nishmithaur
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add model
Browse files- .gitignore +1 -0
- README.md +67 -0
- config.json +46 -0
- pytorch_model.bin +3 -0
- runs/Jul26_11-24-51_fa721952f957/1627298796.8540747/events.out.tfevents.1627298796.fa721952f957.61.1 +3 -0
- runs/Jul26_11-24-51_fa721952f957/events.out.tfevents.1627298796.fa721952f957.61.0 +3 -0
- runs/Jul26_11-24-51_fa721952f957/events.out.tfevents.1627311253.fa721952f957.61.2 +3 -0
- special_tokens_map.json +1 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
.gitignore
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checkpoint-*/
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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_trainer
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datasets:
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- conll2003
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model_index:
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- name: distilbert-base-uncased-finetuned-ner
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results:
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- task:
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name: Token Classification
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type: token-classification
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dataset:
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name: conll2003
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type: conll2003
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args: conll2003
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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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# distilbert-base-uncased-finetuned-ner
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This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the conll2003 dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0623
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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: 2e-05
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- train_batch_size: 16
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- eval_batch_size: 16
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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: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 0.2377 | 1.0 | 878 | 0.0711 |
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| 0.0514 | 2.0 | 1756 | 0.0637 |
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| 0.031 | 3.0 | 2634 | 0.0623 |
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### Framework versions
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- Transformers 4.9.0
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- Pytorch 1.9.0+cu102
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- Datasets 1.10.2
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- Tokenizers 0.10.3
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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": "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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"7": "LABEL_7",
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"8": "LABEL_8"
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},
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"initializer_range": 0.02,
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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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"LABEL_7": 7,
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"LABEL_8": 8
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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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"torch_dtype": "float32",
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"transformers_version": "4.9.0",
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"vocab_size": 30522
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:7772de0a33135c23a927175b269112dc1ff986bbf1abdeec8ad1bdb0b14fab2f
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size 265517173
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runs/Jul26_11-24-51_fa721952f957/1627298796.8540747/events.out.tfevents.1627298796.fa721952f957.61.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:179cfc4fce0d59d5457280a80fb0a33a1ec0c0048e8f3a87301237c79a89f5a5
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size 4198
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runs/Jul26_11-24-51_fa721952f957/events.out.tfevents.1627298796.fa721952f957.61.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:a6d253708c849856cc08ddd5be65d6e91bdf5ab2a5a797762ee346ca76742412
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size 5180
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runs/Jul26_11-24-51_fa721952f957/events.out.tfevents.1627311253.fa721952f957.61.2
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version https://git-lfs.github.com/spec/v1
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oid sha256:8171f12280e138adc06db8b080840734c9db2093737d3e6ff3353b2b66514fcc
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size 311
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special_tokens_map.json
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{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
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tokenizer.json
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tokenizer_config.json
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{"do_lower_case": true, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "distilbert-base-uncased", "tokenizer_class": "DistilBertTokenizer"}
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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:cae3f2b133bbcd910ddb294260e495cf0a7c3302bae1f710ff0703c0c2485696
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size 2671
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vocab.txt
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