ce6129cd81758ac8560c --- /dev/null +++ b/all_features/Hurricane_Ida/seed_66/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Ida/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T00:16:20.137371+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/all_features/Hurricane_Ida/seed_77/best_model.pt b/all_features/Hurricane_Ida/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..76cbacc8f7190617fa90aa7c45dce4f6883813d4 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c0c5736720f874c53ce5bbe875329049d608c0b054dc6a18889db125409abcfb +size 133941649 diff --git a/all_features/Hurricane_Ida/seed_77/config_resolved.yaml b/all_features/Hurricane_Ida/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..71a93a4869a70ab1c0a881e89ed8d4fa9da956ba --- /dev/null +++ b/all_features/Hurricane_Ida/seed_77/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Ida/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T00:00:08.156094+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/all_features/Hurricane_Ida/seed_88/best_model.pt b/all_features/Hurricane_Ida/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ce15f5797c16bce848fe9bdfea8a49de66d44588 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e464ead5bb26ead500a72c75a6db5216369d98ab7e0d9f9147526999b55bbe2a +size 133941649 diff --git a/all_features/Hurricane_Ida/seed_88/config_resolved.yaml b/all_features/Hurricane_Ida/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c6da9fdad20637815423ce3fb4a5ce0442e5f3b7 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_88/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Ida/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T00:08:40.827622+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/all_features/Hurricane_Ida/seed_99/best_model.pt b/all_features/Hurricane_Ida/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1b5839bba5de2aa89becb63c689f5eec7795ccb6 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e4ea014ee6a10a96205a7e8536b374197f8ae99ce60e866695b76106ab877ff6 +size 133941649 diff --git a/all_features/Hurricane_Ida/seed_99/config_resolved.yaml b/all_features/Hurricane_Ida/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1ae06e60dea1bac1a2f4ed96c28d0b1808b472f3 --- /dev/null +++ b/all_features/Hurricane_Ida/seed_99/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Ida/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T00:16:01.088540+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a0f7dc7ef254ae9878f7b0d803595dda088c6c3e --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0371ad04e3ca2fe1c46eb5d74ffd5b810338da46aaf682bcb46b7bb38d790503 +size 133941649 diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7cde29cd8891cccc6294e0dac32c48a9d525839c --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml @@ -0,0 +1,59 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T04:21:59.100842+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5a9781c0e5df34fd586555b4ce52e14370750089 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8f650a8886647fb792f6990125e492fec44fc9e34b8710e10ecb78cba99511b7 +size 133941649 diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4acc9f25d6338f1374de9d031dc6981513be091f --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml @@ -0,0 +1,59 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T06:40:48.819904+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6da76058b726ee4231923fc4a29acc3a87a73006 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:951e5e3663bfa11e9073a26e1cd1dce3b4ca68f3a9443be7fe8a8c79b0b4b5c1 +size 133941649 diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d39f4968cbee80874cdc12fc80f8467b72ed5647 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml @@ -0,0 +1,59 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T04:30:40.912167+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d95c1f0134dc37ce9d1ed667601bf2e79b832415 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:87adab9903a8d248bbe0d2b88deec2de9d43f57960916b38b930852793b140cb +size 133941649 diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ec1b16c0ac6d822c51c04e584e632d07f1e86229 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml @@ -0,0 +1,59 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T05:48:23.947443+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ba2e235216227f25cf1819db31b22d7552620958 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:38d5e91fd19e61e8abf2f769142e5479357e7fcf7b03b393cc22a624e071ea3c +size 133941649 diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b74259848bc631ede579a3e5c7b92b9f4c1bf588 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml @@ -0,0 +1,59 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T05:15:02.125526+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0c7f69d0627f053a73e95adcfc1143884f74765b --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:774ce41ad2d74ff86fbaafcf15ce303cca5dad65a8eab6c9f6e981fdb7f03b98 +size 133941649 diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..53b07e60a840d0a9f9a3a13f0149798e6f360f51 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml @@ -0,0 +1,59 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T05:26:42.294584+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e5f11f3b0d9db335848b9301f25779efa715fc81 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:77ccc2f9b39124b6e9400a9c99015002ec7625a73e46affe64456c90eed2c7cd +size 133941649 diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..839c2ec4d07e59e4964c6141b476d9593d2fdec7 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml @@ -0,0 +1,59 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T05:23:19.159915+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..2f14020074695073ff68ab11750fd8a3ac262976 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4beeaff1fd0711a822b54fabf233193cea49660b576d91841dafef4cb8f09741 +size 133941649 diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..45d342b996da8723d012d8458fcbb513c6bd48a8 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml @@ -0,0 +1,59 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T06:08:34.711185+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..184efc9b8c1b54e5fd86d15e6e061575b9fae38f --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:752e280c2015dd0ec4163accaf24ce1dfb4d65bc438f8019266e94bb7f6938ad +size 133941649 diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0e081eafc077e6b27e34e3aaff636ecea507709e --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml @@ -0,0 +1,59 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T05:45:53.631289+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..921efee9f9e0529d94628d1681636f63bba2b169 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c5a06275fb15e0b656fb3292f8de544731686ee81df5bcfc83b9c2f876954c09 +size 133941649 diff --git a/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9aee500c3d03a2f08fc7ab2e2ded02808e9ed1f1 --- /dev/null +++ b/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml @@ -0,0 +1,59 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T07:23:34.597665+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/all_features/Hurricane_Michael/seed_00/best_model.pt b/all_features/Hurricane_Michael/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1d19dc89e3232b34c3fd25cc60549a87476db208 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b4fd82712ec93cf2b9fb1c64ce3592c1e9e0010b621c329f72df337cbb554103 +size 133941649 diff --git a/all_features/Hurricane_Michael/seed_00/config_resolved.yaml b/all_features/Hurricane_Michael/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..958596511882e504d0eb5683bf727cd1f02d68da --- /dev/null +++ b/all_features/Hurricane_Michael/seed_00/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Michael/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T00:32:50.155703+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/all_features/Hurricane_Michael/seed_11/best_model.pt b/all_features/Hurricane_Michael/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a90b07e4f934bed12afad85265354f3c8e21a6a5 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2d3ede0fe087b9df511725bb688243b6773c17384f14523f59d4ca6508c0e544 +size 133941649 diff --git a/all_features/Hurricane_Michael/seed_11/config_resolved.yaml b/all_features/Hurricane_Michael/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..414785638e41788253ae8d23ebc0139483d8ed2d --- /dev/null +++ b/all_features/Hurricane_Michael/seed_11/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Michael/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T00:29:09.559925+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/all_features/Hurricane_Michael/seed_22/best_model.pt b/all_features/Hurricane_Michael/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..dbbb7ee1c7bec86967e5708773116cf154c85a30 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:73e28d55a578d508eee9cf8560f51a96d176ccc84842a0a178c6fb50f4f1ec76 +size 133941649 diff --git a/all_features/Hurricane_Michael/seed_22/config_resolved.yaml b/all_features/Hurricane_Michael/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b7c0bf6cc9de1c305198bc347ac84782d140c9d5 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_22/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Michael/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T00:53:49.040229+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/all_features/Hurricane_Michael/seed_33/best_model.pt b/all_features/Hurricane_Michael/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f5094c832725e5bcb27d13109f3fcd293a8e4410 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a8cb9e6a7cf5b18bb16c0e1b4b7616cd3b98cd169c20c2d313eb12c146eb6f55 +size 133941649 diff --git a/all_features/Hurricane_Michael/seed_33/config_resolved.yaml b/all_features/Hurricane_Michael/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..93d51cd92946fc994e97dbe58258e3f00911d6db --- /dev/null +++ b/all_features/Hurricane_Michael/seed_33/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Michael/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T01:15:36.034204+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/all_features/Hurricane_Michael/seed_44/best_model.pt b/all_features/Hurricane_Michael/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6ad3616305a1e08d19caec45a32ef9f4445899d6 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c86547794e43932751cf19b0b8549c791fcac5df0998e5630912c93a5d36dc5b +size 133941649 diff --git a/all_features/Hurricane_Michael/seed_44/config_resolved.yaml b/all_features/Hurricane_Michael/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8c3502ff2a41881aafb7ce8371212d93fa36079f --- /dev/null +++ b/all_features/Hurricane_Michael/seed_44/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Michael/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T01:42:00.445166+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/all_features/Hurricane_Michael/seed_55/best_model.pt b/all_features/Hurricane_Michael/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1fa64616890b5c123e6f9f88fb5f041dbe7a9fa5 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4d7e3bdcdb3bd7b058956270d41bb91216f38179e9a608931ba36f51f6b5036c +size 133941649 diff --git a/all_features/Hurricane_Michael/seed_55/config_resolved.yaml b/all_features/Hurricane_Michael/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b995d2ff51f19a6f17a82b64b1bf12261f224661 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_55/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Michael/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T01:14:03.987208+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/all_features/Hurricane_Michael/seed_66/best_model.pt b/all_features/Hurricane_Michael/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..2c6fdb7e3b87b08a28040ba705c386f46263b7d6 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:12fcdc28283e789f7d59b1d5cf75d373b8331c71f06bb51def2bcdc63693540f +size 133941649 diff --git a/all_features/Hurricane_Michael/seed_66/config_resolved.yaml b/all_features/Hurricane_Michael/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d50f2666edb0a570fe2a7112fb1297cd283c2f59 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_66/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Michael/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T01:23:49.456050+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/all_features/Hurricane_Michael/seed_77/best_model.pt b/all_features/Hurricane_Michael/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1e546db4d34b47ae666f9e277cccc636b728821b --- /dev/null +++ b/all_features/Hurricane_Michael/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8ef3bd8da680c8a376da5e34f060c8c1fce9b8f933c8781845b3c9a88ebff2a6 +size 133941649 diff --git a/all_features/Hurricane_Michael/seed_77/config_resolved.yaml b/all_features/Hurricane_Michael/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..96edba27bd02cd69068f3ab75c5077985e6d64d8 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_77/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Michael/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T01:36:24.297955+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/all_features/Hurricane_Michael/seed_88/best_model.pt b/all_features/Hurricane_Michael/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..58a569701e592d26bfa96415f8e5e9a1e6eadbb6 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:937cb1ebd1a7c4e25c066eeb7aec9284ab75a4e4f6f0f33dc4cde45ac632bd6b +size 133941649 diff --git a/all_features/Hurricane_Michael/seed_88/config_resolved.yaml b/all_features/Hurricane_Michael/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..05f2325483076a393b70345f75ba2e4f84324f5e --- /dev/null +++ b/all_features/Hurricane_Michael/seed_88/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Michael/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T02:31:33.329945+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/all_features/Hurricane_Michael/seed_99/best_model.pt b/all_features/Hurricane_Michael/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..60ba945bcfd1da53233d36e81525e5e7d2e5b1d4 --- /dev/null +++ b/all_features/Hurricane_Michael/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e3ec023c077ad030a66a945bb205787df014793936bae3f93cb11905c77f8ba +size 133941649 diff --git a/all_features/Hurricane_Michael/seed_99/config_resolved.yaml b/all_features/Hurricane_Michael/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..539528b0da15086a8fccdab2bbbcebfe77145c1d --- /dev/null +++ b/all_features/Hurricane_Michael/seed_99/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Hurricane_Michael/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T01:58:19.529033+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/all_features/Mayfield_Tornado/seed_00/best_model.pt b/all_features/Mayfield_Tornado/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b046615b05b3b920e97dd6994667d91c1a3e9f1d --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a58c38314b74b5898fc25029e1fe09f48836b3733b5cb32ce043eb0a9476e706 +size 133941649 diff --git a/all_features/Mayfield_Tornado/seed_00/config_resolved.yaml b/all_features/Mayfield_Tornado/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..719182a32dc6d7d67af59f88b303c07d8abc4412 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_00/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Mayfield_Tornado/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T02:07:35.232514+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/all_features/Mayfield_Tornado/seed_11/best_model.pt b/all_features/Mayfield_Tornado/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..679b5c862728ccede189e7d2832498447a381876 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:74dbd2f2d64407b9b00484f801bbb4f1df25400ced6012330a82c8861b49987c +size 133941649 diff --git a/all_features/Mayfield_Tornado/seed_11/config_resolved.yaml b/all_features/Mayfield_Tornado/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..390043721492390d3bcfd039ac67e73c1bb0d475 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_11/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Mayfield_Tornado/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T02:47:44.090891+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/all_features/Mayfield_Tornado/seed_22/best_model.pt b/all_features/Mayfield_Tornado/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8ad166ad7ba2b300339ec4b335e75564133a45e8 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4220f32a5f575cd1dcd6af0d90b866403657a46280c2e6c36419fcaf5ecd256a +size 133941649 diff --git a/all_features/Mayfield_Tornado/seed_22/config_resolved.yaml b/all_features/Mayfield_Tornado/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..97e53536ed4bebc08e7e8e022368c8a30f5572cc --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_22/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Mayfield_Tornado/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T03:53:19.093172+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/all_features/Mayfield_Tornado/seed_33/best_model.pt b/all_features/Mayfield_Tornado/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0ac93827655314919bc1abd3049b4fc6a112193d --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cf7cc73a153b22b863c8eecd618e7c217079c6cf6680a9d3e9c009875a691e0e +size 133941649 diff --git a/all_features/Mayfield_Tornado/seed_33/config_resolved.yaml b/all_features/Mayfield_Tornado/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a15ec424d4ba8508c3cb8fa2f6df06246d60fa44 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_33/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Mayfield_Tornado/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T03:07:38.078053+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/all_features/Mayfield_Tornado/seed_44/best_model.pt b/all_features/Mayfield_Tornado/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..4768bd50a26d52050c95f6e32345f643ad2157ed --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:994364f3f2579d1852acd9faf1b1957fcbacaf4c89260173ae58c801c45e91b8 +size 133941649 diff --git a/all_features/Mayfield_Tornado/seed_44/config_resolved.yaml b/all_features/Mayfield_Tornado/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3164b0df004396746f97371dd29247daeb507812 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_44/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Mayfield_Tornado/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T02:43:16.031254+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/all_features/Mayfield_Tornado/seed_55/best_model.pt b/all_features/Mayfield_Tornado/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ae2aea5cb587ee46c7780641dacdf554a859b533 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d7e7c7334abdb9569412a1d808bdc6ea66b6ed476c6388133ebc39c2ed5671c9 +size 133941649 diff --git a/all_features/Mayfield_Tornado/seed_55/config_resolved.yaml b/all_features/Mayfield_Tornado/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..41a13963bee1627e0a1634e0d42c18b4ec2868eb --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_55/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Mayfield_Tornado/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T02:44:24.211476+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/all_features/Mayfield_Tornado/seed_66/best_model.pt b/all_features/Mayfield_Tornado/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e9fbe1501f441827fedf0c43a38c944dbf2d77fa --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:37a8f0be59041c9519171f9bdde3357802e73790842d9c23a676c8ee00650c4a +size 133941649 diff --git a/all_features/Mayfield_Tornado/seed_66/config_resolved.yaml b/all_features/Mayfield_Tornado/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b25d7d581de588775a77797e990ce22e592869ff --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_66/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Mayfield_Tornado/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T02:59:13.553432+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/all_features/Mayfield_Tornado/seed_77/best_model.pt b/all_features/Mayfield_Tornado/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c5016bb98bb1bcf1bfd0b0c28320e42af4777567 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a82e8348a69e8fe07817f1f1de498f0571b1d7ed2fb55514d41b22b670b501c0 +size 133941649 diff --git a/all_features/Mayfield_Tornado/seed_77/config_resolved.yaml b/all_features/Mayfield_Tornado/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6f444babb527e3c14ab59e46cf041a7442eb013f --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_77/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Mayfield_Tornado/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T03:21:56.430829+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/all_features/Mayfield_Tornado/seed_88/best_model.pt b/all_features/Mayfield_Tornado/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1880180433c80646bbec3ca656d5f8adace19aa7 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68eaaf36cdb0fb5077f6aae418435341fe77ad67add297ad01e3ccbd63788e21 +size 133941649 diff --git a/all_features/Mayfield_Tornado/seed_88/config_resolved.yaml b/all_features/Mayfield_Tornado/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4c7d7cb8bb1973f6b15e3eefbf6f277f2fb4b973 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_88/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Mayfield_Tornado/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T03:59:39.305613+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/all_features/Mayfield_Tornado/seed_99/best_model.pt b/all_features/Mayfield_Tornado/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..69fedf436217a8cfd4e32c17c1d18f63bb308f38 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be8ca3fe40fa514a8cc6751eeb3ab4e6f20d3973cb7f4c3a50c39fc806c09c97 +size 133941649 diff --git a/all_features/Mayfield_Tornado/seed_99/config_resolved.yaml b/all_features/Mayfield_Tornado/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..19d5f6e3a0d0442c5194a0b3cc099b0f1b95b359 --- /dev/null +++ b/all_features/Mayfield_Tornado/seed_99/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/all_features/Mayfield_Tornado/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T04:23:08.943479+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/assets/confusion_triptych.svg b/assets/confusion_triptych.svg new file mode 100644 index 0000000000000000000000000000000000000000..b4f71dfe2fc517cf9d59e3a32323a51f6773175f --- /dev/null +++ b/assets/confusion_triptych.svg @@ -0,0 +1,657 @@ + + + + + + + + 2026-09-07T11:54:58.206876 + image/svg+xml + + + Matplotlib v3.10.8, https://matplotlib.org/ + + + + + + + + + + + + + + + + + + + + + + + None + + + + + Minor + + + + + Major + + + + + Destr. + + + + Predicted class + + + + + + No Damage + + + + + Minor + + + + + Major + + + + + Destroyed + + + + True class + + + + + + + + + + + + + + + + 1527 + 89.9% + + + 158 + 9.3% + + + 9 + 0.5% + + + 5 + 0.3% + + + 243 + 23.8% + + + 704 + 68.9% + + + 61 + 6.0% + + + 14 + 1.4% + + + 51 + 7.2% + + + 157 + 22.2% + + + 421 + 59.5% + + + 78 + 11.0% + + + 3 + 0.6% + + + 11 + 2.4% + + + 30 + 6.4% + + + 424 + 90.6% + + + DROIDs default + F1 0.774 QWK 0.869 + + + + + + + + + + + + + None + + + + + Minor + + + + + Major + + + + + Destr. + + + + Predicted class + + + + + + + + + + + + + + + + + + + + + + 139 + 88.5% + + + 17 + 10.8% + + + 0 + + + 1 + 0.6% + + + 68 + 18.7% + + + 276 + 76.0% + + + 15 + 4.1% + + + 4 + 1.1% + + + 17 + 5.5% + + + 87 + 28.3% + + + 191 + 62.2% + + + 12 + 3.9% + + + 1 + 0.4% + + + 5 + 1.8% + + + 17 + 6.0% + + + 260 + 91.9% + + + LOEO Michael + F1 0.779 QWK 0.861 + + + + + + + + + + + + + None + + + + + Minor + + + + + Major + + + + + Destr. + + + + Predicted class + + + + + + + + + + + + + + + + + + + + + + 716 + 86.4% + + + 105 + 12.7% + + + 7 + 0.8% + + + 1 + 0.1% + + + 122 + 20.2% + + + 435 + 72.1% + + + 38 + 6.3% + + + 8 + 1.3% + + + 9 + 2.4% + + + 62 + 16.7% + + + 245 + 65.9% + + + 56 + 15.1% + + + 0 + + + 2 + 1.4% + + + 11 + 7.6% + + + 131 + 91.0% + + + LOEO Mayfield + F1 0.768 QWK 0.862 + + + + + + + + + + + + + None + + + + + Minor + + + + + Major + + + + + Destr. + + + + Predicted class + + + + + + + + + + + + + + + + + + + + + + 225 + 91.1% + + + 19 + 7.7% + + + 3 + 1.2% + + + 0 + + + 186 + 54.7% + + + 119 + 35.0% + + + 35 + 10.3% + + + 0 + + + 36 + 9.5% + + + 27 + 7.1% + + + 314 + 82.6% + + + 3 + 0.8% + + + 6 + 5.7% + + + 2 + 1.9% + + + 21 + 20.0% + + + 76 + 72.4% + + + LOEO Ida + F1 0.693 QWK 0.762 + + + + + + + + + + + + + + + + + + diff --git a/ce_loss/Hurricane_Ida/seed_00/best_model.pt b/ce_loss/Hurricane_Ida/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0b380ab8bf27bb3f92808f38c51a8c300bd57e66 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:236b69f1df5ef2e2f75fb54ed5fb81b43cc05f0e9290193075f3483e8ff5eed3 +size 133941649 diff --git a/ce_loss/Hurricane_Ida/seed_00/config_resolved.yaml b/ce_loss/Hurricane_Ida/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..67cd1fa608b23f464c0729f4a130e56effc4c6dc --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Ida/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T04:43:48.619777+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Ida/seed_11/best_model.pt b/ce_loss/Hurricane_Ida/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..703d79d83ce4932a931d49fcce97af54787568e3 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:10c5792bb6e17c334169e2e94cf297853da62004aa733f9b67ee800435ff85dc +size 133941649 diff --git a/ce_loss/Hurricane_Ida/seed_11/config_resolved.yaml b/ce_loss/Hurricane_Ida/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e84c70c04504b1bc40670f51fa09a528829ab6fc --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Ida/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T04:23:19.849533+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Ida/seed_22/best_model.pt b/ce_loss/Hurricane_Ida/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..81444bd245620cbd3b137fc5f87d12b572301321 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:52f4d5666e48a57720a48349f6172655966185a63ca036ef88151249bc3968b8 +size 133941649 diff --git a/ce_loss/Hurricane_Ida/seed_22/config_resolved.yaml b/ce_loss/Hurricane_Ida/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f5c6e0ec954ef44391992d277d3bde70699c2b80 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Ida/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T04:39:24.705955+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Ida/seed_33/best_model.pt b/ce_loss/Hurricane_Ida/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..9903c8ab728fc3f538be765eccc1363e921e4123 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fb440bedae797935294c8c14d3838299c1d030f2731d2efed89ed1716463dd99 +size 133941649 diff --git a/ce_loss/Hurricane_Ida/seed_33/config_resolved.yaml b/ce_loss/Hurricane_Ida/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..955ff1571c926a68825db256525eaddedd96d3cc --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Ida/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T04:33:32.434254+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Ida/seed_44/best_model.pt b/ce_loss/Hurricane_Ida/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..63fd83104599fbcb7fadca48928121b5501803d8 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a79ff0b9eab0b64e796a86d935f0cab1bd1bdffbffad5449b7282f5dc446d9ff +size 133941649 diff --git a/ce_loss/Hurricane_Ida/seed_44/config_resolved.yaml b/ce_loss/Hurricane_Ida/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..227815a3c725028ffa590648901329f1e015a979 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Ida/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T04:48:59.405769+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Ida/seed_55/best_model.pt b/ce_loss/Hurricane_Ida/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b48a8bdb4a9b3997262a8d4647b4ea780f9c0d89 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a43397fe3483f662ff30c7ac8dc1835ceba842173152ffeef4a898dc1260ad7 +size 133941649 diff --git a/ce_loss/Hurricane_Ida/seed_55/config_resolved.yaml b/ce_loss/Hurricane_Ida/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d4c6521e36bd4d8d2808715eeddbb5e02c5d0657 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Ida/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T04:54:49.698057+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Ida/seed_66/best_model.pt b/ce_loss/Hurricane_Ida/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..adf274d14d6ce0cf437915d515efb9ee01547c83 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bef30cb2d37d9923efe2a36a60a4042e21697278e6dc5bc5c9c6e6038534af10 +size 133941649 diff --git a/ce_loss/Hurricane_Ida/seed_66/config_resolved.yaml b/ce_loss/Hurricane_Ida/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..be389f4244b4de919787d8cd04fdafa40529753c --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Ida/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T04:59:57.177572+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Ida/seed_77/best_model.pt b/ce_loss/Hurricane_Ida/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..600808cf0d3cd135679bf362bd7f22f54656c172 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68b6c7a35831cb5115ed4e981eb9656ea8d69c0694587eb36b5c921268b6e2a0 +size 133941649 diff --git a/ce_loss/Hurricane_Ida/seed_77/config_resolved.yaml b/ce_loss/Hurricane_Ida/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ce18188d4a11142db2d4dc93731792f94ff544a8 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Ida/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T05:24:55.806835+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Ida/seed_88/best_model.pt b/ce_loss/Hurricane_Ida/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3ab6281fba111618341e108a68693d5e2959101f --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:465b33bd8fe866b98bd1babbb5dfc7cb9f09f37f5b64e135bc2a966ddf082597 +size 133941649 diff --git a/ce_loss/Hurricane_Ida/seed_88/config_resolved.yaml b/ce_loss/Hurricane_Ida/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9e5e0b0c3f42d535b406d410d0f8a05779e37f9a --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Ida/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T05:44:32.124341+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Ida/seed_99/best_model.pt b/ce_loss/Hurricane_Ida/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3e7b68bbcb70ef25305cdb7bdf4670fa7a9b1173 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa9f658a1c8b8095f07ed75808e453f86846b89b81586c6d39e6a1b24c08c3d5 +size 133941649 diff --git a/ce_loss/Hurricane_Ida/seed_99/config_resolved.yaml b/ce_loss/Hurricane_Ida/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..85c23a3a64c18408e343be426a9d37257b344aa1 --- /dev/null +++ b/ce_loss/Hurricane_Ida/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Ida/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T05:54:00.202670+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b9e42bec55510a8f23f8cd835efae0f56cf27647 --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a97ad60c94242d82416780a2b713b4c75d16dbd262e3352dbaf04b0bda18c780 +size 133941649 diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..be39a7f1e8b341221eb0a05a338bf61a45a9697a --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T02:08:23.228384+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..2896f354736dcbc2c404988e250fc007e41a578f --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ea2b8ca66b93def92e4d09e02cb4220bc5b03e70b4eca39644abeb8cdb647a97 +size 133941649 diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4e1561e21a31666aecc1dd1b5b54fab4a2be2674 --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T02:28:30.470866+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..601d02d1b06b2d6b6f0a9f1ea1502ff74f0ff6e3 --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:88a395baf2a79b412a7f1d0296c0f7a99f415f29970ede0c497ea267a8cccd62 +size 133941649 diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5f4bb8160ddc736c1fa196f50887dc33da1ba68e --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T02:25:32.243176+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..4bebb43d1a872047e04f0948177afd77d0608193 --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b6d3872bfb361083315bec0867946a01def348d4caaa47a9ae0b8ad47c03ca67 +size 133941649 diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..788ce5951e6223799c1368bcb9b1bf4bf1ccdb9c --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T03:28:01.925526+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f28703ee0406f2d3b61e199c994a24abac3ed97e --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4b68dd4d183ac769d6ef55fe05e7184acf361ff0e3e4e226a2c079e11e02f67e +size 133941649 diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cb0ca8506bbb60aeb977d84b87b990d6ead4515b --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T03:19:06.290852+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..78849f4d9d7eede94a35a3a879a122f72d54e37e --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a51e2453fa83f506faf73e940af54ed9c3f441479925d3cd916e5c8820e33350 +size 133941649 diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d46ba08287472b35632304d24fafc07d7c50b1ed --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T03:29:58.196692+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..25c2df35ff1e643fb72a8f0f8c1bdbc74790bbfa --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2d8b9346a4ed3a409a8f3e899904aeb5095189b7b6650ccba9cda29503bf152f +size 133941649 diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..af53373442efa00c54a2876262e2aa0abc94d6c8 --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T03:38:54.804001+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..feca032428de1351a72b933becb9299bae34f07a --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d7f2d8e7d8f2afbcd431e7fa632dddcf471e2b93341a6585bbe4aa536ae7e965 +size 133941649 diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f580d9ad8fe1f8804093990a193bbc913bab02c9 --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T03:26:52.808799+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..763e66a42094cfe7fe12074462ddfcb494ceb77f --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:58d8ddc81f272607d268611e2fd6d637ef32d2a1889b3bcc6381b5d22ff3fc35 +size 133941649 diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..029d6d12e7b974ef28889b9a24b7041d3b095efe --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T03:40:21.122116+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..01c126ac5c61581e5974e63847d971f4330ca364 --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b01db14e2019becf13e8d494bb42997490b3d42c773a973abf947383b42c2242 +size 133941649 diff --git a/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..080b07d0a5b20dbd928c6928fe7e8e0f5debcb8c --- /dev/null +++ b/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T03:44:01.208161+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/ce_loss/Hurricane_Michael/seed_00/best_model.pt b/ce_loss/Hurricane_Michael/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c57c65ecaf9fb4eafb8e66f7f80f4077501e5dcf --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c763cd87fe2e70a213a308fb1dce47451bf5dd5cf8d7967ad7edf5e1b4e40c84 +size 133941649 diff --git a/ce_loss/Hurricane_Michael/seed_00/config_resolved.yaml b/ce_loss/Hurricane_Michael/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..187f30066ef1d9c8a5f0aa5172963d23496042b7 --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Michael/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T06:06:03.221430+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Michael/seed_11/best_model.pt b/ce_loss/Hurricane_Michael/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..9776c1f37bc5c32ceee815a5e022081fb4181a0c --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:50d453e04451edefed34787c364a859f8d8cd1cab5890a3af3279f40e178ced9 +size 133941649 diff --git a/ce_loss/Hurricane_Michael/seed_11/config_resolved.yaml b/ce_loss/Hurricane_Michael/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..852e97fa5e90d809e33ccbd52e4ee8a3754ff38e --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Michael/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T06:01:09.874326+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Michael/seed_22/best_model.pt b/ce_loss/Hurricane_Michael/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..cc937d98fe63aecd5d57a8f5bd2a673f07265bbf --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4ca81c456e5370006b49ab3d55dce810e105101aded2dfe71f93aa41e242e7e9 +size 133941649 diff --git a/ce_loss/Hurricane_Michael/seed_22/config_resolved.yaml b/ce_loss/Hurricane_Michael/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa46852f0eafe28ee26b8411ec90773ab947731b --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Michael/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T05:57:15.677438+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Michael/seed_33/best_model.pt b/ce_loss/Hurricane_Michael/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6d8c64d6c3e91733a81fff66a472ba54d44161b9 --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:797c09a6e053614fe7d93f37188026fd105412587cf3b74b28a1851937ab252a +size 133941649 diff --git a/ce_loss/Hurricane_Michael/seed_33/config_resolved.yaml b/ce_loss/Hurricane_Michael/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d65b2739b6c8bdf8892bbc2c3bcaef15ae7a0d2a --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Michael/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T06:06:33.116454+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Michael/seed_44/best_model.pt b/ce_loss/Hurricane_Michael/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..9daae693c4dfc5cf7c693a4a787cc28330ba1c49 --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f2fcaa9038873d1045167049830f76000293f8839db7065f784b5dcea60e885c +size 133941649 diff --git a/ce_loss/Hurricane_Michael/seed_44/config_resolved.yaml b/ce_loss/Hurricane_Michael/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..00eb5d36e8920c4573f762f2de3f2aa6bcd5daa6 --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Michael/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T06:32:34.634602+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Michael/seed_55/best_model.pt b/ce_loss/Hurricane_Michael/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6da909d620c4df603a7e6f1e5edefac5eab2fd68 --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:262f7d8cc006d2da5eabdc77e18e72e7ecf7d63d6a15dc8120a519696e94524f +size 133941649 diff --git a/ce_loss/Hurricane_Michael/seed_55/config_resolved.yaml b/ce_loss/Hurricane_Michael/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..70a7155abd6101d18fb378f9dcb3d6316651ee62 --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Michael/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T06:44:08.326519+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Michael/seed_66/best_model.pt b/ce_loss/Hurricane_Michael/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e8d0fbf9848e48565e350a94c928cca6f29e1d4a --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7bb6f4321eeb4f58336c7e67b497262b28e1756127085da4318f71b6672ce17a +size 133941649 diff --git a/ce_loss/Hurricane_Michael/seed_66/config_resolved.yaml b/ce_loss/Hurricane_Michael/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b653f853ed70d4eeec9071e3a8ec998624006059 --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Michael/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T06:57:32.770991+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Michael/seed_77/best_model.pt b/ce_loss/Hurricane_Michael/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a78669f04a5a7a8aa1795835782aa15a046e6a2b --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2ec20bfc5e270514b6d96db396a51721acd6232499f180d91c8d357e15f46c5b +size 133941649 diff --git a/ce_loss/Hurricane_Michael/seed_77/config_resolved.yaml b/ce_loss/Hurricane_Michael/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9062c10136f771802697683b425da1bf7eac9e28 --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Michael/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T06:57:16.259358+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Michael/seed_88/best_model.pt b/ce_loss/Hurricane_Michael/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..cb1c8f906df4a2e128e55277168c181b72cae1be --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f89dacf7b39cbfa91b4d1d6c7a8abbb2755d49d2dc00f4dc618e7905e942a86c +size 133941649 diff --git a/ce_loss/Hurricane_Michael/seed_88/config_resolved.yaml b/ce_loss/Hurricane_Michael/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..42bbd04b222b60f553a7e1e28039489c4840b591 --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Michael/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T07:06:35.746370+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/ce_loss/Hurricane_Michael/seed_99/best_model.pt b/ce_loss/Hurricane_Michael/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5ea4b555df626ae31fcbdc4ce6125c752ba32026 --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc2c9d53cefa3842bb782dc470ad7ce1549f628eeefb2d04b8c83abad6d6f9a2 +size 133941649 diff --git a/ce_loss/Hurricane_Michael/seed_99/config_resolved.yaml b/ce_loss/Hurricane_Michael/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1280707bb05741b0a03c577caafb3b5dc578652f --- /dev/null +++ b/ce_loss/Hurricane_Michael/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Hurricane_Michael/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T07:05:23.437714+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/ce_loss/Mayfield_Tornado/seed_00/best_model.pt b/ce_loss/Mayfield_Tornado/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..de90facf6e0f08664aa8d0341a212fdb0a0eddb1 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a4ee54475070c8df5bdac3486e3691b7a7101c3c1aaa5a9731a2959b879ed96 +size 133941649 diff --git a/ce_loss/Mayfield_Tornado/seed_00/config_resolved.yaml b/ce_loss/Mayfield_Tornado/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1b1c4536ac103e7cc4ea1fa120a4849ecb8008c5 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Mayfield_Tornado/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T07:19:11.625044+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/ce_loss/Mayfield_Tornado/seed_11/best_model.pt b/ce_loss/Mayfield_Tornado/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e6a61e0a89bd82b9766a1f87dd0f1d8760c258e7 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6542e7f11486cde23ed4552f7b567c59689d62a0fddeb9c76c51b62f018d9d5f +size 133941649 diff --git a/ce_loss/Mayfield_Tornado/seed_11/config_resolved.yaml b/ce_loss/Mayfield_Tornado/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5c526ddd2316e071a0154cb739f7d3ce15132ab2 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Mayfield_Tornado/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T08:37:42.758873+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/ce_loss/Mayfield_Tornado/seed_22/best_model.pt b/ce_loss/Mayfield_Tornado/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c14a9c0f576ea3f91f2cefd7197f95293318abdc --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:767403d3e3b2f343996442071f2b40dba6b6fad304092aa90b2b823f524910f6 +size 133941649 diff --git a/ce_loss/Mayfield_Tornado/seed_22/config_resolved.yaml b/ce_loss/Mayfield_Tornado/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e320e993e06749616bf0ef637f6d126d31fc6759 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Mayfield_Tornado/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T07:54:37.691610+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/ce_loss/Mayfield_Tornado/seed_33/best_model.pt b/ce_loss/Mayfield_Tornado/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b5e3540310f6fb3a71ea3e0cd4ce735dcf73c02c --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9fc7048cf2acac5a358a62f71cdc6a039c49e8e7b3a8f0654c0a25c09988d056 +size 133941649 diff --git a/ce_loss/Mayfield_Tornado/seed_33/config_resolved.yaml b/ce_loss/Mayfield_Tornado/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..939b6575cf488e0426b3d4943042f97fc62ea928 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Mayfield_Tornado/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T08:29:44.512014+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/ce_loss/Mayfield_Tornado/seed_44/best_model.pt b/ce_loss/Mayfield_Tornado/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f40cdce660d2d1e5be6d35fc9d143f11dd9ca0bd --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4d8c560bb0c4da38e10f9cb3ba06a93aa4040ec8b37698251877cb964494ee35 +size 133941649 diff --git a/ce_loss/Mayfield_Tornado/seed_44/config_resolved.yaml b/ce_loss/Mayfield_Tornado/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..eaf0d7a9e5deb30c2f9f0d3060010c7bb2b6cc12 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Mayfield_Tornado/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T08:39:39.670487+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/ce_loss/Mayfield_Tornado/seed_55/best_model.pt b/ce_loss/Mayfield_Tornado/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..189b370529145b91b59aaa5616847a3250b699e6 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:34cfb3f534f8d08282a63b01f87c10a94d752690fec1a58140a3536e3e154450 +size 133941649 diff --git a/ce_loss/Mayfield_Tornado/seed_55/config_resolved.yaml b/ce_loss/Mayfield_Tornado/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2f67e1f2d347bb060ba9bb5489cf5310f13975d7 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Mayfield_Tornado/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T08:31:55.832172+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/ce_loss/Mayfield_Tornado/seed_66/best_model.pt b/ce_loss/Mayfield_Tornado/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..cc7c16b4e069951f867034bac8a6116646409395 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1efb98d99eeb31b0fdce0690b07b1bf9c25c469ad44e5e5aa0fcbf4851df61e6 +size 133941649 diff --git a/ce_loss/Mayfield_Tornado/seed_66/config_resolved.yaml b/ce_loss/Mayfield_Tornado/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d49f22652e193296b1c0e43e0a064b79fcece078 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Mayfield_Tornado/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T08:01:22.707947+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/ce_loss/Mayfield_Tornado/seed_77/best_model.pt b/ce_loss/Mayfield_Tornado/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..02919f0754faab8db4d91f0f4ee496f99be2c145 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9b4767aa7f2edb14fc1a81d00ce70787d2db38e679aa7583afff3a442448bc9b +size 133941649 diff --git a/ce_loss/Mayfield_Tornado/seed_77/config_resolved.yaml b/ce_loss/Mayfield_Tornado/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..49716cdab3dc45bf2c5e1b6e0d9b8310f522547c --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Mayfield_Tornado/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T08:49:44.971882+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/ce_loss/Mayfield_Tornado/seed_88/best_model.pt b/ce_loss/Mayfield_Tornado/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e0fee5b7b37ead6e30244d2ec1d431908db31591 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:92595021577b121ec8d90cf37003b3ca12bc971fb40b6eb1b5403750a6840f76 +size 133941649 diff --git a/ce_loss/Mayfield_Tornado/seed_88/config_resolved.yaml b/ce_loss/Mayfield_Tornado/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0d985f94537efb08c56c01bfbb1fe6cebb7f7c59 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Mayfield_Tornado/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T09:18:21.197984+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/ce_loss/Mayfield_Tornado/seed_99/best_model.pt b/ce_loss/Mayfield_Tornado/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..49b0fa9918bcce48d2007033c4d56467a2f47413 --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5077b03bda03629809eeebad45c46bfdc854f9a00a304ac35476650e4f4b1a63 +size 133941649 diff --git a/ce_loss/Mayfield_Tornado/seed_99/config_resolved.yaml b/ce_loss/Mayfield_Tornado/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..567f97dfe75106221ea029534bf0fb4001bde70c --- /dev/null +++ b/ce_loss/Mayfield_Tornado/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: ce +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/ce_loss/Mayfield_Tornado/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T09:24:15.624786+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask/Hurricane_Ida/seed_00/best_model.pt b/mask/Hurricane_Ida/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f75739b685427eb60060f332440b2026a7a75f6b --- /dev/null +++ b/mask/Hurricane_Ida/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:803a1c1a38884ec1241276fa92d05a3be59e24cea15bda119de3d3c97e9803d3 +size 79459729 diff --git a/mask/Hurricane_Ida/seed_00/config_resolved.yaml b/mask/Hurricane_Ida/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..48eea318fe4089ed09e59903bfc7e00f88a121e6 --- /dev/null +++ b/mask/Hurricane_Ida/seed_00/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Ida/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T19:51:17.342919+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask/Hurricane_Ida/seed_11/best_model.pt b/mask/Hurricane_Ida/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0483ab97b0abe034775c9e098b48417eca08631e --- /dev/null +++ b/mask/Hurricane_Ida/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d6992157f09ef5a7ce1fd604f449b02cf3f159f8d9f3b05af3a76f5f0de9f5a2 +size 79459729 diff --git a/mask/Hurricane_Ida/seed_11/config_resolved.yaml b/mask/Hurricane_Ida/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..13c25d1f31acb7df3fa0b12baae1b73ef5460f4e --- /dev/null +++ b/mask/Hurricane_Ida/seed_11/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Ida/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T19:45:26.722484+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask/Hurricane_Ida/seed_22/best_model.pt b/mask/Hurricane_Ida/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b81721be1f71dbf0d09edb6acaa392d9295047b2 --- /dev/null +++ b/mask/Hurricane_Ida/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d09d593b986465a4f932e19315c740ae8ceee4286389d14e960d4f392cb67258 +size 79459729 diff --git a/mask/Hurricane_Ida/seed_22/config_resolved.yaml b/mask/Hurricane_Ida/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..62f4ea70f1da77a0f118e18e25964be582a67cba --- /dev/null +++ b/mask/Hurricane_Ida/seed_22/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Ida/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T20:01:21.991318+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask/Hurricane_Ida/seed_33/best_model.pt b/mask/Hurricane_Ida/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..27f02c93e8b6790a3dffad845e0ed951ae5dfef4 --- /dev/null +++ b/mask/Hurricane_Ida/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6bbc4584abafff0b375a302691bed26fa7c9e7d456c37d13d3c30d6566013786 +size 79459729 diff --git a/mask/Hurricane_Ida/seed_33/config_resolved.yaml b/mask/Hurricane_Ida/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9bcffc99775a96924ed3105ae3866426d517b4cb --- /dev/null +++ b/mask/Hurricane_Ida/seed_33/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Ida/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T20:17:34.299305+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask/Hurricane_Ida/seed_44/best_model.pt b/mask/Hurricane_Ida/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6b5e9cdde968e463184f5601a871cf8e47700504 --- /dev/null +++ b/mask/Hurricane_Ida/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:abe6a8cc2de107d48ec40d75c05c480d4aa27bdd57d495122bbaaff3ed95ed7a +size 79459729 diff --git a/mask/Hurricane_Ida/seed_44/config_resolved.yaml b/mask/Hurricane_Ida/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d5413a1236615793b5c800a650053c3aa74a5f19 --- /dev/null +++ b/mask/Hurricane_Ida/seed_44/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Ida/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T21:16:02.593361+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask/Hurricane_Ida/seed_55/best_model.pt b/mask/Hurricane_Ida/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..da9138fbc2b1a7a8c8a0b12698bac8ef5af14f7c --- /dev/null +++ b/mask/Hurricane_Ida/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:abb5c16b1165e5c16110f1bf626261a7b05dc1c3866ab76ac207474253ea5ec2 +size 79459729 diff --git a/mask/Hurricane_Ida/seed_55/config_resolved.yaml b/mask/Hurricane_Ida/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..01200333f5aeea5dbb3d8b5ac9c26bac5f60144b --- /dev/null +++ b/mask/Hurricane_Ida/seed_55/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Ida/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T20:55:26.988594+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask/Hurricane_Ida/seed_66/best_model.pt b/mask/Hurricane_Ida/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..53006e8b3079eb6862823a42d4f67fdfca933605 --- /dev/null +++ b/mask/Hurricane_Ida/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8dcee8ca9657aa1fc9a91525dae09fe46c9e4ba08820b24b29971779dca3130d +size 79459729 diff --git a/mask/Hurricane_Ida/seed_66/config_resolved.yaml b/mask/Hurricane_Ida/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0d478691099e6e668e23f59298ecde9603ce0d5c --- /dev/null +++ b/mask/Hurricane_Ida/seed_66/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Ida/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T21:07:37.424745+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask/Hurricane_Ida/seed_77/best_model.pt b/mask/Hurricane_Ida/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f4ac0927393bf37a4c7b45af8b87172632983605 --- /dev/null +++ b/mask/Hurricane_Ida/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f15cfa16d0728c254a615102fc414a2bcb114a73450e373a5443e4ca88473573 +size 79459729 diff --git a/mask/Hurricane_Ida/seed_77/config_resolved.yaml b/mask/Hurricane_Ida/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4634e01809a1b3e793176b944b4aea2af84ebd40 --- /dev/null +++ b/mask/Hurricane_Ida/seed_77/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Ida/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T21:13:26.700406+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask/Hurricane_Ida/seed_88/best_model.pt b/mask/Hurricane_Ida/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f97d97673433511f26b403cacee4b334dcc3c180 --- /dev/null +++ b/mask/Hurricane_Ida/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3fea392ef8edc00c654669fa7e943ac93277a921eb0731f849b02a6c5a42e6fe +size 79459729 diff --git a/mask/Hurricane_Ida/seed_88/config_resolved.yaml b/mask/Hurricane_Ida/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6446a35e6d7cd7e6fbaa0b57781fcffcaa8db4d8 --- /dev/null +++ b/mask/Hurricane_Ida/seed_88/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Ida/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T21:18:03.089779+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask/Hurricane_Ida/seed_99/best_model.pt b/mask/Hurricane_Ida/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8695077b5d4cc3de58a5c8dfa8dcda7e9b1ea0fc --- /dev/null +++ b/mask/Hurricane_Ida/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3d4fe7a7a7fe9b22a6f2281f09fc43636651a1f56e877f6ba7c9cf2876a9b54f +size 79459729 diff --git a/mask/Hurricane_Ida/seed_99/config_resolved.yaml b/mask/Hurricane_Ida/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c0e23231fc3b8febe4c3fe93d5c2b0ca95f823f3 --- /dev/null +++ b/mask/Hurricane_Ida/seed_99/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Ida/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T21:26:53.834359+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..64ee3e5ff961ed86791d9ca197e0a1469565d183 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc7e32050cd16e4990a4b0d9971d23d944f5cffbe6a2b8a3365365855b9a7a7d +size 79459729 diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b385ff89d62f3f74cb2fa1bcbfdf0c5f12b2851d --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T18:38:04.880690+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..720a6e54d14b762425b41bf12a4491cc50157914 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c92553ea9b9bb8fda31ad95b629c56908563c0fb886ca60cd242098b21ec78cf +size 79459729 diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1e85a97d807e61b5673e03cc0107066fb6a6a2d1 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T18:55:08.306028+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b8ef0ba86844069580dd194f2fc16a0af0b8b866 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a0c4e03aceaf8ff3142d210f79d4310382be32105ea46086ee50d2e22981e1f7 +size 79459729 diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c77f28183254e598a111ce28e98e9f63af650897 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T18:44:56.628692+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c3cf94bc339c287bf12445b2fe0b51981cf1c244 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1261f38aa2a243eaab326a56c4715085acce93be736f9864dca505002b126eac +size 79459729 diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..78b3ec00c2de929ea23d9ca0a7a5e7f53b6924bc --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T18:44:47.373462+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..7113c4f44b858f9c9e5e5cd476c262b86c17c910 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27a2827baec062f959364a19ebc8df11a06a32e4defcc9fbb9af4f27822c8b83 +size 79459729 diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e5cb54d8c7cb8640d12152a0514aa200ae98ff23 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T18:35:41.455334+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..903bfa4e48e58479b36ab0799f96bb4552292a5f --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:69321c2805bb7f5cb05da671670b347b4bc8e6e1dd8738351625130fe84481aa +size 79459729 diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3481f1a8c7d6289fc2648e6171a4e4d622fb0bfa --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T19:04:15.116239+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..caf178bb04dcb95c5d7fa51f5119fc98792da027 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:94ba14ab94fd5f704cdb1f657d4ac90a989e4b585abf877e86678b64377a3cf4 +size 79459729 diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f4eadaaa777151b54534f1e9348e4f2373a36cc6 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T18:34:37.688567+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d8825f5aa00761dc6867d260ef6f423e25d28191 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ae2c5c17c86f6ba8c0d92cccbc91f223f27da648c5cd14ff9f9fdf569dfe7a22 +size 79459729 diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..08d34e5af6c9b9f3a7305f2ad6bd5a621b609fd1 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T20:27:26.404684+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..55eb6db352d11d26c365ceebdee84c17c2f13274 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4610c2521abd8afd2c054c1d52e53b4219037c3bf3d2180cac317865d1c05118 +size 79459729 diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc9ecb4303996580017eaf06171ea918b02de51b --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T20:00:47.898485+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..17a7a1f5b50999b0ae40f2af352df8e1347c1575 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9c476bd788c8c47a92ad5ccf1be3af58c16a9bd45c4528a9b996821080b166f0 +size 79459729 diff --git a/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..700acf920f6288bb73dd0a54d62d890aa67e0276 --- /dev/null +++ b/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T19:54:14.206361+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask/Hurricane_Michael/seed_00/best_model.pt b/mask/Hurricane_Michael/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..4729144fd7f7cb173001b4d3d9e227de23bec6ff --- /dev/null +++ b/mask/Hurricane_Michael/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a55cd69e719ba09a0ac8b28c18ff74b975b91cd97518cf687fc3d93dea187f43 +size 79459729 diff --git a/mask/Hurricane_Michael/seed_00/config_resolved.yaml b/mask/Hurricane_Michael/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bdfea141385bee92a3416e73cfd8a4021b2009f1 --- /dev/null +++ b/mask/Hurricane_Michael/seed_00/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Michael/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T10:42:08.556747+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask/Hurricane_Michael/seed_11/best_model.pt b/mask/Hurricane_Michael/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..2b7c44e9d9d83dbc7139e1aa91b5d857b43a7467 --- /dev/null +++ b/mask/Hurricane_Michael/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7e81185f43f2a9f0ba8009b582cb5d0b1b75ea8060b6309843d14f5648ee3bf5 +size 79459729 diff --git a/mask/Hurricane_Michael/seed_11/config_resolved.yaml b/mask/Hurricane_Michael/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..140849acdd4a0ed7bc6ce29f515b4647599601c4 --- /dev/null +++ b/mask/Hurricane_Michael/seed_11/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Michael/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T12:12:07.053753+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask/Hurricane_Michael/seed_22/best_model.pt b/mask/Hurricane_Michael/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..529db4c5aa6b838457567f9cb0135ced2d361e60 --- /dev/null +++ b/mask/Hurricane_Michael/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aaa4c9f48c986d1c670cdfdeec45ead01986846e70997ffc3048275369163a09 +size 79459729 diff --git a/mask/Hurricane_Michael/seed_22/config_resolved.yaml b/mask/Hurricane_Michael/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..27869a53d79d6df9ca10ecd96b299fa2a9278dab --- /dev/null +++ b/mask/Hurricane_Michael/seed_22/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Michael/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T13:03:26.549895+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask/Hurricane_Michael/seed_33/best_model.pt b/mask/Hurricane_Michael/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0f692c231584f750d6703fe7402e09b38feaaac9 --- /dev/null +++ b/mask/Hurricane_Michael/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:968fdcab54f26071ebdd69d782cb1ee719fe68135b6e5bd9626ba79ffe111a80 +size 79459729 diff --git a/mask/Hurricane_Michael/seed_33/config_resolved.yaml b/mask/Hurricane_Michael/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f91e5ad8741f0ccef4fc588a1ed9dd48328dbcd8 --- /dev/null +++ b/mask/Hurricane_Michael/seed_33/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Michael/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T14:22:21.276436+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask/Hurricane_Michael/seed_44/best_model.pt b/mask/Hurricane_Michael/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e90aff673993334a6d1b9b56dc0194a8d6f1cef3 --- /dev/null +++ b/mask/Hurricane_Michael/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab89b23f62d95bfd338023d1c04aaccf5212a946dda9ee9b5bb225e1613951f0 +size 79459729 diff --git a/mask/Hurricane_Michael/seed_44/config_resolved.yaml b/mask/Hurricane_Michael/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c59d971703171f680815da7e726077d96ef11374 --- /dev/null +++ b/mask/Hurricane_Michael/seed_44/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Michael/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T15:24:38.450381+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask/Hurricane_Michael/seed_55/best_model.pt b/mask/Hurricane_Michael/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..4983ec1d528faef04112ecaed5ab97c15cbfcb0b --- /dev/null +++ b/mask/Hurricane_Michael/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9aa66cb8e5492f727ed773689d3befa2ed12a3dec076dd470eb3e54d03fa3058 +size 79459729 diff --git a/mask/Hurricane_Michael/seed_55/config_resolved.yaml b/mask/Hurricane_Michael/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..51ec235a87e60870335e7b0ae8490e5cc1686144 --- /dev/null +++ b/mask/Hurricane_Michael/seed_55/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Michael/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T16:16:45.196340+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask/Hurricane_Michael/seed_66/best_model.pt b/mask/Hurricane_Michael/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c81a5a7e570eb01a2bd8323c3b92ed032fdb9f58 --- /dev/null +++ b/mask/Hurricane_Michael/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1c162c6963710e65a7666e2bcd0b6bb010659f58d3922d6152c1a40d70f72de6 +size 79459729 diff --git a/mask/Hurricane_Michael/seed_66/config_resolved.yaml b/mask/Hurricane_Michael/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c0a22c5e801ed1331a06307cea0e5140c7af72c3 --- /dev/null +++ b/mask/Hurricane_Michael/seed_66/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Michael/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T17:12:55.446455+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask/Hurricane_Michael/seed_77/best_model.pt b/mask/Hurricane_Michael/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5f2860dc30b05fbd50def91d52e0990cca190347 --- /dev/null +++ b/mask/Hurricane_Michael/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7cb8312b5e5e9bd56cbc0b912b92496273ebb037326059f0c9311f819bfbe404 +size 79459729 diff --git a/mask/Hurricane_Michael/seed_77/config_resolved.yaml b/mask/Hurricane_Michael/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..70bb35b5fadc279ac7385ebf66c7363c5d6e14db --- /dev/null +++ b/mask/Hurricane_Michael/seed_77/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Michael/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T18:08:04.263708+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask/Hurricane_Michael/seed_88/best_model.pt b/mask/Hurricane_Michael/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..fb180ba61562337606f40a0e4539dd5b55726409 --- /dev/null +++ b/mask/Hurricane_Michael/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a1f7a3464d9a99d884b8454b93efceb2a7fd36919f27508f156d04377abe3695 +size 79459729 diff --git a/mask/Hurricane_Michael/seed_88/config_resolved.yaml b/mask/Hurricane_Michael/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..60ba2c9974cab9dfba116cdbdd54dbf6265fd73f --- /dev/null +++ b/mask/Hurricane_Michael/seed_88/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Michael/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T19:04:31.764213+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask/Hurricane_Michael/seed_99/best_model.pt b/mask/Hurricane_Michael/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..db89a596fdb3b6350f09f28653f8b1556a9943c0 --- /dev/null +++ b/mask/Hurricane_Michael/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ee0e329156014e82f646c46500a29f0e3079ee0a993f17bcd597d99c3fa3c77e +size 79459729 diff --git a/mask/Hurricane_Michael/seed_99/config_resolved.yaml b/mask/Hurricane_Michael/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4da3912abdd4f15de835e0fb33260989c12ce964 --- /dev/null +++ b/mask/Hurricane_Michael/seed_99/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Hurricane_Michael/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T19:57:53.922947+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask/Mayfield_Tornado/seed_00/best_model.pt b/mask/Mayfield_Tornado/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..74dfb309c149ebffb8565f2f7e828eebc5b445c4 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f6867bf39398f700b0f9dd867a945e71c5f0fee40d90ef642988c375e697b3f8 +size 79459729 diff --git a/mask/Mayfield_Tornado/seed_00/config_resolved.yaml b/mask/Mayfield_Tornado/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..59d7eb844808a308723f8731f1a20f2d3383a041 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_00/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Mayfield_Tornado/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T22:40:20.616215+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask/Mayfield_Tornado/seed_11/best_model.pt b/mask/Mayfield_Tornado/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..bed84185c957c0263436323293aca21ab8e05fa4 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6699ce8c3a736b3bd7ff2e502cf0e76f5a0a82eaf8c93baa654c820efe267cb7 +size 79459729 diff --git a/mask/Mayfield_Tornado/seed_11/config_resolved.yaml b/mask/Mayfield_Tornado/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c0e3bf53865860f62bd2ee670d1b428cc06dbaf9 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_11/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Mayfield_Tornado/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T23:39:04.634827+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask/Mayfield_Tornado/seed_22/best_model.pt b/mask/Mayfield_Tornado/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5675212e84ee7f45ef3b9bd249ba041625ba506d --- /dev/null +++ b/mask/Mayfield_Tornado/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:910bcd897aca965731feddb8521e302ab0e75352cee6a2c2bbd153a54c7b502d +size 79459729 diff --git a/mask/Mayfield_Tornado/seed_22/config_resolved.yaml b/mask/Mayfield_Tornado/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ad6904d9330b37927fb5f250dd09beaa43004b8b --- /dev/null +++ b/mask/Mayfield_Tornado/seed_22/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Mayfield_Tornado/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-30T01:20:31.715355+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask/Mayfield_Tornado/seed_33/best_model.pt b/mask/Mayfield_Tornado/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..86b292cc33dd6d3277321d40cbd2acd3063a3dac --- /dev/null +++ b/mask/Mayfield_Tornado/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:12941a1b80b201771435042d01800951a692278de478b9aabdcbc4179420d560 +size 79459729 diff --git a/mask/Mayfield_Tornado/seed_33/config_resolved.yaml b/mask/Mayfield_Tornado/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7108ea225a712cbc9225e176493799899c0831e4 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_33/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Mayfield_Tornado/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-30T02:39:15.754616+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask/Mayfield_Tornado/seed_44/best_model.pt b/mask/Mayfield_Tornado/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8c8ee70f1247e088f54f47fd7338aa6fa8d4c254 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:431978d7bf74b130eaae2d32072ca209c9148f8d0745dac41f9f43c1399a48b3 +size 79459729 diff --git a/mask/Mayfield_Tornado/seed_44/config_resolved.yaml b/mask/Mayfield_Tornado/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..264558742c60bbc4d977fa7e71130e8f0ef454ce --- /dev/null +++ b/mask/Mayfield_Tornado/seed_44/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Mayfield_Tornado/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-30T03:35:13.407658+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask/Mayfield_Tornado/seed_55/best_model.pt b/mask/Mayfield_Tornado/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..4f52b35260266b913e7f1538ccbacf737e8a08bd --- /dev/null +++ b/mask/Mayfield_Tornado/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7b060f5d558957c5061c9ffff0d9aedcd54a78b8e38a658427d0c557e549aebc +size 79459729 diff --git a/mask/Mayfield_Tornado/seed_55/config_resolved.yaml b/mask/Mayfield_Tornado/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2b134cb424e00b7ecc185a4d6f3f42a1b2fa2b47 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_55/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Mayfield_Tornado/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-30T04:44:26.139179+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask/Mayfield_Tornado/seed_66/best_model.pt b/mask/Mayfield_Tornado/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c4f39c404f86b52c3c38057c4165b2c58d5dac1e --- /dev/null +++ b/mask/Mayfield_Tornado/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b85098066cb1159d22236ca7be71081594c98a4e913b04b49043305cb693fde5 +size 79459729 diff --git a/mask/Mayfield_Tornado/seed_66/config_resolved.yaml b/mask/Mayfield_Tornado/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..29c9bf5dbf6f5b8e5e12b7d94d2684d2bc82bf3b --- /dev/null +++ b/mask/Mayfield_Tornado/seed_66/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Mayfield_Tornado/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-30T05:31:05.549604+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask/Mayfield_Tornado/seed_77/best_model.pt b/mask/Mayfield_Tornado/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..2daefed04c2d2f5105120e0f44c162063448b8f1 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b47af20bcaa6913f53518a5e5f2025999c0636d0ca13051baa2c6e024e96f7b7 +size 79459729 diff --git a/mask/Mayfield_Tornado/seed_77/config_resolved.yaml b/mask/Mayfield_Tornado/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..94dfd413c143fdc28c45d52a8fd03a229ce50178 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_77/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Mayfield_Tornado/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-30T06:53:39.804550+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask/Mayfield_Tornado/seed_88/best_model.pt b/mask/Mayfield_Tornado/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..71928df9ea7d1b4a8aa7be267f1c1ff50171c0e5 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7fd75428da29a261b16539720cef2de52ad1263bd94627c5ea8b69abf527c074 +size 79459729 diff --git a/mask/Mayfield_Tornado/seed_88/config_resolved.yaml b/mask/Mayfield_Tornado/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..eff204f39f624aacb53d220152e094a6eb8431e9 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_88/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Mayfield_Tornado/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-30T07:44:17.958724+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask/Mayfield_Tornado/seed_99/best_model.pt b/mask/Mayfield_Tornado/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d1c1f0f7586b8e0cf8144d3430227637f613d8a1 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:480d8a0ecaab590e6d7d8ff75e86f176c79dc424a1ca9cd0fc6be9383eb91aea +size 79459729 diff --git a/mask/Mayfield_Tornado/seed_99/config_resolved.yaml b/mask/Mayfield_Tornado/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1ab5bf55ffc7058ccb0f4e6ff4576733cbd4c7d4 --- /dev/null +++ b/mask/Mayfield_Tornado/seed_99/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask/Mayfield_Tornado/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-30T08:59:28.989787+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Ida/seed_00/best_model.pt b/mask_channel_only/Hurricane_Ida/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..025eb576cf3b9a78c80cdee6ad8cb84a054b8934 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dc9dd8b3b97518e494bf05d37e8938c25109dc1a9256fe13870bc71ae3094a2c +size 78436809 diff --git a/mask_channel_only/Hurricane_Ida/seed_00/config_resolved.yaml b/mask_channel_only/Hurricane_Ida/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..000c4d7f803b7211d57ed94fb876a8f2855227fe --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Ida/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T14:07:33.549070+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Ida/seed_11/best_model.pt b/mask_channel_only/Hurricane_Ida/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a4d5daa1c70f9a4eb64937290d50263dbd0e7e83 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7c0ed1348fdca8c1efff4212b996321bf1f709398e9ce6723bbd8eb517d66e2f +size 78436809 diff --git a/mask_channel_only/Hurricane_Ida/seed_11/config_resolved.yaml b/mask_channel_only/Hurricane_Ida/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ec6e8e63aead9742e24462fdc503dedb17a8ad17 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Ida/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T13:56:42.155944+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Ida/seed_22/best_model.pt b/mask_channel_only/Hurricane_Ida/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0e8657dc7e104a7b8f7c017a9680b4fcdfc18e46 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:30af768463787ce1378d353e67deaebc8712a2317aec5a57fd66ed42ee9541f8 +size 78436809 diff --git a/mask_channel_only/Hurricane_Ida/seed_22/config_resolved.yaml b/mask_channel_only/Hurricane_Ida/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dc4301c5b4608a4552b5d495f44a381efb292ab1 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Ida/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T14:45:01.978469+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Ida/seed_33/best_model.pt b/mask_channel_only/Hurricane_Ida/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a392d05b717f0b9483e758240ace49113e5841ad --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5022859e9462d88b83947e4bee3c65a3b8aeeb287a758e846b22e6459a75e23a +size 78436809 diff --git a/mask_channel_only/Hurricane_Ida/seed_33/config_resolved.yaml b/mask_channel_only/Hurricane_Ida/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..62d83fb111b3a76119e8c70c5ac41853e4d5eb29 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Ida/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T14:34:09.613754+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Ida/seed_44/best_model.pt b/mask_channel_only/Hurricane_Ida/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ef049434774d955019f3ee79ec0c72056cbe9b6b --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc0f1ceca7a1c7ecdaee0440bb4a3b4e3f305303d9e7ef33799f857785e5a71e +size 78436809 diff --git a/mask_channel_only/Hurricane_Ida/seed_44/config_resolved.yaml b/mask_channel_only/Hurricane_Ida/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..64b2f0a8cbd04b93c795838e76a95909f901a1a6 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Ida/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T14:18:32.310520+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Ida/seed_55/best_model.pt b/mask_channel_only/Hurricane_Ida/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d91a19f6653e2ccc9a54674d7418b8280499b791 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:91fdacbcf7fca3fdf1ebb405a0a4d2bb729782787b16027c08feb9b740408e95 +size 78436809 diff --git a/mask_channel_only/Hurricane_Ida/seed_55/config_resolved.yaml b/mask_channel_only/Hurricane_Ida/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9ab9088379af320b2c45316c4ea38f9a7b529e3b --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Ida/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T14:32:54.210985+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Ida/seed_66/best_model.pt b/mask_channel_only/Hurricane_Ida/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ef823f634c64456cf54e206b9ec9f29fc3e30a0c --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1ccf674510c6cec4dc7d916f1acce1902e99367838878367cd460b4478a805e1 +size 78436809 diff --git a/mask_channel_only/Hurricane_Ida/seed_66/config_resolved.yaml b/mask_channel_only/Hurricane_Ida/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..611e36c34766705c06d677886816a2e8abef9db8 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Ida/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T15:13:10.414536+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Ida/seed_77/best_model.pt b/mask_channel_only/Hurricane_Ida/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..951cbb68e58aa9a5ce267557f5c3246051405801 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:62eb81e380c98a8e61ce4f2ac26c58b7117a9e7a579f3a590810af7bb7fa21ea +size 78436809 diff --git a/mask_channel_only/Hurricane_Ida/seed_77/config_resolved.yaml b/mask_channel_only/Hurricane_Ida/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f8bc8d7fa1456b4c805a3db02f75e2a11bb9381a --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Ida/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T15:20:59.590320+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Ida/seed_88/best_model.pt b/mask_channel_only/Hurricane_Ida/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3ac10c2d969458afae4b7af92c00847a4ac5104d --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ea42a43a3039c9154ec6f5977244544d51cbfed59a683608e16d5462aacadc6d +size 78436809 diff --git a/mask_channel_only/Hurricane_Ida/seed_88/config_resolved.yaml b/mask_channel_only/Hurricane_Ida/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9d6429d4145ddbdbdf59fe03f426d770b26ff340 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Ida/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T15:08:20.999842+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Ida/seed_99/best_model.pt b/mask_channel_only/Hurricane_Ida/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6c6f713e9ee74949a047b7f625e38fdb333660f7 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c7622766fa28542c156f3a942ce0afde8d1f73f60f5e04585b32c0c2ecc1348a +size 78436809 diff --git a/mask_channel_only/Hurricane_Ida/seed_99/config_resolved.yaml b/mask_channel_only/Hurricane_Ida/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1652ece4ca3436338af009eafdd86b61be124c04 --- /dev/null +++ b/mask_channel_only/Hurricane_Ida/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Ida/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T15:43:54.329052+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..58790779d4f861b7c32754851539c9fec1f19968 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:04213f1b9927259b238997496817527aa4bbf05ad70db2e3db656cdf3fbc8e95 +size 78436809 diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6c27716cabfa25ccd92a83a9b52a7b613e4ea588 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T11:59:02.610062+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..93d868617cd76775f3bc00cf3e17ebbb2fb75390 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:92ad5d8e051723d13d78be1020ca79aa7bbc4e5a8053dfaa4039f995f653c11c +size 78436809 diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a58b52228f39f504cf1319b3831ea4172439cdee --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T12:00:24.200419+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..92a9aeca65f6dde9813566046ecfd0bc874d8cfd --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6f3a17592c002a7dbb7f8ad21e6f64441a8debf112068961c0fb064f7e6e79f3 +size 78436809 diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8cb22e6db45046ae8a488eca561da22b08e40c2e --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T12:22:26.900821+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a90fad39c0c7c83186741c47d9f69c67d91dc226 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:793c0721b4e618eee921fdc40d232cc68cf5a86401969578f0221b27c5636230 +size 78436809 diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6ef7c3d4bd60dce33442574c559db79c70c085b7 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T12:38:14.932334+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3ae158b1c5bc19d510e46494af09fb935c262462 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:af0c468deb6245f306bb22973d3730121085a27089d594f602c2e92935db045c +size 78436809 diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3e9a3420bc87087f46ae40cbbfbda000b9a2d9c5 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T12:13:15.012754+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e1daeee29d53573cd67d90afddf67fa2f68d3d43 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c0bf6f90bde42554825de74770726f8e137e7833b78ffd92a9e9ebabf39e97b8 +size 78436809 diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fa422af92c89915ee569a1fe1b409a3f011462c8 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T13:00:46.588290+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..342396c5b0f3361c193a3920b9d2ec6c4928760a --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:445f57e17a7049933839ecc8fb0fa3d7c881a8eaf53ff99209c7719cd6cab187 +size 78436809 diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ff3f181063d32d7905962f89c44832fe9afdc433 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T13:11:29.872452+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ea6bf93ab6a02963d83563b9962bd3ff2f8f3760 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d7eb29f3142473ac24feece6c83967a414472581550e56b57124e24e330a78ec +size 78436809 diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..da81d59e29bd8fa18ef918a3e664b145037933d4 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T12:56:12.462412+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..10fe3d5f2ea4937ee3f49b15ae0d7f9c7e124a2f --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3a78d215f69248d8942358f82f1e45231f012cd195f2c8fa7fcc14c3191fe815 +size 78436809 diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..333019e71949bde47df4fc66bd596375257ec97e --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T13:12:14.455377+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5b97ba34cd747924db796098876e9aa3cb13dba4 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ee72cf514bc92107e69fa8fbf7f91143031824aa005e5fdf3e6d649064fc0db0 +size 78436809 diff --git a/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..41a2620c243f8a019e83ed86674dfd812f3c1dd1 --- /dev/null +++ b/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T13:45:24.569173+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/mask_channel_only/Hurricane_Michael/seed_00/best_model.pt b/mask_channel_only/Hurricane_Michael/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ae1b04cc124101b3ecdb030ad516f8eb7bc09364 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:854b8a63bfa20415b3869d1fa373c594a9cf445b435023048a75cc7323f701f9 +size 78436809 diff --git a/mask_channel_only/Hurricane_Michael/seed_00/config_resolved.yaml b/mask_channel_only/Hurricane_Michael/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3e9ba3339565ea319b757a7168084f3da0d24169 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Michael/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T15:43:02.010935+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Michael/seed_11/best_model.pt b/mask_channel_only/Hurricane_Michael/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..66645e8eec7867469133a57e8a42c536db5b9a9a --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f1d81056205a698eb5ce245980d816cef3c185ccabcd53fe4f50f5d776dd5141 +size 78436809 diff --git a/mask_channel_only/Hurricane_Michael/seed_11/config_resolved.yaml b/mask_channel_only/Hurricane_Michael/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..718bf9ec8fdd479801b4ab2bee98bbe54c233985 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Michael/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T15:33:07.644402+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Michael/seed_22/best_model.pt b/mask_channel_only/Hurricane_Michael/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..7f53af7f29ecd1062a08f6006bd7f332df47e620 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2e9f98996454cd7944f0c5b19a4d3981ee6ac71ecc321d273cf068c27ef8a1cc +size 78436809 diff --git a/mask_channel_only/Hurricane_Michael/seed_22/config_resolved.yaml b/mask_channel_only/Hurricane_Michael/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bbcf32fea6679666a2be2f47dc71abebe229539b --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Michael/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T16:11:56.297453+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Michael/seed_33/best_model.pt b/mask_channel_only/Hurricane_Michael/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..831e5873c3fe50370f7756392e93190278723de2 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7b4bccb15e88dc3fc371feddf3c0e340d297e682b098f56e4444b70ce31b3e49 +size 78436809 diff --git a/mask_channel_only/Hurricane_Michael/seed_33/config_resolved.yaml b/mask_channel_only/Hurricane_Michael/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..89e2c589abe5de962b94a6d17088bd3f247647c4 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Michael/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T16:16:16.775605+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Michael/seed_44/best_model.pt b/mask_channel_only/Hurricane_Michael/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e70da826b1a8fe9c62441e3ec8cf1d1eb9893ef7 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:706a27c01f6e0b7785b0a9e106a2455e6f5b2e062379628eaf60facaab8ff2fa +size 78436809 diff --git a/mask_channel_only/Hurricane_Michael/seed_44/config_resolved.yaml b/mask_channel_only/Hurricane_Michael/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..da2b616c4829e6b8c64b407a2a05f100399836b1 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Michael/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T16:15:26.117016+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Michael/seed_55/best_model.pt b/mask_channel_only/Hurricane_Michael/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..baaa9008a2f9903432b494d3371e92234e5068fc --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1ef322168ca5831fe096fe7ecd64231051d96311eadf218b37620767316d11d5 +size 78436809 diff --git a/mask_channel_only/Hurricane_Michael/seed_55/config_resolved.yaml b/mask_channel_only/Hurricane_Michael/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..26010bfc220276d53422dbeb3e341ca67009caa7 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Michael/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T16:19:15.716290+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Michael/seed_66/best_model.pt b/mask_channel_only/Hurricane_Michael/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..69e1904240d81d1c80702ebc24f7352ad73eabf4 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:729ac177b55f99ce2b13eebb30c89d1da9a1c2e2f7b0fce8f7432d0b87ee6072 +size 78436809 diff --git a/mask_channel_only/Hurricane_Michael/seed_66/config_resolved.yaml b/mask_channel_only/Hurricane_Michael/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a284a7c7d158a375e184a66999f2f57a3bd38e59 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Michael/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T16:43:11.705493+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Michael/seed_77/best_model.pt b/mask_channel_only/Hurricane_Michael/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e54bab570471365d08f882af52694782bab3f64d --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d68e4f4416cbbfb2276d4c07bff433067782f03959d9df2d8dd728dafad07047 +size 78436809 diff --git a/mask_channel_only/Hurricane_Michael/seed_77/config_resolved.yaml b/mask_channel_only/Hurricane_Michael/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b4b0ac4ec2779b0f03ad2702807225a4cade8ebf --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Michael/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T17:01:39.291770+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Michael/seed_88/best_model.pt b/mask_channel_only/Hurricane_Michael/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..004ca32a5565ee98250dc2fe6401ee9c475c5e56 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5074469fb9916c634f6ed233f351648e7319bb8b5f14ed791235a2557cf0c072 +size 78436809 diff --git a/mask_channel_only/Hurricane_Michael/seed_88/config_resolved.yaml b/mask_channel_only/Hurricane_Michael/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2e28c038d3206c8c7994f79bc53047cbc51abd66 --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Michael/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T16:52:36.921579+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask_channel_only/Hurricane_Michael/seed_99/best_model.pt b/mask_channel_only/Hurricane_Michael/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..df530649ecfc95922aa9f53d30710dd0e7fd18fa --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d6c4379f879ac39e8f5e82bd75715316c25dc02606314693fe2f1e4756ca5366 +size 78436809 diff --git a/mask_channel_only/Hurricane_Michael/seed_99/config_resolved.yaml b/mask_channel_only/Hurricane_Michael/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dba328bc402bcc23e3c09f0f86d3da36c569aaec --- /dev/null +++ b/mask_channel_only/Hurricane_Michael/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Hurricane_Michael/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T17:04:40.750576+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/mask_channel_only/Mayfield_Tornado/seed_00/best_model.pt b/mask_channel_only/Mayfield_Tornado/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..443d410a26b137752fa89bdf8369a7a2d9c6504a --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:73bbc517394f5f1ee8b5c8f02155b968c82019454baab059c0a378f38de25305 +size 78436809 diff --git a/mask_channel_only/Mayfield_Tornado/seed_00/config_resolved.yaml b/mask_channel_only/Mayfield_Tornado/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ce45258206082d011b728fe2f001064b2f1a22da --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Mayfield_Tornado/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T17:47:30.088836+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask_channel_only/Mayfield_Tornado/seed_11/best_model.pt b/mask_channel_only/Mayfield_Tornado/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..136751f2ad46436a3a07acc87b3cf07851308768 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3e1dcce2bb0980f04c118db326dc2a7fed0c2e24b9d833b8a94bd9067fb183dd +size 78436809 diff --git a/mask_channel_only/Mayfield_Tornado/seed_11/config_resolved.yaml b/mask_channel_only/Mayfield_Tornado/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7dedc8109c7e24a90af12f539077b0e3a0994c96 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Mayfield_Tornado/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T16:58:24.118517+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask_channel_only/Mayfield_Tornado/seed_22/best_model.pt b/mask_channel_only/Mayfield_Tornado/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5df0b481a38c69b34d244e324329df01beb70535 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:714f203f3f15520ee94757732a41fe7386dfaac884b35d39b357b67c43b8a8c0 +size 78436809 diff --git a/mask_channel_only/Mayfield_Tornado/seed_22/config_resolved.yaml b/mask_channel_only/Mayfield_Tornado/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..23569c1947e67d3fa31e99822d496744858416de --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Mayfield_Tornado/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T17:05:55.957861+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask_channel_only/Mayfield_Tornado/seed_33/best_model.pt b/mask_channel_only/Mayfield_Tornado/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..adaf22e74dc8c92c51f1c3262603cf7140eb7a48 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a93cf5c7c4406ce5acf027297a8730215f9d066496be9c5696480803c441eba2 +size 78436809 diff --git a/mask_channel_only/Mayfield_Tornado/seed_33/config_resolved.yaml b/mask_channel_only/Mayfield_Tornado/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..39e0972fd852c570a8416e706afc5d2b88899eca --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Mayfield_Tornado/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T17:28:48.253024+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask_channel_only/Mayfield_Tornado/seed_44/best_model.pt b/mask_channel_only/Mayfield_Tornado/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e5133febc139a29593409648343842dec4bcc9fc --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:afb8abea694363e03ba30a8c0138188d74e989f129e87198cd3e3fbca28bbf6d +size 78436809 diff --git a/mask_channel_only/Mayfield_Tornado/seed_44/config_resolved.yaml b/mask_channel_only/Mayfield_Tornado/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6e1f0be3a4379735787a2d4fd953477a464632b9 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Mayfield_Tornado/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T17:53:09.364499+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask_channel_only/Mayfield_Tornado/seed_55/best_model.pt b/mask_channel_only/Mayfield_Tornado/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3e58712ab9df50976daf63e14dbb83f42ec2c2c4 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:63a17239db321640b38dac4cdb4e3a36b5d42eee79e8f8e100f525219cd87dd6 +size 78436809 diff --git a/mask_channel_only/Mayfield_Tornado/seed_55/config_resolved.yaml b/mask_channel_only/Mayfield_Tornado/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a539faff3f30a6acccb79a75c648fe85ee86711d --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Mayfield_Tornado/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T17:56:48.205069+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask_channel_only/Mayfield_Tornado/seed_66/best_model.pt b/mask_channel_only/Mayfield_Tornado/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b3c6c1fdb496034bf47f00572befe46c63c177d4 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f7a6d466e03b2f9517389791cef1d203226bf7f950271be7b6a2207a668b3761 +size 78436809 diff --git a/mask_channel_only/Mayfield_Tornado/seed_66/config_resolved.yaml b/mask_channel_only/Mayfield_Tornado/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5d17851d7107aad6b0e0f3c7417eb76d24a6ba32 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Mayfield_Tornado/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T18:35:36.686169+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask_channel_only/Mayfield_Tornado/seed_77/best_model.pt b/mask_channel_only/Mayfield_Tornado/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..9ab6e321d3b99f93874b827fb7ec8c3343446b4b --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5429cd8577d371f78612230ff6f9bbc508202e164df190edd9fce059dcedb773 +size 78436809 diff --git a/mask_channel_only/Mayfield_Tornado/seed_77/config_resolved.yaml b/mask_channel_only/Mayfield_Tornado/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..305c8b1fc9dc282099b9d82823023ef5d3defd58 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Mayfield_Tornado/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T17:49:35.058163+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask_channel_only/Mayfield_Tornado/seed_88/best_model.pt b/mask_channel_only/Mayfield_Tornado/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..52765fec0a58c97705039e18a2db15008621b351 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1aa7038557f6d5ed489e1902d6353feb868888b9ed04a8f9089cd6313cc5455f +size 78436809 diff --git a/mask_channel_only/Mayfield_Tornado/seed_88/config_resolved.yaml b/mask_channel_only/Mayfield_Tornado/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8cfff44f8cfbc79b7bb75c3620a156e038c45cc7 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Mayfield_Tornado/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T18:54:41.691677+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/mask_channel_only/Mayfield_Tornado/seed_99/best_model.pt b/mask_channel_only/Mayfield_Tornado/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8995a6bc181c7eabd01351a1d42cadd576da00eb --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a1302ce9bc8ea8b8f71fa8f8d17fc05f8369079c6f9181e809d05b546c863de +size 78436809 diff --git a/mask_channel_only/Mayfield_Tornado/seed_99/config_resolved.yaml b/mask_channel_only/Mayfield_Tornado/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..efd0123f8fb7ac1760f66c9ce4352a376e2265f0 --- /dev/null +++ b/mask_channel_only/Mayfield_Tornado/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/mask_channel_only/Mayfield_Tornado/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T18:16:36.575825+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Ida/seed_00/best_model.pt b/no_smoothing/Hurricane_Ida/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..059df47610209a5dc879bcb79925ffa010f349d0 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:771202d9043d70613e692e608e57a6297144e0b0a56497df31e9634c72b69922 +size 133941649 diff --git a/no_smoothing/Hurricane_Ida/seed_00/config_resolved.yaml b/no_smoothing/Hurricane_Ida/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5f03d24b3ea157640343a5764d632e5ff6d445f4 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Ida/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T06:33:06.837362+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Ida/seed_11/best_model.pt b/no_smoothing/Hurricane_Ida/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0012dc449eb511f96bfa28497e6d1737bf365918 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:874818029c216d52906441229ba5e9f6971aa4e515969e220afb493678b695c5 +size 133941649 diff --git a/no_smoothing/Hurricane_Ida/seed_11/config_resolved.yaml b/no_smoothing/Hurricane_Ida/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6d9c1e18b9539f3b2c8245a2957a356ef44bb389 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Ida/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T07:11:29.088383+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Ida/seed_22/best_model.pt b/no_smoothing/Hurricane_Ida/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..53624bc500294986f0dd98a4c7048045e5aa32f0 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:82a95cda6a822b2b18e8f2df81c5785e4e49ed07c9ada3612628307978036588 +size 133941649 diff --git a/no_smoothing/Hurricane_Ida/seed_22/config_resolved.yaml b/no_smoothing/Hurricane_Ida/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f967806cc19d863685b6e30f50f88984641f064a --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Ida/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T07:02:04.279193+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Ida/seed_33/best_model.pt b/no_smoothing/Hurricane_Ida/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..898423c2e7f8f8e9344e273e372ff8a0000aca93 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:77cf7b852a5112978ebe419485f88519316c31bb3caeba1fd724eaf71aab55c5 +size 133941649 diff --git a/no_smoothing/Hurricane_Ida/seed_33/config_resolved.yaml b/no_smoothing/Hurricane_Ida/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..592380a0407e600cc4ef3c9645b64aca2f6c688c --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Ida/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T07:09:55.696496+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Ida/seed_44/best_model.pt b/no_smoothing/Hurricane_Ida/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..978e4add397c5fb92d4a2a5dd3d69e824f0e2316 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:42d773365050f88f2f627c943a3460a5159d9162b5081ae1ce7fc47a9da68f64 +size 133941649 diff --git a/no_smoothing/Hurricane_Ida/seed_44/config_resolved.yaml b/no_smoothing/Hurricane_Ida/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..df89ce87b5212a37f53e3120920d2d8c4a3690e8 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Ida/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T07:06:06.089845+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Ida/seed_55/best_model.pt b/no_smoothing/Hurricane_Ida/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..9db8c4af01588a432527e5c95373ffc07fb3c1fa --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:07d359fecd88efb1b12a98b44a40891c0d9daaec0dc56fc44bea70b8012393ee +size 133941649 diff --git a/no_smoothing/Hurricane_Ida/seed_55/config_resolved.yaml b/no_smoothing/Hurricane_Ida/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1cb0d9c550153eef07eafb2ca7ba5bdb639f636f --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Ida/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T07:19:33.196111+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Ida/seed_66/best_model.pt b/no_smoothing/Hurricane_Ida/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5f37bb65451ce9da8f8a4368334d768eed0d95e7 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:63e82cbbf0600449fa9631956e04a606a7e1808f49bf75083d8410c6d5fbcb45 +size 133941649 diff --git a/no_smoothing/Hurricane_Ida/seed_66/config_resolved.yaml b/no_smoothing/Hurricane_Ida/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..314f4a8b05b97feea0352d2bfd2b3ee5d11ca822 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Ida/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T08:01:55.282413+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Ida/seed_77/best_model.pt b/no_smoothing/Hurricane_Ida/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..530fb95aa4bb7d02da8701e823ca9788bf4ec9ef --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8a559cf9c6da8a31488480cf34510e8fd29f3adc13c20a6327d1e170c832c389 +size 133941649 diff --git a/no_smoothing/Hurricane_Ida/seed_77/config_resolved.yaml b/no_smoothing/Hurricane_Ida/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2ff837a4cba6afa4610bc1387a5604345ef00171 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Ida/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T07:47:59.304006+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Ida/seed_88/best_model.pt b/no_smoothing/Hurricane_Ida/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8efc6c53be836d3d685819c2f20ff3aa55b849b4 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b4494e6d7ef96677b098ea5622a0f874c0e718a48d9510389d56dde2bb8bb08f +size 133941649 diff --git a/no_smoothing/Hurricane_Ida/seed_88/config_resolved.yaml b/no_smoothing/Hurricane_Ida/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..db75123f4ace91637cff3f77162b714a19abe0df --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Ida/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T08:11:47.831795+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Ida/seed_99/best_model.pt b/no_smoothing/Hurricane_Ida/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8a8219b71c8d06e44b00baecdb81ecd8678957c6 --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:47687716f096ef8ff02abf04642603a3f2ebd06f7dd819f249fe96eaf05118e3 +size 133941649 diff --git a/no_smoothing/Hurricane_Ida/seed_99/config_resolved.yaml b/no_smoothing/Hurricane_Ida/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f98b3f5a8061aa3a73f5493e4e24629873d8b7ff --- /dev/null +++ b/no_smoothing/Hurricane_Ida/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Ida/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T08:26:11.350606+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c8ee9cacd049f06ab038381f96035a383b3de77d --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7cfefc4a2901356bf8c8616ffa989de47627d3c21b22dadd18436e3609b17e02 +size 133941649 diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..93bd728e6c9dd0257eac665b0e6479de5daca858 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T04:34:09.486421+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6f8b0d5c60156acab4b94eb1e2b1d7989ac73299 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b3e602d3305c17b3da6192fd68000ea1462201d51cc5c0dc535c0d03ab058eed +size 133941649 diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a4104fa14bdd17c8a501b70392ca627cb6be6698 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T04:27:35.834338+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..bd5f0e09c1d76b1f5fa0ede482e7a576c7f91286 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:06aa5c72378ef64f7b506a3549704ff7bcd33cecc609b9931090d419cbfe2cab +size 133941649 diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9799ce677aff2c09ff0d62630af3842a875ab541 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T04:57:28.707054+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5effd1a4c19a7631884c612233ce247f5b34356c --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7c6f5bad55d3b427f218e8c34bb0da4fc315e27012bcce9baa36fa931658534c +size 133941649 diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bac2133eee851147766207689e4f346a0c199e39 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T05:43:03.134582+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..192eb536452c0c9a8623722ca8fb7997d796d902 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ceb2acadd3bb7aee8982a5975990a30326dc5028d04b885fdb539c33a9c968c4 +size 133941649 diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..eb0ad44258084d0ceb24de5f21a7941690cbef46 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T05:12:33.963985+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..40e99640096cd65e019603134f49c0f26ae6df8c --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8c46f0ccf8d9ec78ab7a8f202fd4a2bc37f08bb8224277f3a9c8027f34125769 +size 133941649 diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5e38c9b1cd926b02afef851d8fc7268f1eecad23 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T05:58:40.303678+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b687636c99e7990f0e1268de77c42a184da478c3 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b0e8eda9ef06464eb60dc7d7242f829603d08f0c3fe40a09552fe8b47058fcad +size 133941649 diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..faa447d05ab407088e35c1e2426a0b2bd53bcd9c --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T05:36:27.618129+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6f2f0c4ca036dbbc302494afbec5ae31e5de391c --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1325e78e10c4ea000c8ef33ca688ac33be218673eb9979e2f5015b7f2552d216 +size 133941649 diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f5d410322dc1219d381d8c6a6813157170bb3e7c --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T05:55:45.474251+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e0505f7a749a41508a9aa3e32bcae3f959b5504b --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0ad624b6fa61947a081d3566dca1391c7f2f54156810b2ae8e507ce26166dbc0 +size 133941649 diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b01aa852878d48e26b43067a55ba4f94a0e16559 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T06:08:08.574112+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6afa6008e8eb58835e00da9213575ebe205fe04b --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a58269605b24244a36a4798bd79bc3ffeff595aa21151354677ee6586ade8029 +size 133941649 diff --git a/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d88f5517fc0562f475266375e5506811ea282ea0 --- /dev/null +++ b/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T06:27:30.533339+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/no_smoothing/Hurricane_Michael/seed_00/best_model.pt b/no_smoothing/Hurricane_Michael/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..53de2f8b669a328c716ffb13b7b9f9b33322144b --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:25e703275dfee7e90347276ca2748f81e2ef523b435a3805f16d580aa202de02 +size 133941649 diff --git a/no_smoothing/Hurricane_Michael/seed_00/config_resolved.yaml b/no_smoothing/Hurricane_Michael/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ffbd58259e6a66d9c71c011876ea6e6508b82f98 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Michael/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T08:14:30.616839+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Michael/seed_11/best_model.pt b/no_smoothing/Hurricane_Michael/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..89a89d8e06ded3fb280db94088d17bdf3f778c1a --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3b7c9acb1737298d46ec64bd7683ee57b0da70a4ba988b1c9016fc4bb56a1924 +size 133941649 diff --git a/no_smoothing/Hurricane_Michael/seed_11/config_resolved.yaml b/no_smoothing/Hurricane_Michael/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2544412d52b1018107111bb3aa973656188d2462 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Michael/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T08:24:27.410444+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Michael/seed_22/best_model.pt b/no_smoothing/Hurricane_Michael/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..fab5036cd12650284411af589be6c8921427c99d --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6efb7b82927097a95be110a02e477c00465ee485f74b4c3b12ce952f087a4159 +size 133941649 diff --git a/no_smoothing/Hurricane_Michael/seed_22/config_resolved.yaml b/no_smoothing/Hurricane_Michael/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0a88a09361da719650dfe47005729aa52ab16819 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Michael/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T08:28:22.449490+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Michael/seed_33/best_model.pt b/no_smoothing/Hurricane_Michael/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..4c95c9bbff0c9e4c9ea0473dde2c3dd5d7e624e5 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:874c9bec4c19edd4b8c0afbb20a3d88d7ef8ad93f6527cb2ccb81a3593fbff67 +size 133941649 diff --git a/no_smoothing/Hurricane_Michael/seed_33/config_resolved.yaml b/no_smoothing/Hurricane_Michael/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ba33f35858ac19492f9de3d32625ab79484ae769 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Michael/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T09:49:12.162360+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Michael/seed_44/best_model.pt b/no_smoothing/Hurricane_Michael/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..fa4bf48cc4f706fb4a3753119e657e5a9aef8240 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:92dd00430988e2296c785d44ab8c852175cb69cdfbf8e247c4d2165dc86975c7 +size 133941649 diff --git a/no_smoothing/Hurricane_Michael/seed_44/config_resolved.yaml b/no_smoothing/Hurricane_Michael/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fa0217487c62422c77c55aa30bd34700104bf93a --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Michael/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T08:55:46.057494+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Michael/seed_55/best_model.pt b/no_smoothing/Hurricane_Michael/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f16f22e4990dc41ff138ed5a49ca1808d5ca67c8 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:afe72aee7b47566016f0606ffeed3640b1e3aace8e92d7d3bdce955117318e19 +size 133941649 diff --git a/no_smoothing/Hurricane_Michael/seed_55/config_resolved.yaml b/no_smoothing/Hurricane_Michael/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9a7a0ab9f18e42c2c44ab756cfeb7d7e41b06d81 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Michael/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T09:16:45.936111+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Michael/seed_66/best_model.pt b/no_smoothing/Hurricane_Michael/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f851e58375d30ce2bb4a411c63334022a74db925 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a61c4f3bd2c2d003070a9f3e7624c5185617ae18648040684aa6f9360400027a +size 133941649 diff --git a/no_smoothing/Hurricane_Michael/seed_66/config_resolved.yaml b/no_smoothing/Hurricane_Michael/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b94475f644aa8d408892e79b760c5ec717bdd50c --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Michael/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T09:22:28.290986+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Michael/seed_77/best_model.pt b/no_smoothing/Hurricane_Michael/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..923caf4e06e3ab2b0b8a8b6d1487013370074818 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b6bfd9ada9483daa0ac03ac8cd1b8ae6543fe196a545c00a764c0cf034dfc10f +size 133941649 diff --git a/no_smoothing/Hurricane_Michael/seed_77/config_resolved.yaml b/no_smoothing/Hurricane_Michael/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3838d3c9cf6c4f3809bcf58bd7adf076e35c906e --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Michael/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T09:31:28.634566+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Michael/seed_88/best_model.pt b/no_smoothing/Hurricane_Michael/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e054ad20862b1ed0c61319d59be4b316b5110d08 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e93e1f93fbd068cdba6f2a4f1ae07e0feba28419ba0f6b342b263f447f747ae2 +size 133941649 diff --git a/no_smoothing/Hurricane_Michael/seed_88/config_resolved.yaml b/no_smoothing/Hurricane_Michael/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3e85bbc6c1871c941eb5771b1ec89879334708fb --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Michael/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T09:25:03.128726+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/no_smoothing/Hurricane_Michael/seed_99/best_model.pt b/no_smoothing/Hurricane_Michael/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a3383d9a44b1c9d0144f9209ab57e0df2959f938 --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a1446b877195be2343e9109ac36fb516b7137ab455694e17d275e7232bb28ba7 +size 133941649 diff --git a/no_smoothing/Hurricane_Michael/seed_99/config_resolved.yaml b/no_smoothing/Hurricane_Michael/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b22b2a5ee83d90116bf6b8c1b112cc24459de74c --- /dev/null +++ b/no_smoothing/Hurricane_Michael/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Hurricane_Michael/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T09:29:02.665738+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/no_smoothing/Mayfield_Tornado/seed_00/best_model.pt b/no_smoothing/Mayfield_Tornado/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..84fc8c476b834f257da85b134ad9385f8d98f57b --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:761ebe128a4da351b4102fd2044d7b9659f0845cbee7afdb11318b60b6d51750 +size 133941649 diff --git a/no_smoothing/Mayfield_Tornado/seed_00/config_resolved.yaml b/no_smoothing/Mayfield_Tornado/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4d8ec943ad6c5015868efcccffb0517d4c999bcb --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Mayfield_Tornado/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T09:45:32.635872+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/no_smoothing/Mayfield_Tornado/seed_11/best_model.pt b/no_smoothing/Mayfield_Tornado/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e5d1249de4a0cf7a1832038b949f337fa75ef021 --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ebbbfbac5139b6d390b331a38efd8da1a6d4d7429365c0277e74dc21f246cea7 +size 133941649 diff --git a/no_smoothing/Mayfield_Tornado/seed_11/config_resolved.yaml b/no_smoothing/Mayfield_Tornado/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b59d9e887ae01883072eab02b4f7f56039835b9e --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Mayfield_Tornado/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T10:37:51.643014+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/no_smoothing/Mayfield_Tornado/seed_22/best_model.pt b/no_smoothing/Mayfield_Tornado/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b4856d9d5fc0b227c339938f145dd53919be599e --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:520ea803bd3dc8c861ef914a907ec21955663c6710942ed9dcaca458b6d49019 +size 133941649 diff --git a/no_smoothing/Mayfield_Tornado/seed_22/config_resolved.yaml b/no_smoothing/Mayfield_Tornado/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1d34114800fc42c27b5a78ab8f5b00832a558145 --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Mayfield_Tornado/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T11:21:13.737720+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/no_smoothing/Mayfield_Tornado/seed_33/best_model.pt b/no_smoothing/Mayfield_Tornado/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b22b2da567573d454e567c3a6e962e4e0e96cbbb --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3365bda91749a16fcee3509136df6f36c3a70b1be7a9cd805256a712333dce67 +size 133941649 diff --git a/no_smoothing/Mayfield_Tornado/seed_33/config_resolved.yaml b/no_smoothing/Mayfield_Tornado/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a6c80472b2ebd4ff6fb3dd4a1f4324b2243651dd --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Mayfield_Tornado/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T10:30:06.524041+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/no_smoothing/Mayfield_Tornado/seed_44/best_model.pt b/no_smoothing/Mayfield_Tornado/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b3cf0440394c3714e4711d6161430ba3e51da78a --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5fae104d7eff7a173a77623ff5f67b91fe47d1fe683cd7027295d2bc0445a7d0 +size 133941649 diff --git a/no_smoothing/Mayfield_Tornado/seed_44/config_resolved.yaml b/no_smoothing/Mayfield_Tornado/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..458ee20e963cc3d92f83113b7833637dd04a567b --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Mayfield_Tornado/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T10:16:03.639419+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/no_smoothing/Mayfield_Tornado/seed_55/best_model.pt b/no_smoothing/Mayfield_Tornado/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d6b084eb3e045828713911ecd8c9c350a84fe173 --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8cc9b21f0ef065919d92ee9f0e1659df2a98376ff68f22ba5dd1c9da7253fb18 +size 133941649 diff --git a/no_smoothing/Mayfield_Tornado/seed_55/config_resolved.yaml b/no_smoothing/Mayfield_Tornado/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bab8c7c8fc26b3903cc0ecaa2260414edc1e6188 --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Mayfield_Tornado/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T10:18:15.932202+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/no_smoothing/Mayfield_Tornado/seed_66/best_model.pt b/no_smoothing/Mayfield_Tornado/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..10fd568f366987177761c5fb708bfd12a121aa75 --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8cd9564084d5f4f27b4f5177c412eb3bb9827d126ac8a0383724377a50466f86 +size 133941649 diff --git a/no_smoothing/Mayfield_Tornado/seed_66/config_resolved.yaml b/no_smoothing/Mayfield_Tornado/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..555c31eb9a3ca16635247274b5e77ce0704ee88a --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Mayfield_Tornado/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T10:39:04.585279+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/no_smoothing/Mayfield_Tornado/seed_77/best_model.pt b/no_smoothing/Mayfield_Tornado/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6c1805c4cd33757982ecd73c008e59bf583b5acb --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a844cd8f4c2fe04462179a3483b11bb03f0d3fca4968e0cc417af29e9d5497c +size 133941649 diff --git a/no_smoothing/Mayfield_Tornado/seed_77/config_resolved.yaml b/no_smoothing/Mayfield_Tornado/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..604b17668a78a3acf967bd9a54899be2d00f4c2c --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Mayfield_Tornado/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T10:36:06.874996+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/no_smoothing/Mayfield_Tornado/seed_88/best_model.pt b/no_smoothing/Mayfield_Tornado/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..98685e039edbaad51773a8a93f7dfcf0d967f489 --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d9ed6e11cebdad95e2dfed4d75effcdbfd94f0a668841c28a58b7ffe2f02db39 +size 133941649 diff --git a/no_smoothing/Mayfield_Tornado/seed_88/config_resolved.yaml b/no_smoothing/Mayfield_Tornado/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4f057a65edad35f5f9fc6eb2b1b29043f4682949 --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Mayfield_Tornado/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T11:04:04.494136+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/no_smoothing/Mayfield_Tornado/seed_99/best_model.pt b/no_smoothing/Mayfield_Tornado/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6ebdd8b0395992f0ffc3d1818398dccf357cb230 --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0e0da479864b3e68ac96fda5fed6baee963885e0fe1980c1d42c82bd97b0f145 +size 133941649 diff --git a/no_smoothing/Mayfield_Tornado/seed_99/config_resolved.yaml b/no_smoothing/Mayfield_Tornado/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dac95477905db768915b965aff0da77425dbe7f3 --- /dev/null +++ b/no_smoothing/Mayfield_Tornado/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.0 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/no_smoothing/Mayfield_Tornado/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T11:49:46.580772+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Ida/seed_00/best_model.pt b/pooling_only/Hurricane_Ida/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..87ca287e1a2ca496738d9c3509f866f55824bf83 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f2c30d8812d7d40b1db50b502b306ab0708402a3383fb99d6427bd24e26c226b +size 132908489 diff --git a/pooling_only/Hurricane_Ida/seed_00/config_resolved.yaml b/pooling_only/Hurricane_Ida/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4b8d9f7950952bf0e277a0ed8bd6baf51a281a60 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Ida/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T20:55:16.840342+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Ida/seed_11/best_model.pt b/pooling_only/Hurricane_Ida/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..651f717f485607b8e9ffd7d8051b8bdd65126c8f --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:868f1be2c82b60e8c578020e4683345ffc1eeaf4a40bc68b3a1bd8bf7d188bab +size 132908489 diff --git a/pooling_only/Hurricane_Ida/seed_11/config_resolved.yaml b/pooling_only/Hurricane_Ida/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..75207fad2346cfafde5e9318b1785526848280fc --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Ida/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T21:10:42.520782+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Ida/seed_22/best_model.pt b/pooling_only/Hurricane_Ida/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5f138af4321d1372b806709dfdb41c116b3a9b27 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2056992c46135397732def45890ea2bcbf70418a8245718987b7a975a23b1fd5 +size 132908489 diff --git a/pooling_only/Hurricane_Ida/seed_22/config_resolved.yaml b/pooling_only/Hurricane_Ida/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d4687549cac488c2895529b0a1abbdaff40bc80c --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Ida/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T21:29:08.399674+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Ida/seed_33/best_model.pt b/pooling_only/Hurricane_Ida/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..7b8ea1bdb2e98ee9fe4e45502ac6c3fd2b9ecc72 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0b4525f207c9358aa5ea4c4357f5d22ad83ed4b01d3038117fa437fa36c1bebe +size 132908489 diff --git a/pooling_only/Hurricane_Ida/seed_33/config_resolved.yaml b/pooling_only/Hurricane_Ida/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..52303d1102ea59892dd935e0822d27828db0421b --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Ida/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T21:40:14.384777+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Ida/seed_44/best_model.pt b/pooling_only/Hurricane_Ida/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e2a448ff85e44572f833af70d6eebff1f0f9f693 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e653a9045f8f37d7f9c3ce09dbb859d68a9db5f632f2344ca8d63b67389021dc +size 132908489 diff --git a/pooling_only/Hurricane_Ida/seed_44/config_resolved.yaml b/pooling_only/Hurricane_Ida/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..be532d4d9bd5e2a2401260d0a8821238bff14fc0 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Ida/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T21:52:38.047051+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Ida/seed_55/best_model.pt b/pooling_only/Hurricane_Ida/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5b1bcf700e48c38277300952b60a6c8da465c6c6 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d25baa278bf96e21185dc3aabdf88baaabc9e52138a98f2f5887bb82c9343e55 +size 132908489 diff --git a/pooling_only/Hurricane_Ida/seed_55/config_resolved.yaml b/pooling_only/Hurricane_Ida/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ae45b5bb18980bd5b920218236f212fdd49efdaa --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Ida/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T22:00:19.211626+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Ida/seed_66/best_model.pt b/pooling_only/Hurricane_Ida/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6a0d56a828a8bf8a03be11a4dc55a9f4bd565427 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ffcd35ccc32c1751ede349df482527bcc4f48cfc7d691b4deca3c098e7a24f5a +size 132908489 diff --git a/pooling_only/Hurricane_Ida/seed_66/config_resolved.yaml b/pooling_only/Hurricane_Ida/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..112c53a1ff81ac71f05caf11da947f84299dc2e5 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Ida/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T22:16:56.778310+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Ida/seed_77/best_model.pt b/pooling_only/Hurricane_Ida/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0bd73f43262659908272a2fea6004dcb0ba6bf22 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5653c1e223755c285a47513965a50b781b25ff4873a5ad29da69a50489eb8608 +size 132908489 diff --git a/pooling_only/Hurricane_Ida/seed_77/config_resolved.yaml b/pooling_only/Hurricane_Ida/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d36bd73d8cbc17427d36e843298daf73fb66b9e9 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Ida/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T22:04:32.136009+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Ida/seed_88/best_model.pt b/pooling_only/Hurricane_Ida/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f896f8c690360ea892ceec59e4e055a92c3732d3 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:96830640fb34cd91711d33d2e2a8759511d04fc05c136ef752c41a34aabfe925 +size 132908489 diff --git a/pooling_only/Hurricane_Ida/seed_88/config_resolved.yaml b/pooling_only/Hurricane_Ida/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..587dbc7cebabeb3d2c54002b2ead69763424db21 --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Ida/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T22:21:33.462565+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Ida/seed_99/best_model.pt b/pooling_only/Hurricane_Ida/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ac8d6569776afafdf55094d8663f2c269e45405c --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c584e8dd558be43becfd4dbfb62d184e8d1666c236f175cd54adb84f497125bf +size 132908489 diff --git a/pooling_only/Hurricane_Ida/seed_99/config_resolved.yaml b/pooling_only/Hurricane_Ida/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5f39e43385a2a1c71aeaa66a3388f998449344df --- /dev/null +++ b/pooling_only/Hurricane_Ida/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Ida/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T22:42:48.602296+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..aa6ea57328a7bd8a30f8149c9e1e187a4de930dc --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c23d53e73a213b312d5b4b408e9e92d17427e5602a56f8f61798726b67e477bf +size 132908489 diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..03a2bbbdb54d6680d76f4f6df971ab1299bcd7d1 --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T19:23:00.722099+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..98f948ede4dba1c4111d927a5929d68d533c25af --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c268991d3e2cf0f3f3e468ebb66c0db6cfcb05c9a92f44e2c54ec944e5e0bd35 +size 132908489 diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..179987e4aed1eea2e2cf210d4f81d85f0d5715bb --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T19:05:46.409807+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..128c3e652e51508c1bbb10e5e9568d02f053a0c7 --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f0b84a62726a22c8225b4c7c80b996f375461f36a77b608bd72162334450a9c3 +size 132908489 diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7672abec27982a572af0b363f2efa68a4575b8cc --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T19:37:27.902444+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..7a7d095f353cb7e30fef264bacebb688ce11b826 --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aee5dd236b87cbe282f2802014ce585c25943fd6d845ba2c918fcd2b641f3cc7 +size 132908489 diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ef3aff9fe4d7e2fafbdaf04b26162038d35b3cf2 --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T19:25:04.559771+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f2e1f6464ee5cb58b94116040d8fa65d17514fb7 --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd6c65b0165fe054b9f2fdeb4090428782d885ef5404b29ee1507f377d877b11 +size 132908489 diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..19eeee2bf04a6575cff003ae1ac78acc6040adb9 --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T19:44:48.549308+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..531c13dd13c6b6da96c6cf83bab7b4f16ef91744 --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4a50d2cf4c6f3d323b68502d049deb0b5f15234a9439c8fab964be02a6de0a65 +size 132908489 diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2374db48c4c580bad22c96786a338cda7e2e152a --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T20:08:06.584018+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c37980779888dc1cb5ef737682d5eaa9387b8020 --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2fd1f84e05833543d2c16d7b2667e9c09ffd731e535d4f16212aa3b21c5fd706 +size 132908489 diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d8167d54564b30eb078ce1f69e6757fc138e3acd --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T20:26:47.595472+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1009c01f7f2b248c4b6d05251270497c036a5366 --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:667605de900ed247afdce7f7cbc748f6c4224470b6e23ea4bca9044a0450ac84 +size 132908489 diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8d63a3447349c1d3cb3b59b7098e822238711336 --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T20:34:12.055396+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..94b7eea12863932ed22c7d293eb020efdaea783b --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d401e68652457d53d6c6b82dbad1b126ca772cb6ad32578b17ec5d5d451335c3 +size 132908489 diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..96891c1a6c629b6fe6fd8a3cf390e9cf6ed5d62b --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T21:01:42.643976+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..355835907af91b2b03e7c1867a618c5e4932a585 --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f990f92cbadc5e38c64d45aad85e2a9d9bfa1ac54268630a4c4f5ee150a06d98 +size 132908489 diff --git a/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ebd768040667b6a91c7e78ee4c20c8ae7e3c785b --- /dev/null +++ b/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T21:00:08.844483+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_only/Hurricane_Michael/seed_00/best_model.pt b/pooling_only/Hurricane_Michael/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e96af3cbd4ef62b664188740c32b5c2418ce5251 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa837fbf8f3edb5c5a2d0859d112bafeca4bc25af2066ef90c7b0766b85a4761 +size 132908489 diff --git a/pooling_only/Hurricane_Michael/seed_00/config_resolved.yaml b/pooling_only/Hurricane_Michael/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9cfaba5eabe5d40e13ce7d393977a2b1653750ce --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Michael/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T22:53:24.443995+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Michael/seed_11/best_model.pt b/pooling_only/Hurricane_Michael/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..7c11a728b0facacfc56d42cd25fb1195d1315286 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:99b6b049da308e0ecf44e1aab833a7488ab2fe90b23e545910604be3e1e84cd5 +size 132908489 diff --git a/pooling_only/Hurricane_Michael/seed_11/config_resolved.yaml b/pooling_only/Hurricane_Michael/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..caac078d756f0741b247ca7d70eeee332e615fa6 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Michael/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T22:49:10.254790+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Michael/seed_22/best_model.pt b/pooling_only/Hurricane_Michael/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0f0d5cc5284ecf286edf1f985db8b57687aaa84a --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:18961fb8f234d548d922ab1b994c1d78965e5e7a175eee7101c74103e2122bd1 +size 132908489 diff --git a/pooling_only/Hurricane_Michael/seed_22/config_resolved.yaml b/pooling_only/Hurricane_Michael/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..af5ed4437d052bf1eee72fb9275ea58a52d6c3a6 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Michael/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T23:17:22.783953+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Michael/seed_33/best_model.pt b/pooling_only/Hurricane_Michael/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6b408183280f4c749795fd136a2a2fbb0626dd8d --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6f88af9f60b9c152c18a5deb39deaeb631563566f251282dae619066724c37ea +size 132908489 diff --git a/pooling_only/Hurricane_Michael/seed_33/config_resolved.yaml b/pooling_only/Hurricane_Michael/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6f2d92c9711abaeca7676bbf98e1b8fe8c93a8d7 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Michael/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T23:18:42.756971+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Michael/seed_44/best_model.pt b/pooling_only/Hurricane_Michael/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ab99a57137415650453e8ea0b2d953375cd23819 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8d25cfb3f86f6887d79fd40e35764b89b37108da3ab02600c2049d7164b45b6b +size 132908489 diff --git a/pooling_only/Hurricane_Michael/seed_44/config_resolved.yaml b/pooling_only/Hurricane_Michael/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a8cbc7230a9b28e91736922ecedf068a13b9287b --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Michael/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T00:24:00.420397+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Michael/seed_55/best_model.pt b/pooling_only/Hurricane_Michael/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..343de90c384351d19932b5fcfdc6edb2d4acd88a --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5bf417c8805d576f9c038d95f7f39ee74eb22fa6beb08b37b7fd60cd268ab447 +size 132908489 diff --git a/pooling_only/Hurricane_Michael/seed_55/config_resolved.yaml b/pooling_only/Hurricane_Michael/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..27504e6fec84b839dcc573279cbba71da159c5f1 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Michael/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T23:21:58.604912+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Michael/seed_66/best_model.pt b/pooling_only/Hurricane_Michael/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c9262af4c16e797c4d08b9076bb0cbb0feb0436c --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:00f16d6c094d8e59097287e86ddf8c96760bfe00479b9ffa80a9f022061f11d3 +size 132908489 diff --git a/pooling_only/Hurricane_Michael/seed_66/config_resolved.yaml b/pooling_only/Hurricane_Michael/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b2d482195c43f18d4998520150ad6f3c6312eed9 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Michael/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T23:45:54.733442+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Michael/seed_77/best_model.pt b/pooling_only/Hurricane_Michael/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b08638de99cf89eebf38f32af9aa67ed044f8525 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d65b49f595817e89cb77c46bd01b114504bc6ee26fc0f36efdccb1db85c9393e +size 132908489 diff --git a/pooling_only/Hurricane_Michael/seed_77/config_resolved.yaml b/pooling_only/Hurricane_Michael/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..18cf53349acf1dbe680377f5e5abf7df551e7807 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Michael/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T00:01:31.687149+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Michael/seed_88/best_model.pt b/pooling_only/Hurricane_Michael/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..eb8ab02551197a9db598cb769ceeda73d2008982 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8c7e65823ce759eb08b5e68c6c2b06163cfa8203452424a454701064d5ffc3fb +size 132908489 diff --git a/pooling_only/Hurricane_Michael/seed_88/config_resolved.yaml b/pooling_only/Hurricane_Michael/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ef46281a016fc2733f398dc80e7eebbf97e12352 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Michael/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T23:49:27.753582+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_only/Hurricane_Michael/seed_99/best_model.pt b/pooling_only/Hurricane_Michael/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f26b78954550918fb7ceadc3e24903e744f9f580 --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cecf0d754ceb27ebf111ef8a3d73b579dd98e2110e6ae0a136f2dab512a17d2b +size 132908489 diff --git a/pooling_only/Hurricane_Michael/seed_99/config_resolved.yaml b/pooling_only/Hurricane_Michael/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b078740d8fb492125e9105d936b6c0a486edf38b --- /dev/null +++ b/pooling_only/Hurricane_Michael/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Hurricane_Michael/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T00:49:27.950423+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_only/Mayfield_Tornado/seed_00/best_model.pt b/pooling_only/Mayfield_Tornado/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e731db995267b5b44b11410ed2ea858f51d94853 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a3af6b897c5cef230f6c3fd71f917be409425c9b2825052f82ee44b5e046dec2 +size 132908489 diff --git a/pooling_only/Mayfield_Tornado/seed_00/config_resolved.yaml b/pooling_only/Mayfield_Tornado/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..aa0cdec2b8a0ecbf704c683a60d8079272b84402 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Mayfield_Tornado/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T00:35:33.656725+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_only/Mayfield_Tornado/seed_11/best_model.pt b/pooling_only/Mayfield_Tornado/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..46f60bb635beade572575e014b543d3b616f49bb --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:491dfd5e8bcec19a92b5033e414b8d5d47eea9d98e551792915778aae4d0a640 +size 132908489 diff --git a/pooling_only/Mayfield_Tornado/seed_11/config_resolved.yaml b/pooling_only/Mayfield_Tornado/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..35332b8794d695ec029845ec0d030e67ce2294b4 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Mayfield_Tornado/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T00:15:58.855703+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_only/Mayfield_Tornado/seed_22/best_model.pt b/pooling_only/Mayfield_Tornado/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a6f84688ed94b87ff5c2259b460261c538370d34 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:40c1b7c9ab547923cd6cfee88925a873669ab3a2414bb58da67178054dd5e576 +size 132908489 diff --git a/pooling_only/Mayfield_Tornado/seed_22/config_resolved.yaml b/pooling_only/Mayfield_Tornado/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c67609b004d4fc909e85d43eff06068679c31794 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Mayfield_Tornado/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T00:43:33.533447+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_only/Mayfield_Tornado/seed_33/best_model.pt b/pooling_only/Mayfield_Tornado/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..fba8ca83702a1b54f533a60722defb37ed9636bc --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8b7adcb9c25464dc6636e17e6e30d0193518c5c4197b0315fd2f2bc244103b73 +size 132908489 diff --git a/pooling_only/Mayfield_Tornado/seed_33/config_resolved.yaml b/pooling_only/Mayfield_Tornado/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6a8fea2829200c769cca93854bd35be620086e92 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Mayfield_Tornado/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T00:38:08.156722+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_only/Mayfield_Tornado/seed_44/best_model.pt b/pooling_only/Mayfield_Tornado/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..2c9293ecd955197b58380ad645dcb1c6c7380061 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bbddaa06bdad906058929fc4724e7d62b53e3b91e1503ac584c962feb22dcb5e +size 132908489 diff --git a/pooling_only/Mayfield_Tornado/seed_44/config_resolved.yaml b/pooling_only/Mayfield_Tornado/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7ed47a05970629a0a8118b81e6bf485813fc2284 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Mayfield_Tornado/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T00:50:31.606805+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_only/Mayfield_Tornado/seed_55/best_model.pt b/pooling_only/Mayfield_Tornado/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8d1327cb8557d9ddb267f6c6001ca0f8a25ce127 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85a7e51ccfe2ee5309631aeb3b02b512a7e8ce7e9e59e2a3e26ac796f5afde09 +size 132908489 diff --git a/pooling_only/Mayfield_Tornado/seed_55/config_resolved.yaml b/pooling_only/Mayfield_Tornado/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7d103e84ee16a81a6d83b50a3ab606ea5ac6afec --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Mayfield_Tornado/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T02:16:04.297098+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_only/Mayfield_Tornado/seed_66/best_model.pt b/pooling_only/Mayfield_Tornado/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d4265c9fc3e7d3478bc74c910d3189020e3ad776 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:34597772f3a4688d0a091c2ecb96e4bcd5c52e5b6eb9711bb731018e0e417ada +size 132908489 diff --git a/pooling_only/Mayfield_Tornado/seed_66/config_resolved.yaml b/pooling_only/Mayfield_Tornado/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7437e6d8e39d322771f03b623609cf665360c01f --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Mayfield_Tornado/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T01:13:40.893338+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_only/Mayfield_Tornado/seed_77/best_model.pt b/pooling_only/Mayfield_Tornado/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f55fd59f74c3d524e233459db6f61f91e08b8a29 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a3ffad78580e1b8d1b0a9b367e495f337a9bf6b695f9fe5151a80cb64681cb4 +size 132908489 diff --git a/pooling_only/Mayfield_Tornado/seed_77/config_resolved.yaml b/pooling_only/Mayfield_Tornado/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..795c33cbc33a919c10bf0972f4ea931236c199d4 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Mayfield_Tornado/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T02:15:50.781632+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_only/Mayfield_Tornado/seed_88/best_model.pt b/pooling_only/Mayfield_Tornado/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3659a38576dcb69f0553dfe743020e11865dcceb --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:43c484cc532ed6175047ec15b4ac1e75199d7e25f7b312d5b8a3bec4d04b98ae +size 132908489 diff --git a/pooling_only/Mayfield_Tornado/seed_88/config_resolved.yaml b/pooling_only/Mayfield_Tornado/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..15d1a7568b028c585c1b9478b5ba8bd2e9ef4f2a --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Mayfield_Tornado/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T02:14:56.824801+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_only/Mayfield_Tornado/seed_99/best_model.pt b/pooling_only/Mayfield_Tornado/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..47d40beaed7fc36e1009c71005e7801509c35d78 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a926cb7c9945bdff6f300cb94e99aaebcd6dbc84936183d861b23d9691c720fa +size 132908489 diff --git a/pooling_only/Mayfield_Tornado/seed_99/config_resolved.yaml b/pooling_only/Mayfield_Tornado/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bcfe0685595cca66c8f45eb10e09956b488568e2 --- /dev/null +++ b/pooling_only/Mayfield_Tornado/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_only/Mayfield_Tornado/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T01:48:03.770508+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Ida/seed_00/best_model.pt b/pooling_typology/Hurricane_Ida/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..66dd49589de3a866adc85cfd960239528a747f1a --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:902893d8d02b4548f1d14bbd28d0cd79146f80e1ef2844eaf087adf3ad88bfa5 +size 133936529 diff --git a/pooling_typology/Hurricane_Ida/seed_00/config_resolved.yaml b/pooling_typology/Hurricane_Ida/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e09a57e1028c2b2dc5ffe64e9f48961f779eda4e --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_00/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Ida/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T23:33:40.035583+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Ida/seed_11/best_model.pt b/pooling_typology/Hurricane_Ida/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..472e423e189422a9f4f017c4729ecd07789d300f --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ca7e1a2a462af519b352506f78be57650b13e3a0944a92311484488b4d642891 +size 133936529 diff --git a/pooling_typology/Hurricane_Ida/seed_11/config_resolved.yaml b/pooling_typology/Hurricane_Ida/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2275eb09d9d64a32d72e58b355f518f19875e300 --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_11/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Ida/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T00:01:51.622159+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Ida/seed_22/best_model.pt b/pooling_typology/Hurricane_Ida/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c86ee40d2213828ca7949c15dd850bd40c421e74 --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600be1e4bd44a27222c60230d00d126583b61bb87f427e7b35deda9b26f64058 +size 133936529 diff --git a/pooling_typology/Hurricane_Ida/seed_22/config_resolved.yaml b/pooling_typology/Hurricane_Ida/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d06a9ccfed1cae0a0673870a63ad43d1185e7027 --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_22/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Ida/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T00:59:20.030267+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Ida/seed_33/best_model.pt b/pooling_typology/Hurricane_Ida/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6cfd5d49d64e089815e5892707e613055f32f6ce --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a89e582244d39a8d9d6be948571c96e8b9da160446b10018a14fb41062e1ca2a +size 133936529 diff --git a/pooling_typology/Hurricane_Ida/seed_33/config_resolved.yaml b/pooling_typology/Hurricane_Ida/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c0c3190c93c2553824c52c1435a94cd7dcc13093 --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_33/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Ida/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T00:40:48.414500+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Ida/seed_44/best_model.pt b/pooling_typology/Hurricane_Ida/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..9cc53bbba2fe2d42ee6adf4221bd3dff704975c6 --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a353ce052e1ab63f43fbe050768a6eda80b517abd769fb0f2bbf293950417fa5 +size 133936529 diff --git a/pooling_typology/Hurricane_Ida/seed_44/config_resolved.yaml b/pooling_typology/Hurricane_Ida/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..10198bf97d74a487fcdf76dbeee62a2bb058d32c --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_44/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Ida/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T00:44:10.651527+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Ida/seed_55/best_model.pt b/pooling_typology/Hurricane_Ida/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d87c54a2048839bcfe0483f882e9f51909b13c52 --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d183332edce9a444ab74f5e6dd4c507ac3f489ed36c8770b16bae331c83e8752 +size 133936529 diff --git a/pooling_typology/Hurricane_Ida/seed_55/config_resolved.yaml b/pooling_typology/Hurricane_Ida/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0eefcd0e0ea97da62c871fb650df1918c008e108 --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_55/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Ida/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T00:42:34.569682+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Ida/seed_66/best_model.pt b/pooling_typology/Hurricane_Ida/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0694e0028ac69250cf45b732af690e471cd7b249 --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f9875fdc84e12138d65e2de482fbad163886326e340702a1ccf6416ccaf56d38 +size 133936529 diff --git a/pooling_typology/Hurricane_Ida/seed_66/config_resolved.yaml b/pooling_typology/Hurricane_Ida/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..23890fc7ce377c1471320c124acb6c368d8add6d --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_66/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Ida/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T01:30:23.980321+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Ida/seed_77/best_model.pt b/pooling_typology/Hurricane_Ida/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..47a37049f833ff39e9665203fc56ee9c540dab06 --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aeb57391a1aca83dad12ccc3c5a17a718f749cd5a44d024e4bc31e4f0d153cde +size 133936529 diff --git a/pooling_typology/Hurricane_Ida/seed_77/config_resolved.yaml b/pooling_typology/Hurricane_Ida/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..07b1fbf97c83f5b676194a2027446aeb184281ca --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_77/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Ida/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T01:30:16.914820+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Ida/seed_88/best_model.pt b/pooling_typology/Hurricane_Ida/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8afa6c996af5d1e172e2f6217e77861f7ed9fc67 --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3204c620784218de3f34b7b1f7508c3b3a71327da3a1a7eb71a8902682957837 +size 133936529 diff --git a/pooling_typology/Hurricane_Ida/seed_88/config_resolved.yaml b/pooling_typology/Hurricane_Ida/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2edd84094855d254c29345dfdc110554a178cc4a --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_88/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Ida/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T01:56:24.571731+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Ida/seed_99/best_model.pt b/pooling_typology/Hurricane_Ida/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ac3bf04fc77145c69d0ad5ec7c8a1f465afca74b --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6bac5fd8de759bb7a37fd448640d46b974fde8244a1a41fb0904990aaafe0e63 +size 133936529 diff --git a/pooling_typology/Hurricane_Ida/seed_99/config_resolved.yaml b/pooling_typology/Hurricane_Ida/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8e01cc9c4cafe029ab116d91afb0cade76921f11 --- /dev/null +++ b/pooling_typology/Hurricane_Ida/seed_99/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Ida/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T02:05:49.382429+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1fd59c967c2d73e58466a7e54e5b91e5870685a4 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6d36b0b8ebae397b6d91d99d17d056e83fba0a5e3d23e3ba18b803f35d6fa7b8 +size 133936529 diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..47fd6022dc73b26c71ecd3c53b4fbe7a41b66df8 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T21:56:09.680975+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..074a07bd5ec86b6d2d4ab0983a11269f1976c988 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:648f1edbad9c0f78b06a5248aa498f316be720ec1aea778c469d081a8f23b3f8 +size 133936529 diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f6279bf4087f398971782e1ecea3e5defc95731f --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T22:29:19.323494+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b80c143c4c75f501624708abc33784d1e4cf0d18 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:af21c2a8960efe7b9a42b4cf3c4ca4eec6226ef99ae9545407cbc7de574ba45d +size 133936529 diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..03a031cafcd0ecf6ced00652ab708e4a4522453a --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T22:51:15.052075+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..bcae7d2c893858ae83b62fd57e113f49793c4dbc --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:57e5f9402ee46ec3242a8035d714ce1638bf22df4eb6f12b2ea5b26bf2467e19 +size 133936529 diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8375f7f9e5f3e276eaf3c1fa0e44863ec78db713 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T22:24:30.546226+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..9a68e848b9a583e5964221516525c3ee1ffb56b7 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:730b1a8cf84d5168b40ec5834c944a2281b91a946880833f496128f5a9da9a86 +size 133936529 diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8eff21838680c912a6162468ddc4f083fd8a7c2e --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T22:31:35.394965+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..2ddcdece5297d4bd3b18ff994f2fb75c4238ba47 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dff210c53da917ee990deb2f99a89eaaa4092309421a13bc2b0e7cdce8893305 +size 133936529 diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..32d41aebb2e677902218ba378079d5ed96b053c8 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T23:10:33.118003+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6d1f9baf61633ba855be3036838600034e4896b1 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f9b3ecc278cac3aee793060d078757cdbb725345563b0039812ef55f8532b63a +size 133936529 diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ad5d70b1297d3efaa0932ff1f152ba60e4367e4e --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T22:50:26.445339+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b43664f39825627ce52146d5141cd8503aa6a888 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e0267e0562d6395942735a09f1fd4ea1724aa409af3eb5259f903f1259f3f0ce +size 133936529 diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..24031263fb4e95c41d083f311e977403997ce8c3 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-30T23:37:01.964810+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..09ca5c9dfe1c84843176944733b8a1b4fddd7008 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:803d756da80ed7d485da8ddc5f04d914e3acd3a467392c68ca2307f142f7340d +size 133936529 diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fe93d74c1552d779bd20d29b210bb756a9df8829 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T00:03:22.650674+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8a0d1a442052ea9e8e18d4df9ad91547db9834a4 --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4641d3c4dd677a812ea5ef96faff66cc548db27d4a4810559e02659844f507f2 +size 133936529 diff --git a/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1948f32746813c7ecbd36eb0dac797e98db19d2d --- /dev/null +++ b/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml @@ -0,0 +1,60 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T00:30:33.105592+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/pooling_typology/Hurricane_Michael/seed_00/best_model.pt b/pooling_typology/Hurricane_Michael/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..fa1d8860165938927f6864bf14d8036872c8ce0e --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e5fb5e580fbccc289d0c320b035baf20d74c7479ad7cd329fd72d912f3f9e51 +size 133936529 diff --git a/pooling_typology/Hurricane_Michael/seed_00/config_resolved.yaml b/pooling_typology/Hurricane_Michael/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..10545af0837646d2aed464f42cc45e96e4336b23 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_00/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Michael/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T01:45:53.348977+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Michael/seed_11/best_model.pt b/pooling_typology/Hurricane_Michael/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3b9b3f6258575e9858a29e003d7b676cecc340d8 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:484c5adca75e5f8ae24f5e321511e17c8cd201e847f28b8f6bc3fecb0871dca6 +size 133936529 diff --git a/pooling_typology/Hurricane_Michael/seed_11/config_resolved.yaml b/pooling_typology/Hurricane_Michael/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e97467d5107fd8ee2143d00cc2be8c4141ea6d3a --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_11/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Michael/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T02:02:44.056311+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Michael/seed_22/best_model.pt b/pooling_typology/Hurricane_Michael/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..696f5de38827145ac848d19f47e9c0fb6a4bd31f --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b949afe0b6c769722d2e80d128bce9948d2b2f250f4f419b32bb8ac07fd50b21 +size 133936529 diff --git a/pooling_typology/Hurricane_Michael/seed_22/config_resolved.yaml b/pooling_typology/Hurricane_Michael/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8e0a4a3e282c2056f5a9ada974412e914bb9909c --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_22/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Michael/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T02:42:02.941966+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Michael/seed_33/best_model.pt b/pooling_typology/Hurricane_Michael/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ae0bf4f10bede89d4f828615360cd8477cba52d5 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9eba0e2f2d2fb1ed1d99ccc7f60c9159d1f7a29cd46f9254ae73d91c4aacbbfd +size 133936529 diff --git a/pooling_typology/Hurricane_Michael/seed_33/config_resolved.yaml b/pooling_typology/Hurricane_Michael/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9e40798cc4ea81235a4d8024374f23c2c795e3a7 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_33/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Michael/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T02:51:35.860819+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Michael/seed_44/best_model.pt b/pooling_typology/Hurricane_Michael/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1fe6b1db0924c2c4e95cdb5d2c7de8984d6fd39b --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:496dfa6641307dea738e117cbe42eaa015efa546a9ceac104773cf134cab29f8 +size 133936529 diff --git a/pooling_typology/Hurricane_Michael/seed_44/config_resolved.yaml b/pooling_typology/Hurricane_Michael/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3bcda8f4b028157c8483b0be50942a0c66e54459 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_44/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Michael/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T02:49:35.926017+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Michael/seed_55/best_model.pt b/pooling_typology/Hurricane_Michael/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f3b6b21978e07bedc98f7ac52091bcd06b847ac3 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2e1eda0ebdff289b95954c96becc8625cd20424ce734d6120cf62dc03df77779 +size 133936529 diff --git a/pooling_typology/Hurricane_Michael/seed_55/config_resolved.yaml b/pooling_typology/Hurricane_Michael/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8c384f3f7296985098bbfcaddd0204ab53b2d956 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_55/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Michael/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T03:11:56.135409+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Michael/seed_66/best_model.pt b/pooling_typology/Hurricane_Michael/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..89338e12056e4cabc745ed3c4ab0056e51441479 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed0e214101bf68cd2597bceac2cc8d15b5cf9c991503046b4b4386cff57484c3 +size 133936529 diff --git a/pooling_typology/Hurricane_Michael/seed_66/config_resolved.yaml b/pooling_typology/Hurricane_Michael/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8d37538c6f556bbfc35cbaf891d0a7cca2815700 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_66/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Michael/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T03:02:03.351462+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Michael/seed_77/best_model.pt b/pooling_typology/Hurricane_Michael/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..adb7f759d8ed2913196be6bfddfd4f10d5a1179d --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ec664946c5998e944f219415cba84c957c961ee129cb2019d04e21176ed7bde7 +size 133936529 diff --git a/pooling_typology/Hurricane_Michael/seed_77/config_resolved.yaml b/pooling_typology/Hurricane_Michael/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1284072a6dc5897becc7713b606ee2a10de340e2 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_77/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Michael/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T03:12:15.886883+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Michael/seed_88/best_model.pt b/pooling_typology/Hurricane_Michael/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6c509d6fd951ff2c6866fda9bb02e21896d678a5 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0cf52a4077606cd84e6902ce49a93c95b186328616631f5fb48f7448e9e44f7c +size 133936529 diff --git a/pooling_typology/Hurricane_Michael/seed_88/config_resolved.yaml b/pooling_typology/Hurricane_Michael/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9443583517ff09845a21253d94f9f5409c8f8b0d --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_88/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Michael/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T03:09:49.989210+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_typology/Hurricane_Michael/seed_99/best_model.pt b/pooling_typology/Hurricane_Michael/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f721cc013ae312b7930239deea2b005ff6d64359 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bb4ac0e7e3f971ef91d5cb75e9429a7a51e1bf29248b51888a06dac1b0bcdf2d +size 133936529 diff --git a/pooling_typology/Hurricane_Michael/seed_99/config_resolved.yaml b/pooling_typology/Hurricane_Michael/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cea073b3539cd94c7d237bc8f611216d69f70c53 --- /dev/null +++ b/pooling_typology/Hurricane_Michael/seed_99/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Hurricane_Michael/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T03:47:48.246177+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/pooling_typology/Mayfield_Tornado/seed_00/best_model.pt b/pooling_typology/Mayfield_Tornado/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..437965c9c5e7d40f7e4815b87b3a2cf8d45b271a --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3d2cb7195e15d134a0f15866cacab1ef57733ed613e9b4483687f453f7c170dc +size 133936529 diff --git a/pooling_typology/Mayfield_Tornado/seed_00/config_resolved.yaml b/pooling_typology/Mayfield_Tornado/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..54c3f44fb4089db61bf70ebe3f197138e5244abb --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_00/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Mayfield_Tornado/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T04:44:11.986531+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_typology/Mayfield_Tornado/seed_11/best_model.pt b/pooling_typology/Mayfield_Tornado/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..9860bcfa4fb1158c0b69c384625080b27cc5b80f --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd28ffd9ea8a664acbb2e9df7d2e15852ec7fd18816d72d12340c5f93512dde8 +size 133936529 diff --git a/pooling_typology/Mayfield_Tornado/seed_11/config_resolved.yaml b/pooling_typology/Mayfield_Tornado/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ad2dc32a9efb05c5a77ecfa5bc9ed2cab106a395 --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_11/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Mayfield_Tornado/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T03:41:15.365080+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_typology/Mayfield_Tornado/seed_22/best_model.pt b/pooling_typology/Mayfield_Tornado/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c907016bcfc37b8d434f66f0d1305e9750dc9c17 --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4913103ef9ff44c4c025ed2003f14f8882bc531ff49649666090c07d444e54ae +size 133936529 diff --git a/pooling_typology/Mayfield_Tornado/seed_22/config_resolved.yaml b/pooling_typology/Mayfield_Tornado/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1160b72ce5015a68154d091d06744288e05612bb --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_22/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Mayfield_Tornado/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T04:29:10.103117+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_typology/Mayfield_Tornado/seed_33/best_model.pt b/pooling_typology/Mayfield_Tornado/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..4b6186de8311a30125393b2c674b18766dda0fec --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:040392f2f005019e4c66279d3bfe3c335d574a3a408529162882e046486469fe +size 133936529 diff --git a/pooling_typology/Mayfield_Tornado/seed_33/config_resolved.yaml b/pooling_typology/Mayfield_Tornado/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..21ec05c9ca3e25a59b1653a6bf965af88cd78891 --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_33/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Mayfield_Tornado/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T04:37:06.196081+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_typology/Mayfield_Tornado/seed_44/best_model.pt b/pooling_typology/Mayfield_Tornado/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ff9abd4f09355ad6be13e4bc807d6cf63aeb9b71 --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:043af92d6b718b7d8ce4bad369f783d4a2a319b674f7ce1f94d0f0991f7f11ab +size 133936529 diff --git a/pooling_typology/Mayfield_Tornado/seed_44/config_resolved.yaml b/pooling_typology/Mayfield_Tornado/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..651c01628ea01f9700077e975bd8ad08e3c703cc --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_44/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Mayfield_Tornado/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T04:04:01.212273+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_typology/Mayfield_Tornado/seed_55/best_model.pt b/pooling_typology/Mayfield_Tornado/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..2ce819c2868859fd81732115b1cdf487f3d140a7 --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:488458a9cb89e9f4d9606502439d7f817e33322971c9bab2c01538160d48d861 +size 133936529 diff --git a/pooling_typology/Mayfield_Tornado/seed_55/config_resolved.yaml b/pooling_typology/Mayfield_Tornado/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ae18e8032aba936d35cf7af37388e45be69cec80 --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_55/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Mayfield_Tornado/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T05:45:44.161081+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_typology/Mayfield_Tornado/seed_66/best_model.pt b/pooling_typology/Mayfield_Tornado/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b3168e82f08f91d3bf52ec74b4e0f767ad96f819 --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:679ca36067e9327e4015d19829e6c50fcad22790e6837d51bcbddd3b5969135e +size 133936529 diff --git a/pooling_typology/Mayfield_Tornado/seed_66/config_resolved.yaml b/pooling_typology/Mayfield_Tornado/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3faef6c04b69427742950e3fb33e5415b58007fe --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_66/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Mayfield_Tornado/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T05:23:44.462838+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_typology/Mayfield_Tornado/seed_77/best_model.pt b/pooling_typology/Mayfield_Tornado/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a677844c441cc290cb2684829962c98222d8aa0c --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e30bb43fae27be8e8328c9ef5ac5708eb0c6798457494746a7a68ac36cfdd554 +size 133936529 diff --git a/pooling_typology/Mayfield_Tornado/seed_77/config_resolved.yaml b/pooling_typology/Mayfield_Tornado/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b0787254b5fcf2de38104cae0d65cc064da40093 --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_77/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Mayfield_Tornado/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T04:46:28.912966+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_typology/Mayfield_Tornado/seed_88/best_model.pt b/pooling_typology/Mayfield_Tornado/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5ca1a63160da0601b8b4d5e547666012f68f245c --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3cd7ba232ef7d9f17262bb030f48fd2194ec96a36d799bf0a131d79d5345d42d +size 133936529 diff --git a/pooling_typology/Mayfield_Tornado/seed_88/config_resolved.yaml b/pooling_typology/Mayfield_Tornado/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0fdd5ac909250c07eb62458bb8efcbc14742a0db --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_88/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Mayfield_Tornado/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T06:30:31.068578+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/pooling_typology/Mayfield_Tornado/seed_99/best_model.pt b/pooling_typology/Mayfield_Tornado/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5efc8d42d6153baf407fe45a8535a5169cae92d4 --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:59d712dc2a3c48d4cd9ba59b7abd9a089fd3b59f2b5cbb33a3d9d254e6d1918a +size 133936529 diff --git a/pooling_typology/Mayfield_Tornado/seed_99/config_resolved.yaml b/pooling_typology/Mayfield_Tornado/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1dc5f1d04d2b11f5e7af1f18e139f585493b8f36 --- /dev/null +++ b/pooling_typology/Mayfield_Tornado/seed_99/config_resolved.yaml @@ -0,0 +1,56 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + synthetic_gsd_post_sharpen: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/pooling_typology/Mayfield_Tornado/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-31T05:50:49.955324+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/resolution/Hurricane_Michael/seed_00/best_model.pt b/resolution/Hurricane_Michael/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b3d924cdb0a51fcf8a42c203eb442649e220a00a --- /dev/null +++ b/resolution/Hurricane_Michael/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a7e4a3d7b710d4c3091b7f436e9496ecf07bee740790a0c225a034a79276ae4c +size 133941649 diff --git a/resolution/Hurricane_Michael/seed_00/config_resolved.yaml b/resolution/Hurricane_Michael/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4c7d2c4a23c924c8ba355d6cfd5d83d210a776dc --- /dev/null +++ b/resolution/Hurricane_Michael/seed_00/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: manned_15cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/resolution/Hurricane_Michael/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T18:51:49.252970+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/resolution/Hurricane_Michael/seed_11/best_model.pt b/resolution/Hurricane_Michael/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..04fcb91c43bfb5c9c16bbd67b4acfed4ab840b65 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0017e495b6eb7f5d79492d8599e1a8a8c09e5155cad3cfab2fa424d0756c1ae1 +size 133941649 diff --git a/resolution/Hurricane_Michael/seed_11/config_resolved.yaml b/resolution/Hurricane_Michael/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..53fadc437a190eabf49e8e4acbb0d17f361d0163 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_11/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: manned_15cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/resolution/Hurricane_Michael/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T20:08:07.902195+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/resolution/Hurricane_Michael/seed_22/best_model.pt b/resolution/Hurricane_Michael/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d4fe0034abb3a09872fef4421c77a56dca1ea115 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cd3adb35dd9a90639d518b07ce5ce6cd3b267941f1eb317ef21b6cccc4555ad3 +size 133941649 diff --git a/resolution/Hurricane_Michael/seed_22/config_resolved.yaml b/resolution/Hurricane_Michael/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..df769e31eafbe80ff9f3632f02627a2db6d587c4 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_22/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: manned_15cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/resolution/Hurricane_Michael/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T22:44:56.080949+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/resolution/Hurricane_Michael/seed_33/best_model.pt b/resolution/Hurricane_Michael/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1ca5862e36594b9c1f278e01e3669f1c1b16306b --- /dev/null +++ b/resolution/Hurricane_Michael/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1463df24a3f7484a91a4d1bbfe1a25c9a983fde81bf0db8b4dda08454a4f6f2b +size 133941649 diff --git a/resolution/Hurricane_Michael/seed_33/config_resolved.yaml b/resolution/Hurricane_Michael/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..01ae6926e6dfa0a13bd1262f90f22362139179d9 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_33/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: manned_15cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/resolution/Hurricane_Michael/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T00:33:12.757288+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/resolution/Hurricane_Michael/seed_44/best_model.pt b/resolution/Hurricane_Michael/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d808ccd3de947c3514a93e213a6d8ce84e064e23 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85ddcd9a8a01a0358b31cb38e72ff38547d284d21f37621f74c5c0fe72be90a8 +size 133941649 diff --git a/resolution/Hurricane_Michael/seed_44/config_resolved.yaml b/resolution/Hurricane_Michael/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f9238eb90427caa1914a2dbbab537ee04bf272be --- /dev/null +++ b/resolution/Hurricane_Michael/seed_44/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: manned_15cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/resolution/Hurricane_Michael/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T02:03:19.992473+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/resolution/Hurricane_Michael/seed_55/best_model.pt b/resolution/Hurricane_Michael/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..5b446bdf3ada32b4d428a2ec97f7673a65b4cda4 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3a3af95b1f36e83b9587399d6f7d09761b54c7460016619ad18bd832f52731a7 +size 133941649 diff --git a/resolution/Hurricane_Michael/seed_55/config_resolved.yaml b/resolution/Hurricane_Michael/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f1977c6cc29666c51e3cae1f843f91457c70bfa7 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_55/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: manned_15cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/resolution/Hurricane_Michael/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T03:56:10.082959+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/resolution/Hurricane_Michael/seed_66/best_model.pt b/resolution/Hurricane_Michael/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..fc7c110626fc9083764b68ec73772f32da396001 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f3fb324333926e20025621e563cbc254a09cd414f3feb2e6e9998f44abd1100d +size 133941649 diff --git a/resolution/Hurricane_Michael/seed_66/config_resolved.yaml b/resolution/Hurricane_Michael/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e0d42be9d04c7b2c50220bcbd3a14397ca9f71ef --- /dev/null +++ b/resolution/Hurricane_Michael/seed_66/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: manned_15cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/resolution/Hurricane_Michael/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T04:55:18.492208+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/resolution/Hurricane_Michael/seed_77/best_model.pt b/resolution/Hurricane_Michael/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..fa249aeccade7b6cb10037ce14bc1abeff436295 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2f46e37ae4e1c9ce90605f365dc36a283b956972ed84fd58cc98a6910aecc5bc +size 133941649 diff --git a/resolution/Hurricane_Michael/seed_77/config_resolved.yaml b/resolution/Hurricane_Michael/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..265e2bfa4e17223c0b2c352e1b6adba6b58aff24 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_77/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: manned_15cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/resolution/Hurricane_Michael/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T06:42:20.976474+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/resolution/Hurricane_Michael/seed_88/best_model.pt b/resolution/Hurricane_Michael/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..75be46be3f187a1c0f033fcea60af9c5820aa8c6 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f3abbe71b13a0e6b83beb1ca68a302a989b827edc1240c3fe146eb37622d1e07 +size 133941649 diff --git a/resolution/Hurricane_Michael/seed_88/config_resolved.yaml b/resolution/Hurricane_Michael/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ec66ea139920f199a24cbc59c82ebd5e1563d695 --- /dev/null +++ b/resolution/Hurricane_Michael/seed_88/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: manned_15cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/resolution/Hurricane_Michael/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T07:49:40.649424+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/resolution/Hurricane_Michael/seed_99/best_model.pt b/resolution/Hurricane_Michael/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f27a94de72218f1ce1706c912da2970a46cc026c --- /dev/null +++ b/resolution/Hurricane_Michael/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:920d12ad346b9fa8f65904fd21fbd96d2b826eb36e05cdd04033cb8e17d29cd8 +size 133941649 diff --git a/resolution/Hurricane_Michael/seed_99/config_resolved.yaml b/resolution/Hurricane_Michael/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b0409c8614922ca36753bce8c98bb1f9560e38fa --- /dev/null +++ b/resolution/Hurricane_Michael/seed_99/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: manned_15cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: true + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/resolution/Hurricane_Michael/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-29T09:38:53.866710+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Ida/seed_00/best_model.pt b/rgb_only/Hurricane_Ida/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e3d4166863df1c900a702e190abfe482d202314b --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0f49a790ea579a9d7f88bb64e4e8672248bb53c788c9a7e6f23ae4089b9dab3c +size 78431689 diff --git a/rgb_only/Hurricane_Ida/seed_00/config_resolved.yaml b/rgb_only/Hurricane_Ida/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6f23481d73760ea77fd87b70ae95cbe6eda07497 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Ida/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T22:27:09.325609+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Ida/seed_11/best_model.pt b/rgb_only/Hurricane_Ida/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..31e34bd7930121ca043d8b34fcc5468b556fb411 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6f702df1fd25f4f67bb3371721e32bdc229132f88dfb1d5d29ce1b2d29e82c8b +size 78431689 diff --git a/rgb_only/Hurricane_Ida/seed_11/config_resolved.yaml b/rgb_only/Hurricane_Ida/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..038fe8025b97d662ba9560418b3f618b57c90518 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Ida/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T22:30:32.354387+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Ida/seed_22/best_model.pt b/rgb_only/Hurricane_Ida/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..9f205b7c7219e5f2a27e46bc36ed1800e5af3f5d --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5b9e7e4c3eac8152f7fc5b7eeb84cf9285fa9cdfa37e1e387d704521570664b4 +size 78431689 diff --git a/rgb_only/Hurricane_Ida/seed_22/config_resolved.yaml b/rgb_only/Hurricane_Ida/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..23c56ca4d387c420623824c13b28af424b92c762 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Ida/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T22:34:09.674506+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Ida/seed_33/best_model.pt b/rgb_only/Hurricane_Ida/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8d536549730fcfb998584151bf13d5111609f64c --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:750d1dbc33740e7ce19390a6a4785faca44eb2c292d22d2ac89b4ebcb93a29e7 +size 78431689 diff --git a/rgb_only/Hurricane_Ida/seed_33/config_resolved.yaml b/rgb_only/Hurricane_Ida/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..44e8c953f4e5404efff54adcbef07e3a1dce2339 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Ida/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T22:14:46.088041+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Ida/seed_44/best_model.pt b/rgb_only/Hurricane_Ida/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1e1ab3d2a72f1490af4b59d4afa884298de994ae --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a6fa36f27916e75e26e0372c9c8adf4fbec832131878e523eda50a23521824e +size 78431689 diff --git a/rgb_only/Hurricane_Ida/seed_44/config_resolved.yaml b/rgb_only/Hurricane_Ida/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3bbff31c6c2d4a2879ce72b72c3f50e061dc794f --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Ida/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T23:18:17.558413+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Ida/seed_55/best_model.pt b/rgb_only/Hurricane_Ida/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e172a57a6b581d0104aee4f83fcf2956286451ed --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:326b3c18d55d13486d685b3f542f87be00b4f1793652ce705b7a20fbd842326e +size 78431689 diff --git a/rgb_only/Hurricane_Ida/seed_55/config_resolved.yaml b/rgb_only/Hurricane_Ida/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1ce7b936f902d52ffa3afd7f6eec4c731e282839 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Ida/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T23:12:01.419149+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Ida/seed_66/best_model.pt b/rgb_only/Hurricane_Ida/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..70e6952485672d7a346c59b12588b5f82e9d77cc --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:127fa6ac7f97388e994bff539c6e97a1fc649e23b3578862a0b138c247147d0d +size 78431689 diff --git a/rgb_only/Hurricane_Ida/seed_66/config_resolved.yaml b/rgb_only/Hurricane_Ida/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..404e1ad35fe88417d86cacd51151adce27418181 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Ida/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T23:43:07.589287+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Ida/seed_77/best_model.pt b/rgb_only/Hurricane_Ida/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1286256e2ba00ace579c750a7fc52c2fb926f061 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0854872e7a4862548d51e93b86c097e1e2d46af42bce4716573c4559d299757d +size 78431689 diff --git a/rgb_only/Hurricane_Ida/seed_77/config_resolved.yaml b/rgb_only/Hurricane_Ida/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..20c0e6ea1fbc40fcc2d6d62633541b43cb34e418 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Ida/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T00:17:15.405866+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Ida/seed_88/best_model.pt b/rgb_only/Hurricane_Ida/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..69edce6aaf2f160d36ea12b428f5fef940b0a69d --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0a068a58e1aefd5681dad11227901dbb8feda575f33e6f1a9ba59cc90f1e2e2b +size 78431689 diff --git a/rgb_only/Hurricane_Ida/seed_88/config_resolved.yaml b/rgb_only/Hurricane_Ida/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..30fc4deb8d25811f78df2f3f5525527987247da5 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Ida/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T23:58:17.711413+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Ida/seed_99/best_model.pt b/rgb_only/Hurricane_Ida/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..851a879d1dc939ac20c53f1c0227cea0e2151dd7 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5aad51a20e95ecd096fae11d4f145eeea713089259c615e743e126803fe53086 +size 78431689 diff --git a/rgb_only/Hurricane_Ida/seed_99/config_resolved.yaml b/rgb_only/Hurricane_Ida/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8cbecc561413260dad328ce4f3a44ad71406a2e0 --- /dev/null +++ b/rgb_only/Hurricane_Ida/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Ida/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T23:53:14.531171+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..88d71e2c7c5c64c0c051bc4f6f89a34cd32c32d8 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2085ef4ddfd94adafe64604be873f8369e981b64551db55480c6b504daca5cca +size 78431689 diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cd576a4c57b5ab89b5c339f84567a6b725379696 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T21:08:35.868659+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a73a172f4d5875631c014abfd5ef3635b3d7ab13 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b3c44950b707c034f673556a9c4895a686559d12713d90ccd2282e58c5dc123f +size 78431689 diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..70a2d9655ff6d477f1ac30c27bd47cc8d6df1837 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T20:50:44.150005+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0363abd81d894edc46d14dabe14bdbd0ca5bf4d6 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:daf897c885dad286a94efba4a0ccf2330b370095d36de6ec8541f06999fc791e +size 78431689 diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2ae867d02dc3f8e4f7fc4243609a5a9dedb20ae2 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T21:00:01.572568+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..4b9f4ba7dc4a1d2674173a30bc68d6916035ee23 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:270b557477c496cac9b799d6ec9d5571a582316d0fa44080c915a19e6a44b5a7 +size 78431689 diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fad400df50c64579945e37cf5934ed2b752ea5a5 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T20:52:24.889594+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ea675655d981456cf60d067079567ff8d2e8acd7 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:789436554b5979e7fbee1859b39091f0d114a1055905ce3db4d6cd8e55ff0207 +size 78431689 diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e83b21a03b8cd3717befc1efb0e3d4bb740aa32d --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T20:54:50.442105+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..7969e8d3ffd060dd94b9add242275a9d230e78f5 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:41d5eb8e3f3dabbcd77bbdaef0d86da87b552b2d40f7a15b2d5fc9ba4003588d +size 78431689 diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..105af2a44c19414d0614bfff0d6cc0cc0a888b97 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T20:26:56.698318+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..be3b164dc6b7430648b1787e1705d7dbc7f854b2 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:38dcb84f9a4f2cd9ff62f3588095230daa1919ce6d00e8c6440b2a3573e7695d +size 78431689 diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c83224bcc4478a067c4501d325c9d03753e3e2aa --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T20:44:30.541625+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b023f979c27719628b33a5c34222d451af6825a4 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ecee65dca43865d9c74608e5ccd9c989ca797175e552eabae80a8624d2558ade +size 78431689 diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..15276ef15a216705bf1207123aa7182c9292379e --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T21:55:31.126098+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..42fd785814bb4b3587545242a535a8c24a61da77 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:41782d7d0c97d75b32ba746c907c88212c3acb7da29877d514f2b1f7b031e297 +size 78431689 diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d7a2e68cfd84ce31f0db7efdcb37b4d770f876fa --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T22:06:46.760391+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6dff554c661fe44e2f016d3a36c7ea5ca7577928 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b266b5369e1c441f5793d655b757502d91c8ff432fed7fd5158890b5dd3ab324 +size 78431689 diff --git a/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..535f8a5d34809fa265fed62b5d60da8a480575a0 --- /dev/null +++ b/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T22:28:42.340283+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/rgb_only/Hurricane_Michael/seed_00/best_model.pt b/rgb_only/Hurricane_Michael/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0e60fa5644e5eaa78b70abca2433ab4899b15ec0 --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:70f9d0c538e9168047d11f575bc01caf0780516edcbd05ec7c6484f3badffeb5 +size 78431689 diff --git a/rgb_only/Hurricane_Michael/seed_00/config_resolved.yaml b/rgb_only/Hurricane_Michael/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..410149dde4d66c9e7c8244975b513a020f61ad50 --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Michael/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-27T23:50:06.098024+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Michael/seed_11/best_model.pt b/rgb_only/Hurricane_Michael/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..63313169b3d954a89c971c0a587f5149b909ebdf --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4d562b82ff39e231953c579d4b282120230d3a3e8b7c5217107b0c49b472260f +size 78431689 diff --git a/rgb_only/Hurricane_Michael/seed_11/config_resolved.yaml b/rgb_only/Hurricane_Michael/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..52a00ef90b0ed1024527842e85f48ab192f4d2c8 --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Michael/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T00:35:59.550544+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Michael/seed_22/best_model.pt b/rgb_only/Hurricane_Michael/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3147c4f721aec4d60f2a0f23316a11ec963edbec --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:71f0fe80016a67561b412ca6e4bbe65d84eeefc594fdfb2d241024fd1413aae1 +size 78431689 diff --git a/rgb_only/Hurricane_Michael/seed_22/config_resolved.yaml b/rgb_only/Hurricane_Michael/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0f1494748d9c575ba28a67bf0fd81b87a3347209 --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Michael/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T00:23:17.048021+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Michael/seed_33/best_model.pt b/rgb_only/Hurricane_Michael/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..19a396c893650544767ddc528a7b79170a7e6704 --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b8f8cc835b19cd596cf3fd6f05603845f2cea51892b41a6120805fc750e59fa9 +size 78431689 diff --git a/rgb_only/Hurricane_Michael/seed_33/config_resolved.yaml b/rgb_only/Hurricane_Michael/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3a5393015111e2b3a179d95d661dcd0547cb0c0f --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Michael/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T01:00:42.965817+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Michael/seed_44/best_model.pt b/rgb_only/Hurricane_Michael/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ceb15ceb1862ed4a2537fd38dd9d1d011d793c9b --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9ab3fade6139f19151c09393e9b789f1469dfde032eb8d6016bbdfc38afdb0d7 +size 78431689 diff --git a/rgb_only/Hurricane_Michael/seed_44/config_resolved.yaml b/rgb_only/Hurricane_Michael/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d16dfc157fa22321ae96c038fcb8648f2236c9c5 --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Michael/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T01:29:01.492766+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Michael/seed_55/best_model.pt b/rgb_only/Hurricane_Michael/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..dc960930d13dbd30af1bd618581822b0bddc1c51 --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:affc54fd79d1ba7b9b5750d6510170d76e1e1b5edfabb808b2c97ac0762011d6 +size 78431689 diff --git a/rgb_only/Hurricane_Michael/seed_55/config_resolved.yaml b/rgb_only/Hurricane_Michael/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cb8c5e224d8ac35f7b8c98c45e98521b6ef58e0e --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Michael/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T02:34:35.214881+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Michael/seed_66/best_model.pt b/rgb_only/Hurricane_Michael/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8acf9e19303bfb669e0edc8efb1fc17aeda612af --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:368ae10c34eda25f25a1bae42b603da84042a8412f8f453c185a83e6d52661da +size 78431689 diff --git a/rgb_only/Hurricane_Michael/seed_66/config_resolved.yaml b/rgb_only/Hurricane_Michael/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d5a93c5f755354d4bc1475b45f1298a3ccb63034 --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Michael/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T01:22:46.562699+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Michael/seed_77/best_model.pt b/rgb_only/Hurricane_Michael/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..227395caa51a36bbde05d9ee43e2a11f7972f7bb --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:10ab7f3dd935a0d9365eac0e870cde865226a1311f32e09c1f1d6aaf0c7ad43d +size 78431689 diff --git a/rgb_only/Hurricane_Michael/seed_77/config_resolved.yaml b/rgb_only/Hurricane_Michael/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..9b4528d43cf5a34d8470d022f96502b83a51e78c --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Michael/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T01:44:57.445172+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Michael/seed_88/best_model.pt b/rgb_only/Hurricane_Michael/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c1631df0b3b3eb1c7a7d46a1d2baadd55d8de04b --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e232e1d667b5b410d88aa866e5948acc26ebf5ddc738dd7082996ad16ae324be +size 78431689 diff --git a/rgb_only/Hurricane_Michael/seed_88/config_resolved.yaml b/rgb_only/Hurricane_Michael/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a4a1bfeeb88bb34926e26771337f3d946f305bd8 --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Michael/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T01:20:06.157792+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/rgb_only/Hurricane_Michael/seed_99/best_model.pt b/rgb_only/Hurricane_Michael/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..a1e629b4d46727b426ca38026acb86c68edf1f85 --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7e475d4ca22c14893aba769a5f5e82dbbe7fc9d538b76cd0c49f2eb09f45e28f +size 78431689 diff --git a/rgb_only/Hurricane_Michael/seed_99/config_resolved.yaml b/rgb_only/Hurricane_Michael/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..10875b6f20ccc037094e04462e0682e0a81cbe87 --- /dev/null +++ b/rgb_only/Hurricane_Michael/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Hurricane_Michael/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T01:59:08.831763+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/rgb_only/Mayfield_Tornado/seed_00/best_model.pt b/rgb_only/Mayfield_Tornado/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8c12431e00717902727f40600538ec213b738342 --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:320530bd79a3991877d94c1752a6fdf54bef0a6677f17d83a18a7e793355ee83 +size 78431689 diff --git a/rgb_only/Mayfield_Tornado/seed_00/config_resolved.yaml b/rgb_only/Mayfield_Tornado/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0b5c6deb6a3774f329fd6c3030295a3adca2f8c1 --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Mayfield_Tornado/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T02:19:17.256692+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/rgb_only/Mayfield_Tornado/seed_11/best_model.pt b/rgb_only/Mayfield_Tornado/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c3202af0dd5214982cdc7d57399399fd235c2c10 --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:131af2034b8867a078453e51d1df130641e6be67a3bf6ef6116aca4f246f8e92 +size 78431689 diff --git a/rgb_only/Mayfield_Tornado/seed_11/config_resolved.yaml b/rgb_only/Mayfield_Tornado/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6801fc814da0c1bbace52a91b9e0dc475b3526fb --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Mayfield_Tornado/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T02:33:35.683440+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/rgb_only/Mayfield_Tornado/seed_22/best_model.pt b/rgb_only/Mayfield_Tornado/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ebefe4a22f9d074642acd15232b776aa11798268 --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:800efa190dfb67c6cc2295bec35ce95da28d114021508cb14ec653d270378968 +size 78431689 diff --git a/rgb_only/Mayfield_Tornado/seed_22/config_resolved.yaml b/rgb_only/Mayfield_Tornado/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b3aaca10b11e3d72c6799028844b44927ab8c29a --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Mayfield_Tornado/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T02:41:02.449464+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/rgb_only/Mayfield_Tornado/seed_33/best_model.pt b/rgb_only/Mayfield_Tornado/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3e9ac25558de965f43d0a6f17895ed3357f0c2c8 --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3982a5e3322b3622150d5741c7f85df0892c52566a409ba1b7040c3400392840 +size 78431689 diff --git a/rgb_only/Mayfield_Tornado/seed_33/config_resolved.yaml b/rgb_only/Mayfield_Tornado/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8783b60724b2f82e2fd395702ef0054bc1ac085c --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Mayfield_Tornado/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T02:52:18.009505+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/rgb_only/Mayfield_Tornado/seed_44/best_model.pt b/rgb_only/Mayfield_Tornado/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3542b4dcc06c490f736b80ab900e9c9bdc8af5be --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb1b55972217c3f0227a82d98284a26bd5f5b80dafd52292e8c79371fd2301a3 +size 78431689 diff --git a/rgb_only/Mayfield_Tornado/seed_44/config_resolved.yaml b/rgb_only/Mayfield_Tornado/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a7192a53005b443a2724def33905274bf6fee456 --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Mayfield_Tornado/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T02:53:58.729124+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/rgb_only/Mayfield_Tornado/seed_55/best_model.pt b/rgb_only/Mayfield_Tornado/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c5d8cf219f6d75566ba32a1a6f609614c1b19639 --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b7848dff7b390ec1bc791e89c15bbe53ec90db28b497b5c587c342afa6740d34 +size 78431689 diff --git a/rgb_only/Mayfield_Tornado/seed_55/config_resolved.yaml b/rgb_only/Mayfield_Tornado/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4e11f298adb2431f2240d8a390615847414b1c2b --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Mayfield_Tornado/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T02:45:22.813021+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/rgb_only/Mayfield_Tornado/seed_66/best_model.pt b/rgb_only/Mayfield_Tornado/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..58a3581ae08e62a200e683ae6d632dab609d9cfd --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a6b23a485e9090b82c77346e9b8135e769fa0eaabb27747e9f3bc1c296e3e5fd +size 78431689 diff --git a/rgb_only/Mayfield_Tornado/seed_66/config_resolved.yaml b/rgb_only/Mayfield_Tornado/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f27e4260974cc8810a1d40dc1867dbad296e68b9 --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Mayfield_Tornado/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T04:07:47.499246+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/rgb_only/Mayfield_Tornado/seed_77/best_model.pt b/rgb_only/Mayfield_Tornado/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e491abd75d757ea932b02f0de238c99557bb388c --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cc5ea706474435e43b15ac36ec106aeaf2f1e07257804c88ebf3ac0a7ec9d79d +size 78431689 diff --git a/rgb_only/Mayfield_Tornado/seed_77/config_resolved.yaml b/rgb_only/Mayfield_Tornado/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d2fde6cce52e641cf90aac7c063ac626fadede7d --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_77/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Mayfield_Tornado/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T03:42:35.796458+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/rgb_only/Mayfield_Tornado/seed_88/best_model.pt b/rgb_only/Mayfield_Tornado/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0655edc33d31d6f05829e2fc55443c38dfcc2d06 --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27026c0d66aa6974da836c2e2f6d480d32b03959568552907bfb1c3e9e1ee663 +size 78431689 diff --git a/rgb_only/Mayfield_Tornado/seed_88/config_resolved.yaml b/rgb_only/Mayfield_Tornado/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1ce271029e003f540fa1d4305f010fd537fb92e0 --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_88/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Mayfield_Tornado/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T04:13:26.306246+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/rgb_only/Mayfield_Tornado/seed_99/best_model.pt b/rgb_only/Mayfield_Tornado/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b4ab27ad509e0761e41c7f500b28c38d3cf078ba --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2ad43a57112b1004f5fdc153a5554332af6cc0bf6ba40f666c0a5e2c6c2fed8c +size 78431689 diff --git a/rgb_only/Mayfield_Tornado/seed_99/config_resolved.yaml b/rgb_only/Mayfield_Tornado/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0da0c96a89d58c60b51cd33599101451a87ce56e --- /dev/null +++ b/rgb_only/Mayfield_Tornado/seed_99/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: false + typology_enabled: false + mask_weighted_pooling_enabled: false + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/rgb_only/Mayfield_Tornado/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-28T03:46:18.953102+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/typology/Hurricane_Ida/seed_00/best_model.pt b/typology/Hurricane_Ida/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..39b721cedcc518193075cc9b6fede4339cf58852 --- /dev/null +++ b/typology/Hurricane_Ida/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:29a8b91e6d5ad139d6fa31e96611809d30777348ea16eb91f9b00ec8f6177a0e +size 132913609 diff --git a/typology/Hurricane_Ida/seed_00/config_resolved.yaml b/typology/Hurricane_Ida/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc265144df8eaed6b8d0ddb617df03a8ae3b3ef9 --- /dev/null +++ b/typology/Hurricane_Ida/seed_00/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Ida/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T19:07:47.168776+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/typology/Hurricane_Ida/seed_11/best_model.pt b/typology/Hurricane_Ida/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..73ba346ebef10fa92e406dfe741414a6fbec992f --- /dev/null +++ b/typology/Hurricane_Ida/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d45fec4e07913c07a5448b80279c39439a6be558f69f24ca00c3ea2bdde33b3f +size 132913609 diff --git a/typology/Hurricane_Ida/seed_11/config_resolved.yaml b/typology/Hurricane_Ida/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b40ed8039a1814371948ba9cf1c5582677d8b3b1 --- /dev/null +++ b/typology/Hurricane_Ida/seed_11/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Ida/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T19:18:37.935202+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/typology/Hurricane_Ida/seed_22/best_model.pt b/typology/Hurricane_Ida/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e9a13814da41a4a1f770f020d8b9c1a70f74b3fe --- /dev/null +++ b/typology/Hurricane_Ida/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8116bedb3b1f22ee6fa70b08733a56dbcf3ae1b5c4e96531a42be3c17544fdd4 +size 132913609 diff --git a/typology/Hurricane_Ida/seed_22/config_resolved.yaml b/typology/Hurricane_Ida/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d79d021ceed0642b10c58102ca24c10d42eb6b1c --- /dev/null +++ b/typology/Hurricane_Ida/seed_22/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Ida/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T19:57:35.959626+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/typology/Hurricane_Ida/seed_33/best_model.pt b/typology/Hurricane_Ida/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..dd85314a31b53ae41347493afbd265d84a593916 --- /dev/null +++ b/typology/Hurricane_Ida/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:419719489558f40937c833274682af594255e050e5be66ed226c3a2b70fcd475 +size 132913609 diff --git a/typology/Hurricane_Ida/seed_33/config_resolved.yaml b/typology/Hurricane_Ida/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3e10ffc60f29ed2a0610219f735aec2a5bbc0155 --- /dev/null +++ b/typology/Hurricane_Ida/seed_33/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Ida/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T19:44:23.364009+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/typology/Hurricane_Ida/seed_44/best_model.pt b/typology/Hurricane_Ida/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..48dc39cd6da0e9b3e2fe2882c94b6c29ff462842 --- /dev/null +++ b/typology/Hurricane_Ida/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e89c33bae056164a42d6f7fe2f9057ee34ebc34757e7b842a7739864420fd2ad +size 132913609 diff --git a/typology/Hurricane_Ida/seed_44/config_resolved.yaml b/typology/Hurricane_Ida/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ec42f09b36c1e97c0425025f11d801c1bebbea02 --- /dev/null +++ b/typology/Hurricane_Ida/seed_44/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Ida/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T19:39:40.991146+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/typology/Hurricane_Ida/seed_55/best_model.pt b/typology/Hurricane_Ida/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..7f3921c2a0d86def1c0256a5615099c84c230494 --- /dev/null +++ b/typology/Hurricane_Ida/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4027f3c7c659d3b446b35ac6a9c1fecc9980c1333939d987890daee28a583872 +size 132913609 diff --git a/typology/Hurricane_Ida/seed_55/config_resolved.yaml b/typology/Hurricane_Ida/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3ac1747083bfb695a4245fc717b917d998e03d3d --- /dev/null +++ b/typology/Hurricane_Ida/seed_55/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Ida/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T19:52:41.960619+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/typology/Hurricane_Ida/seed_66/best_model.pt b/typology/Hurricane_Ida/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..627849189089648669d4cdb2eb3b4c4491568c83 --- /dev/null +++ b/typology/Hurricane_Ida/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:21438bdd7440763527304e581689d583f4d7b114c21f3dbd9b985f68242617f6 +size 132913609 diff --git a/typology/Hurricane_Ida/seed_66/config_resolved.yaml b/typology/Hurricane_Ida/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5685519010a308be973a3047973bacc54df858bc --- /dev/null +++ b/typology/Hurricane_Ida/seed_66/config_resolved.yaml @@ -0,0 +1,54 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Ida/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T19:53:12.888969+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/typology/Hurricane_Ida/seed_77/best_model.pt b/typology/Hurricane_Ida/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..97c6746b605293e3a3b2b074a9797b2e2855e6c2 --- /dev/null +++ b/typology/Hurricane_Ida/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb9062027e2b7af5b6e1a65cfc7ad7fe54a24758a22c9a15332b99b192eb0c14 +size 132913609 diff --git a/typology/Hurricane_Ida/seed_77/config_resolved.yaml b/typology/Hurricane_Ida/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..64ac4fb194bbac5f11566fa768adb7b050e3973a --- /dev/null +++ b/typology/Hurricane_Ida/seed_77/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Ida/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T20:17:45.270194+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/typology/Hurricane_Ida/seed_88/best_model.pt b/typology/Hurricane_Ida/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3e41ba52fb3a03122c25714f5ce1248293de7a46 --- /dev/null +++ b/typology/Hurricane_Ida/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:37b661e91771721cb7a309c2840cfaae960aebc6d1af10728ef8798a35506d81 +size 132913609 diff --git a/typology/Hurricane_Ida/seed_88/config_resolved.yaml b/typology/Hurricane_Ida/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..d104a5b5c5498068412a728d4d88a2fd1da4d1d8 --- /dev/null +++ b/typology/Hurricane_Ida/seed_88/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Ida/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T20:24:30.959413+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/typology/Hurricane_Ida/seed_99/best_model.pt b/typology/Hurricane_Ida/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e440b1c17ee730404e6b363488001d3bee3bee76 --- /dev/null +++ b/typology/Hurricane_Ida/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ddac0c25a0d743e3a39894d8f4069e52d5c54fefa903f2c3a2b9ef88d78f2173 +size 132913609 diff --git a/typology/Hurricane_Ida/seed_99/config_resolved.yaml b/typology/Hurricane_Ida/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..42e9aeb7d5917468df79949292035cec7331b8b0 --- /dev/null +++ b/typology/Hurricane_Ida/seed_99/config_resolved.yaml @@ -0,0 +1,55 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Ida + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + synthetic_gsd_mtf_at_nyquist: null + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Ida/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T21:07:55.519446+00:00' + holdout_event: Hurricane Ida + holdout_selection: explicit diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c38247c544ac4170e83fb83c474fe6525472309f --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:906eb5b5b999999727708aa1a5469b8e760c36db9bc469bc4a12366947d07ce7 +size 132913609 diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..722daeff498ef46e2fa44da52e99c3fc672a3ad1 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T17:19:15.902243+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..8f3dfe1c7b18a2072ea7aec7c8c2cb654a567831 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8e6e2974ce34cd93332277ea88d93092b8f2fd613a93f8814e79dd625c3702e9 +size 132913609 diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5dced8b68402c92733d1822f4ac614fad6b6b3b4 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T17:23:55.739941+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3d2de324722e22c78288e1525173027372d82386 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2f44c6e3949e938a4c968d0ec87e9d4daffa26a12270cb449faf9e8699fd170a +size 132913609 diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b41afd443225b848c65a739f4e0f11e90ff06b46 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T17:34:21.655489+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f8998414a977c2fea997fe37efe5b9515c714b59 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1862f0b320040abd8e780f4668eabe7a7984e9eb20ee850b6c6e09df1cecf3f9 +size 132913609 diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4c8ecad6b80e7291fa061c4707d75926e6952097 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T18:02:42.102439+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..12f20b5722438e0afe0e04953dadc5da7943e012 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b2ece0b4d8eacb91ac094f1bfaa229fa766b49b3e709fa2af94f0d59f7a9fcc6 +size 132913609 diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4c47b1182ed4490d9644caf4c5f5db7e7718c261 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T18:15:57.395862+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..1f556d3a96d5461b8f882bc52c0f7acd846ce436 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aa56641f8d619309733e3bc3727f53c9513adea3e85060085df396ff4297dbe5 +size 132913609 diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0d8d28afa922105ea29a619dd7cd938160078ae9 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T18:12:19.023461+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..b7e16b894e677b7d9108c4d56274598418a8d438 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7e834f7f862b4701f37eb00613766f72a3af6ff4922810544a2ba4e7d450c536 +size 132913609 diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0a3e833c7a082f31ba5513a11ac56fe61d3f66b7 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T18:43:52.924944+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..64a7a9e43144c65af11f52d04bbfbd8a0b0e6451 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b54c160d28f79260a212d2a2e695bd687acdcc7608a3dbcda178b41e45711139 +size 132913609 diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..95cb1af7ae77e3d2b9801f0ceb408bf05015f860 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T18:25:53.255189+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..7f3739a8a3ea1e02582b4d75c7bdd3dabbc3dfbb --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2aa6aa4b007f20d8f6e82a57c77380bf19d69b9e5049639d6bc1339290057168 +size 132913609 diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6a61305553c4cbf959bd6d800b94ed2060103d7b --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T18:38:41.516578+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..94ca04b8c3cef3a6a2179ed700e22632c0a66dd4 --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8d01f066b34a003d4151c03ab7245592b9ec52412271cababd42f3289a6f2705 +size 132913609 diff --git a/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b2341e4ff4cf186126e02c343cee4ed440a6aa2b --- /dev/null +++ b/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99/config_resolved.yaml @@ -0,0 +1,58 @@ +data: + dir: data + chip_size: 512 + holdout_event: &id001 + - Hurricane Michael + - Hurricane Idalia + - Mussett Bayou Fire + - Mayfield Tornado + sensor_profile: uas_5cm + synthetic_gsd_factor: 1.0 + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 + loss: emd +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Idalia+Hurricane_Michael+Mayfield_Tornado+Mussett_Bayou_Fire/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-08-29T18:43:13.060197+00:00' + holdout_event: *id001 + holdout_selection: explicit_multi diff --git a/typology/Hurricane_Michael/seed_00/best_model.pt b/typology/Hurricane_Michael/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..3029acba6bec85da8c7a6228cf293ec77bdf91d8 --- /dev/null +++ b/typology/Hurricane_Michael/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6cf5fe953bd7360a6d78656becfa93a40678b0ed1c17f3d0392e54a5a84d73b6 +size 132913609 diff --git a/typology/Hurricane_Michael/seed_00/config_resolved.yaml b/typology/Hurricane_Michael/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..138937fc2babc0d9ff08bdc7ae247c3eaa63d9c9 --- /dev/null +++ b/typology/Hurricane_Michael/seed_00/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Michael/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-27T21:39:55.866431+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/typology/Hurricane_Michael/seed_11/best_model.pt b/typology/Hurricane_Michael/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e0fd66a1fa8a63b0ad3ab7a95ceafea9d9c7d5c6 --- /dev/null +++ b/typology/Hurricane_Michael/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:64295589908b01a3173452097412338982c9f40ed37a6c0ab9ec4098f9e7164a +size 132913609 diff --git a/typology/Hurricane_Michael/seed_11/config_resolved.yaml b/typology/Hurricane_Michael/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..63e3f29d82dd902d927a6f1718548e37b50fd1df --- /dev/null +++ b/typology/Hurricane_Michael/seed_11/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Michael/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-27T22:49:38.875464+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/typology/Hurricane_Michael/seed_22/best_model.pt b/typology/Hurricane_Michael/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..0d93d8016db8a7c57a94b066022d9fbd0a4510a4 --- /dev/null +++ b/typology/Hurricane_Michael/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6a19d94e838564443738a10f116b3af29739bdd05aaa40bf86d72c17a2db9f89 +size 132913609 diff --git a/typology/Hurricane_Michael/seed_22/config_resolved.yaml b/typology/Hurricane_Michael/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b49ebc979b304d8eff492a9ef201fbe0d74d0868 --- /dev/null +++ b/typology/Hurricane_Michael/seed_22/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Michael/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T00:03:03.033234+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/typology/Hurricane_Michael/seed_33/best_model.pt b/typology/Hurricane_Michael/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..33e644ce2d53c6aef6d84c3080780026bb4fb268 --- /dev/null +++ b/typology/Hurricane_Michael/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a985b39dcb335b331cff5c645313494d3bf7d987c0d4998cb32999efde8fd96 +size 132913609 diff --git a/typology/Hurricane_Michael/seed_33/config_resolved.yaml b/typology/Hurricane_Michael/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b0daec389b3afe4329b82c3534cc7c714d16bef3 --- /dev/null +++ b/typology/Hurricane_Michael/seed_33/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Michael/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T01:06:11.758693+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/typology/Hurricane_Michael/seed_44/best_model.pt b/typology/Hurricane_Michael/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f5b701de29382dd2f604f3dce8483af12d83cd37 --- /dev/null +++ b/typology/Hurricane_Michael/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23f7f8533106cad3e62b2dc5606ba92457f3d1270f31680adbfd0e2b1a025ac4 +size 132913609 diff --git a/typology/Hurricane_Michael/seed_44/config_resolved.yaml b/typology/Hurricane_Michael/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cdb117d5db443ef3b0c1802469ae2d14c7bc9354 --- /dev/null +++ b/typology/Hurricane_Michael/seed_44/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Michael/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T02:00:16.547409+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/typology/Hurricane_Michael/seed_55/best_model.pt b/typology/Hurricane_Michael/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..91ad58302cd5411d9e2d16e35077f34d8bc62552 --- /dev/null +++ b/typology/Hurricane_Michael/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:18f30c829ded4c847312e66aaf87021b77ce6bb22706d66704a8f1d251f59ffa +size 132913609 diff --git a/typology/Hurricane_Michael/seed_55/config_resolved.yaml b/typology/Hurricane_Michael/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7526fc1feea4caf85151f9ee4e2ab794836499d1 --- /dev/null +++ b/typology/Hurricane_Michael/seed_55/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Michael/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T04:25:15.528590+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/typology/Hurricane_Michael/seed_66/best_model.pt b/typology/Hurricane_Michael/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..beee85886e0112f184b80b296f08e5c652986fb2 --- /dev/null +++ b/typology/Hurricane_Michael/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ce6969a1d6d830b2c8027d2b26e80325f521c9ca0cab6fbf24c5cafc6641b6f6 +size 132913609 diff --git a/typology/Hurricane_Michael/seed_66/config_resolved.yaml b/typology/Hurricane_Michael/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..dcd270cb512a72636f38e32db01930ddf33d153b --- /dev/null +++ b/typology/Hurricane_Michael/seed_66/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Michael/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T05:28:45.331543+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/typology/Hurricane_Michael/seed_77/best_model.pt b/typology/Hurricane_Michael/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..269615bcfe34c5597927f44f8aaf2b5754e683a1 --- /dev/null +++ b/typology/Hurricane_Michael/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:820106f8fa4090e9f42f32f7af39a79e611ca8fd82617cd61fea3186b88c8a85 +size 132913609 diff --git a/typology/Hurricane_Michael/seed_77/config_resolved.yaml b/typology/Hurricane_Michael/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7a6abf791d570c4dfc95f95db280e9e3da97401b --- /dev/null +++ b/typology/Hurricane_Michael/seed_77/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Michael/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T06:34:08.745384+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/typology/Hurricane_Michael/seed_88/best_model.pt b/typology/Hurricane_Michael/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..f7ce467c3c4d60851e30f99ff243c0df5207920d --- /dev/null +++ b/typology/Hurricane_Michael/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3dce4d203bdcb7fdc890044ec75dae5c318691dcb0e818ee1c764232c3f4e774 +size 132913609 diff --git a/typology/Hurricane_Michael/seed_88/config_resolved.yaml b/typology/Hurricane_Michael/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5f94378a82ebe68143924f2021d4beddf2d2d944 --- /dev/null +++ b/typology/Hurricane_Michael/seed_88/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Michael/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T07:24:58.154365+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/typology/Hurricane_Michael/seed_99/best_model.pt b/typology/Hurricane_Michael/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e0369c43df7b84ec95cb631ca34f9940720fe348 --- /dev/null +++ b/typology/Hurricane_Michael/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bb7231c381ab32e036b904fdb67e4e972f9ccc10c4ec09320baf7b1e5e6cc221 +size 132913609 diff --git a/typology/Hurricane_Michael/seed_99/config_resolved.yaml b/typology/Hurricane_Michael/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e43e4d6fe663e7bb208319707dfa838cb79dafe6 --- /dev/null +++ b/typology/Hurricane_Michael/seed_99/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Hurricane Michael + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Hurricane_Michael/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T08:23:04.747696+00:00' + holdout_event: Hurricane Michael + holdout_selection: explicit diff --git a/typology/Mayfield_Tornado/seed_00/best_model.pt b/typology/Mayfield_Tornado/seed_00/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6d07125090c0711a057c0df194094381d5ac64d8 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_00/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c94dc93172294b5eb45c7106d26530ab7073c688a73d85a53353cb6b97e38a99 +size 132913609 diff --git a/typology/Mayfield_Tornado/seed_00/config_resolved.yaml b/typology/Mayfield_Tornado/seed_00/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..051019d3163640b795ea7b401145646caa8ebb93 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_00/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 0 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Mayfield_Tornado/seed_00 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T09:32:28.433384+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/typology/Mayfield_Tornado/seed_11/best_model.pt b/typology/Mayfield_Tornado/seed_11/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..6bc3617ccdbaf47061ea570371bfbf7de5f1c3a3 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_11/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d6609fb5bb95561ebed0cc496550527a6f260266a6124af0c0126bb8fcf14480 +size 132913609 diff --git a/typology/Mayfield_Tornado/seed_11/config_resolved.yaml b/typology/Mayfield_Tornado/seed_11/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..98ec0dd06bd83a6cb5ae404414cf675a18f826c0 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_11/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 11 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Mayfield_Tornado/seed_11 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T10:14:11.304361+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/typology/Mayfield_Tornado/seed_22/best_model.pt b/typology/Mayfield_Tornado/seed_22/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..647171592d71d9e03fdd5d35e210b419c6a2e636 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_22/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e15fea9dd84aa685e6994cf6fad92230dabfe1e4661940fb8cd29882a34a0441 +size 132913609 diff --git a/typology/Mayfield_Tornado/seed_22/config_resolved.yaml b/typology/Mayfield_Tornado/seed_22/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2afaab02b0be08b604850f283de1c2adf7858408 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_22/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 22 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Mayfield_Tornado/seed_22 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T10:54:03.603095+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/typology/Mayfield_Tornado/seed_33/best_model.pt b/typology/Mayfield_Tornado/seed_33/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d3360256ca828fcdb7bdbeacf5363788e34c053c --- /dev/null +++ b/typology/Mayfield_Tornado/seed_33/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:96e617bcc09af7916121d55ca9169c687b3faec26f87208716c8074535b4a7bb +size 132913609 diff --git a/typology/Mayfield_Tornado/seed_33/config_resolved.yaml b/typology/Mayfield_Tornado/seed_33/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f8b74ab7df4d5508f53fb72cf93e2b315c45a07f --- /dev/null +++ b/typology/Mayfield_Tornado/seed_33/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 33 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Mayfield_Tornado/seed_33 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T11:33:54.274224+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/typology/Mayfield_Tornado/seed_44/best_model.pt b/typology/Mayfield_Tornado/seed_44/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..ba85d2dd2a132e8cead6a1a3db1380455f4ac9ff --- /dev/null +++ b/typology/Mayfield_Tornado/seed_44/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5ffb1c673368b07e4734997b45a8b3264e1640fcfaea737a208753a83d8a28cd +size 132913609 diff --git a/typology/Mayfield_Tornado/seed_44/config_resolved.yaml b/typology/Mayfield_Tornado/seed_44/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..4850e50dc5638f01748047a08796cf037333287e --- /dev/null +++ b/typology/Mayfield_Tornado/seed_44/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 44 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Mayfield_Tornado/seed_44 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T12:12:19.272822+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/typology/Mayfield_Tornado/seed_55/best_model.pt b/typology/Mayfield_Tornado/seed_55/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..24e1801fced2312382644bb153c8d28cb9f4332c --- /dev/null +++ b/typology/Mayfield_Tornado/seed_55/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5631f04b3e2e44bae663303277f74fe9736617e6f128433da0ad0f853f236287 +size 132913609 diff --git a/typology/Mayfield_Tornado/seed_55/config_resolved.yaml b/typology/Mayfield_Tornado/seed_55/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1013de4d30d6e033a6a42776a9d3374a41f6218f --- /dev/null +++ b/typology/Mayfield_Tornado/seed_55/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 55 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Mayfield_Tornado/seed_55 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T12:52:53.997636+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/typology/Mayfield_Tornado/seed_66/best_model.pt b/typology/Mayfield_Tornado/seed_66/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..52d7e009d1832aa9114b95459bf50165f374cdff --- /dev/null +++ b/typology/Mayfield_Tornado/seed_66/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eff05ca6210c0862eeb767ef79ea1a1076269bc2b6ba5c0417624e6d87b4d622 +size 132913609 diff --git a/typology/Mayfield_Tornado/seed_66/config_resolved.yaml b/typology/Mayfield_Tornado/seed_66/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6840d3fb49b93ff016bd9df08f4ef3000bb9f839 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_66/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 66 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Mayfield_Tornado/seed_66 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T13:38:42.904119+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/typology/Mayfield_Tornado/seed_77/best_model.pt b/typology/Mayfield_Tornado/seed_77/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..d438c12fd484a089b665042ed9f0740232606744 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_77/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cbf638477b22b191653c27b8fb71313a4b6e35bb04bc5bd033f1623df2f2094b +size 132913609 diff --git a/typology/Mayfield_Tornado/seed_77/config_resolved.yaml b/typology/Mayfield_Tornado/seed_77/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..01c15c0de64be050d0297f1b5882905e01b3e1c7 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_77/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 77 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Mayfield_Tornado/seed_77 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T14:22:39.021029+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/typology/Mayfield_Tornado/seed_88/best_model.pt b/typology/Mayfield_Tornado/seed_88/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..20f2bd62b506ffcb9bdf64296e4781e2b423e9ca --- /dev/null +++ b/typology/Mayfield_Tornado/seed_88/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9371cc8a052a7fd8190fe6eb17d75144e383fcd66590249d6bf320d93b0b409c +size 132913609 diff --git a/typology/Mayfield_Tornado/seed_88/config_resolved.yaml b/typology/Mayfield_Tornado/seed_88/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cc29ce880cabe05135f011d937a219afb14c0636 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_88/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 88 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Mayfield_Tornado/seed_88 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T15:34:11.677922+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit diff --git a/typology/Mayfield_Tornado/seed_99/best_model.pt b/typology/Mayfield_Tornado/seed_99/best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..69926c971838d166ce3547d300d62965133844a5 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_99/best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d5e786115d22d5c1f33efd07bbb1e8b8dca7c2b18e5e0c4b85d3398bbc8b7e62 +size 132913609 diff --git a/typology/Mayfield_Tornado/seed_99/config_resolved.yaml b/typology/Mayfield_Tornado/seed_99/config_resolved.yaml new file mode 100644 index 0000000000000000000000000000000000000000..30f8e59f8e0f4e5506c306bd9c7a850e66ea3fb0 --- /dev/null +++ b/typology/Mayfield_Tornado/seed_99/config_resolved.yaml @@ -0,0 +1,52 @@ +data: + dir: data + chip_size: 512 + holdout_event: Mayfield Tornado + sensor_profile: uas_5cm + resolved_data_root: data +training: + epochs: 100 + batch_size: 64 + accum_steps: 2 + lr: 0.0001 + max_grad_norm: 1.0 + sampler_mode: uniform + class_weighting_enabled: true + class_weighting_strategy: inverse_freq + class_weighting_power: 0.4 + class_weighting_eps: 1.0e-06 + class_weighting_max_ratio: null + lr_plateau_patience: 4 + label_smoothing: 0.02 +model: + name: convnextv2_nano.fcmae_ft_in22k_in1k + pretrained: true + drop_path_rate: 0.1 +ablation: + mask_enabled: true + typology_enabled: false + mask_weighted_pooling_enabled: true + mask_dilation_px: 0 +runtime: + num_workers: 8 + pin_memory: true + persistent_workers: true + prefetch_factor: 3 + drop_last: true + val_batch_size_factor: 0.5 + device: cuda + seed: 99 + early_stopping_patience: 10 + lr_drop_warmstart_from_best: true + reset_optimizer_on_lr_drop: false + ema_enabled: true + ema_decay: 0.996 + checkpoint_root: outputs/ablation/typology/Mayfield_Tornado/seed_99 + cuda_launch_blocking: false + verbose: false + print_every_n_batches: null + log_to_file: true +metadata: + created_utc: '2026-04-28T16:17:55.609069+00:00' + holdout_event: Mayfield Tornado + holdout_selection: explicit