End of training
Browse files- DPO/adapter_config.json +34 -0
- DPO/adapter_model.safetensors +3 -0
- README.md +76 -0
- reference/adapter_config.json +34 -0
- reference/adapter_model.safetensors +3 -0
- runs/Jul31_14-09-12_138-2-236-25/events.out.tfevents.1722434979.138-2-236-25.114948.0 +3 -0
- special_tokens_map.json +24 -0
- tokenizer.json +0 -0
- tokenizer_config.json +43 -0
- training_args.bin +3 -0
DPO/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": "mistralai/Mistral-7B-v0.1",
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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": 16,
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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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| 18 |
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"peft_type": "LORA",
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"r": 16,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"q_proj",
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"up_proj",
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"v_proj",
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"o_proj",
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"k_proj",
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"gate_proj",
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"down_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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DPO/adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:df01d9f0e535ca171b5257383addc59095ac96f99d58aaf8e2578e993982fc1c
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size 167832240
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README.md
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---
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base_model: mistralai/Mistral-7B-v0.1
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library_name: peft
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license: apache-2.0
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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: mistral_dpo3
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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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# mistral_dpo3
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This model is a fine-tuned version of [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6493
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- Rewards/chosen: -0.0199
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- Rewards/rejected: -0.1207
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- Rewards/accuracies: 0.6902
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- Rewards/margins: 0.1008
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- Logps/rejected: -49.8290
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- Logps/chosen: -78.6185
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- Logits/rejected: -0.5023
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- Logits/chosen: -0.7841
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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-07
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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: 8
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- total_train_batch_size: 32
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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: 40
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- training_steps: 200
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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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| 0.6892 | 0.1236 | 40 | 0.6854 | -0.0095 | -0.0254 | 0.6975 | 0.0159 | -48.8761 | -78.5142 | -0.5066 | -0.7881 |
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| 0.6746 | 0.2473 | 80 | 0.6703 | 0.0082 | -0.0405 | 0.6957 | 0.0487 | -49.0272 | -78.3371 | -0.5048 | -0.7865 |
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| 65 |
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| 0.6579 | 0.3709 | 120 | 0.6587 | 0.0022 | -0.0744 | 0.6938 | 0.0766 | -49.3662 | -78.3975 | -0.5036 | -0.7854 |
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| 66 |
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| 0.6539 | 0.4946 | 160 | 0.6516 | -0.0128 | -0.1074 | 0.6902 | 0.0946 | -49.6963 | -78.5475 | -0.5026 | -0.7844 |
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| 0.6464 | 0.6182 | 200 | 0.6493 | -0.0199 | -0.1207 | 0.6902 | 0.1008 | -49.8290 | -78.6185 | -0.5023 | -0.7841 |
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### Framework versions
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- PEFT 0.12.0
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- Transformers 4.43.3
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- Pytorch 2.4.0+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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reference/adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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| 4 |
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"base_model_name_or_path": "mistralai/Mistral-7B-v0.1",
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| 5 |
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"bias": "none",
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| 6 |
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"fan_in_fan_out": false,
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| 7 |
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"inference_mode": true,
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| 8 |
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"init_lora_weights": true,
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| 9 |
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"layer_replication": null,
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| 10 |
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"layers_pattern": null,
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| 11 |
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"layers_to_transform": null,
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| 12 |
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"loftq_config": {},
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| 13 |
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"lora_alpha": 16,
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| 14 |
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"lora_dropout": 0.05,
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| 15 |
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"megatron_config": null,
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| 16 |
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"megatron_core": "megatron.core",
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| 17 |
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"modules_to_save": null,
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| 18 |
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"peft_type": "LORA",
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| 19 |
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"r": 16,
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| 20 |
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"rank_pattern": {},
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| 21 |
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"revision": null,
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| 22 |
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"target_modules": [
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| 23 |
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"q_proj",
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| 24 |
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"up_proj",
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| 25 |
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"v_proj",
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"o_proj",
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| 27 |
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"k_proj",
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| 28 |
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"gate_proj",
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| 29 |
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"down_proj"
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| 30 |
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],
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| 31 |
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"task_type": "CAUSAL_LM",
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| 32 |
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"use_dora": false,
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| 33 |
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"use_rslora": false
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| 34 |
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}
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reference/adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:6b41951029fbf0bbe6f9300fa0e28c48eb4398cc7fbb0e431f61e211d406c886
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| 3 |
+
size 167832240
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runs/Jul31_14-09-12_138-2-236-25/events.out.tfevents.1722434979.138-2-236-25.114948.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:573e0a5b5edf7191f7243a7934402802bce6e87d7cc05dde64a4f4ef4b3a8b8d
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size 16997
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special_tokens_map.json
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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": false,
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"rstrip": false,
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"single_word": false
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},
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| 9 |
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"eos_token": {
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| 10 |
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"content": "</s>",
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"lstrip": false,
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| 12 |
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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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"pad_token": "</s>",
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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| 21 |
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"rstrip": false,
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| 22 |
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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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See raw diff
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tokenizer_config.json
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{
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"add_bos_token": true,
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| 3 |
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"add_eos_token": false,
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| 4 |
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"add_prefix_space": null,
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| 5 |
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"added_tokens_decoder": {
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| 6 |
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"0": {
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| 7 |
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"content": "<unk>",
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| 8 |
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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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"special": true
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| 13 |
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},
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"1": {
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"content": "<s>",
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| 16 |
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"lstrip": false,
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| 17 |
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"normalized": false,
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| 18 |
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"rstrip": false,
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| 19 |
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"single_word": false,
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| 20 |
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"special": true
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| 21 |
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},
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| 22 |
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"2": {
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| 23 |
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"content": "</s>",
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| 24 |
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"lstrip": false,
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| 25 |
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"normalized": false,
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| 26 |
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"rstrip": false,
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| 27 |
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"single_word": false,
|
| 28 |
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"special": true
|
| 29 |
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}
|
| 30 |
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},
|
| 31 |
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"additional_special_tokens": [],
|
| 32 |
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"bos_token": "<s>",
|
| 33 |
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"clean_up_tokenization_spaces": false,
|
| 34 |
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"eos_token": "</s>",
|
| 35 |
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"legacy": false,
|
| 36 |
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"model_max_length": 1000000000000000019884624838656,
|
| 37 |
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"pad_token": "</s>",
|
| 38 |
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"sp_model_kwargs": {},
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| 39 |
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"spaces_between_special_tokens": false,
|
| 40 |
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"tokenizer_class": "LlamaTokenizer",
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| 41 |
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"unk_token": "<unk>",
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| 42 |
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"use_default_system_prompt": false
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| 43 |
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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 sha256:7946640cdba904e8040610a900268dbfa683dbc218ad5cf801765f0c4ebd3265
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size 5944
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