scott-clare1
commited on
Commit
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Parent(s):
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Training in progress epoch 0
Browse files- .gitattributes +1 -0
- README.md +58 -0
- config.json +45 -0
- special_tokens_map.json +15 -0
- tf_model.h5 +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +19 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: mit
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base_model: xlm-roberta-base
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tags:
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- generated_from_keras_callback
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model-index:
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- name: scott-clare1/multi-language-sms-detection
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results: []
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---
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<!-- This model card has been generated automatically according to the information Keras had access to. You should
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probably proofread and complete it, then remove this comment. -->
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# scott-clare1/multi-language-sms-detection
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This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Train Loss: 0.0191
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- Validation Loss: 0.0275
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- Train Precision: 0.9832
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- Train Recall: 0.9848
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- Train F1: 0.9840
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- Train Accuracy: 0.9932
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- Epoch: 0
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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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- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 2487, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
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- training_precision: float32
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### Training results
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| Train Loss | Validation Loss | Train Precision | Train Recall | Train F1 | Train Accuracy | Epoch |
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|:----------:|:---------------:|:---------------:|:------------:|:--------:|:--------------:|:-----:|
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| 0.0191 | 0.0275 | 0.9832 | 0.9848 | 0.9840 | 0.9932 | 0 |
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### Framework versions
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- Transformers 4.31.0
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- TensorFlow 2.12.0
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- Datasets 2.14.1
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- Tokenizers 0.13.3
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config.json
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{
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"_name_or_path": "xlm-roberta-base",
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"architectures": [
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"XLMRobertaForTokenClassification"
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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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"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": "EN",
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"1": "ROMANISEDAR",
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"2": "NATIVEAR",
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"3": "ROMANISEDRU",
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"4": "NATIVERU",
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"5": "SP",
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"6": "PUNCT"
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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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"EN": 0,
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"NATIVEAR": 2,
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"NATIVERU": 4,
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"PUNCT": 6,
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"ROMANISEDAR": 1,
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"ROMANISEDRU": 3,
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"SP": 5
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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": "xlm-roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"output_past": true,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"transformers_version": "4.31.0",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 250002
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}
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": {
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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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},
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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}
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tf_model.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:83a521a184dceed3c62e821636e4193d7f7cb2b76db3aebb23ed3c2a22dc533c
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size 1110121552
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:f2c509a525eb51aebb33fb59c24ee923c1d4c1db23c3ae81fe05ccf354084f7b
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size 17082758
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tokenizer_config.json
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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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"mask_token": {
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"__type": "AddedToken",
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"content": "<mask>",
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"lstrip": true,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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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": "XLMRobertaTokenizer",
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"unk_token": "<unk>"
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}
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