ClaudiaRichard
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ClaudiaRichard/mbti_models
Browse files- README.md +73 -0
- config.json +41 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/Mar24_01-14-40_5f2b4ca659aa/events.out.tfevents.1711242881.5f2b4ca659aa.329.7 +3 -0
- runs/Mar24_01-14-40_5f2b4ca659aa/events.out.tfevents.1711243625.5f2b4ca659aa.329.8 +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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license: apache-2.0
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base_model: sentence-transformers/nli-roberta-base-v2
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tags:
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- generated_from_trainer
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metrics:
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- f1
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model-index:
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- name: nli-roberta-base-v2_mbti_full
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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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# nli-roberta-base-v2_mbti_full
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This model is a fine-tuned version of [sentence-transformers/nli-roberta-base-v2](https://huggingface.co/sentence-transformers/nli-roberta-base-v2) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.5563
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- F1: 0.5888
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- Roc Auc: 0.6803
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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: 3e-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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- gradient_accumulation_steps: 2
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- total_train_batch_size: 16
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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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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | F1 | Roc Auc |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|
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| No log | 1.0 | 325 | 0.5830 | 0.4804 | 0.6197 |
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| 0.5793 | 2.0 | 651 | 0.5773 | 0.0 | 0.5 |
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| 0.5793 | 3.0 | 976 | 0.5772 | 0.0 | 0.5 |
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| 0.5783 | 4.0 | 1302 | 0.5774 | 0.0 | 0.5 |
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| 0.5772 | 5.0 | 1627 | 0.5692 | 0.5181 | 0.6399 |
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| 0.5772 | 6.0 | 1953 | 0.5563 | 0.3637 | 0.5904 |
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| 0.5587 | 7.0 | 2278 | 0.5488 | 0.5498 | 0.6651 |
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| 0.5371 | 8.0 | 2604 | 0.5513 | 0.5917 | 0.6857 |
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| 0.5371 | 9.0 | 2929 | 0.5563 | 0.6021 | 0.6906 |
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| 0.5139 | 9.98 | 3250 | 0.5622 | 0.5661 | 0.6723 |
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### Framework versions
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- Transformers 4.39.1
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- Pytorch 2.2.1+cu121
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- Datasets 2.18.0
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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": "sentence-transformers/nli-roberta-base-v2",
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"architectures": [
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"RobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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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": 768,
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"id2label": {
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"0": "I/E",
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"1": "N/S",
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"2": "T/F",
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"3": "J/P"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"I/E": 0,
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"J/P": 3,
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"N/S": 1,
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"T/F": 2
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"problem_type": "multi_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.39.1",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50265
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}
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merges.txt
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:389e7ab6d2cbd874919128f2a8cd72b1a7eeff3fda37e82114cd232622820594
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size 498618976
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runs/Mar24_01-14-40_5f2b4ca659aa/events.out.tfevents.1711242881.5f2b4ca659aa.329.7
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version https://git-lfs.github.com/spec/v1
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oid sha256:a4dae5cf8324f64aec8c7912598a76be9b3bd068e478143cbc5e7a20aabdb748
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size 10264
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runs/Mar24_01-14-40_5f2b4ca659aa/events.out.tfevents.1711243625.5f2b4ca659aa.329.8
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version https://git-lfs.github.com/spec/v1
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size 456
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"pad_token": {
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"sep_token": {
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"unk_token": {
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"content": "<unk>",
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}
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}
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tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
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},
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"3": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"50264": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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"mask_token": "<mask>",
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"model_max_length": 512,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "RobertaTokenizer",
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"trim_offsets": true,
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"unk_token": "<unk>"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:8f29cca1846e2d0a04db05ff92008af4c5f8119e98413d623db79ff31a6a6498
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size 4984
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vocab.json
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