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README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: mit
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+ base_model: microsoft/Phi-3.5-mini-instruct
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: outputs/out
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+ results: []
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+ ---
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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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+
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+ [<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
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+ <details><summary>See axolotl config</summary>
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+
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+ axolotl version: `0.4.1`
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+ ```yaml
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+ base_model: microsoft/Phi-3.5-mini-instruct
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+ model_type: AutoModelForCausalLM
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+ tokenizer_type: AutoTokenizer
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+
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+ load_in_8bit: false
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+ load_in_4bit: false
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+ strict: false
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+
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+ datasets:
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+ - path: anthracite-org/stheno-filtered-v1.1
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+ type: sharegpt
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+ conversation: chatml
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+ - path: anthracite-org/nopm_claude_writing_fixed
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+ type: sharegpt
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+ conversation: chatml
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+ - path: Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned
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+ type: sharegpt
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+ conversation: chatml
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+ - path: ResplendentAI/bluemoon
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+ type: sharegpt
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+ conversation: chatml
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+ - path: openerotica/freedom-rp
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+ type: sharegpt
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+ conversation: chatml
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+ - path: MinervaAI/Aesir-Preview
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+ type: sharegpt
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+ conversation: chatml
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+ - path: jeiku/jeikutxt
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+ type: completion
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+ - path: ResplendentAI/Sissification_Hypno_1k
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+ type: alpaca
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+ - path: ResplendentAI/theory_of_mind_fixed_output
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+ type: alpaca
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+ - path: ResplendentAI/Synthetic_Soul_1k
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+ type: alpaca
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+
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+ chat_template: chatml
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+
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+ val_set_size: 0.01
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+ output_dir: ./outputs/out
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+
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+ adapter:
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+ lora_r:
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+ lora_alpha:
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+ lora_dropout:
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+ lora_target_linear:
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+
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+ sequence_len: 8192
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+ # sequence_len: 32768
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+ sample_packing: true
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+ eval_sample_packing: false
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+ pad_to_sequence_len: true
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+
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+ plugins:
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+ - axolotl.integrations.liger.LigerPlugin
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+ liger_rope: true
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+ liger_rms_norm: true
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+ liger_swiglu: true
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+ liger_fused_linear_cross_entropy: true
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+
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+ wandb_project: phi
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+ wandb_entity:
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+ wandb_watch:
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+ wandb_name: phi
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+ wandb_log_model:
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+
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+ gradient_accumulation_steps: 32
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+ micro_batch_size: 4
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+ num_epochs: 2
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+ optimizer: adamw_bnb_8bit
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+ lr_scheduler: cosine
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+ learning_rate: 0.00001
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+ weight_decay: 0.05
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+
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+ train_on_inputs: false
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+ group_by_length: false
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+ bf16: auto
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+ fp16:
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+ tf32: true
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+
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+ gradient_checkpointing: true
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+ early_stopping_patience:
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+ resume_from_checkpoint:
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+ local_rank:
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+ logging_steps: 1
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+ xformers_attention:
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+ flash_attention: true
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+
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+ warmup_ratio: 0.1
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+ evals_per_epoch: 4
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+ eval_table_size:
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+ eval_max_new_tokens: 128
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+ saves_per_epoch: 2
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+
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+ debug:
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+ deepspeed: deepspeed_configs/zero3.json
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+ fsdp:
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+ fsdp_config:
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+
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+ special_tokens:
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+ pad_token: <|finetune_right_pad_id|>
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+
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+
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+ ```
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+
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+ </details><br>
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+
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+ # outputs/out
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+
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+ This model is a fine-tuned version of [microsoft/Phi-3.5-mini-instruct](https://huggingface.co/microsoft/Phi-3.5-mini-instruct) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 7.1048
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 1e-05
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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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+ - distributed_type: multi-GPU
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+ - num_devices: 2
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+ - gradient_accumulation_steps: 32
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+ - total_train_batch_size: 256
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+ - total_eval_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_steps: 8
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+ - num_epochs: 2
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss |
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+ |:-------------:|:------:|:----:|:---------------:|
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+ | 15.986 | 0.0233 | 1 | 16.8119 |
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+ | 9.6041 | 0.2567 | 11 | 9.1897 |
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+ | 7.5864 | 0.5135 | 22 | 7.5221 |
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+ | 7.2575 | 0.7702 | 33 | 7.2532 |
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+ | 7.1368 | 1.0270 | 44 | 7.1665 |
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+ | 7.078 | 1.2844 | 55 | 7.1249 |
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+ | 7.0613 | 1.5417 | 66 | 7.1079 |
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+ | 7.0599 | 1.7990 | 77 | 7.1048 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.45.0.dev0
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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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+ "32009": {
103
+ "content": "<|placeholder6|>",
104
+ "lstrip": false,
105
+ "normalized": false,
106
+ "rstrip": true,
107
+ "single_word": false,
108
+ "special": true
109
+ },
110
+ "32010": {
111
+ "content": "<|user|>",
112
+ "lstrip": false,
113
+ "normalized": false,
114
+ "rstrip": true,
115
+ "single_word": false,
116
+ "special": true
117
+ },
118
+ "32011": {
119
+ "content": "<|finetune_right_pad_id|>",
120
+ "lstrip": false,
121
+ "normalized": false,
122
+ "rstrip": false,
123
+ "single_word": false,
124
+ "special": true
125
+ }
126
+ },
127
+ "bos_token": "<s>",
128
+ "chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
129
+ "clean_up_tokenization_spaces": false,
130
+ "eos_token": "<|endoftext|>",
131
+ "legacy": false,
132
+ "model_max_length": 131072,
133
+ "pad_token": "<|finetune_right_pad_id|>",
134
+ "padding_side": "left",
135
+ "sp_model_kwargs": {},
136
+ "tokenizer_class": "LlamaTokenizer",
137
+ "unk_token": "<unk>",
138
+ "use_default_system_prompt": false
139
+ }
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:043e9fa407b193145e76e0882383b3de02ff3564ec0d6cb259c8f84759c57bae
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+ size 7992