Upload folder using huggingface_hub

README.md

@@ -0,0 +1,31 @@
+
+---
+tags:
+- autotrain
+- image-classification
+base_model: google/vit-base-patch16-224
+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: 0.905655026435852
+
+f1: 0.6666666666666666
+
+precision: 0.5
+
+recall: 1.0
+
+auc: 0.0
+
+accuracy: 0.5

checkpoint-3/config.json

@@ -0,0 +1,33 @@
+{
+  "_name_or_path": "google/vit-base-patch16-224",
+  "_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": "painting",
+    "1": "statue"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "painting": 0,
+    "statue": 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": "4.43.1"
+}

checkpoint-3/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae87dd92526e0bcb4b896182a66498212d80b4e522d0ec719e59b61a50bb2ddc
+size 343223968

checkpoint-3/optimizer.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b8eb0ad8c9e81fa0606af9669c775b957487b6c423c919638fd1f0e8a9d9276a
+size 686563258

checkpoint-3/rng_state.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:778aadf2118cc0bcefbf0dfad09f5a02407a09c5799fb9cf0c480efbabddbae1
+size 13990

checkpoint-3/scheduler.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b8a41b254d981983d12a5d0bed17f4768863ab9648e2daeb9b71c409365e3b73
+size 1064

checkpoint-3/trainer_state.json

@@ -0,0 +1,102 @@
+{
+  "best_metric": 0.905655026435852,
+  "best_model_checkpoint": "autotrain-test-image-classification/checkpoint-3",
+  "epoch": 3.0,
+  "eval_steps": 500,
+  "global_step": 3,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [
+    {
+      "epoch": 1.0,
+      "grad_norm": 7.5393147468566895,
+      "learning_rate": 5e-05,
+      "loss": 0.676,
+      "step": 1
+    },
+    {
+      "epoch": 1.0,
+      "eval_accuracy": 0.0,
+      "eval_auc": 0.0,
+      "eval_f1": 0.0,
+      "eval_loss": 1.1967339515686035,
+      "eval_precision": 0.0,
+      "eval_recall": 0.0,
+      "eval_runtime": 0.8839,
+      "eval_samples_per_second": 2.263,
+      "eval_steps_per_second": 1.131,
+      "step": 1
+    },
+    {
+      "epoch": 2.0,
+      "grad_norm": 7.13826847076416,
+      "learning_rate": 2.5e-05,
+      "loss": 0.5203,
+      "step": 2
+    },
+    {
+      "epoch": 2.0,
+      "eval_accuracy": 0.5,
+      "eval_auc": 0.0,
+      "eval_f1": 0.6666666666666666,
+      "eval_loss": 0.9895367622375488,
+      "eval_precision": 0.5,
+      "eval_recall": 1.0,
+      "eval_runtime": 1.0298,
+      "eval_samples_per_second": 1.942,
+      "eval_steps_per_second": 0.971,
+      "step": 2
+    },
+    {
+      "epoch": 3.0,
+      "grad_norm": 6.204862117767334,
+      "learning_rate": 0.0,
+      "loss": 0.4634,
+      "step": 3
+    },
+    {
+      "epoch": 3.0,
+      "eval_accuracy": 0.5,
+      "eval_auc": 0.0,
+      "eval_f1": 0.6666666666666666,
+      "eval_loss": 0.905655026435852,
+      "eval_precision": 0.5,
+      "eval_recall": 1.0,
+      "eval_runtime": 0.8148,
+      "eval_samples_per_second": 2.454,
+      "eval_steps_per_second": 1.227,
+      "step": 3
+    }
+  ],
+  "logging_steps": 1,
+  "max_steps": 3,
+  "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": 1859807750750208.0,
+  "train_batch_size": 8,
+  "trial_name": null,
+  "trial_params": null
+}

checkpoint-3/training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e9d609934e013e488ae326680a990e277c0b378bc56c7d16d6c5860af5db7a96
+size 5240

config.json

@@ -0,0 +1,33 @@
+{
+  "_name_or_path": "google/vit-base-patch16-224",
+  "_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": "painting",
+    "1": "statue"
+  },
+  "image_size": 224,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "painting": 0,
+    "statue": 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": "4.43.1"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae87dd92526e0bcb4b896182a66498212d80b4e522d0ec719e59b61a50bb2ddc
+size 343223968

preprocessor_config.json

@@ -0,0 +1,22 @@
+{
+  "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
+  }
+}

runs/Aug06_08-38-36_r-sioood-autotrain-advanced-bnxnbtzx-adbaf-5vw1w/events.out.tfevents.1722933519.r-sioood-autotrain-advanced-bnxnbtzx-adbaf-5vw1w.128.0

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7c07ff49691ad8f94cf2ce641d5aa98897588848247ec01d851b12dbcdfb7c9e
-size 5015
+oid sha256:d5644c8d0eba417256252fee5f4fcb63bceb420b15225214189d3de6664e3335
+size 7511

runs/Aug06_08-38-36_r-sioood-autotrain-advanced-bnxnbtzx-adbaf-5vw1w/events.out.tfevents.1722933568.r-sioood-autotrain-advanced-bnxnbtzx-adbaf-5vw1w.128.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40193bc439835d701f765fe927b29e7487dbca6ebf050c271b93d589f8735f03
+size 597

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e9d609934e013e488ae326680a990e277c0b378bc56c7d16d6c5860af5db7a96
+size 5240

training_params.json

@@ -0,0 +1,29 @@
+{
+    "data_path": "autotrain-test-image-classification/autotrain-data",
+    "model": "google/vit-base-patch16-224",
+    "username": "Sioood",
+    "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-test-image-classification",
+    "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
+}