End of training

README.md

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+---
+tags:
+- generated_from_trainer
+model-index:
+- name: vit-base-patch16-224-imigue
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# vit-base-patch16-224-imigue
+
+This model was trained from scratch on an unknown dataset.
+It achieves the following results on the evaluation set:
+- eval_loss: 0.6450
+- eval_accuracy: 0.8112
+- eval_f1: 0.6905
+- eval_arms_akimbo: 1.0
+- eval_biting_nails: 0.0
+- eval_buckle_button,_pulling_shirt_collar,_adjusting_tie: 0.8923
+- eval_bulging_face,_deep_breath: 0.6162
+- eval_covering_face: 0.8788
+- eval_crossing_fingers: 0.8468
+- eval_dustoffing_clothes: 0.77
+- eval_folding_arms: 0.7598
+- eval_head_up: 0.8182
+- eval_hold_back_arms: 0.7015
+- eval_illustrative_body_language: 0.8521
+- eval_minaret_gesture: 0.9677
+- eval_moving_torso: 0.7914
+- eval_playing_with_or_adjusting_hair: 0.8393
+- eval_playing_with_or_manipulating_objects: 0.9053
+- eval_pressing_lips: 0.7363
+- eval_putting_arms_behind_body: 0.0
+- eval_rubbing_eyes: 0.8793
+- eval_rubbing_or_holding_hands: 0.8180
+- eval_scratching_back: 0.875
+- eval_scratching_or_touching_arms: 0.7704
+- eval_shaking_shoulders: 0.7051
+- eval_sitting_upright: 0.7273
+- eval_touching_ears: 0.8261
+- eval_touching_hat: 0.9474
+- eval_touching_jaw: 0.8979
+- eval_touching_or_covering_suprasternal_notch: 1.0
+- eval_touching_or_scratching_facial_parts: 0.8178
+- eval_touching_or_scratching_forehead: 0.8
+- eval_touching_or_scratching_head: 0.8913
+- eval_touching_or_scratching_neck: 0.8788
+- eval_turtle_neck: 1.0
+- eval_runtime: 13.9155
+- eval_samples_per_second: 869.752
+- eval_steps_per_second: 3.449
+- step: 0
+
+## 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: 5e-05
+- train_batch_size: 128
+- eval_batch_size: 256
+- seed: 42
+- gradient_accumulation_steps: 4
+- total_train_batch_size: 512
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_ratio: 0.1
+- num_epochs: 20
+- mixed_precision_training: Native AMP
+
+### Framework versions
+
+- Transformers 4.39.2
+- Pytorch 2.2.1
+- Datasets 2.18.0
+- Tokenizers 0.15.2

config.json

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+{
+  "_name_or_path": "model",
+  "architectures": [
+    "ViTForImageClassification"
+  ],
+  "attention_probs_dropout_prob": 0.0,
+  "encoder_stride": 16,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.0,
+  "hidden_size": 768,
+  "id2label": [
+    "arms_akimbo",
+    "biting_nails",
+    "buckle_button,_pulling_shirt_collar,_adjusting_tie",
+    "bulging_face,_deep_breath",
+    "covering_face",
+    "crossing_fingers",
+    "dustoffing_clothes",
+    "folding_arms",
+    "head_up",
+    "hold_back_arms",
+    "illustrative_body_language",
+    "minaret_gesture",
+    "moving_torso",
+    "playing_with_or_adjusting_hair",
+    "playing_with_or_manipulating_objects",
+    "pressing_lips",
+    "putting_arms_behind_body",
+    "rubbing_eyes",
+    "rubbing_or_holding_hands",
+    "scratching_back",
+    "scratching_or_touching_arms",
+    "shaking_shoulders",
+    "sitting_upright",
+    "touching_ears",
+    "touching_hat",
+    "touching_jaw",
+    "touching_or_covering_suprasternal_notch",
+    "touching_or_scratching_facial_parts",
+    "touching_or_scratching_forehead",
+    "touching_or_scratching_head",
+    "touching_or_scratching_neck",
+    "turtle_neck"
+  ],
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "arms_akimbo": 0,
+    "biting_nails": 1,
+    "buckle_button,_pulling_shirt_collar,_adjusting_tie": 2,
+    "bulging_face,_deep_breath": 3,
+    "covering_face": 4,
+    "crossing_fingers": 5,
+    "dustoffing_clothes": 6,
+    "folding_arms": 7,
+    "head_up": 8,
+    "hold_back_arms": 9,
+    "illustrative_body_language": 10,
+    "minaret_gesture": 11,
+    "moving_torso": 12,
+    "playing_with_or_adjusting_hair": 13,
+    "playing_with_or_manipulating_objects": 14,
+    "pressing_lips": 15,
+    "putting_arms_behind_body": 16,
+    "rubbing_eyes": 17,
+    "rubbing_or_holding_hands": 18,
+    "scratching_back": 19,
+    "scratching_or_touching_arms": 20,
+    "shaking_shoulders": 21,
+    "sitting_upright": 22,
+    "touching_ears": 23,
+    "touching_hat": 24,
+    "touching_jaw": 25,
+    "touching_or_covering_suprasternal_notch": 26,
+    "touching_or_scratching_facial_parts": 27,
+    "touching_or_scratching_forehead": 28,
+    "touching_or_scratching_head": 29,
+    "touching_or_scratching_neck": 30,
+    "turtle_neck": 31
+  },
+  "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": "4.39.2"
+}

model.safetensors

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preprocessor_config.json

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+{
+  "_valid_processor_keys": [
+    "images",
+    "do_resize",
+    "size",
+    "resample",
+    "do_rescale",
+    "rescale_factor",
+    "do_normalize",
+    "image_mean",
+    "image_std",
+    "return_tensors",
+    "data_format",
+    "input_data_format"
+  ],
+  "do_normalize": true,
+  "do_rescale": true,
+  "do_resize": true,
+  "image_mean": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "image_processor_type": "ViTImageProcessor",
+  "image_std": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "resample": 2,
+  "rescale_factor": 0.00392156862745098,
+  "size": {
+    "height": 224,
+    "width": 224
+  }
+}

training_args.bin

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