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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: jn
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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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+ # jn
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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: 0.3407
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+ - Topology Accuracy: 0.9902
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+ - Service Accuracy: 0.9688
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+ - Combined Accuracy: 0.9795
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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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+ - 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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+ | 0.6259 | 1.0 | 96 | 0.6093 | 0.9707 | 0.6914 | 0.8311 |
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+ | 0.4812 | 2.0 | 192 | 0.4968 | 0.9707 | 0.7852 | 0.8779 |
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+ | 0.3718 | 3.0 | 288 | 0.3624 | 0.9844 | 0.9473 | 0.9658 |
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+ | 0.3553 | 4.0 | 384 | 0.3438 | 0.9941 | 0.9648 | 0.9795 |
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+ | 0.3038 | 5.0 | 480 | 0.3543 | 0.9844 | 0.9688 | 0.9766 |
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+ | 0.3057 | 6.0 | 576 | 0.3517 | 0.9844 | 0.9688 | 0.9766 |
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+ | 0.3027 | 7.0 | 672 | 0.3442 | 0.9883 | 0.9727 | 0.9805 |
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+ | 0.3019 | 8.0 | 768 | 0.3414 | 0.9902 | 0.9727 | 0.9814 |
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+ | 0.3025 | 9.0 | 864 | 0.3451 | 0.9883 | 0.9688 | 0.9785 |
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+ | 0.3025 | 10.0 | 960 | 0.3380 | 0.9883 | 0.9746 | 0.9814 |
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+ | 0.302 | 11.0 | 1056 | 0.3419 | 0.9863 | 0.9727 | 0.9795 |
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+ | 0.3032 | 12.0 | 1152 | 0.3417 | 0.9883 | 0.9727 | 0.9805 |
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+ | 0.3154 | 13.0 | 1248 | 0.3411 | 0.9883 | 0.9688 | 0.9785 |
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+ | 0.3064 | 14.0 | 1344 | 0.3410 | 0.9902 | 0.9688 | 0.9795 |
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+ | 0.301 | 15.0 | 1440 | 0.3407 | 0.9902 | 0.9688 | 0.9795 |
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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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