sosuke/Swallow-7b-hf-oasst1-21k-ja-hh-rlhf-12k-ja
Browse files- README.md +99 -0
- adapter_config.json +34 -0
- adapter_model.safetensors +3 -0
- added_tokens.json +5 -0
- special_tokens_map.json +33 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +71 -0
- training_args.bin +3 -0
README.md
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---
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base_model: llm-book/Swallow-7b-hf-oasst1-21k-ja
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library_name: peft
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tags:
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- trl
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- dpo
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- generated_from_trainer
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model-index:
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- name: preference_tuning_results
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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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# preference_tuning_results
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This model is a fine-tuned version of [llm-book/Swallow-7b-hf-oasst1-21k-ja](https://huggingface.co/llm-book/Swallow-7b-hf-oasst1-21k-ja) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6610
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- Rewards/chosen: -0.1479
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- Rewards/rejected: -0.2665
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- Rewards/accuracies: 0.5917
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- Rewards/margins: 0.1186
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- Logps/rejected: -146.9710
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- Logps/chosen: -134.8070
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- Logits/rejected: 0.3116
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- Logits/chosen: 0.3255
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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-06
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- train_batch_size: 4
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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: 8
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 1
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
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|:-------------:|:------:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|
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| 0.6935 | 0.0337 | 50 | 0.6908 | 0.0025 | -0.0026 | 0.5417 | 0.0050 | -144.3320 | -133.3038 | 0.1607 | 0.1710 |
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| 0.6936 | 0.0673 | 100 | 0.6915 | 0.0016 | -0.0021 | 0.5750 | 0.0037 | -144.3277 | -133.3129 | 0.1674 | 0.1783 |
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| 0.6905 | 0.1010 | 150 | 0.6889 | 0.0026 | -0.0067 | 0.5167 | 0.0093 | -144.3729 | -133.3024 | 0.1746 | 0.1857 |
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| 0.6891 | 0.1347 | 200 | 0.6886 | 0.0109 | 0.0007 | 0.5250 | 0.0102 | -144.2993 | -133.2191 | 0.1697 | 0.1812 |
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| 0.6866 | 0.1684 | 250 | 0.6865 | 0.0219 | 0.0071 | 0.5917 | 0.0148 | -144.2358 | -133.1099 | 0.1783 | 0.1895 |
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| 0.6851 | 0.2020 | 300 | 0.6826 | 0.0255 | 0.0020 | 0.6000 | 0.0234 | -144.2859 | -133.0740 | 0.1736 | 0.1853 |
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| 0.6842 | 0.2357 | 350 | 0.6820 | 0.0240 | -0.0014 | 0.6083 | 0.0254 | -144.3206 | -133.0886 | 0.1721 | 0.1833 |
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| 0.679 | 0.2694 | 400 | 0.6761 | 0.0333 | -0.0070 | 0.5750 | 0.0404 | -144.3764 | -132.9950 | 0.1766 | 0.1877 |
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| 0.6814 | 0.3030 | 450 | 0.6741 | 0.0215 | -0.0244 | 0.5333 | 0.0459 | -144.5500 | -133.1130 | 0.1943 | 0.2060 |
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| 0.674 | 0.3367 | 500 | 0.6693 | 0.0179 | -0.0423 | 0.5667 | 0.0602 | -144.7297 | -133.1494 | 0.2098 | 0.2217 |
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| 0.6748 | 0.3704 | 550 | 0.6691 | -0.0133 | -0.0788 | 0.5583 | 0.0655 | -145.0942 | -133.4615 | 0.2477 | 0.2594 |
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| 0.6673 | 0.4040 | 600 | 0.6615 | -0.0450 | -0.1350 | 0.6000 | 0.0899 | -145.6558 | -133.7786 | 0.3043 | 0.3172 |
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| 0.6769 | 0.4377 | 650 | 0.6654 | -0.0385 | -0.1222 | 0.6000 | 0.0837 | -145.5283 | -133.7136 | 0.2800 | 0.2928 |
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| 0.6677 | 0.4714 | 700 | 0.6643 | -0.0537 | -0.1442 | 0.6167 | 0.0905 | -145.7482 | -133.8651 | 0.2681 | 0.2808 |
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| 0.675 | 0.5051 | 750 | 0.6596 | -0.0396 | -0.1394 | 0.6083 | 0.0998 | -145.7003 | -133.7247 | 0.2512 | 0.2644 |
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| 0.6633 | 0.5387 | 800 | 0.6607 | -0.0756 | -0.1792 | 0.5833 | 0.1036 | -146.0984 | -134.0848 | 0.2626 | 0.2751 |
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| 0.6661 | 0.5724 | 850 | 0.6603 | -0.0903 | -0.2000 | 0.6000 | 0.1097 | -146.3066 | -134.2316 | 0.2735 | 0.2861 |
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| 0.6677 | 0.6061 | 900 | 0.6619 | -0.0994 | -0.2070 | 0.5750 | 0.1076 | -146.3762 | -134.3224 | 0.2735 | 0.2864 |
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| 0.6614 | 0.6397 | 950 | 0.6615 | -0.1019 | -0.2104 | 0.5750 | 0.1084 | -146.4101 | -134.3480 | 0.2690 | 0.2818 |
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| 0.6514 | 0.6734 | 1000 | 0.6610 | -0.1138 | -0.2245 | 0.6000 | 0.1107 | -146.5513 | -134.4665 | 0.2835 | 0.2963 |
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| 0.6625 | 0.7071 | 1050 | 0.6602 | -0.1136 | -0.2259 | 0.5833 | 0.1124 | -146.5656 | -134.4642 | 0.2873 | 0.3006 |
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| 0.6421 | 0.7407 | 1100 | 0.6610 | -0.1285 | -0.2408 | 0.5833 | 0.1122 | -146.7140 | -134.6137 | 0.2892 | 0.3024 |
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| 0.6438 | 0.7744 | 1150 | 0.6585 | -0.1373 | -0.2590 | 0.5750 | 0.1217 | -146.8963 | -134.7020 | 0.3015 | 0.3152 |
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| 0.6534 | 0.8081 | 1200 | 0.6603 | -0.1478 | -0.2671 | 0.5917 | 0.1192 | -146.9771 | -134.8070 | 0.3120 | 0.3259 |
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| 0.653 | 0.8418 | 1250 | 0.6607 | -0.1460 | -0.2651 | 0.5917 | 0.1191 | -146.9573 | -134.7881 | 0.3120 | 0.3259 |
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| 0.6667 | 0.8754 | 1300 | 0.6599 | -0.1475 | -0.2678 | 0.5917 | 0.1203 | -146.9841 | -134.8036 | 0.3108 | 0.3247 |
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| 0.6596 | 0.9091 | 1350 | 0.6606 | -0.1452 | -0.2632 | 0.6000 | 0.1181 | -146.9385 | -134.7802 | 0.3114 | 0.3255 |
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| 0.648 | 0.9428 | 1400 | 0.6614 | -0.1475 | -0.2644 | 0.6000 | 0.1169 | -146.9505 | -134.8035 | 0.3118 | 0.3258 |
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| 0.641 | 0.9764 | 1450 | 0.6610 | -0.1479 | -0.2665 | 0.5917 | 0.1186 | -146.9710 | -134.8070 | 0.3116 | 0.3255 |
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### Framework versions
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- PEFT 0.11.1
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- Transformers 4.41.2
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- Pytorch 2.3.0+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "llm-book/Swallow-7b-hf-oasst1-21k-ja",
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 128,
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"lora_dropout": 0.05,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 128,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"down_proj",
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"gate_proj",
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"up_proj",
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"o_proj",
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"k_proj",
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"q_proj",
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"v_proj"
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],
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"task_type": "CAUSAL_LM",
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d650fc565f3c4cf719b01a989a9b75310bb908df55630f49a0dad1d07a4daf7c
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size 1279323952
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added_tokens.json
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{
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"<pad>": 43178,
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"<|assistant|>": 43177,
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"<|user|>": 43176
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}
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<pad>"
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],
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"bos_token": {
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"content": "<s>",
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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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"content": "</s>",
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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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"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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"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.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:c877c5ca885bad5c19d1b1706a2703f8b30de90f03c1f834f8bdb9faf79821e8
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size 914000
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tokenizer_config.json
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{
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"add_bos_token": true,
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"add_eos_token": false,
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"add_prefix_space": true,
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"added_tokens_decoder": {
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"0": {
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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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"special": true
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},
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"1": {
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"content": "<s>",
|
| 16 |
+
"lstrip": false,
|
| 17 |
+
"normalized": true,
|
| 18 |
+
"rstrip": false,
|
| 19 |
+
"single_word": false,
|
| 20 |
+
"special": true
|
| 21 |
+
},
|
| 22 |
+
"2": {
|
| 23 |
+
"content": "</s>",
|
| 24 |
+
"lstrip": false,
|
| 25 |
+
"normalized": true,
|
| 26 |
+
"rstrip": false,
|
| 27 |
+
"single_word": false,
|
| 28 |
+
"special": true
|
| 29 |
+
},
|
| 30 |
+
"43176": {
|
| 31 |
+
"content": "<|user|>",
|
| 32 |
+
"lstrip": false,
|
| 33 |
+
"normalized": false,
|
| 34 |
+
"rstrip": false,
|
| 35 |
+
"single_word": false,
|
| 36 |
+
"special": true
|
| 37 |
+
},
|
| 38 |
+
"43177": {
|
| 39 |
+
"content": "<|assistant|>",
|
| 40 |
+
"lstrip": false,
|
| 41 |
+
"normalized": false,
|
| 42 |
+
"rstrip": false,
|
| 43 |
+
"single_word": false,
|
| 44 |
+
"special": true
|
| 45 |
+
},
|
| 46 |
+
"43178": {
|
| 47 |
+
"content": "<pad>",
|
| 48 |
+
"lstrip": false,
|
| 49 |
+
"normalized": false,
|
| 50 |
+
"rstrip": false,
|
| 51 |
+
"single_word": false,
|
| 52 |
+
"special": true
|
| 53 |
+
}
|
| 54 |
+
},
|
| 55 |
+
"additional_special_tokens": [
|
| 56 |
+
"<pad>"
|
| 57 |
+
],
|
| 58 |
+
"bos_token": "<s>",
|
| 59 |
+
"chat_template": "{%- for message in messages %}\n{%- if message['role'] == 'user' %}\n{{ '<|user|>' + message['content'] + eos_token }}\n{%- elif message['role'] == 'assistant' %}\n{{ '<|assistant|>' + message['content'] + eos_token }}\n{%- endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{%- endif %}\n{% endfor %}",
|
| 60 |
+
"clean_up_tokenization_spaces": false,
|
| 61 |
+
"eos_token": "</s>",
|
| 62 |
+
"legacy": false,
|
| 63 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 64 |
+
"pad_token": "<pad>",
|
| 65 |
+
"padding_side": "left",
|
| 66 |
+
"sp_model_kwargs": {},
|
| 67 |
+
"spaces_between_special_tokens": false,
|
| 68 |
+
"tokenizer_class": "LlamaTokenizer",
|
| 69 |
+
"unk_token": "<unk>",
|
| 70 |
+
"use_default_system_prompt": false
|
| 71 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6f5188022b4947d7154a7a82dc35181d581ffa2a4caa5f7082e0d73d9539a0ea
|
| 3 |
+
size 5752
|