End of training
Browse files- README.md +75 -0
- config.json +46 -0
- model.safetensors +3 -0
- runs/Sep09_16-00-39_izaitova-25902.0-cl18lx.lsv.uni-saarland.de/events.out.tfevents.1725897642.izaitova-25902.0-cl18lx.lsv.uni-saarland.de.343.0 +3 -0
- runs/Sep09_16-00-39_izaitova-25902.0-cl18lx.lsv.uni-saarland.de/events.out.tfevents.1725897703.izaitova-25902.0-cl18lx.lsv.uni-saarland.de.343.1 +3 -0
- runs/Sep09_16-03-09_izaitova-25902.0-cl18lx.lsv.uni-saarland.de/events.out.tfevents.1725897791.izaitova-25902.0-cl18lx.lsv.uni-saarland.de.415.0 +3 -0
- runs/Sep09_16-03-09_izaitova-25902.0-cl18lx.lsv.uni-saarland.de/events.out.tfevents.1725897852.izaitova-25902.0-cl18lx.lsv.uni-saarland.de.415.1 +3 -0
- runs/Sep09_16-05-37_izaitova-25902.0-cl18lx.lsv.uni-saarland.de/events.out.tfevents.1725897939.izaitova-25902.0-cl18lx.lsv.uni-saarland.de.490.0 +3 -0
- runs/Sep09_16-05-37_izaitova-25902.0-cl18lx.lsv.uni-saarland.de/events.out.tfevents.1725897990.izaitova-25902.0-cl18lx.lsv.uni-saarland.de.490.1 +3 -0
- runs/Sep09_16-07-54_izaitova-25902.0-cl18lx.lsv.uni-saarland.de/events.out.tfevents.1725898076.izaitova-25902.0-cl18lx.lsv.uni-saarland.de.568.0 +3 -0
- runs/Sep09_16-07-54_izaitova-25902.0-cl18lx.lsv.uni-saarland.de/events.out.tfevents.1725898204.izaitova-25902.0-cl18lx.lsv.uni-saarland.de.568.1 +3 -0
- training_args.bin +3 -0
README.md
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---
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license: cc-by-4.0
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base_model: Goader/liberta-large
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tags:
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- generated_from_trainer
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metrics:
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- precision
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- recall
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- f1
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- accuracy
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model-index:
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- name: liberta-large-topic_classification
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results: []
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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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# liberta-large-topic_classification
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This model is a fine-tuned version of [Goader/liberta-large](https://huggingface.co/Goader/liberta-large) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.7957
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- Precision: 0.9167
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- Recall: 0.8749
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- F1: 0.8889
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- Accuracy: 0.8971
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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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: 8
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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| No log | 1.0 | 88 | 0.7214 | 0.8294 | 0.7438 | 0.7532 | 0.7843 |
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| No log | 2.0 | 176 | 0.6388 | 0.8181 | 0.7797 | 0.7826 | 0.8088 |
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| No log | 3.0 | 264 | 0.8149 | 0.8625 | 0.8692 | 0.8617 | 0.8725 |
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| No log | 4.0 | 352 | 0.8210 | 0.9171 | 0.8603 | 0.8695 | 0.8824 |
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| No log | 5.0 | 440 | 0.7850 | 0.9173 | 0.8700 | 0.8841 | 0.8922 |
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| 0.3285 | 6.0 | 528 | 0.7936 | 0.8987 | 0.8670 | 0.8770 | 0.8824 |
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| 0.3285 | 7.0 | 616 | 0.7794 | 0.9217 | 0.8749 | 0.8913 | 0.8971 |
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| 0.3285 | 8.0 | 704 | 0.7835 | 0.9217 | 0.8749 | 0.8913 | 0.8971 |
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| 0.3285 | 9.0 | 792 | 0.7947 | 0.9167 | 0.8749 | 0.8889 | 0.8971 |
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| 0.3285 | 10.0 | 880 | 0.7957 | 0.9167 | 0.8749 | 0.8889 | 0.8971 |
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### Framework versions
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- Transformers 4.39.3
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- Pytorch 1.11.0a0+17540c5
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- Datasets 2.21.0
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- Tokenizers 0.15.2
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config.json
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{
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"_name_or_path": "Goader/liberta-large",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 1024,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2",
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"3": "LABEL_3",
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"4": "LABEL_4",
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"5": "LABEL_5",
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"6": "LABEL_6"
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},
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"label2id": {
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"LABEL_0": 0,
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"LABEL_1": 1,
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"LABEL_2": 2,
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"LABEL_3": 3,
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"LABEL_4": 4,
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"LABEL_5": 5,
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"LABEL_6": 6
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"sep_token_id": 3,
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"torch_dtype": "float32",
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"transformers_version": "4.39.3",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 32000
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}
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model.safetensors
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training_args.bin
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