stuartmesham
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Commit
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4d819ab
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Parent(s):
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Browse files- README.md +62 -0
- added_tokens.json +3 -0
- all_results.json +14 -0
- config.json +0 -0
- eval_results.json +9 -0
- inference_tweak_params.json +1 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +54 -0
- tokenizer.json +0 -0
- tokenizer_config.json +68 -0
- train_results.json +8 -0
- trainer_state.json +67 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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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: deberta-large_lemon_5k_4_p3
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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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# deberta-large_lemon_5k_4_p3
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This model is a fine-tuned version of [model_saves/deberta-large_lemon_5k_4_p2](https://huggingface.co/model_saves/deberta-large_lemon_5k_4_p2) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4267
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- Accuracy: 0.9416
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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: 1e-05
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- train_batch_size: 128
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- eval_batch_size: 128
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- seed: 72
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- distributed_type: multi-GPU
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: constant
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- num_epochs: 15.0
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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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| No log | 1.0 | 268 | 0.4267 | 0.9416 |
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| No log | 2.0 | 536 | 0.4596 | 0.9403 |
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| No log | 3.0 | 804 | 0.5083 | 0.9401 |
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| 0.2208 | 4.0 | 1072 | 0.5562 | 0.9394 |
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### Framework versions
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- Transformers 4.21.0.dev0
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- Pytorch 1.11.0+cu113
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- Datasets 2.3.2
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- Tokenizers 0.12.1
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added_tokens.json
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{
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"$START": 50265
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}
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all_results.json
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{
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"epoch": 4.0,
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"eval_accuracy": 0.9415858853520276,
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"eval_loss": 0.4267314672470093,
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"eval_runtime": 4.6418,
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"eval_samples": 4382,
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"eval_samples_per_second": 944.039,
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"eval_steps_per_second": 7.54,
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"train_loss": 0.21498672375038488,
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"train_runtime": 468.6637,
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"train_samples": 34304,
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"train_samples_per_second": 1097.93,
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"train_steps_per_second": 8.578
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}
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config.json
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eval_results.json
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{
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"epoch": 4.0,
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"eval_accuracy": 0.9415858853520276,
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"eval_loss": 0.4267314672470093,
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"eval_runtime": 4.6418,
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"eval_samples": 4382,
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"eval_samples_per_second": 944.039,
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"eval_steps_per_second": 7.54
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}
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inference_tweak_params.json
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{"min_error_probability": 0.64, "additional_confidence": 0.36}
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merges.txt
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:57a465dd956eac3a7b80901d0d19100dfd33aad619b002936d755527666e8622
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size 1641311087
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"$START"
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],
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"bos_token": {
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"content": "[CLS]",
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"lstrip": false,
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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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"cls_token": {
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"content": "[CLS]",
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"lstrip": false,
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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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"eos_token": {
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"lstrip": false,
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"normalized": true,
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},
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"mask_token": {
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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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"pad_token": {
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"content": "[PAD]",
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"lstrip": false,
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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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"sep_token": {
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"content": "[SEP]",
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"lstrip": false,
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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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"unk_token": {
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"content": "[UNK]",
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"lstrip": false,
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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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}
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tokenizer.json
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tokenizer_config.json
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{
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"add_bos_token": false,
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"add_prefix_space": true,
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"add_special_tokens": false,
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"bos_token": {
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"__type": "AddedToken",
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"content": "[CLS]",
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"lstrip": false,
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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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"cls_token": {
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"__type": "AddedToken",
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"content": "[CLS]",
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"lstrip": false,
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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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"do_lower_case": false,
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"eos_token": {
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"__type": "AddedToken",
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"content": "[SEP]",
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"lstrip": false,
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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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"errors": "replace",
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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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"name_or_path": "model_saves/deberta-large_lemon_5k_4_p2",
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"pad_token": {
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"__type": "AddedToken",
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"content": "[PAD]",
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"lstrip": false,
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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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"sep_token": {
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"__type": "AddedToken",
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"content": "[SEP]",
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"lstrip": false,
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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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"special_tokens_map_file": null,
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"tokenizer_class": "DebertaTokenizer",
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"unk_token": {
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"__type": "AddedToken",
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"content": "[UNK]",
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"lstrip": false,
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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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"vocab_type": "gpt2"
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}
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train_results.json
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{
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"epoch": 4.0,
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"train_loss": 0.21498672375038488,
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"train_runtime": 468.6637,
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"train_samples": 34304,
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"train_samples_per_second": 1097.93,
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"train_steps_per_second": 8.578
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}
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trainer_state.json
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{
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"best_metric": 0.9415858853520276,
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"best_model_checkpoint": "model_saves/deberta-large_lemon_5k_4_p3/checkpoint-268",
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"epoch": 4.0,
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"global_step": 1072,
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"is_hyper_param_search": false,
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"is_local_process_zero": true,
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"is_world_process_zero": true,
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"log_history": [
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{
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"epoch": 1.0,
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"step": 268
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},
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{
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"epoch": 2.0,
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},
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{
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"epoch": 3.0,
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},
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{
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},
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{
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},
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{
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"train_steps_per_second": 8.578
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}
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],
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"max_steps": 4020,
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"num_train_epochs": 15,
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"trial_params": null
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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 sha256:458dedf1921505b9e1377603c4c5f3de2503fb4a09b561ac06b663c841ecbc74
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size 3439
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vocab.json
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