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End of training

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  1. README.md +63 -0
  2. config.json +96 -0
  3. model.safetensors +3 -0
  4. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: apache-2.0
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+ base_model: microsoft/swin-base-patch4-window7-224
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - pascal_voc
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+ model-index:
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+ - name: multilabel_classification
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # multilabel_classification
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+
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+ This model is a fine-tuned version of [microsoft/swin-base-patch4-window7-224](https://huggingface.co/microsoft/swin-base-patch4-window7-224) on the pascal_voc dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.2309
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+ - Roc Auc: 0.7662
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.0001
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+ - train_batch_size: 16
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+ - eval_batch_size: 16
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+ - seed: 42
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+ - optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - num_epochs: 3.0
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Roc Auc |
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+ |:-------------:|:-----:|:----:|:---------------:|:-------:|
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+ | 0.4603 | 1.0 | 157 | 0.3015 | 0.6697 |
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+ | 0.2922 | 2.0 | 314 | 0.2428 | 0.7435 |
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+ | 0.2561 | 3.0 | 471 | 0.2309 | 0.7662 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.55.3
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+ - Pytorch 2.8.0+cu128
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+ - Datasets 3.6.0
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+ - Tokenizers 0.21.2
config.json ADDED
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+ {
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+ "architectures": [
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+ "SwinForImageClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "depths": [
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+ 2,
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+ 2,
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+ 18,
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+ 2
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+ ],
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+ "drop_path_rate": 0.1,
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+ "embed_dim": 128,
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+ "encoder_stride": 32,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 1024,
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+ "id2label": {
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+ "0": "Aeroplane",
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+ "1": "Bicycle",
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+ "2": "Bird",
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+ "3": "Boat",
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+ "4": "Bottle",
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+ "5": "Bus",
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+ "6": "Car",
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+ "7": "Cat",
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+ "8": "Chair",
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+ "9": "Cow",
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+ "10": "Diningtable",
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+ "11": "Dog",
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+ "12": "Horse",
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+ "13": "Motorbike",
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+ "14": "Person",
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+ "15": "Potted plant",
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+ "16": "Sheep",
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+ "17": "Sofa",
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+ "18": "Train",
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+ "19": "Tv/monitor"
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+ },
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+ "image_size": 224,
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+ "initializer_range": 0.02,
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+ "label2id": {
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+ "Aeroplane": 0,
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+ "Bicycle": 1,
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+ "Bird": 2,
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+ "Boat": 3,
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+ "Bottle": 4,
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+ "Bus": 5,
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+ "Car": 6,
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+ "Cat": 7,
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+ "Chair": 8,
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+ "Cow": 9,
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+ "Diningtable": 10,
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+ "Dog": 11,
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+ "Horse": 12,
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+ "Motorbike": 13,
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+ "Person": 14,
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+ "Potted plant": 15,
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+ "Sheep": 16,
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+ "Sofa": 17,
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+ "Train": 18,
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+ "Tv/monitor": 19
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+ },
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+ "layer_norm_eps": 1e-05,
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+ "mlp_ratio": 4.0,
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+ "model_type": "swin",
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+ "num_channels": 3,
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+ "num_heads": [
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+ 4,
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+ 8,
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+ 16,
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+ 32
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+ ],
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+ "num_layers": 4,
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+ "out_features": [
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+ "stage4"
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+ ],
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+ "out_indices": [
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+ 4
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+ ],
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+ "patch_size": 4,
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+ "path_norm": true,
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+ "problem_type": "multi_label_classification",
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+ "qkv_bias": true,
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+ "stage_names": [
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+ "stem",
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+ "stage1",
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+ "stage2",
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+ "stage3",
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+ "stage4"
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+ ],
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.55.3",
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+ "use_absolute_embeddings": false,
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+ "window_size": 7
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+ }
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