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# all-observation-type

This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the all-multi-class dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0077
- F1: 0.0913

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 0.0002
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 40
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch   | Step | Validation Loss | F1     |
|:-------------:|:-------:|:----:|:---------------:|:------:|
| 0.0726        | 1.1628  | 100  | 0.0660          | 0.0    |
| 0.0264        | 2.3256  | 200  | 0.0247          | 0.0    |
| 0.0161        | 3.4884  | 300  | 0.0165          | 0.0    |
| 0.0133        | 4.6512  | 400  | 0.0135          | 0.0    |
| 0.0124        | 5.8140  | 500  | 0.0120          | 0.0    |
| 0.011         | 6.9767  | 600  | 0.0112          | 0.0    |
| 0.0114        | 8.1395  | 700  | 0.0107          | 0.0    |
| 0.0109        | 9.3023  | 800  | 0.0103          | 0.0    |
| 0.0096        | 10.4651 | 900  | 0.0102          | 0.0    |
| 0.0099        | 11.6279 | 1000 | 0.0098          | 0.0    |
| 0.0089        | 12.7907 | 1100 | 0.0094          | 0.0    |
| 0.0091        | 13.9535 | 1200 | 0.0093          | 0.0    |
| 0.0081        | 15.1163 | 1300 | 0.0089          | 0.0    |
| 0.0073        | 16.2791 | 1400 | 0.0089          | 0.0    |
| 0.0071        | 17.4419 | 1500 | 0.0085          | 0.0    |
| 0.0068        | 18.6047 | 1600 | 0.0082          | 0.0183 |
| 0.0064        | 19.7674 | 1700 | 0.0082          | 0.0365 |
| 0.0061        | 20.9302 | 1800 | 0.0086          | 0.0091 |
| 0.0054        | 22.0930 | 1900 | 0.0082          | 0.0594 |
| 0.0051        | 23.2558 | 2000 | 0.0080          | 0.0502 |
| 0.0048        | 24.4186 | 2100 | 0.0079          | 0.0639 |
| 0.0045        | 25.5814 | 2200 | 0.0080          | 0.0639 |
| 0.0036        | 26.7442 | 2300 | 0.0079          | 0.1027 |
| 0.0038        | 27.9070 | 2400 | 0.0079          | 0.1027 |
| 0.0032        | 29.0698 | 2500 | 0.0077          | 0.0913 |
| 0.004         | 30.2326 | 2600 | 0.0079          | 0.1027 |
| 0.003         | 31.3953 | 2700 | 0.0081          | 0.0936 |
| 0.0029        | 32.5581 | 2800 | 0.0080          | 0.0890 |
| 0.0033        | 33.7209 | 2900 | 0.0081          | 0.0845 |
| 0.0029        | 34.8837 | 3000 | 0.0081          | 0.1256 |
| 0.0025        | 36.0465 | 3100 | 0.0081          | 0.1347 |
| 0.0027        | 37.2093 | 3200 | 0.0081          | 0.1324 |
| 0.0028        | 38.3721 | 3300 | 0.0082          | 0.1324 |
| 0.0023        | 39.5349 | 3400 | 0.0082          | 0.1324 |


### Framework versions

- Transformers 4.40.2
- Pytorch 2.2.1+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1

gate_0_label gate_0_key gate_2_control chimney_4_key chimney_4_control chimney_4_options_0_value chimney_4_options_0_label chimney_4_options_1_value chimney_4_options_1_label chimney_4_options_2_label chimney_4_options_2_value chimney_5_label chimney_5_key gate_3_label chimney_5_control chimney_5_units chimney_5_type complexrooflocations_0_label complexrooflocations_0_key complexrooflocations_0_control complexrooflocations_1_label complexrooflocations_1_key complexrooflocations_1_control complexrooflocations_1_units gate_3_key complexrooflocations_1_type complexrooflocations_2_label complexrooflocations_2_key complexrooflocations_2_control complexrooflocations_3_label complexrooflocations_3_key complexrooflocations_3_control decks_0_label decks_0_key decks_0_control gate_3_control decks_1_label decks_1_key decks_1_control decks_1_type decks_2_label decks_2_key decks_2_control decks_2_options_0_value decks_2_options_0_label decks_2_options_1_value gate_3_options_0_value decks_2_options_1_label decks_2_options_2_label decks_2_options_2_value decks_2_options_3_label decks_2_options_3_value decks_2_options_4_label decks_2_options_4_value decks_3_label decks_3_key decks_3_control gate_3_options_0_label decks_3_units decks_3_type decks_4_label decks_4_key decks_4_control decks_5_label decks_5_key decks_5_control decks_5_options_0_value decks_5_options_0_label gate_3_options_1_value decks_5_options_1_value decks_5_options_1_label decks_5_options_2_label decks_5_options_2_value decks_5_options_3_label decks_5_options_3_value decks_6_label decks_6_key decks_6_control doors_0_label gate_3_options_1_label doors_0_key doors_0_control doors_0_options_0_value doors_0_options_0_label doors_0_options_1_value doors_0_options_1_label doors_1_label doors_1_key doors_1_control doors_2_label gate_3_options_2_label doors_2_key doors_2_control doors_2_options_0_value doors_2_options_0_label doors_2_options_1_value doors_2_options_1_label doors_2_options_2_label doors_2_options_2_value doors_3_label doors_3_key gate_3_options_2_value doors_3_control doors_3_options_0_value doors_3_options_0_label doors_3_options_1_value doors_3_options_1_label doors_4_label doors_4_key doors_4_control doors_4_options_0_value doors_4_options_0_label gate_0_control gate_3_options_3_label doors_4_options_1_value doors_4_options_1_label doors_4_options_2_label doors_4_options_2_value doors_5_label doors_5_key doors_5_control doors_6_label doors_6_key doors_6_control gate_3_options_3_value doors_6_options_0_value doors_6_options_0_label doors_6_options_1_value doors_6_options_1_label doors_6_options_2_label doors_6_options_2_value doors_7_label doors_7_key doors_7_control doors_7_options_0_value gate_3_options_4_label doors_7_options_0_label doors_7_options_1_value doors_7_options_1_label doors_7_options_2_label doors_7_options_2_value doors_7_options_3_label doors_7_options_3_value doors_7_options_4_label doors_7_options_4_value doors_7_options_5_label gate_3_options_4_value doors_7_options_5_value doors_7_options_6_label doors_7_options_6_value eaves_0_label eaves_0_key eaves_0_control eaves_0_options_0_value eaves_0_options_0_label eaves_0_options_1_value eaves_0_options_1_label gate_3_options_5_label eaves_1_label eaves_1_key eaves_1_control eaves_1_options_0_value eaves_1_options_0_label eaves_1_options_1_value eaves_1_options_1_label eaves_1_options_2_label eaves_1_options_2_value eaves_1_options_3_label gate_3_options_5_value eaves_1_options_3_value eaves_1_options_4_label eaves_1_options_4_value eaves_1_options_5_label eaves_1_options_5_value eaves_2_label eaves_2_key eaves_2_control fences_0_label fences_0_key accessorystructure_0_label fences_0_control fences_1_label fences_1_key fences_1_control fences_1_options_0_value fences_1_options_0_label fences_1_options_1_value fences_1_options_1_label fences_1_options_2_label fences_1_options_2_value accessorystructure_0_key fences_1_options_3_label fences_1_options_3_value fences_1_options_4_label fences_1_options_4_value fences_1_options_5_label fences_1_options_5_value fences_2_label fences_2_key fences_2_control fences_2_units accessorystructure_0_control fences_2_type garagedoors_0_label garagedoors_0_key garagedoors_0_control garagedoors_0_options_0_value garagedoors_0_options_0_label garagedoors_0_options_1_value garagedoors_0_options_1_label garagedoors_1_label garagedoors_1_key accessorystructure_0_units garagedoors_1_control garagedoors_2_label garagedoors_2_key garagedoors_2_control garagedoors_2_options_0_value garagedoors_2_options_0_label garagedoors_2_options_1_value garagedoors_2_options_1_label garagedoors_2_options_2_label garagedoors_2_options_2_value gate_0_units accessorystructure_0_type garagedoors_3_label garagedoors_3_key garagedoors_3_control garagedoors_3_options_0_value garagedoors_3_options_0_label garagedoors_3_options_1_value garagedoors_3_options_1_label garagedoors_3_options_2_label garagedoors_3_options_2_value garagedoors_4_label accessorystructure_1_label garagedoors_4_key garagedoors_4_control garagedoors_5_label garagedoors_5_key garagedoors_5_control garagedoors_6_label garagedoors_6_key garagedoors_6_control garagedoors_7_label garagedoors_7_key accessorystructure_1_key garagedoors_7_control garagedoors_7_options_0_value garagedoors_7_options_0_label garagedoors_7_options_1_value garagedoors_7_options_1_label garagedoors_7_options_2_label garagedoors_7_options_2_value garagedoors_8_label garagedoors_8_key garagedoors_8_control accessorystructure_1_control garagedoors_8_options_0_value garagedoors_8_options_0_label garagedoors_8_options_1_value garagedoors_8_options_1_label garagedoors_8_options_2_label garagedoors_8_options_2_value garagedoors_8_options_3_label garagedoors_8_options_3_value garagedoors_8_options_4_label garagedoors_8_options_4_value accessorystructure_1_options_0_value garagedoors_8_options_5_label garagedoors_8_options_5_value garagedoors_8_options_6_label garagedoors_8_options_6_value groundcover_0_label groundcover_0_key groundcover_0_control groundcover_0_units groundcover_0_type groundcover_1_label accessorystructure_1_options_0_label groundcover_1_key groundcover_1_control gutters_0_label gutters_0_key gutters_0_control gutters_1_label gutters_1_key gutters_1_control gutters_1_options_0_value gutters_1_options_0_label accessorystructure_1_options_1_value gutters_1_options_1_value gutters_1_options_1_label gutters_1_options_2_label gutters_1_options_2_value gutters_2_label gutters_2_key gutters_2_control gutters_3_label gutters_3_key gutters_3_control accessorystructure_1_options_1_label gutters_3_options_0_value gutters_3_options_0_label gutters_3_options_1_value gutters_3_options_1_label gutters_4_label gutters_4_key gutters_4_control petdoor_0_label petdoor_0_key petdoor_0_control addresssignage_0_label petdoor_0_options_0_value petdoor_0_options_0_label petdoor_0_options_1_value petdoor_0_options_1_label petdoor_0_options_2_label petdoor_0_options_2_value petdoor_0_options_3_label petdoor_0_options_3_value propanetanks_0_label propanetanks_0_key addresssignage_0_key propanetanks_0_control propanetanks_0_options_0_value propanetanks_0_options_0_label propanetanks_0_options_1_value propanetanks_0_options_1_label propanetanks_1_label propanetanks_1_key propanetanks_1_control propanetanks_1_units propanetanks_1_type gate_0_type addresssignage_0_control propanetanks_2_label propanetanks_2_key propanetanks_2_control propanetanks_2_units propanetanks_2_type roadwayturnaround_0_label roadwayturnaround_0_key roadwayturnaround_0_control roadwayturnaround_0_options_0_value roadwayturnaround_0_options_0_label addresssignage_1_label roadwayturnaround_0_options_1_value roadwayturnaround_0_options_1_label roadwayturnaround_0_options_2_label roadwayturnaround_0_options_2_value roadwayturnaround_1_label roadwayturnaround_1_key roadwayturnaround_1_control roadwayturnaround_1_units roadwayturnaround_1_type roadwayverticalclearance_0_label addresssignage_1_key roadwayverticalclearance_0_key roadwayverticalclearance_0_control roadwayverticalclearance_0_units roof_0_label roof_0_key roof_0_control roof_1_label roof_1_key roof_1_control roof_1_options_0_value addresssignage_1_control roof_1_options_0_label roof_1_options_1_value roof_1_options_1_label roof_1_primary roof_2_label roof_2_key roof_2_control roof_2_options_0_value roof_2_options_0_label roof_2_options_1_value addresssignage_1_units roof_2_options_1_label roof_2_options_2_label roof_2_options_2_value roof_2_options_3_label roof_2_options_3_value roof_2_options_4_label roof_2_options_4_value roof_2_options_5_label roof_2_options_5_value roof_2_options_6_label addresssignage_1_type roof_2_options_6_value roof_2_options_7_label roof_2_options_7_value roof_2_options_8_label roof_2_options_8_value roof_2_primary roof_3_label roof_3_key roof_3_control shrub_0_label addresssignage_2_label shrub_0_key shrub_0_control shrub_1_label shrub_1_key shrub_1_control shrub_1_options_0_value shrub_1_options_0_label shrub_1_options_1_value shrub_1_options_1_label shrub_2_label addresssignage_2_key shrub_2_key shrub_2_control shrub_2_units shrub_2_type shrub_3_label shrub_3_key shrub_3_control shrub_4_label shrub_4_key shrub_4_control addresssignage_2_control shrub_5_label shrub_5_key shrub_5_control shrub_5_units shrub_5_type shrub_6_label shrub_6_key shrub_6_control shrub_6_units shrub_6_type addresssignage_3_label siding_0_label siding_0_key siding_0_control siding_0_options_0_value siding_0_options_0_label siding_0_options_1_value siding_0_options_1_label siding_0_options_2_label siding_0_options_2_value siding_0_options_3_label gate_1_label addresssignage_3_key siding_0_options_3_value siding_0_options_4_label siding_0_options_4_value siding_0_options_5_label siding_0_options_5_value siding_0_options_6_label siding_0_options_6_value siding_0_options_7_label siding_0_options_7_value siding_0_options_8_label addresssignage_3_control siding_0_options_8_value siding_0_options_9_label siding_0_options_9_value siding_1_label siding_1_key siding_1_control siding_2_label siding_2_key siding_2_control siding_2_options_0_value addresssignage_4_label siding_2_options_0_label siding_2_options_1_value siding_2_options_1_label siding_2_options_2_label siding_2_options_2_value sidingclearance_0_label sidingclearance_0_key sidingclearance_0_control sidingclearance_0_options_0_value sidingclearance_0_options_0_label addresssignage_4_key sidingclearance_0_options_1_value sidingclearance_0_options_1_label sidingclearance_0_options_2_label sidingclearance_0_options_2_value sidingclearance_0_options_3_label sidingclearance_0_options_3_value sidingclearance_0_options_4_label sidingclearance_0_options_4_value sidingclearance_0_options_5_label sidingclearance_0_options_5_value addresssignage_4_control sidingclearance_0_options_6_label sidingclearance_0_options_6_value sidingclearance_0_options_7_label sidingclearance_0_options_7_value sidingclearance_0_options_8_label sidingclearance_0_options_8_value sidingclearance_0_options_9_label sidingclearance_0_options_9_value sidingclearance_1_label sidingclearance_1_key addresssignage_5_label sidingclearance_1_control sidingclearance_1_units sidingclearance_1_type skylights_0_label skylights_0_key skylights_0_control skylights_0_options_0_value skylights_0_options_0_label skylights_0_options_1_value skylights_0_options_1_label addresssignage_5_key skylights_1_label skylights_1_key skylights_1_control skylights_1_options_0_value skylights_1_options_0_label skylights_1_options_1_value skylights_1_options_1_label skylights_2_label skylights_2_key skylights_2_control addresssignage_5_control skylights_2_options_0_value skylights_2_options_0_label skylights_2_options_1_value skylights_2_options_1_label skylights_2_options_2_label skylights_2_options_2_value skylights_3_label skylights_3_key skylights_3_control skylights_4_label bridge_0_label skylights_4_key skylights_4_control skylights_5_label skylights_5_key skylights_5_control stair_0_label stair_0_key stair_0_control stair_0_units stair_0_type bridge_0_key stair_1_label stair_1_key stair_1_control stair_1_units stair_1_type stair_2_label stair_2_key stair_2_control stair_2_options_0_value stair_2_options_0_label gate_1_key bridge_0_control stair_2_options_1_label stair_2_options_1_value stair_2_options_2_label stair_2_options_2_value stair_2_options_3_label stair_2_options_3_value stair_3_label stair_3_key stair_3_control stair_3_options_0_value bridge_1_label stair_3_options_0_label stair_3_options_1_label stair_3_options_1_value stair_3_options_2_label stair_3_options_2_value stair_4_label stair_4_key stair_4_control stair_4_options_0_value stair_4_options_0_label bridge_1_key stair_4_options_1_value stair_4_options_1_label stair_4_options_2_label stair_4_options_2_value stair_4_options_3_label stair_4_options_3_value stair_4_options_4_label stair_4_options_4_value stump_0_label stump_0_key bridge_1_control stump_0_control stump_1_label stump_1_key stump_1_control stump_1_units stump_1_type stump_1_options_0_key stump_1_options_0_label stump_1_options_0_type stump_1_options_0_value bridge_1_units stump_1_options_1_key stump_1_options_1_label stump_1_options_1_type stump_1_options_1_value surfacelayer_0_label surfacelayer_0_key surfacelayer_0_control surfacelayer_0_options_0_value surfacelayer_0_options_0_label surfacelayer_0_options_1_value bridge_1_type surfacelayer_0_options_1_label surfacelayer_0_options_2_label surfacelayer_0_options_2_value surfacelayer_0_options_3_label surfacelayer_0_options_3_value surfacelayer_0_options_4_label surfacelayer_0_options_4_value surfacelayer_0_options_5_label surfacelayer_0_options_5_value surfacelayer_1_label bridge_2_label surfacelayer_1_key surfacelayer_1_control surfacelayer_1_units surfacelayer_1_type surfacelayer_2_label surfacelayer_2_key surfacelayer_2_control tree_0_label tree_0_key tree_0_control bridge_2_key tree_1_label tree_1_key tree_1_control tree_1_units tree_1_type tree_2_label tree_2_key tree_2_control tree_3_label tree_3_key bridge_2_control tree_3_control tree_3_units tree_3_type tree_4_label tree_4_key tree_4_control tree_4_units tree_4_type tree_5_label tree_5_key bridge_2_units tree_5_control tree_5_units tree_5_type tree_6_label tree_6_key tree_6_control tree_6_units tree_6_type recreationalvehicles_0_label recreationalvehicles_0_key gate_1_control bridge_2_type recreationalvehicles_0_control recreationalvehicles_0_units recreationalvehicles_0_type atticvents_0_label atticvents_0_key atticvents_0_control atticvents_0_options_0_value atticvents_0_options_0_label atticvents_0_options_1_value atticvents_0_options_1_label chimney_0_label atticvents_0_options_2_label atticvents_0_options_2_value atticvents_0_options_3_label atticvents_0_options_3_value atticvents_0_options_4_label atticvents_0_options_4_value atticvents_0_options_5_label atticvents_0_options_5_value atticvents_1_label atticvents_1_key chimney_0_key atticvents_1_control atticvents_1_options_0_value atticvents_1_options_0_label atticvents_1_options_1_value atticvents_1_options_1_label atticvents_1_options_2_label atticvents_1_options_2_value atticvents_1_options_3_label atticvents_1_options_3_value atticvents_2_label chimney_0_control atticvents_2_key atticvents_2_control atticvents_2_options_0_value atticvents_2_options_0_label atticvents_2_options_1_value atticvents_2_options_1_label atticvents_2_options_2_label atticvents_2_options_2_value atticvents_2_options_3_label atticvents_2_options_3_value chimney_1_label atticvents_3_label atticvents_3_key atticvents_3_control atticvents_3_units atticvents_3_type dryervents_0_label dryervents_0_key dryervents_0_control dryervents_0_options_0_value dryervents_0_options_0_label chimney_1_key dryervents_0_options_1_value dryervents_0_options_1_label dryervents_0_options_2_label dryervents_0_options_2_value dryervents_0_options_3_label dryervents_0_options_3_value dryervents_1_label dryervents_1_key dryervents_1_control dryervents_1_options_0_value chimney_1_control dryervents_1_options_0_label dryervents_1_options_1_value dryervents_1_options_1_label dryervents_1_options_2_label dryervents_1_options_2_value dryervents_2_label dryervents_2_key dryervents_2_control crawlspacevents_0_label crawlspacevents_0_key chimney_1_options_0_value crawlspacevents_0_control crawlspacevents_0_options_0_value crawlspacevents_0_options_0_label crawlspacevents_0_options_1_value crawlspacevents_0_options_1_label crawlspacevents_0_options_2_label crawlspacevents_0_options_2_value crawlspacevents_0_options_3_label crawlspacevents_0_options_3_value crawlspacevents_1_label chimney_1_options_0_label crawlspacevents_1_key crawlspacevents_1_control crawlspacevents_1_options_0_value crawlspacevents_1_options_0_label crawlspacevents_1_options_1_value crawlspacevents_1_options_1_label crawlspacevents_1_options_2_label crawlspacevents_1_options_2_value crawlspacevents_1_options_3_label crawlspacevents_1_options_3_value chimney_1_options_1_value crawlspacevents_2_label crawlspacevents_2_key crawlspacevents_2_control crawlspacevents_2_units crawlspacevents_2_type ventother_0_label ventother_0_key ventother_0_control ventother_0_options_0_value ventother_0_options_0_label gate_2_label chimney_1_options_1_label ventother_0_options_1_value ventother_0_options_1_label ventother_0_options_2_label ventother_0_options_2_value ventother_0_options_3_label ventother_0_options_3_value ventother_1_label ventother_1_key ventother_1_control ventother_1_options_0_value chimney_1_options_2_label ventother_1_options_0_label ventother_1_options_1_value ventother_1_options_1_label ventother_1_options_2_label ventother_1_options_2_value ventother_1_options_3_label ventother_1_options_3_value ventother_2_label ventother_2_key ventother_2_control chimney_1_options_2_value ventother_2_options_0_value ventother_2_options_0_label ventother_2_options_1_value ventother_2_options_1_label waterstandpipe_0_label waterstandpipe_0_key waterstandpipe_0_control waterstandpipe_0_options_0_value waterstandpipe_0_options_0_label waterstandpipe_0_options_1_value chimney_1_options_3_label waterstandpipe_0_options_1_label waterstandpipe_0_options_2_label waterstandpipe_0_options_2_value waterstandpipe_0_options_3_label waterstandpipe_0_options_3_value waterstandpipe_0_options_4_label waterstandpipe_0_options_4_value waterstandpipe_1_label waterstandpipe_1_key waterstandpipe_1_control chimney_1_options_3_value waterstorage_0_label waterstorage_0_key waterstorage_0_control waterstorage_0_units windows_0_label windows_0_key windows_0_control windows_0_options_0_value windows_0_options_0_label windows_0_options_1_value chimney_1_options_4_label windows_0_options_1_label windows_1_label windows_1_key windows_1_control windows_1_options_0_value windows_1_options_0_label windows_1_options_1_value windows_1_options_1_label windows_1_options_2_label windows_1_options_2_value chimney_1_options_4_value windows_1_options_3_label windows_1_options_3_value windows_1_options_4_label windows_1_options_4_value woodpiles_0_label woodpiles_0_key woodpiles_0_control woodpiles_0_units woodpiles_0_type woodpiles_0_options_0_key chimney_1_options_5_label woodpiles_0_options_0_label woodpiles_0_options_0_type woodpiles_0_options_1_key woodpiles_0_options_1_label woodpiles_0_options_1_type woodpiles_0_options_2_key woodpiles_0_options_2_label woodpiles_0_options_2_type woodpiles_1_label woodpiles_1_key chimney_1_options_5_value woodpiles_1_control woodpiles_1_units woodpiles_1_type chimney_1_options_6_label gate_2_key chimney_1_options_6_value chimney_2_label chimney_2_key chimney_2_control chimney_2_units chimney_2_type chimney_3_label chimney_3_key chimney_3_control chimney_4_label