Upload folder using huggingface_hub

README.md

@@ -0,0 +1,31 @@
+
+---
+tags:
+- autotrain
+- image-classification
+base_model: Organika/sdxl-detector
+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: 1.6360101699829102
+
+f1: 0.0
+
+precision: 0.0
+
+recall: 0.0
+
+auc: 0.0
+
+accuracy: 0.6666666666666666

checkpoint-6/config.json

@@ -0,0 +1,64 @@
+{
+  "_name_or_path": "Organika/sdxl-detector",
+  "_num_labels": 2,
+  "architectures": [
+    "SwinForImageClassification"
+  ],
+  "attention_probs_dropout_prob": 0.0,
+  "depths": [
+    2,
+    2,
+    18,
+    2
+  ],
+  "drop_path_rate": 0.1,
+  "embed_dim": 128,
+  "encoder_stride": 32,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.0,
+  "hidden_size": 1024,
+  "id2label": {
+    "0": "manipulated-Images",
+    "1": "non-manipulated-Images"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "label2id": {
+    "manipulated-Images": 0,
+    "non-manipulated-Images": 1
+  },
+  "layer_norm_eps": 1e-05,
+  "max_length": 128,
+  "mlp_ratio": 4.0,
+  "model_type": "swin",
+  "num_channels": 3,
+  "num_heads": [
+    4,
+    8,
+    16,
+    32
+  ],
+  "num_layers": 4,
+  "out_features": [
+    "stage4"
+  ],
+  "out_indices": [
+    4
+  ],
+  "padding": "max_length",
+  "patch_size": 4,
+  "path_norm": true,
+  "problem_type": "single_label_classification",
+  "qkv_bias": true,
+  "stage_names": [
+    "stem",
+    "stage1",
+    "stage2",
+    "stage3",
+    "stage4"
+  ],
+  "torch_dtype": "float32",
+  "transformers_version": "4.44.1",
+  "use_absolute_embeddings": false,
+  "window_size": 7
+}

checkpoint-6/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:552e7fc9b3d60412d316b7b2467313599991214b4a36af084a139c6feb5fb5ef
+size 347498816

checkpoint-6/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7db5e22e3191cbdf721439dc75eb21d81171d731b4051519a4f0cbd6686dfed4
+size 694305741

checkpoint-6/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf12795bc333f98850af58c90b86c1e276b4ad11dcacea96538dba2a5903bbaf
+size 13990

checkpoint-6/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1a507d9cafa2419d0ab9d8bfd3d73565df3d210c7e1a2b8ba116f25efdab63f1
+size 1064

checkpoint-6/trainer_state.json

@@ -0,0 +1,123 @@
+{
+  "best_metric": 1.6360101699829102,
+  "best_model_checkpoint": "autotrain-ai-detection/checkpoint-6",
+  "epoch": 3.0,
+  "eval_steps": 500,
+  "global_step": 6,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 0.5,
+      "grad_norm": 67.11053466796875,
+      "learning_rate": 5e-05,
+      "loss": 0.2288,
+      "step": 1
+    },
+    {
+      "epoch": 1.0,
+      "grad_norm": 12.405567169189453,
+      "learning_rate": 4e-05,
+      "loss": 0.0293,
+      "step": 2
+    },
+    {
+      "epoch": 1.0,
+      "eval_accuracy": 0.6666666666666666,
+      "eval_auc": 0.0,
+      "eval_f1": 0.0,
+      "eval_loss": 2.797226667404175,
+      "eval_precision": 0.0,
+      "eval_recall": 0.0,
+      "eval_runtime": 1.0634,
+      "eval_samples_per_second": 2.821,
+      "eval_steps_per_second": 0.94,
+      "step": 2
+    },
+    {
+      "epoch": 1.5,
+      "grad_norm": 172.7128448486328,
+      "learning_rate": 3e-05,
+      "loss": 0.9881,
+      "step": 3
+    },
+    {
+      "epoch": 2.0,
+      "grad_norm": 365.2555847167969,
+      "learning_rate": 2e-05,
+      "loss": 5.6348,
+      "step": 4
+    },
+    {
+      "epoch": 2.0,
+      "eval_accuracy": 0.6666666666666666,
+      "eval_auc": 0.0,
+      "eval_f1": 0.0,
+      "eval_loss": 2.092874765396118,
+      "eval_precision": 0.0,
+      "eval_recall": 0.0,
+      "eval_runtime": 1.119,
+      "eval_samples_per_second": 2.681,
+      "eval_steps_per_second": 0.894,
+      "step": 4
+    },
+    {
+      "epoch": 2.5,
+      "grad_norm": 6.614980220794678,
+      "learning_rate": 1e-05,
+      "loss": 0.0195,
+      "step": 5
+    },
+    {
+      "epoch": 3.0,
+      "grad_norm": 0.002860192209482193,
+      "learning_rate": 0.0,
+      "loss": 0.0,
+      "step": 6
+    },
+    {
+      "epoch": 3.0,
+      "eval_accuracy": 0.6666666666666666,
+      "eval_auc": 0.0,
+      "eval_f1": 0.0,
+      "eval_loss": 1.6360101699829102,
+      "eval_precision": 0.0,
+      "eval_recall": 0.0,
+      "eval_runtime": 1.229,
+      "eval_samples_per_second": 2.441,
+      "eval_steps_per_second": 0.814,
+      "step": 6
+    }
+  ],
+  "logging_steps": 1,
+  "max_steps": 6,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 3,
+  "save_steps": 500,
+  "stateful_callbacks": {
+    "EarlyStoppingCallback": {
+      "args": {
+        "early_stopping_patience": 5,
+        "early_stopping_threshold": 0.01
+      },
+      "attributes": {
+        "early_stopping_patience_counter": 0
+      }
+    },
+    "TrainerControl": {
+      "args": {
+        "should_epoch_stop": false,
+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": true
+      },
+      "attributes": {}
+    }
+  },
+  "total_flos": 2115330001956864.0,
+  "train_batch_size": 8,
+  "trial_name": null,
+  "trial_params": null
+}

checkpoint-6/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c986e3a4f78e8334d70c010d6493b03b1faf0513acdd9b6f7870ca9fd6a52feb
+size 5240

config.json

@@ -0,0 +1,64 @@
+{
+  "_name_or_path": "Organika/sdxl-detector",
+  "_num_labels": 2,
+  "architectures": [
+    "SwinForImageClassification"
+  ],
+  "attention_probs_dropout_prob": 0.0,
+  "depths": [
+    2,
+    2,
+    18,
+    2
+  ],
+  "drop_path_rate": 0.1,
+  "embed_dim": 128,
+  "encoder_stride": 32,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.0,
+  "hidden_size": 1024,
+  "id2label": {
+    "0": "manipulated-Images",
+    "1": "non-manipulated-Images"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "label2id": {
+    "manipulated-Images": 0,
+    "non-manipulated-Images": 1
+  },
+  "layer_norm_eps": 1e-05,
+  "max_length": 128,
+  "mlp_ratio": 4.0,
+  "model_type": "swin",
+  "num_channels": 3,
+  "num_heads": [
+    4,
+    8,
+    16,
+    32
+  ],
+  "num_layers": 4,
+  "out_features": [
+    "stage4"
+  ],
+  "out_indices": [
+    4
+  ],
+  "padding": "max_length",
+  "patch_size": 4,
+  "path_norm": true,
+  "problem_type": "single_label_classification",
+  "qkv_bias": true,
+  "stage_names": [
+    "stem",
+    "stage1",
+    "stage2",
+    "stage3",
+    "stage4"
+  ],
+  "torch_dtype": "float32",
+  "transformers_version": "4.44.1",
+  "use_absolute_embeddings": false,
+  "window_size": 7
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:552e7fc9b3d60412d316b7b2467313599991214b4a36af084a139c6feb5fb5ef
+size 347498816

preprocessor_config.json

@@ -0,0 +1,22 @@
+{
+  "do_normalize": true,
+  "do_rescale": true,
+  "do_resize": true,
+  "image_mean": [
+    0.485,
+    0.456,
+    0.406
+  ],
+  "image_processor_type": "ViTImageProcessor",
+  "image_std": [
+    0.229,
+    0.224,
+    0.225
+  ],
+  "resample": 3,
+  "rescale_factor": 0.00392156862745098,
+  "size": {
+    "height": 224,
+    "width": 224
+  }
+}

runs/Sep03_11-41-31_r-franibm-autotrain-advanced-z4u9t9ko-e4b57-3h120/events.out.tfevents.1725363693.r-franibm-autotrain-advanced-z4u9t9ko-e4b57-3h120.112.0

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7fc7d58307247611d1b9035ef60eb1551fd0cf083b3139e03d0322bb3abe4af3
-size 5484
+oid sha256:b1c1e95ee83c5ec2c1f02b3de71eeaecf0b74ccd8c35f2cf221ccb5396825deb
+size 8601

runs/Sep03_11-41-31_r-franibm-autotrain-advanced-z4u9t9ko-e4b57-3h120/events.out.tfevents.1725363735.r-franibm-autotrain-advanced-z4u9t9ko-e4b57-3h120.112.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c484a385c5018938ce0baaaf1344a573dffd3a5bf77334875a940160e92b7a8d
+size 597

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c986e3a4f78e8334d70c010d6493b03b1faf0513acdd9b6f7870ca9fd6a52feb
+size 5240

training_params.json

@@ -0,0 +1,29 @@
+{
+    "data_path": "autotrain-ai-detection/autotrain-data",
+    "model": "Organika/sdxl-detector",
+    "username": "franibm",
+    "lr": 5e-05,
+    "epochs": 3,
+    "batch_size": 8,
+    "warmup_ratio": 0.1,
+    "gradient_accumulation": 1,
+    "optimizer": "adamw_torch",
+    "scheduler": "linear",
+    "weight_decay": 0.0,
+    "max_grad_norm": 1.0,
+    "seed": 42,
+    "train_split": "train",
+    "valid_split": "validation",
+    "logging_steps": -1,
+    "project_name": "autotrain-ai-detection",
+    "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
+}