jenslemmens
commited on
Commit
•
dcb555b
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Parent(s):
b0bd7e0
Training in progress, epoch 0
Browse files- .gitattributes +1 -0
- README.md +56 -0
- all_results.json +16 -0
- config.json +47 -0
- eval_results.json +11 -0
- model.safetensors +3 -0
- special_tokens_map.json +15 -0
- tokenizer.json +3 -0
- tokenizer_config.json +54 -0
- train_results.json +8 -0
- trainer_state.json +42 -0
- training_args.bin +3 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: mit
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base_model: xlm-roberta-base
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tags:
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- generated_from_trainer
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model-index:
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- name: dutch_genre_classifier
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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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# dutch_genre_classifier
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This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on an unknown dataset.
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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: 3e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps: 2
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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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- lr_scheduler_warmup_ratio: 0.06
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- num_epochs: 2.0
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- mixed_precision_training: Native AMP
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### Training results
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### Framework versions
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- Transformers 4.36.2
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- Pytorch 2.1.2+cu121
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- Datasets 2.16.1
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- Tokenizers 0.15.0
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all_results.json
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{
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"epoch": 2.0,
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"eval_fscore": 0.9706675849357428,
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"eval_loss": 0.14040668308734894,
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"eval_precision": 0.971255206348869,
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"eval_recall": 0.9707142857142858,
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"eval_runtime": 9.1586,
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"eval_samples": 1400,
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"eval_samples_per_second": 152.862,
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"eval_steps_per_second": 19.108,
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"train_loss": 0.23042542536496113,
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"train_runtime": 543.7059,
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"train_samples": 11415,
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"train_samples_per_second": 41.99,
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"train_steps_per_second": 2.623
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}
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config.json
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{
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"_name_or_path": "xlm-roberta-base",
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"architectures": [
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"XLMRobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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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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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"essay": 0,
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"facebook": 1,
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"literature": 2,
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"news": 3,
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"parliament": 4,
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"review": 5,
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"tweet": 6
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "xlm-roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"output_past": true,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.36.2",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 250002
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}
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eval_results.json
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{
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"epoch": 2.0,
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"eval_fscore": 0.9706675849357428,
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"eval_loss": 0.14040668308734894,
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"eval_precision": 0.971255206348869,
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"eval_recall": 0.9707142857142858,
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"eval_runtime": 9.1586,
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"eval_samples": 1400,
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"eval_samples_per_second": 152.862,
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"eval_steps_per_second": 19.108
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:6324287db9f024b0b16b5f14604a95fc00868a83aabc2363ae02f2ad9a70148b
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size 1112220388
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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}
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:f59925fcb90c92b894cb93e51bb9b4a6105c5c249fe54ce1c704420ac39b81af
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tokenizer_config.json
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},
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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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"bos_token": "<s>",
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"eos_token": "</s>",
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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": "</s>",
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"tokenizer_class": "XLMRobertaTokenizer",
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"unk_token": "<unk>"
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}
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train_results.json
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{
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"epoch": 2.0,
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"train_loss": 0.23042542536496113,
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"train_runtime": 543.7059,
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"train_samples": 11415,
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"train_samples_per_second": 41.99,
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"train_steps_per_second": 2.623
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}
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trainer_state.json
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{
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"best_metric": null,
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"best_model_checkpoint": null,
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"epoch": 1.9985984583041345,
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"eval_steps": 500,
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"global_step": 1426,
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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": 0.7,
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"learning_rate": 2.082089552238806e-05,
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"loss": 0.481,
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"step": 500
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},
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{
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"epoch": 1.4,
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"learning_rate": 9.62686567164179e-06,
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"loss": 0.1133,
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"step": 1000
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},
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{
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"step": 1426,
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}
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],
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"logging_steps": 500,
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"max_steps": 1426,
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"num_input_tokens_seen": 0,
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"num_train_epochs": 2,
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"save_steps": 500,
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"train_batch_size": 8,
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"trial_name": null,
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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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size 4856
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