End of training
Browse files- README.md +93 -0
- adapter_config.json +49 -0
- adapter_model.bin +3 -0
- added_tokens.json +13 -0
- model.safetensors +3 -0
- special_tokens_map.json +24 -0
- tokenizer.model +3 -0
- tokenizer_config.json +131 -0
- training_args.bin +3 -0
README.md
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---
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license: mit
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base_model: microsoft/Phi-3-mini-4k-instruct
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tags:
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- generated_from_trainer
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model-index:
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- name: Phi0503HMA20
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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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# Phi0503HMA20
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This model is a fine-tuned version of [microsoft/Phi-3-mini-4k-instruct](https://huggingface.co/microsoft/Phi-3-mini-4k-instruct) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0789
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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: 0.0003
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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: 16
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- total_train_batch_size: 128
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine_with_restarts
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- lr_scheduler_warmup_steps: 60
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- num_epochs: 3
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 3.9945 | 0.09 | 10 | 0.4339 |
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| 0.2844 | 0.18 | 20 | 0.2380 |
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| 0.2511 | 0.27 | 30 | 0.2294 |
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| 0.2167 | 0.36 | 40 | 0.1924 |
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| 0.1651 | 0.45 | 50 | 0.1175 |
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| 0.1037 | 0.54 | 60 | 0.0887 |
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| 0.0828 | 0.63 | 70 | 0.0853 |
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| 0.0783 | 0.73 | 80 | 0.0800 |
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| 0.0788 | 0.82 | 90 | 0.0793 |
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| 0.08 | 0.91 | 100 | 0.0725 |
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| 0.0815 | 1.0 | 110 | 0.0807 |
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| 0.0599 | 1.09 | 120 | 0.0705 |
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| 0.0599 | 1.18 | 130 | 0.0769 |
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| 0.0839 | 1.27 | 140 | 0.0860 |
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| 0.0663 | 1.36 | 150 | 0.0853 |
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| 0.0689 | 1.45 | 160 | 0.0729 |
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| 0.0629 | 1.54 | 170 | 0.0704 |
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| 0.0612 | 1.63 | 180 | 0.0720 |
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| 0.0552 | 1.72 | 190 | 0.0703 |
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| 0.063 | 1.81 | 200 | 0.0691 |
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| 0.0506 | 1.9 | 210 | 0.0690 |
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| 0.0536 | 1.99 | 220 | 0.0683 |
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| 0.0354 | 2.08 | 230 | 0.0712 |
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| 0.0294 | 2.18 | 240 | 0.0849 |
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| 0.0241 | 2.27 | 250 | 0.0934 |
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| 0.0221 | 2.36 | 260 | 0.0846 |
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| 0.0332 | 2.45 | 270 | 0.0759 |
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| 0.0214 | 2.54 | 280 | 0.0769 |
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| 0.024 | 2.63 | 290 | 0.0792 |
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| 0.0275 | 2.72 | 300 | 0.0791 |
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| 0.027 | 2.81 | 310 | 0.0792 |
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| 0.0264 | 2.9 | 320 | 0.0790 |
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| 0.0298 | 2.99 | 330 | 0.0789 |
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### Framework versions
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- Transformers 4.36.0.dev0
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- Pytorch 2.1.2+cu121
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- Datasets 2.14.6
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- Tokenizers 0.14.0
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adapter_config.json
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{
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"adaptive_ratio": 0.01,
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"adaptive_ratio_decay": 1.0,
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"additive_modeling": false,
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"allow_empty_lora": false,
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"auto_mapping": null,
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"base_model_name_or_path": "microsoft/Phi-3-mini-4k-instruct",
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"bias": "none",
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"curr_learning": true,
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"detached_training": true,
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"dynamic_adapter_pool": true,
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"enable_lora": null,
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"encoder_hidden_size": 3072,
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"fan_in_fan_out": false,
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"hypernetwork": true,
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"inference_mode": true,
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"input_based_adapter_selection": true,
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"insert_zero_lora": false,
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"layer_to_lora": [],
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"lora_alpha": 16,
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"lora_dropout": 0.05,
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"merge_weights": false,
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"modules_to_save": null,
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"num_attention_heads": 32,
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"num_layers": 32,
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"num_prefix_set": 3,
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"num_transformer_submodules": 1,
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"num_virtual_tokens": 30,
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"number_of_adapter_pre_layer": 8,
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"ot_diversified_dispatcher": false,
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"ot_diversified_prefix": false,
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"peft_type": "PREFIX_MA_LORA",
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"pool_selective_inference": true,
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"pool_selective_training": true,
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"prefix_projection": true,
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"r": 8,
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"random_routing": false,
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"random_routing_inference": false,
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"scale": 64,
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"selective_num": 8,
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"simple_hidden_matching": false,
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"simple_instance_matching": true,
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"target_modules": [
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"qkv_proj",
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"o_proj"
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],
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"task_type": "CAUSAL_LM",
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"token_dim": 3072
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}
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adapter_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:cdf2e7d5363ad7c56e472edc60434674b5744ae8d503ff01052c17a850919015
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size 430750193
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added_tokens.json
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{
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"<|assistant|>": 32001,
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"<|endoftext|>": 32000,
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"<|end|>": 32007,
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"<|placeholder1|>": 32002,
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"<|placeholder2|>": 32003,
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"<|placeholder3|>": 32004,
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"<|placeholder4|>": 32005,
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"<|placeholder5|>": 32008,
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"<|placeholder6|>": 32009,
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"<|system|>": 32006,
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"<|user|>": 32010
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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:da6776e8b544bf0b5635cf33eefd887d174064ae26d66ecf8bea73ef6fb26066
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size 7921324520
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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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"eos_token": {
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"content": "<|endoftext|>",
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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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"pad_token": "<unk>",
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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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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
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size 499723
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tokenizer_config.json
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|
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|
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"special": true
|
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},
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109 |
+
"32010": {
|
110 |
+
"content": "<|user|>",
|
111 |
+
"lstrip": false,
|
112 |
+
"normalized": false,
|
113 |
+
"rstrip": true,
|
114 |
+
"single_word": false,
|
115 |
+
"special": true
|
116 |
+
}
|
117 |
+
},
|
118 |
+
"bos_token": "<s>",
|
119 |
+
"chat_template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') %}{{'<|user|>' + '\n' + message['content'] + '<|end|>' + '\n' + '<|assistant|>' + '\n'}}{% elif (message['role'] == 'assistant') %}{{message['content'] + '<|end|>' + '\n'}}{% endif %}{% endfor %}",
|
120 |
+
"clean_up_tokenization_spaces": false,
|
121 |
+
"eos_token": "<|endoftext|>",
|
122 |
+
"legacy": false,
|
123 |
+
"model_max_length": 4096,
|
124 |
+
"pad_token": "<unk>",
|
125 |
+
"padding_side": "left",
|
126 |
+
"sp_model_kwargs": {},
|
127 |
+
"spaces_between_special_tokens": false,
|
128 |
+
"tokenizer_class": "LlamaTokenizer",
|
129 |
+
"unk_token": "<unk>",
|
130 |
+
"use_default_system_prompt": false
|
131 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0179ac5b3a79401f75c286091bb6ffeae5b9e9201a143c3c2c4260bf01bfb163
|
3 |
+
size 5176
|