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.gitattributes

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README.md

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----
-license: other
-license_name: all-rights-reserved
-license_link: LICENSE
----
+---
+tags:
+- image-classification
+- pytorch
+datasets:
+- nateraw/fairface
+---
+
+
+
+A vision transformer finetuned to classify the age of a given person's face. 
+
+
+
+
+```python
+import requests
+from PIL import Image
+from io import BytesIO
+
+from transformers import ViTFeatureExtractor, ViTForImageClassification
+
+# Get example image from official fairface repo + read it in as an image
+r = requests.get('https://github.com/dchen236/FairFace/blob/master/detected_faces/race_Asian_face0.jpg?raw=true')
+im = Image.open(BytesIO(r.content))
+
+# Init model, transforms
+model = ViTForImageClassification.from_pretrained('nateraw/vit-age-classifier')
+transforms = ViTFeatureExtractor.from_pretrained('nateraw/vit-age-classifier')
+
+# Transform our image and pass it through the model
+inputs = transforms(im, return_tensors='pt')
+output = model(**inputs)
+
+# Predicted Class probabilities
+proba = output.logits.softmax(1)
+
+# Predicted Classes
+preds = proba.argmax(1)
+```

config.json

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+{
+  "_name_or_path": "google/vit-base-patch16-224-in21k",
+  "architectures": [
+    "ViTForImageClassification"
+  ],
+  "attention_probs_dropout_prob": 0.0,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.0,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "0-2",
+    "1": "3-9",
+    "2": "10-19",
+    "3": "20-29",
+    "4": "30-39",
+    "5": "40-49",
+    "6": "50-59",
+    "7": "60-69",
+    "8": "more than 70"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "0-2": 0,
+    "3-9": 1,
+    "10-19": 2,
+    "20-29": 3,
+    "30-39": 4,
+    "40-49": 5,
+    "50-59": 6,
+    "60-69": 7,
+    "more than 70": 8
+  },
+  "layer_norm_eps": 1e-12,
+  "model_type": "vit",
+  "num_attention_heads": 12,
+  "num_channels": 3,
+  "num_hidden_layers": 12,
+  "patch_size": 16,
+  "transformers_version": "4.5.0.dev0"
+}

model.safetensors

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preprocessor_config.json

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+{
+    "do_normalize": true,
+    "do_resize": true,
+    "image_mean": [
+        0.5,
+        0.5,
+        0.5
+    ],
+    "image_std": [
+        0.5,
+        0.5,
+        0.5
+    ],
+    "size": 224
+}

pytorch_model.bin

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