Initial upload
Browse files- README.md +57 -0
- added_tokens.json +1 -0
- all_results.json +15 -0
- config.json +54 -0
- generated_predictions.txt +0 -0
- pytorch_model.bin +3 -0
- sources.txt +0 -0
- special_tokens_map.json +1 -0
- spiece.model +3 -0
- targets.txt +0 -0
- test_results.json +9 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
- train_results.json +8 -0
- trainer_state.json +451 -0
- training_args.bin +3 -0
README.md
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---
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license: mit
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tags:
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- generated_from_trainer
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datasets:
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- german_dpr
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model-index:
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- name: german-qg-t5-quad
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results: []
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---
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# t5-base-pretrained-qg
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This model is fine-tuned in question generation in German. The expected answer must be highlighted with `<hl>` token.
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## Task example
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#### Input
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```
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generate question: Obwohl die Vereinigten Staaten wie auch viele Staaten des Commonwealth Erben des <hl>britischen Common Laws<hl> sind, setzt sich das amerikanische Recht bedeutend davon ab. Dies rührt größtenteils von dem langen Zeitraum her, [...]
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```
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#### Expected output
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```
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Von welchem Gesetzt stammt das Amerikanische ab?
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```
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## Model description
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This model is a fine-tuned version of [valhalla/t5-base-qg-hl](https://huggingface.co/valhalla/t5-base-qg-hl) on the [GermanQUAD](https://www.deepset.ai/germanquad) dataset.
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## Training and evaluation data
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The training script can be accessed [here](https://github.com/d-e-h-i-o/german-qg).
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### Evaluation
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The model achieves a BLEU-4 score of **11.30** on the GermanQuAD test set (n=2204).
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0001
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- train_batch_size: 2
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- eval_batch_size: 2
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- seed: 100
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 16
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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: 10
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### Framework versions
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- Transformers 4.13.0.dev0
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- Pytorch 1.10.0+cu102
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- Datasets 1.16.1
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- Tokenizers 0.10.3
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added_tokens.json
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{"<hl>": 32100}
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all_results.json
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{
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"epoch": 10.0,
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"predict_bleu": 13.4716,
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"predict_gen_len": 16.7945,
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"predict_loss": 1.5842393636703491,
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"predict_runtime": 384.6342,
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"predict_samples": 2204,
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"predict_samples_per_second": 5.73,
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"predict_steps_per_second": 2.865,
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"train_loss": 0.9689414988638463,
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"train_runtime": 6282.5026,
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"train_samples": 11518,
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"train_samples_per_second": 18.333,
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"train_steps_per_second": 1.144
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}
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config.json
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{
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"_name_or_path": "dehio/german-qg-t5-quad",
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"architectures": [
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"T5ForConditionalGeneration"
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],
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"d_ff": 3072,
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"d_kv": 64,
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"d_model": 768,
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"decoder_start_token_id": 0,
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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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"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": 12,
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"num_heads": 12,
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"num_layers": 12,
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"output_past": true,
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"pad_token_id": 0,
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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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"max_length": 32,
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"num_beams": 4,
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"prefix": ""
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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": 32,
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"num_beams": 4,
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"prefix": ""
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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": 32,
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"num_beams": 4,
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"prefix": ""
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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": 32,
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"num_beams": 4,
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"prefix": ""
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}
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},
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"torch_dtype": "float32",
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"transformers_version": "4.13.0.dev0",
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"use_cache": true,
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"vocab_size": 32101
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}
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generated_predictions.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 sha256:79b661c5955b1c3ecaada3bb43f35502b8107bf7313e97a177006f6244d14fc6
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size 891647935
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sources.txt
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special_tokens_map.json
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{"eos_token": "</s>", "unk_token": "<unk>", "pad_token": "<pad>", "additional_special_tokens": ["<extra_id_0>", "<extra_id_1>", "<extra_id_2>", "<extra_id_3>", "<extra_id_4>", "<extra_id_5>", "<extra_id_6>", "<extra_id_7>", "<extra_id_8>", "<extra_id_9>", "<extra_id_10>", "<extra_id_11>", "<extra_id_12>", "<extra_id_13>", "<extra_id_14>", "<extra_id_15>", "<extra_id_16>", "<extra_id_17>", "<extra_id_18>", "<extra_id_19>", "<extra_id_20>", "<extra_id_21>", "<extra_id_22>", "<extra_id_23>", "<extra_id_24>", "<extra_id_25>", "<extra_id_26>", "<extra_id_27>", "<extra_id_28>", "<extra_id_29>", "<extra_id_30>", "<extra_id_31>", "<extra_id_32>", "<extra_id_33>", "<extra_id_34>", "<extra_id_35>", "<extra_id_36>", "<extra_id_37>", "<extra_id_38>", "<extra_id_39>", "<extra_id_40>", "<extra_id_41>", "<extra_id_42>", "<extra_id_43>", "<extra_id_44>", "<extra_id_45>", "<extra_id_46>", "<extra_id_47>", "<extra_id_48>", "<extra_id_49>", "<extra_id_50>", "<extra_id_51>", "<extra_id_52>", "<extra_id_53>", "<extra_id_54>", "<extra_id_55>", "<extra_id_56>", "<extra_id_57>", "<extra_id_58>", "<extra_id_59>", "<extra_id_60>", "<extra_id_61>", "<extra_id_62>", "<extra_id_63>", "<extra_id_64>", "<extra_id_65>", "<extra_id_66>", "<extra_id_67>", "<extra_id_68>", "<extra_id_69>", "<extra_id_70>", "<extra_id_71>", "<extra_id_72>", "<extra_id_73>", "<extra_id_74>", "<extra_id_75>", "<extra_id_76>", "<extra_id_77>", "<extra_id_78>", "<extra_id_79>", "<extra_id_80>", "<extra_id_81>", "<extra_id_82>", "<extra_id_83>", "<extra_id_84>", "<extra_id_85>", "<extra_id_86>", "<extra_id_87>", "<extra_id_88>", "<extra_id_89>", "<extra_id_90>", "<extra_id_91>", "<extra_id_92>", "<extra_id_93>", "<extra_id_94>", "<extra_id_95>", "<extra_id_96>", "<extra_id_97>", "<extra_id_98>", "<extra_id_99>"]}
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spiece.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:d60acb128cf7b7f2536e8f38a5b18a05535c9e14c7a355904270e15b0945ea86
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size 791656
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targets.txt
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test_results.json
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{
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"predict_bleu": 13.4716,
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"predict_gen_len": 16.7945,
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"predict_loss": 1.5842393636703491,
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"predict_runtime": 384.6342,
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"predict_samples": 2204,
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"predict_samples_per_second": 5.73,
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"predict_steps_per_second": 2.865
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}
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tokenizer.json
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tokenizer_config.json
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{"eos_token": "</s>", "unk_token": "<unk>", "pad_token": "<pad>", "extra_ids": 100, "additional_special_tokens": ["<extra_id_0>", "<extra_id_1>", "<extra_id_2>", "<extra_id_3>", "<extra_id_4>", "<extra_id_5>", "<extra_id_6>", "<extra_id_7>", "<extra_id_8>", "<extra_id_9>", "<extra_id_10>", "<extra_id_11>", "<extra_id_12>", "<extra_id_13>", "<extra_id_14>", "<extra_id_15>", "<extra_id_16>", "<extra_id_17>", "<extra_id_18>", "<extra_id_19>", "<extra_id_20>", "<extra_id_21>", "<extra_id_22>", "<extra_id_23>", "<extra_id_24>", "<extra_id_25>", "<extra_id_26>", "<extra_id_27>", "<extra_id_28>", "<extra_id_29>", "<extra_id_30>", "<extra_id_31>", "<extra_id_32>", "<extra_id_33>", "<extra_id_34>", "<extra_id_35>", "<extra_id_36>", "<extra_id_37>", "<extra_id_38>", "<extra_id_39>", "<extra_id_40>", "<extra_id_41>", "<extra_id_42>", "<extra_id_43>", "<extra_id_44>", "<extra_id_45>", "<extra_id_46>", "<extra_id_47>", "<extra_id_48>", "<extra_id_49>", "<extra_id_50>", "<extra_id_51>", "<extra_id_52>", "<extra_id_53>", "<extra_id_54>", "<extra_id_55>", "<extra_id_56>", "<extra_id_57>", "<extra_id_58>", "<extra_id_59>", "<extra_id_60>", "<extra_id_61>", "<extra_id_62>", "<extra_id_63>", "<extra_id_64>", "<extra_id_65>", "<extra_id_66>", "<extra_id_67>", "<extra_id_68>", "<extra_id_69>", "<extra_id_70>", "<extra_id_71>", "<extra_id_72>", "<extra_id_73>", "<extra_id_74>", "<extra_id_75>", "<extra_id_76>", "<extra_id_77>", "<extra_id_78>", "<extra_id_79>", "<extra_id_80>", "<extra_id_81>", "<extra_id_82>", "<extra_id_83>", "<extra_id_84>", "<extra_id_85>", "<extra_id_86>", "<extra_id_87>", "<extra_id_88>", "<extra_id_89>", "<extra_id_90>", "<extra_id_91>", "<extra_id_92>", "<extra_id_93>", "<extra_id_94>", "<extra_id_95>", "<extra_id_96>", "<extra_id_97>", "<extra_id_98>", "<extra_id_99>"], "model_max_length": 512, "special_tokens_map_file": "models/german-qg-t5/special_tokens_map.json", "full_tokenizer_file": null, "name_or_path": "dehio/german-qg-t5-quad", "sp_model_kwargs": {}, "tokenizer_class": "T5Tokenizer"}
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train_results.json
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{
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"epoch": 10.0,
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"train_loss": 0.9689414988638463,
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"train_runtime": 6282.5026,
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"train_samples": 11518,
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"train_samples_per_second": 18.333,
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"train_steps_per_second": 1.144
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}
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trainer_state.json
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training_args.bin
ADDED
@@ -0,0 +1,3 @@
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