silviacamplani
commited on
Commit
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Parent(s):
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Training in progress epoch 0
Browse files- README.md +57 -0
- config.json +53 -0
- logs/train/events.out.tfevents.1659350249.69b8c9136d1c.33.0.v2 +3 -0
- logs/train/events.out.tfevents.1659350264.69b8c9136d1c.profile-empty +3 -0
- logs/train/plugins/profile/2022_08_01_10_37_44/69b8c9136d1c.input_pipeline.pb +3 -0
- logs/train/plugins/profile/2022_08_01_10_37_44/69b8c9136d1c.kernel_stats.pb +3 -0
- logs/train/plugins/profile/2022_08_01_10_37_44/69b8c9136d1c.memory_profile.json.gz +3 -0
- logs/train/plugins/profile/2022_08_01_10_37_44/69b8c9136d1c.overview_page.pb +3 -0
- logs/train/plugins/profile/2022_08_01_10_37_44/69b8c9136d1c.tensorflow_stats.pb +3 -0
- logs/train/plugins/profile/2022_08_01_10_37_44/69b8c9136d1c.trace.json.gz +3 -0
- logs/train/plugins/profile/2022_08_01_10_37_44/69b8c9136d1c.xplane.pb +3 -0
- logs/validation/events.out.tfevents.1659350281.69b8c9136d1c.33.1.v2 +3 -0
- special_tokens_map.json +7 -0
- tf_model.h5 +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +14 -0
- vocab.txt +0 -0
README.md
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---
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license: apache-2.0
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tags:
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- generated_from_keras_callback
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model-index:
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- name: silviacamplani/distilbert-base-uncased-finetuned-ner-wnut
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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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# silviacamplani/distilbert-base-uncased-finetuned-ner-wnut
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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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- Train Loss: 0.3427
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- Validation Loss: 0.3909
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- Train Precision: 0.5852
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- Train Recall: 0.0945
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- Train F1: 0.1627
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- Train Accuracy: 0.9023
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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: {'inner_optimizer': {'class_name': 'AdamWeightDecay', 'config': {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 636, '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}}, 'dynamic': True, 'initial_scale': 32768.0, 'dynamic_growth_steps': 2000}
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- training_precision: mixed_float16
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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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| 0.3427 | 0.3909 | 0.5852 | 0.0945 | 0.1627 | 0.9023 | 0 |
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### Framework versions
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- Transformers 4.20.1
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- TensorFlow 2.6.4
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- Datasets 2.1.0
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- Tokenizers 0.12.1
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config.json
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{
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"_name_or_path": "distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForTokenClassification"
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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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"hidden_dim": 3072,
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"id2label": {
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"0": "O",
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"1": "B-corporation",
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"2": "I-corporation",
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"3": "B-creative-work",
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"4": "I-creative-work",
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"5": "B-group",
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"6": "I-group",
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"7": "B-location",
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"8": "I-location",
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"9": "B-person",
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"10": "I-person",
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"11": "B-product",
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"12": "I-product"
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},
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"initializer_range": 0.02,
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"label2id": {
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"B-corporation": 1,
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"B-creative-work": 3,
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"B-group": 5,
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"B-location": 7,
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"B-person": 9,
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"B-product": 11,
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"I-corporation": 2,
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"I-creative-work": 4,
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"I-group": 6,
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"I-location": 8,
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"I-person": 10,
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"I-product": 12,
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"O": 0
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},
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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": "4.20.1",
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"vocab_size": 30522
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}
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logs/train/events.out.tfevents.1659350249.69b8c9136d1c.33.0.v2
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logs/train/events.out.tfevents.1659350264.69b8c9136d1c.profile-empty
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logs/train/plugins/profile/2022_08_01_10_37_44/69b8c9136d1c.input_pipeline.pb
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logs/train/plugins/profile/2022_08_01_10_37_44/69b8c9136d1c.kernel_stats.pb
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logs/validation/events.out.tfevents.1659350281.69b8c9136d1c.33.1.v2
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special_tokens_map.json
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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tf_model.h5
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tokenizer.json
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tokenizer_config.json
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"name_or_path": "distilbert-base-uncased",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"special_tokens_map_file": null,
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "DistilBertTokenizer",
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"unk_token": "[UNK]"
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}
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vocab.txt
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