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
| { | |
| "_name_or_path": "google/vit-base-patch16-224-in21k", | |
| "architectures": [ | |
| "ViTForImageClassification" | |
| ], | |
| "attention_probs_dropout_prob": 0.0, | |
| "encoder_stride": 16, | |
| "hidden_act": "gelu", | |
| "hidden_dropout_prob": 0.0, | |
| "hidden_size": 768, | |
| "id2label": { | |
| "0": "03134_Animalia_Chordata_Aves_Accipitriformes_Accipitridae_Buteo_rufofuscus", | |
| "1": "03602_Animalia_Chordata_Aves_Falconiformes_Falconidae_Falco_rufigularis", | |
| "2": "03726_Animalia_Chordata_Aves_Passeriformes_Cardinalidae_Piranga_rubra", | |
| "3": "04686_Animalia_Chordata_Mammalia_Carnivora_Herpestidae_Mungos_mungo", | |
| "4": "04696_Animalia_Chordata_Mammalia_Carnivora_Mustelidae_Martes_foina", | |
| "5": "04703_Animalia_Chordata_Mammalia_Carnivora_Mustelidae_Taxidea_taxus", | |
| "6": "04745_Animalia_Chordata_Mammalia_Eulipotyphla_Erinaceidae_Erinaceus_europaeus", | |
| "7": "04748_Animalia_Chordata_Mammalia_Eulipotyphla_Talpidae_Condylura_cristata", | |
| "8": "04767_Animalia_Chordata_Mammalia_Monotremata_Tachyglossidae_Tachyglossus_aculeatus", | |
| "9": "04824_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Eutamias_sibiricus", | |
| "10": "04851_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Tamias_striatus", | |
| "11": "04892_Animalia_Chordata_Reptilia_Squamata_Chamaeleonidae_Bradypodion_pumilum", | |
| "12": "04893_Animalia_Chordata_Reptilia_Squamata_Chamaeleonidae_Chamaeleo_chamaeleon", | |
| "13": "04910_Animalia_Chordata_Reptilia_Squamata_Colubridae_Haldea_striatula", | |
| "14": "04946_Animalia_Chordata_Reptilia_Squamata_Colubridae_Pantherophis_alleghaniensis", | |
| "15": "04953_Animalia_Chordata_Reptilia_Squamata_Colubridae_Pituophis_catenifer", | |
| "16": "04976_Animalia_Chordata_Reptilia_Squamata_Colubridae_Virginia_valeriae", | |
| "17": "05045_Animalia_Chordata_Reptilia_Squamata_Phrynosomatidae_Sceloporus_consobrinus", | |
| "18": "05078_Animalia_Chordata_Reptilia_Squamata_Scincidae_Plestiodon_inexpectatus", | |
| "19": "05080_Animalia_Chordata_Reptilia_Squamata_Scincidae_Plestiodon_obsoletus", | |
| "20": "05100_Animalia_Chordata_Reptilia_Squamata_Typhlopidae_Indotyphlops_braminus", | |
| "21": "05110_Animalia_Chordata_Reptilia_Squamata_Viperidae_Bitis_arietans", | |
| "22": "05116_Animalia_Chordata_Reptilia_Squamata_Viperidae_Crotalus_horridus", | |
| "23": "05129_Animalia_Chordata_Reptilia_Squamata_Viperidae_Vipera_berus" | |
| }, | |
| "image_size": 224, | |
| "initializer_range": 0.02, | |
| "intermediate_size": 3072, | |
| "label2id": { | |
| "03134_Animalia_Chordata_Aves_Accipitriformes_Accipitridae_Buteo_rufofuscus": 0, | |
| "03602_Animalia_Chordata_Aves_Falconiformes_Falconidae_Falco_rufigularis": 1, | |
| "03726_Animalia_Chordata_Aves_Passeriformes_Cardinalidae_Piranga_rubra": 2, | |
| "04686_Animalia_Chordata_Mammalia_Carnivora_Herpestidae_Mungos_mungo": 3, | |
| "04696_Animalia_Chordata_Mammalia_Carnivora_Mustelidae_Martes_foina": 4, | |
| "04703_Animalia_Chordata_Mammalia_Carnivora_Mustelidae_Taxidea_taxus": 5, | |
| "04745_Animalia_Chordata_Mammalia_Eulipotyphla_Erinaceidae_Erinaceus_europaeus": 6, | |
| "04748_Animalia_Chordata_Mammalia_Eulipotyphla_Talpidae_Condylura_cristata": 7, | |
| "04767_Animalia_Chordata_Mammalia_Monotremata_Tachyglossidae_Tachyglossus_aculeatus": 8, | |
| "04824_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Eutamias_sibiricus": 9, | |
| "04851_Animalia_Chordata_Mammalia_Rodentia_Sciuridae_Tamias_striatus": 10, | |
| "04892_Animalia_Chordata_Reptilia_Squamata_Chamaeleonidae_Bradypodion_pumilum": 11, | |
| "04893_Animalia_Chordata_Reptilia_Squamata_Chamaeleonidae_Chamaeleo_chamaeleon": 12, | |
| "04910_Animalia_Chordata_Reptilia_Squamata_Colubridae_Haldea_striatula": 13, | |
| "04946_Animalia_Chordata_Reptilia_Squamata_Colubridae_Pantherophis_alleghaniensis": 14, | |
| "04953_Animalia_Chordata_Reptilia_Squamata_Colubridae_Pituophis_catenifer": 15, | |
| "04976_Animalia_Chordata_Reptilia_Squamata_Colubridae_Virginia_valeriae": 16, | |
| "05045_Animalia_Chordata_Reptilia_Squamata_Phrynosomatidae_Sceloporus_consobrinus": 17, | |
| "05078_Animalia_Chordata_Reptilia_Squamata_Scincidae_Plestiodon_inexpectatus": 18, | |
| "05080_Animalia_Chordata_Reptilia_Squamata_Scincidae_Plestiodon_obsoletus": 19, | |
| "05100_Animalia_Chordata_Reptilia_Squamata_Typhlopidae_Indotyphlops_braminus": 20, | |
| "05110_Animalia_Chordata_Reptilia_Squamata_Viperidae_Bitis_arietans": 21, | |
| "05116_Animalia_Chordata_Reptilia_Squamata_Viperidae_Crotalus_horridus": 22, | |
| "05129_Animalia_Chordata_Reptilia_Squamata_Viperidae_Vipera_berus": 23 | |
| }, | |
| "layer_norm_eps": 1e-12, | |
| "model_type": "vit", | |
| "num_attention_heads": 12, | |
| "num_channels": 3, | |
| "num_hidden_layers": 12, | |
| "patch_size": 16, | |
| "problem_type": "single_label_classification", | |
| "qkv_bias": true, | |
| "torch_dtype": "float32", | |
| "transformers_version": "4.45.2" | |
| } | |