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README.md

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+
+---
+tags:
+- autotrain
+- image-classification
+base_model: dima806/deepfake_vs_real_image_detection
+widget:
+- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/tiger.jpg
+  example_title: Tiger
+- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/teapot.jpg
+  example_title: Teapot
+- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/palace.jpg
+  example_title: Palace
+---
+
+# Model Trained Using AutoTrain
+
+- Problem type: Image Classification
+
+## Validation Metrics
+loss: 3.6554903984069824
+
+f1: 0.0
+
+precision: 0.0
+
+recall: 0.0
+
+auc: 0.0
+
+accuracy: 0.5

checkpoint-1/config.json

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+{
+  "_name_or_path": "dima806/deepfake_vs_real_image_detection",
+  "_num_labels": 2,
+  "architectures": [
+    "ViTForImageClassification"
+  ],
+  "attention_probs_dropout_prob": 0.0,
+  "encoder_stride": 16,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.0,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Fake",
+    "1": "Real"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Fake": 0,
+    "Real": 1
+  },
+  "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": "4.46.2"
+}

checkpoint-1/model.safetensors

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checkpoint-1/trainer_state.json

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+{
+  "best_metric": 3.6554903984069824,
+  "best_model_checkpoint": "autotrain2/checkpoint-1",
+  "epoch": 1.0,
+  "eval_steps": 500,
+  "global_step": 1,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
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+      "grad_norm": 22.4976749420166,
+      "learning_rate": 5e-05,
+      "loss": 1.7903,
+      "step": 1
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+      "eval_auc": 0.0,
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+      "eval_recall": 0.0,
+      "eval_runtime": 0.7377,
+      "eval_samples_per_second": 2.711,
+      "eval_steps_per_second": 1.356,
+      "step": 1
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+  "logging_steps": 1,
+  "max_steps": 2,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 2,
+  "save_steps": 500,
+  "stateful_callbacks": {
+    "EarlyStoppingCallback": {
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+        "early_stopping_patience": 5,
+        "early_stopping_threshold": 0.01
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+      "attributes": {
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+    "TrainerControl": {
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+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": false
+      },
+      "attributes": {}
+    }
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+  "train_batch_size": 8,
+  "trial_name": null,
+  "trial_params": null
+}

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config.json

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+  "_name_or_path": "dima806/deepfake_vs_real_image_detection",
+  "_num_labels": 2,
+  "architectures": [
+    "ViTForImageClassification"
+  ],
+  "attention_probs_dropout_prob": 0.0,
+  "encoder_stride": 16,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.0,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Fake",
+    "1": "Real"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Fake": 0,
+    "Real": 1
+  },
+  "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": "4.46.2"
+}

model.safetensors

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preprocessor_config.json

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

runs/Nov19_03-52-57_r-yin2610-auto-train-deepfake-sqmvpw5t-d3365-io7fr/events.out.tfevents.1731988379.r-yin2610-auto-train-deepfake-sqmvpw5t-d3365-io7fr.148.0

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training_args.bin

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training_params.json

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+    "data_path": "autotrain2/autotrain-data",
+    "model": "dima806/deepfake_vs_real_image_detection",
+    "username": "Yin2610",
+    "lr": 5e-05,
+    "epochs": 2,
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+    "warmup_ratio": 0.1,
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+    "optimizer": "adamw_torch",
+    "scheduler": "linear",
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+    "seed": 42,
+    "train_split": "train",
+    "valid_split": "validation",
+    "logging_steps": -1,
+    "project_name": "autotrain2",
+    "auto_find_batch_size": false,
+    "mixed_precision": "fp16",
+    "save_total_limit": 1,
+    "push_to_hub": true,
+    "eval_strategy": "epoch",
+    "image_column": "autotrain_image",
+    "target_column": "autotrain_label",
+    "log": "tensorboard",
+    "early_stopping_patience": 5,
+    "early_stopping_threshold": 0.01
+}