End of training
Browse files
README.md
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---
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library_name: transformers
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base_model: KennethEnevoldsen/dfm-sentence-encoder-large-exp2-no-lang-align
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- precision
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- recall
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- f1
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model-index:
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- name: dfm1
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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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# dfm1
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This model is a fine-tuned version of [KennethEnevoldsen/dfm-sentence-encoder-large-exp2-no-lang-align](https://huggingface.co/KennethEnevoldsen/dfm-sentence-encoder-large-exp2-no-lang-align) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Accuracy: 0.8868
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- Precision: 0.8861
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- Recall: 0.8868
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- F1: 0.8855
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- Loss: 0.5432
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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: 4
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- eval_batch_size: 4
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 8
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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: 20
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Accuracy | Precision | Recall | F1 | Validation Loss |
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|:-------------:|:-------:|:----:|:--------:|:---------:|:------:|:------:|:---------------:|
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| No log | 0.9412 | 8 | 0.7844 | 0.7464 | 0.7844 | 0.7612 | 0.7436 |
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| No log | 2.0 | 17 | 0.8999 | 0.8922 | 0.8999 | 0.8914 | 0.3252 |
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| No log | 2.9412 | 25 | 0.9214 | 0.9226 | 0.9214 | 0.9121 | 0.3213 |
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| No log | 4.0 | 34 | 0.9164 | 0.9235 | 0.9164 | 0.9176 | 0.3572 |
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| No log | 4.9412 | 42 | 0.8880 | 0.8875 | 0.8880 | 0.8857 | 0.3576 |
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| No log | 6.0 | 51 | 0.8907 | 0.8894 | 0.8907 | 0.8898 | 0.3993 |
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| No log | 6.9412 | 59 | 0.8822 | 0.8822 | 0.8822 | 0.8806 | 0.4444 |
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| No log | 8.0 | 68 | 0.8876 | 0.8867 | 0.8876 | 0.8865 | 0.4480 |
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| No log | 8.9412 | 76 | 0.8987 | 0.8978 | 0.8987 | 0.8979 | 0.4688 |
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| No log | 10.0 | 85 | 0.8984 | 0.8972 | 0.8984 | 0.8975 | 0.4845 |
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| No log | 10.9412 | 93 | 0.8895 | 0.8887 | 0.8895 | 0.8884 | 0.5172 |
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| No log | 12.0 | 102 | 0.8891 | 0.8882 | 0.8891 | 0.8881 | 0.5349 |
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| No log | 12.9412 | 110 | 0.8907 | 0.8897 | 0.8907 | 0.8896 | 0.5343 |
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| No log | 14.0 | 119 | 0.8895 | 0.8886 | 0.8895 | 0.8884 | 0.5374 |
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| No log | 14.9412 | 127 | 0.8868 | 0.8861 | 0.8868 | 0.8855 | 0.5317 |
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| No log | 16.0 | 136 | 0.8853 | 0.8847 | 0.8853 | 0.8839 | 0.5383 |
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| No log | 16.9412 | 144 | 0.8853 | 0.8847 | 0.8853 | 0.8839 | 0.5402 |
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| No log | 18.0 | 153 | 0.8865 | 0.8858 | 0.8865 | 0.8851 | 0.5429 |
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| No log | 18.8235 | 160 | 0.8868 | 0.8861 | 0.8868 | 0.8855 | 0.5432 |
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### Framework versions
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- Transformers 4.44.2
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- Pytorch 2.5.0+cu121
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "KennethEnevoldsen/dfm-sentence-encoder-large-exp2-no-lang-align",
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"architectures": [
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"BertForTokenClassification"
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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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},
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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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},
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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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"torch_dtype": "float32",
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"transformers_version": "4.44.2",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 50000
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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size 1416218404
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runs/Oct24_09-52-01_55f39f7a0968/events.out.tfevents.1729763524.55f39f7a0968.571.0
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version https://git-lfs.github.com/spec/v1
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runs/Oct24_09-52-01_55f39f7a0968/events.out.tfevents.1729763719.55f39f7a0968.571.1
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version https://git-lfs.github.com/spec/v1
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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