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Model: AIPlans/tinyllama-1.1b-dpo-pku-saferlhf_2 Source: Original Platform
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README.md
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README.md
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---
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base_model: TinyLlama/TinyLlama-1.1B-Chat-v1.0
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library_name: transformers
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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: tinyllama-1.1b-dpo-pku-saferlhf_2
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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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# tinyllama-1.1b-dpo-pku-saferlhf_2
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This model is a fine-tuned version of [TinyLlama/TinyLlama-1.1B-Chat-v1.0](https://huggingface.co/TinyLlama/TinyLlama-1.1B-Chat-v1.0) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4486
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- Rewards/chosen: -0.1778
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- Rewards/rejected: -1.2187
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- Rewards/accuracies: 0.8000
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- Rewards/margins: 1.0409
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- Logps/rejected: -217.7180
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- Logps/chosen: -234.9111
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- Logits/rejected: -2.4987
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- Logits/chosen: -2.6097
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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: 4
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- seed: 42
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- gradient_accumulation_steps: 4
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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: cosine
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 1.0
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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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| 0.6075 | 0.0960 | 200 | 0.6052 | 0.4208 | 0.1906 | 0.7170 | 0.2302 | -203.6246 | -228.9246 | -2.5653 | -2.6887 |
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| 0.5198 | 0.1920 | 400 | 0.5145 | 0.3083 | -0.2832 | 0.7850 | 0.5915 | -208.3632 | -230.0500 | -2.5310 | -2.6479 |
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| 0.4703 | 0.2880 | 600 | 0.4838 | 0.0019 | -0.7989 | 0.7940 | 0.8008 | -213.5201 | -233.1144 | -2.5215 | -2.6339 |
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| 0.5223 | 0.3840 | 800 | 0.4631 | 0.1561 | -0.7414 | 0.7880 | 0.8975 | -212.9448 | -231.5717 | -2.4968 | -2.6118 |
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| 0.4335 | 0.4800 | 1000 | 0.4555 | -0.1607 | -1.1551 | 0.7950 | 0.9944 | -217.0816 | -234.7399 | -2.4976 | -2.6097 |
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| 0.5214 | 0.5760 | 1200 | 0.4511 | -0.1319 | -1.1471 | 0.7990 | 1.0152 | -217.0018 | -234.4519 | -2.5001 | -2.6120 |
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| 0.4784 | 0.6719 | 1400 | 0.4486 | -0.1778 | -1.2187 | 0.8000 | 1.0409 | -217.7180 | -234.9111 | -2.4987 | -2.6097 |
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| 0.4223 | 0.7679 | 1600 | 0.4487 | -0.1274 | -1.1676 | 0.7990 | 1.0402 | -217.2067 | -234.4066 | -2.4987 | -2.6100 |
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| 0.5114 | 0.8639 | 1800 | 0.4483 | -0.1119 | -1.1535 | 0.7990 | 1.0416 | -217.0661 | -234.2521 | -2.4988 | -2.6100 |
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| 0.4763 | 0.9599 | 2000 | 0.4485 | -0.1144 | -1.1552 | 0.7950 | 1.0409 | -217.0830 | -234.2766 | -2.4989 | -2.6102 |
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### Framework versions
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- Transformers 4.44.2
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- Pytorch 2.10.0+cu130
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- Datasets 2.21.0
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- Tokenizers 0.19.1
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all_results.json
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{
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"epoch": 0.9997600191984641,
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"eval_logits/chosen": -2.6097218990325928,
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"eval_logits/rejected": -2.4986746311187744,
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"eval_logps/chosen": -234.91114807128906,
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"eval_logps/rejected": -217.71800231933594,
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"eval_loss": 0.4486246407032013,
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"eval_rewards/accuracies": 0.800000011920929,
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"eval_rewards/chosen": -0.17781423032283783,
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"eval_rewards/margins": 1.0409064292907715,
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"eval_rewards/rejected": -1.218720555305481,
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"eval_runtime": 21.1512,
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"eval_samples_per_second": 47.279,
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"eval_steps_per_second": 11.82,
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"total_flos": 0.0,
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"train_loss": 0.49830314429746014,
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"train_runtime": 2918.5416,
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"train_samples_per_second": 11.421,
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"train_steps_per_second": 0.714
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}
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config.json
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config.json
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{
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"_name_or_path": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 2048,
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"initializer_range": 0.02,
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"intermediate_size": 5632,
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"max_position_embeddings": 2048,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 22,
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"num_key_value_heads": 4,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 10000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.44.2",
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"use_cache": false,
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"vocab_size": 32000
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}
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eval_results.json
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{
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"epoch": 0.9997600191984641,
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"eval_logits/chosen": -2.6097218990325928,
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"eval_logits/rejected": -2.4986746311187744,
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"eval_logps/chosen": -234.91114807128906,
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"eval_logps/rejected": -217.71800231933594,
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"eval_loss": 0.4486246407032013,
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"eval_rewards/accuracies": 0.800000011920929,
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"eval_rewards/chosen": -0.17781423032283783,
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"eval_rewards/margins": 1.0409064292907715,
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"eval_rewards/rejected": -1.218720555305481,
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"eval_runtime": 21.1512,
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"eval_samples_per_second": 47.279,
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"eval_steps_per_second": 11.82
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}
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generation_config.json
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{
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"bos_token_id": 1,
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"eos_token_id": 2,
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"max_length": 2048,
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"pad_token_id": 0,
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"transformers_version": "4.44.2"
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}
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model.safetensors
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model.safetensors
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special_tokens_map.json
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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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}
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tokenizer.json
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tokenizer.json
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tokenizer.model
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tokenizer.model
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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": null,
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"added_tokens_decoder": {
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"special": true
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}
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},
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"bos_token": "<s>",
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"chat_template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n' + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}",
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"clean_up_tokenization_spaces": false,
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"eos_token": "</s>",
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"legacy": false,
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"model_max_length": 2048,
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"pad_token": "</s>",
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"padding_side": "left",
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"sp_model_kwargs": {},
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"tokenizer_class": "LlamaTokenizer",
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"unk_token": "<unk>",
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"use_default_system_prompt": false
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}
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train_results.json
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{
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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 6545
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