End of training
Browse files- README.md +76 -0
- config.json +61 -0
- generation_config.json +6 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +109 -0
- tokenizer.json +0 -0
- tokenizer_config.json +112 -0
- training_args.bin +3 -0
README.md
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---
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license: apache-2.0
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base_model: t5-small
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tags:
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- generated_from_trainer
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metrics:
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- rouge
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- bleu
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model-index:
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- name: Fine_Tuned_T5_small_for_DailyDialog
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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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# Fine_Tuned_T5_small_for_DailyDialog
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This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.5891
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- Rouge1: 11.0459
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- Rouge2: 2.2404
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- Rougel: 10.5072
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- Rougelsum: 10.7781
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- Bleu: 0.8903
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- Gen Len: 7.111
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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: 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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- lr_scheduler_warmup_steps: 10
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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Bleu | Gen Len |
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|:-------------:|:-----:|:----:|:---------------:|:-------:|:------:|:-------:|:---------:|:------:|:-------:|
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| 2.0809 | 1.0 | 313 | 1.7698 | 9.3634 | 1.6744 | 8.9437 | 9.0705 | 0.6728 | 8.217 |
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| 1.4771 | 2.0 | 626 | 1.3016 | 10.1104 | 1.7728 | 9.6869 | 9.8809 | 0.0 | 6.527 |
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| 1.2084 | 3.0 | 939 | 1.0781 | 10.3142 | 2.0722 | 9.8421 | 10.0426 | 0.7095 | 6.272 |
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| 1.0171 | 4.0 | 1252 | 0.9219 | 10.299 | 2.107 | 9.8825 | 10.1102 | 0.7598 | 6.246 |
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| 0.9029 | 5.0 | 1565 | 0.7993 | 10.5767 | 2.0701 | 10.0645 | 10.3152 | 0.88 | 6.94 |
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| 0.7979 | 6.0 | 1878 | 0.7169 | 10.618 | 2.0406 | 10.0889 | 10.3652 | 0.9014 | 7.047 |
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| 0.7266 | 7.0 | 2191 | 0.6627 | 10.8584 | 2.1613 | 10.292 | 10.575 | 0.8766 | 6.769 |
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| 0.692 | 8.0 | 2504 | 0.6231 | 11.2891 | 2.2669 | 10.7278 | 11.0423 | 0.9933 | 7.273 |
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| 0.6724 | 9.0 | 2817 | 0.5956 | 11.2029 | 2.2399 | 10.6659 | 10.9419 | 0.9988 | 7.512 |
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| 0.65 | 10.0 | 3130 | 0.5891 | 11.0459 | 2.2404 | 10.5072 | 10.7781 | 0.8903 | 7.111 |
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### Framework versions
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- Transformers 4.32.0
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- Pytorch 2.0.1+cu118
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- Datasets 2.14.4
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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": "t5-small",
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"architectures": [
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"T5ForConditionalGeneration"
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],
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"classifier_dropout": 0.0,
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"d_ff": 2048,
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"d_kv": 64,
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"d_model": 512,
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"decoder_start_token_id": 0,
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"dense_act_fn": "relu",
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"dropout_rate": 0.1,
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"eos_token_id": 1,
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"feed_forward_proj": "relu",
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"initializer_factor": 1.0,
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"is_encoder_decoder": true,
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"is_gated_act": false,
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"layer_norm_epsilon": 1e-06,
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"model_type": "t5",
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"n_positions": 512,
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"num_decoder_layers": 6,
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"num_heads": 8,
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"num_layers": 6,
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"output_past": true,
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"pad_token_id": 0,
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"relative_attention_max_distance": 128,
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"relative_attention_num_buckets": 32,
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"task_specific_params": {
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"summarization": {
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"early_stopping": true,
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"length_penalty": 2.0,
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"max_length": 200,
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"min_length": 30,
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"no_repeat_ngram_size": 3,
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"num_beams": 4,
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"prefix": "summarize: "
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},
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"translation_en_to_de": {
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"early_stopping": true,
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"max_length": 300,
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"num_beams": 4,
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"prefix": "translate English to German: "
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},
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"translation_en_to_fr": {
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"early_stopping": true,
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"max_length": 300,
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"num_beams": 4,
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"prefix": "translate English to French: "
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},
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"translation_en_to_ro": {
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"early_stopping": true,
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"max_length": 300,
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"num_beams": 4,
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"prefix": "translate English to Romanian: "
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}
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},
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"torch_dtype": "float32",
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"transformers_version": "4.32.0",
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"use_cache": true,
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"vocab_size": 32104
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}
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generation_config.json
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{
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"decoder_start_token_id": 0,
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"eos_token_id": 1,
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"pad_token_id": 0,
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"transformers_version": "4.32.0"
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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 sha256:0d6d221dd2ddc6404dffcb5caac5ffbb3c4dc25837573ddfd9dc90021d29b337
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size 242022489
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special_tokens_map.json
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{
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"additional_special_tokens": [
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],
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"bos_token": "<|startoftext|>",
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"eos_token": "<|endoftext|>",
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"pad_token": "<|pad|>",
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"sep_token": "<|sep|>",
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"unk_token": "<unk>"
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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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"additional_special_tokens": [
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"<extra_id_0>",
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|
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|
16 |
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|
17 |
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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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|
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|
25 |
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|
26 |
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|
27 |
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|
28 |
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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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|
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|
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|
37 |
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|
38 |
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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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|
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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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|
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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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|
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|
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|
97 |
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|
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|
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|
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|
101 |
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|
102 |
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"<extra_id_99>"
|
103 |
+
],
|
104 |
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"bos_token": "<|startoftext|>",
|
105 |
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"clean_up_tokenization_spaces": true,
|
106 |
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"eos_token": "<|endoftext|>",
|
107 |
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"extra_ids": 100,
|
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"model_max_length": 512,
|
109 |
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"pad_token": "<|pad|>",
|
110 |
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"tokenizer_class": "T5Tokenizer",
|
111 |
+
"unk_token": "<unk>"
|
112 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
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oid sha256:4d0c37895afe8dfd6b7afbc7127ede7405db13e6bd4eb2649f87dfbd40496baa
|
3 |
+
size 4155
|