gokulsrinivasagan
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Model save
Browse files- README.md +66 -0
- config.json +30 -0
- logs/events.out.tfevents.1733843464.ki-g0008.683966.32 +3 -0
- model.safetensors +3 -0
- special_tokens_map.json +37 -0
- tokenizer.json +0 -0
- tokenizer_config.json +55 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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library_name: transformers
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base_model: gokulsrinivasagan/bert_tiny_lda_20_v1_book
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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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model-index:
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- name: bert_tiny_lda_20_v1_book_wnli
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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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# bert_tiny_lda_20_v1_book_wnli
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This model is a fine-tuned version of [gokulsrinivasagan/bert_tiny_lda_20_v1_book](https://huggingface.co/gokulsrinivasagan/bert_tiny_lda_20_v1_book) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.7329
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- Accuracy: 0.2958
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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: 256
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- eval_batch_size: 256
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- seed: 10
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- num_epochs: 50
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 0.7059 | 1.0 | 3 | 0.7168 | 0.3239 |
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| 0.6968 | 2.0 | 6 | 0.7073 | 0.4507 |
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| 0.6986 | 3.0 | 9 | 0.7241 | 0.3944 |
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| 0.6968 | 4.0 | 12 | 0.7089 | 0.4648 |
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| 0.6932 | 5.0 | 15 | 0.7106 | 0.4789 |
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| 0.6931 | 6.0 | 18 | 0.7262 | 0.3239 |
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| 0.689 | 7.0 | 21 | 0.7329 | 0.2958 |
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### Framework versions
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- Transformers 4.46.3
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- Pytorch 2.2.1+cu118
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- Datasets 2.17.0
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- Tokenizers 0.20.3
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config.json
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{
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"_name_or_path": "gokulsrinivasagan/bert_tiny_lda_20_v1_book",
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"dim": 512,
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"dropout": 0.1,
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"finetuning_task": "wnli",
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"hidden_dim": 3072,
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"initializer_range": 0.02,
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"label2id": {
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"entailment": 1,
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"not_entailment": 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": 8,
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"n_layers": 4,
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"n_topics": 20,
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"pad_token_id": 0,
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"problem_type": "single_label_classification",
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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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"torch_dtype": "float32",
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"transformers_version": "4.46.3",
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"vocab_size": 30522
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}
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logs/events.out.tfevents.1733843464.ki-g0008.683966.32
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version https://git-lfs.github.com/spec/v1
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oid sha256:5574ed47a2c9bbcdaffa945aaf050e13fa6b3bfeb0f77853c4bafd4d702c4fde
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size 9126
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d9ab795ea70c4f9ec1d53c7368ff68544fe38ca34ff53a5cb1d50541ed660f9c
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size 131856744
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special_tokens_map.json
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{
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"cls_token": {
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"content": "[CLS]",
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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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},
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"mask_token": {
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"content": "[MASK]",
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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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},
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"pad_token": {
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"content": "[PAD]",
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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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},
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"sep_token": {
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"content": "[SEP]",
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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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},
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"unk_token": {
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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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}
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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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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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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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"100": {
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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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"101": {
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"content": "[CLS]",
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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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"102": {
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"content": "[SEP]",
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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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"103": {
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"content": "[MASK]",
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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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},
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"clean_up_tokenization_spaces": false,
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"cls_token": "[CLS]",
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"do_lower_case": true,
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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": "[SEP]",
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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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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:b9f0828700e59931f7325ca1de27da93133a189aa459cecaf695ce0317efc385
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size 5304
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vocab.txt
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