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  1. README.md +77 -0
  2. config.json +23 -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: distilbert-base-uncased
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: j
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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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+ # j
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+
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+ This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.3746
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+ - Topology Accuracy: 0.9851
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+ - Service Accuracy: 0.9435
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+ - Combined Accuracy: 0.9643
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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: 5e-05
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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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+ - lr_scheduler_warmup_steps: 50
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+ - num_epochs: 15
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+ - mixed_precision_training: Native AMP
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Topology Accuracy | Service Accuracy | Combined Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:-----------------:|:----------------:|:-----------------:|
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+ | 1.016 | 1.0 | 64 | 0.9725 | 0.7411 | 0.6220 | 0.6815 |
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+ | 0.7234 | 2.0 | 128 | 0.6385 | 0.9643 | 0.6935 | 0.8289 |
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+ | 0.6038 | 3.0 | 192 | 0.5826 | 0.9345 | 0.7440 | 0.8393 |
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+ | 0.5014 | 4.0 | 256 | 0.5192 | 0.9583 | 0.7738 | 0.8661 |
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+ | 0.3959 | 5.0 | 320 | 0.4845 | 0.9732 | 0.7768 | 0.875 |
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+ | 0.4165 | 6.0 | 384 | 0.4579 | 0.9762 | 0.8601 | 0.9182 |
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+ | 0.3699 | 7.0 | 448 | 0.4156 | 0.9851 | 0.9286 | 0.9568 |
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+ | 0.3272 | 8.0 | 512 | 0.3777 | 0.9851 | 0.9524 | 0.9688 |
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+ | 0.3091 | 9.0 | 576 | 0.3714 | 0.9851 | 0.9464 | 0.9658 |
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+ | 0.3092 | 10.0 | 640 | 0.3814 | 0.9821 | 0.9464 | 0.9643 |
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+ | 0.3221 | 11.0 | 704 | 0.3811 | 0.9821 | 0.9405 | 0.9613 |
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+ | 0.3033 | 12.0 | 768 | 0.3724 | 0.9851 | 0.9405 | 0.9628 |
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+ | 0.304 | 13.0 | 832 | 0.3741 | 0.9881 | 0.9435 | 0.9658 |
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+ | 0.3051 | 14.0 | 896 | 0.3743 | 0.9851 | 0.9435 | 0.9643 |
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+ | 0.3039 | 15.0 | 960 | 0.3746 | 0.9851 | 0.9435 | 0.9643 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.56.1
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+ - Pytorch 2.8.0+cu126
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+ - Datasets 4.0.0
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+ - Tokenizers 0.22.0
config.json ADDED
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+ {
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+ "activation": "gelu",
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+ "architectures": [
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+ "DistilBertForMultiHeadClassification"
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+ ],
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+ "attention_dropout": 0.1,
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+ "dim": 768,
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+ "dropout": 0.1,
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+ "dtype": "float32",
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+ "hidden_dim": 3072,
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+ "initializer_range": 0.02,
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+ "max_position_embeddings": 512,
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+ "model_type": "distilbert",
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+ "n_heads": 12,
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+ "n_layers": 6,
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+ "pad_token_id": 0,
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+ "qa_dropout": 0.1,
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+ "seq_classif_dropout": 0.2,
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+ "sinusoidal_pos_embds": false,
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+ "tie_weights_": true,
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+ "transformers_version": "4.56.1",
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+ "vocab_size": 30522
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+ }
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