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Prahas10
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shingles

Image Classification
Transformers
TensorFlow
vit
generated_from_keras_callback
Inference Endpoints
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  1. README.md +55 -0
  2. config.json +372 -0
  3. preprocessor_config.json +36 -0
  4. tf_model.h5 +3 -0
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: google/vit-base-patch16-384
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+ tags:
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+ - generated_from_keras_callback
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+ model-index:
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+ - name: Prahas10/shingles
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information Keras had access to. You should
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+ probably proofread and complete it, then remove this comment. -->
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+
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+ # Prahas10/shingles
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+
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+ This model is a fine-tuned version of [google/vit-base-patch16-384](https://huggingface.co/google/vit-base-patch16-384) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Train Loss: 5.2368
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+ - Validation Loss: 5.2154
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+ - Train Accuracy: 0.0047
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+ - Epoch: 0
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'module': 'transformers.optimization_tf', 'class_name': 'WarmUp', 'config': {'initial_learning_rate': 4e-05, 'decay_schedule_fn': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 4e-05, 'decay_steps': 127899.75, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'warmup_steps': 10370.25, 'power': 1.0, 'name': None}, 'registered_name': 'WarmUp'}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.0001}
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+ - training_precision: float32
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+
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+ ### Training results
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+
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+ | Train Loss | Validation Loss | Train Accuracy | Epoch |
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+ |:----------:|:---------------:|:--------------:|:-----:|
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+ | 5.2368 | 5.2154 | 0.0047 | 0 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.41.0
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+ - TensorFlow 2.15.0
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+ - Datasets 2.19.1
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+ - Tokenizers 0.19.1
config.json ADDED
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+ {
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+ "_name_or_path": "google/vit-base-patch16-384",
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+ "architectures": [
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+ "ViTForImageClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "encoder_stride": 16,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "arlas_pinnacle_pristine_desert_shake_sun",
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+ "1": "atlas_pinnacle_pristine_black_shadow_shade",
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+ "10": "atlas_pinnacle_pristine_morning_harvest_shade",
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+ "100": "iko_dynasty_emerald_green_sun",
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+ "101": "iko_dynasty_frostone_grey_shade",
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+ "102": "iko_dynasty_frostone_grey_sun",
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+ "103": "iko_dynasty_granite_black_shade",
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+ "104": "iko_dynasty_granite_black_sun",
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+ "105": "iko_dynasty_monaco_red_shade",
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+ "106": "iko_dynasty_monaco_red_sun",
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+ "107": "iko_dynasty_pacific_rim_shade",
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+ "108": "iko_dynasty_pacific_rim_sun",
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+ "109": "iko_dynasty_sedona_shade",
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+ "11": "atlas_pinnacle_pristine_morning_harvest_sun",
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+ "110": "iko_dynasty_sedona_sun",
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+ "111": "iko_dynasty_shadow_brown_shade",
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+ "112": "iko_dynasty_shadow_brown_sun",
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+ "113": "iko_dynasty_summit_grey_shade",
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+ "114": "iko_dynasty_summit_grey_sun",
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+ "115": "malarkey_highlander_brilliant_black_shade",
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+ "116": "malarkey_highlander_brilliant_black_sun",
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+ "117": "malarkey_highlander_natural_wood_sun",
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+ "118": "malarkey_highlande_natural_wood_shade",
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+ "119": "malarkey_legacy_weathered_wood_shade",
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+ "12": "atlas_pinnacle_pristine_pewter_shade",
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+ "120": "malarkey_legacy_weathered_wood_sun",
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+ "121": "malarkey_vista_antique_brown_shade",
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+ "122": "malarkey_vista_antique_brown_sun",
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+ "123": "malarkey_vista_black_oak_shade",
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+ "124": "malarkey_vista_black_oak_sun",
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+ "125": "malarkey_vista_heather_shade",
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+ "126": "malarkey_vista_heather_sun",
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+ "127": "malarkey_vista_sienna_blend_shade",
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+ "128": "malarkey_vista_sienna_blend_sun",
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+ "129": "malarkey_vista_silverwood_shade",
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+ "13": "atlas_pinnacle_pristine_pewter_sun",
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+ "130": "malarkey_vista_silverwood_sun",
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+ "131": "malarkey_vista_storm_grey_shade",
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+ "132": "malarkey_vista_storm_grey_sun",
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+ "133": "tamko_heritage_autumn_brownshade",
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+ "134": "tamko_heritage_autumn_brown_sun",
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+ "135": "tamko_heritage_old_english_pewter_shade",
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+ "136": "tamko_heritage_old_english_pewter_sun",
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+ "137": "tamko_heritage_weathered_wood_shade",
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+ "138": "tamko_heritage_weathered_wood_sun",
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+ "139": "tamko_rustic_black_shade",
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+ "14": "atlas_pinnacle_pristine_summer_storm_shade",
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+ "140": "tamko_rustic_black_sun",
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+ "141": "tamko_titan_xt_black_walnut_shade",
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+ "142": "tamko_titan_xt_black_walnut_sun",
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+ "143": "tamko_titan_xt_desert_sand_shade",
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+ "144": "tamko_titan_xt_desert_sand_sun",
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+ "145": "tamko_titan_xt_harvest_gold_shade",
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+ "146": "tamko_titan_xt_harvest_gold_sun",
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+ "147": "tamko_titan_xt_mountain_slate_shade",
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+ "148": "tamko_titan_xt_mountain_slate_sun",
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+ "149": "tamko_titan_xt_natural_timber_shade",
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+ "15": "atlas_pinnacle_pristine_weatheredwood_sun",
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+ "150": "tamko_titan_xt_natural_timber_sun",
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+ "151": "tamko_titan_xt_oxford_grey_shade",
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+ "152": "tamko_titan_xt_oxford_grey_sun",
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+ "153": "tamko_titan_xt_painted_desert_shade",
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+ "154": "tamko_titan_xt_painted_desert_sun",
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+ "155": "tamko_titan_xt_rustic_brown_shade",
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+ "156": "tamko_titan_xt_rustic_brown_sun",
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+ "157": "tamko_titan_xt_rustic_brown_sun_1",
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+ "158": "tamko_titan_xt_rustic_cedar_shade",
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+ "159": "tamko_titan_xt_rustic_cedar_sun",
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+ "16": "atlas_pinnacle_pristine_weathered_wood_shade",
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+ "160": "tamko_titan_xt_rustic_evergreen_shade",
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+ "161": "tamko_titan_xt_rustic_evergreen_sun",
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+ "162": "tamko_titan_xt_rustic_hickory_shade",
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+ "163": "tamko_titan_xt_rustic_hickory_sun",
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+ "164": "tamko_titan_xt_rustic_redwood_shade",
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+ "165": "tamko_titan_xt_rustic_redwood_sun",
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+ "166": "tamko_titan_xt_rustic_slate_shade",
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+ "167": "tamko_titan_xt_rustic_slate_sun",
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+ "168": "tamko_titan_xt_rustic_slate_sun_1",
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+ "169": "tamko_titan_xt_thunderstorm_grey_shade",
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+ "17": "atlas_pinnalce_pristine_majestic_shake_shade",
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+ "170": "tamko_titan_xt_thunderstorm_grey_sun",
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+ "171": "tamko_w_wood_shade",
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+ "172": "tamko_w_wood_sun",
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+ "18": "atlas_pinnalce_pristine_summer_storm_sun",
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+ "19": "cteed_landmark_burnt_sienna_sun",
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+ "2": "atlas_pinnacle_pristine_coastal_granite_shade",
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+ "20": "cteed_landmark_burnt_sienna_sun_10_05_55_am",
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+ "21": "ct_landmark_birchwood_shade",
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+ "22": "ct_landmark_birchwood_sun",
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+ "23": "ct_landmark_burnt_sienna_shade",
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+ "24": "ct_landmark_cobblestone_gray_shade",
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+ "25": "ct_landmark_cobblestone_gray_sun",
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+ "26": "ct_landmark_colonial_slate_shade",
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+ "27": "ct_landmark_colonial_slate_sun",
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+ "28": "ct_landmark_driftwood_shade",
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+ "29": "ct_landmark_driftwood_sun",
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+ "3": "atlas_pinnacle_pristine_coastal_granite_sun",
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+ "30": "ct_landmark_georgetown_gray_shade",
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+ "31": "ct_landmark_georgetown_gray_sun",
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+ "32": "ct_landmark_heather_blend_shade",
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+ "33": "ct_landmark_heather_blend_sun",
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+ "34": "ct_landmark_hunter_green_shade",
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+ "35": "ct_landmark_hunter_green_sun",
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+ "36": "ct_landmark_max_def_coastal_blue_shade",
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+ "37": "ct_landmark_max_def_coastal_blue_sun",
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+ "38": "ct_landmark_moire_black_shade",
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+ "39": "ct_landmark_moire_black_sun",
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+ "4": "atlas_pinnacle_pristine_desert_shake_shade",
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+ "40": "ct_landmark_pewter_shade",
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+ "41": "ct_landmark_pewter_sun",
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+ "42": "ct_landmark_resawn_shake_shade",
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+ "43": "ct_landmark_resawn_shake_sun",
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+ "44": "ct_landmark_w_wood_shade",
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+ "45": "ct_landmark_w_wood_sun",
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+ "46": "gaf_american_harvest_appalachian_sky_shade",
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+ "47": "gaf_american_harvest_appalachian_sky_sun",
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+ "48": "gaf_hdz_barkwood_shade",
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+ "49": "gaf_hdz_barkwood_sun",
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+ "5": "atlas_pinnacle_pristine_hearthstone_shade",
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+ "50": "gaf_hdz_birchwood_shade",
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+ "51": "gaf_hdz_birchwood_sun",
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+ "52": "gaf_hdz_charcoal_shade",
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+ "53": "gaf_hdz_charcoal_sun",
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+ "54": "gaf_hdz_fox_hollow_shade",
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+ "55": "gaf_hdz_fox_hollow_sun",
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+ "56": "gaf_hdz_hickory_shade",
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+ "57": "gaf_hdz_hickory_sun",
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+ "58": "gaf_hdz_hunter_green_shade",
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+ "59": "gaf_hdz_hunter_green_sun",
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+ "6": "atlas_pinnacle_pristine_hearthstone_sun",
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+ "60": "gaf_hdz_mission_brown_shade",
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+ "61": "gaf_hdz_mission_brown_sun",
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+ "62": "gaf_hdz_pewter_grey_shade",
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+ "63": "gaf_hdz_pewter_grey_sun",
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+ "64": "gaf_hdz_shakewood_shade",
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+ "65": "gaf_hdz_shakewood_sun",
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+ "66": "gaf_hdz_slate_shade",
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+ "67": "gaf_hdz_slate_shade_1",
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+ "68": "gaf_hdz_slate_sun",
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+ "69": "gaf_hdz_weathered_wood_shade",
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+ "7": "atlas_pinnacle_pristine_heather_shade",
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+ "70": "gaf_hdz_weathered_wood_sun",
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+ "71": "gaf_hdz_williamsburg_slate_shade",
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+ "72": "gaf_hdz_williamsburg_slate_sun",
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+ "73": "iko_cambridge_charcoal_grey_shade",
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+ "74": "iko_cambridge_charcoal_grey_sun",
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+ "75": "iko_cambridge_driftwood_shade",
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+ "76": "iko_cambridge_driftwood_sun",
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+ "77": "iko_cambridge_dual_black_shade",
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+ "78": "iko_cambridge_dual_black_sun",
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+ "79": "iko_cambridge_dual_brown_shade",
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+ "8": "atlas_pinnacle_pristine_heather_sun",
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+ "80": "iko_cambridge_dual_brown_sun",
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+ "81": "iko_cambridge_dual_grey_shade",
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+ "82": "iko_cambridge_dual_grey_sun",
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+ "83": "iko_cambridge_dual_grey_sun_1",
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+ "84": "iko_cambridge_earthtone_cedar_shade",
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+ "85": "iko_cambridge_earthtone_cedar_sun",
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+ "86": "iko_cambridge_harvard_slate_shade",
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+ "87": "iko_cambridge_weathered_wood_shade",
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+ "88": "iko_cambridge_weathered_wood_sun",
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+ "89": "iko_dynasty_atlantic_blue_shade",
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+ "9": "atlas_pinnacle_pristine_majestic_shake_sun",
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+ "90": "iko_dynasty_atlantic_blue_sun",
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+ "91": "iko_dynasty_brownstone_shade",
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+ "92": "iko_dynasty_brownstone_sun",
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+ "93": "iko_dynasty_castle_grey_shade",
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+ "94": "iko_dynasty_castle_grey_sun",
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+ "95": "iko_dynasty_cornerstone_shade",
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+ "96": "iko_dynasty_cornerstone_sun",
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+ "97": "iko_dynasty_driftshake_shade",
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+ "98": "iko_dynasty_driftshake_sun",
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+ "99": "iko_dynasty_emerald_green_shade"
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+ },
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+ "image_size": 384,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "label2id": {
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+ "arlas_pinnacle_pristine_desert_shake_sun": "0",
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+ "atlas_pinnacle_pristine_black_shadow_shade": "1",
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+ "atlas_pinnacle_pristine_coastal_granite_shade": "2",
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+ "atlas_pinnacle_pristine_coastal_granite_sun": "3",
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+ "atlas_pinnacle_pristine_desert_shake_shade": "4",
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+ "atlas_pinnacle_pristine_hearthstone_shade": "5",
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+ "atlas_pinnacle_pristine_hearthstone_sun": "6",
197
+ "atlas_pinnacle_pristine_heather_shade": "7",
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+ "atlas_pinnacle_pristine_heather_sun": "8",
199
+ "atlas_pinnacle_pristine_majestic_shake_sun": "9",
200
+ "atlas_pinnacle_pristine_morning_harvest_shade": "10",
201
+ "atlas_pinnacle_pristine_morning_harvest_sun": "11",
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+ "atlas_pinnacle_pristine_pewter_shade": "12",
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+ "atlas_pinnacle_pristine_pewter_sun": "13",
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+ "atlas_pinnacle_pristine_summer_storm_shade": "14",
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+ "atlas_pinnacle_pristine_weathered_wood_shade": "16",
206
+ "atlas_pinnacle_pristine_weatheredwood_sun": "15",
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+ "atlas_pinnalce_pristine_majestic_shake_shade": "17",
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+ "atlas_pinnalce_pristine_summer_storm_sun": "18",
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+ "ct_landmark_birchwood_shade": "21",
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+ "ct_landmark_birchwood_sun": "22",
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+ "ct_landmark_burnt_sienna_shade": "23",
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+ "ct_landmark_cobblestone_gray_shade": "24",
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+ "ct_landmark_cobblestone_gray_sun": "25",
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+ "ct_landmark_colonial_slate_shade": "26",
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+ "ct_landmark_colonial_slate_sun": "27",
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+ "ct_landmark_driftwood_shade": "28",
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+ "ct_landmark_driftwood_sun": "29",
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+ "ct_landmark_georgetown_gray_shade": "30",
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+ "ct_landmark_georgetown_gray_sun": "31",
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+ "ct_landmark_heather_blend_shade": "32",
221
+ "ct_landmark_heather_blend_sun": "33",
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+ "ct_landmark_hunter_green_shade": "34",
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+ "ct_landmark_hunter_green_sun": "35",
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+ "ct_landmark_max_def_coastal_blue_shade": "36",
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+ "ct_landmark_max_def_coastal_blue_sun": "37",
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+ "ct_landmark_moire_black_shade": "38",
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+ "ct_landmark_moire_black_sun": "39",
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+ "ct_landmark_pewter_shade": "40",
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+ "ct_landmark_pewter_sun": "41",
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+ "ct_landmark_resawn_shake_shade": "42",
231
+ "ct_landmark_resawn_shake_sun": "43",
232
+ "ct_landmark_w_wood_shade": "44",
233
+ "ct_landmark_w_wood_sun": "45",
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+ "cteed_landmark_burnt_sienna_sun": "19",
235
+ "cteed_landmark_burnt_sienna_sun_10_05_55_am": "20",
236
+ "gaf_american_harvest_appalachian_sky_shade": "46",
237
+ "gaf_american_harvest_appalachian_sky_sun": "47",
238
+ "gaf_hdz_barkwood_shade": "48",
239
+ "gaf_hdz_barkwood_sun": "49",
240
+ "gaf_hdz_birchwood_shade": "50",
241
+ "gaf_hdz_birchwood_sun": "51",
242
+ "gaf_hdz_charcoal_shade": "52",
243
+ "gaf_hdz_charcoal_sun": "53",
244
+ "gaf_hdz_fox_hollow_shade": "54",
245
+ "gaf_hdz_fox_hollow_sun": "55",
246
+ "gaf_hdz_hickory_shade": "56",
247
+ "gaf_hdz_hickory_sun": "57",
248
+ "gaf_hdz_hunter_green_shade": "58",
249
+ "gaf_hdz_hunter_green_sun": "59",
250
+ "gaf_hdz_mission_brown_shade": "60",
251
+ "gaf_hdz_mission_brown_sun": "61",
252
+ "gaf_hdz_pewter_grey_shade": "62",
253
+ "gaf_hdz_pewter_grey_sun": "63",
254
+ "gaf_hdz_shakewood_shade": "64",
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+ "gaf_hdz_shakewood_sun": "65",
256
+ "gaf_hdz_slate_shade": "66",
257
+ "gaf_hdz_slate_shade_1": "67",
258
+ "gaf_hdz_slate_sun": "68",
259
+ "gaf_hdz_weathered_wood_shade": "69",
260
+ "gaf_hdz_weathered_wood_sun": "70",
261
+ "gaf_hdz_williamsburg_slate_shade": "71",
262
+ "gaf_hdz_williamsburg_slate_sun": "72",
263
+ "iko_cambridge_charcoal_grey_shade": "73",
264
+ "iko_cambridge_charcoal_grey_sun": "74",
265
+ "iko_cambridge_driftwood_shade": "75",
266
+ "iko_cambridge_driftwood_sun": "76",
267
+ "iko_cambridge_dual_black_shade": "77",
268
+ "iko_cambridge_dual_black_sun": "78",
269
+ "iko_cambridge_dual_brown_shade": "79",
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+ "iko_cambridge_dual_brown_sun": "80",
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+ "iko_cambridge_dual_grey_shade": "81",
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+ "iko_cambridge_dual_grey_sun": "82",
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+ "iko_cambridge_dual_grey_sun_1": "83",
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+ "iko_cambridge_earthtone_cedar_shade": "84",
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+ "iko_cambridge_earthtone_cedar_sun": "85",
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+ "iko_cambridge_harvard_slate_shade": "86",
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+ "iko_cambridge_weathered_wood_shade": "87",
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+ "iko_cambridge_weathered_wood_sun": "88",
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+ "iko_dynasty_atlantic_blue_shade": "89",
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+ "iko_dynasty_atlantic_blue_sun": "90",
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+ "iko_dynasty_brownstone_shade": "91",
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+ "iko_dynasty_brownstone_sun": "92",
283
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+ "iko_dynasty_frostone_grey_sun": "102",
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+ "iko_dynasty_granite_black_sun": "104",
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+ "iko_dynasty_monaco_red_sun": "106",
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+ "tamko_titan_xt_rustic_brown_shade": "155",
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+ "tamko_titan_xt_rustic_brown_sun_1": "157",
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+ "tamko_titan_xt_rustic_redwood_shade": "164",
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+ "tamko_titan_xt_rustic_redwood_sun": "165",
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+ "tamko_titan_xt_rustic_slate_shade": "166",
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+ "tamko_titan_xt_rustic_slate_sun_1": "168",
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+ "tamko_w_wood_shade": "171",
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+ "tamko_w_wood_sun": "172"
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+ "num_attention_heads": 12,
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+ "num_channels": 3,
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+ "num_hidden_layers": 12,
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+ "patch_size": 16,
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+ "transformers_version": "4.41.0"
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+ }
preprocessor_config.json ADDED
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+ }
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+ }
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