Instructions to use bryanzhou008/vit-base-patch16-224-in21k-finetuned-inaturalist with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use bryanzhou008/vit-base-patch16-224-in21k-finetuned-inaturalist with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-classification", model="bryanzhou008/vit-base-patch16-224-in21k-finetuned-inaturalist") pipe("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/parrots.png")# Load model directly from transformers import AutoImageProcessor, AutoModelForImageClassification processor = AutoImageProcessor.from_pretrained("bryanzhou008/vit-base-patch16-224-in21k-finetuned-inaturalist") model = AutoModelForImageClassification.from_pretrained("bryanzhou008/vit-base-patch16-224-in21k-finetuned-inaturalist", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Training in progress, epoch 0
Browse files- config.json +76 -0
- model.safetensors +3 -0
- preprocessor_config.json +22 -0
- training_args.bin +3 -0
config.json
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{
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"_name_or_path": "google/vit-base-patch16-224-in21k",
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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": "03134_Animalia_Chordata_Aves_Accipitriformes_Accipitridae_Buteo_rufofuscus",
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"1": "03602_Animalia_Chordata_Aves_Falconiformes_Falconidae_Falco_rufigularis",
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"2": "03726_Animalia_Chordata_Aves_Passeriformes_Cardinalidae_Piranga_rubra",
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"3": "04686_Animalia_Chordata_Mammalia_Carnivora_Herpestidae_Mungos_mungo",
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"4": "04696_Animalia_Chordata_Mammalia_Carnivora_Mustelidae_Martes_foina",
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"5": "04703_Animalia_Chordata_Mammalia_Carnivora_Mustelidae_Taxidea_taxus",
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"6": "04745_Animalia_Chordata_Mammalia_Eulipotyphla_Erinaceidae_Erinaceus_europaeus",
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"7": "04748_Animalia_Chordata_Mammalia_Eulipotyphla_Talpidae_Condylura_cristata",
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"8": "04767_Animalia_Chordata_Mammalia_Monotremata_Tachyglossidae_Tachyglossus_aculeatus",
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"9": "04824_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Eutamias_sibiricus",
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"10": "04851_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Tamias_striatus",
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"11": "04892_Animalia_Chordata_Reptilia_Squamata_Chamaeleonidae_Bradypodion_pumilum",
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"12": "04893_Animalia_Chordata_Reptilia_Squamata_Chamaeleonidae_Chamaeleo_chamaeleon",
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"13": "04910_Animalia_Chordata_Reptilia_Squamata_Colubridae_Haldea_striatula",
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"14": "04946_Animalia_Chordata_Reptilia_Squamata_Colubridae_Pantherophis_alleghaniensis",
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"15": "04953_Animalia_Chordata_Reptilia_Squamata_Colubridae_Pituophis_catenifer",
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"16": "04976_Animalia_Chordata_Reptilia_Squamata_Colubridae_Virginia_valeriae",
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"17": "05045_Animalia_Chordata_Reptilia_Squamata_Phrynosomatidae_Sceloporus_consobrinus",
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"18": "05078_Animalia_Chordata_Reptilia_Squamata_Scincidae_Plestiodon_inexpectatus",
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"19": "05080_Animalia_Chordata_Reptilia_Squamata_Scincidae_Plestiodon_obsoletus",
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"20": "05100_Animalia_Chordata_Reptilia_Squamata_Typhlopidae_Indotyphlops_braminus",
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"21": "05110_Animalia_Chordata_Reptilia_Squamata_Viperidae_Bitis_arietans",
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"22": "05116_Animalia_Chordata_Reptilia_Squamata_Viperidae_Crotalus_horridus",
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"23": "05129_Animalia_Chordata_Reptilia_Squamata_Viperidae_Vipera_berus"
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},
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"image_size": 224,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"03134_Animalia_Chordata_Aves_Accipitriformes_Accipitridae_Buteo_rufofuscus": 0,
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"03602_Animalia_Chordata_Aves_Falconiformes_Falconidae_Falco_rufigularis": 1,
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"03726_Animalia_Chordata_Aves_Passeriformes_Cardinalidae_Piranga_rubra": 2,
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"04686_Animalia_Chordata_Mammalia_Carnivora_Herpestidae_Mungos_mungo": 3,
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"04696_Animalia_Chordata_Mammalia_Carnivora_Mustelidae_Martes_foina": 4,
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"04703_Animalia_Chordata_Mammalia_Carnivora_Mustelidae_Taxidea_taxus": 5,
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"04745_Animalia_Chordata_Mammalia_Eulipotyphla_Erinaceidae_Erinaceus_europaeus": 6,
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"04748_Animalia_Chordata_Mammalia_Eulipotyphla_Talpidae_Condylura_cristata": 7,
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"04767_Animalia_Chordata_Mammalia_Monotremata_Tachyglossidae_Tachyglossus_aculeatus": 8,
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"04824_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Eutamias_sibiricus": 9,
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"04851_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Tamias_striatus": 10,
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"04892_Animalia_Chordata_Reptilia_Squamata_Chamaeleonidae_Bradypodion_pumilum": 11,
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"04893_Animalia_Chordata_Reptilia_Squamata_Chamaeleonidae_Chamaeleo_chamaeleon": 12,
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"04910_Animalia_Chordata_Reptilia_Squamata_Colubridae_Haldea_striatula": 13,
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"04946_Animalia_Chordata_Reptilia_Squamata_Colubridae_Pantherophis_alleghaniensis": 14,
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"04953_Animalia_Chordata_Reptilia_Squamata_Colubridae_Pituophis_catenifer": 15,
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"04976_Animalia_Chordata_Reptilia_Squamata_Colubridae_Virginia_valeriae": 16,
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"05045_Animalia_Chordata_Reptilia_Squamata_Phrynosomatidae_Sceloporus_consobrinus": 17,
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"05078_Animalia_Chordata_Reptilia_Squamata_Scincidae_Plestiodon_inexpectatus": 18,
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"05080_Animalia_Chordata_Reptilia_Squamata_Scincidae_Plestiodon_obsoletus": 19,
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"05100_Animalia_Chordata_Reptilia_Squamata_Typhlopidae_Indotyphlops_braminus": 20,
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"05110_Animalia_Chordata_Reptilia_Squamata_Viperidae_Bitis_arietans": 21,
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"05116_Animalia_Chordata_Reptilia_Squamata_Viperidae_Crotalus_horridus": 22,
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"05129_Animalia_Chordata_Reptilia_Squamata_Viperidae_Vipera_berus": 23
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},
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"layer_norm_eps": 1e-12,
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"model_type": "vit",
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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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"problem_type": "single_label_classification",
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"qkv_bias": true,
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"torch_dtype": "float32",
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"transformers_version": "4.45.2"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:e9ea934d1cd0623b4ba4cbbc375e1a3bff1ca2212eaf6c86d1661b0bfcf61388
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size 343291648
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preprocessor_config.json
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{
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"do_normalize": true,
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"do_rescale": true,
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"do_resize": true,
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"image_mean": [
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0.5,
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0.5,
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0.5
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],
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"image_processor_type": "ViTImageProcessor",
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"image_std": [
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0.5,
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0.5,
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0.5
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],
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"resample": 2,
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"rescale_factor": 0.00392156862745098,
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"size": {
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"height": 224,
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"width": 224
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}
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:c608cb59bb89075a9c929e88aa4817ce149b49e117c7ae00a145bf3d650d7159
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size 5304
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