End of training
Browse files- README.md +83 -0
- adapter_config.json +110 -0
- adapter_model.safetensors +3 -0
- special_tokens_map.json +34 -0
- tokenizer.json +0 -0
- tokenizer_config.json +87 -0
- training_args.bin +3 -0
README.md
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---
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license: apache-2.0
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base_model: Locutusque/TinyMistral-248M
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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model-index:
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- name: tinymistral-248-DPO
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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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# tinymistral-248-DPO
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This model is a fine-tuned version of [Locutusque/TinyMistral-248M](https://huggingface.co/Locutusque/TinyMistral-248M) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3205
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- Accuracy: 0.0
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- Rewards/chosen: 0.7722
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- Rewards/rejected: -0.2727
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- Rewards/accuracies: 1.0
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- Rewards/margins: 1.0449
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- Logps/rejected: -286.5494
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- Logps/chosen: -398.5646
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- Logits/rejected: -2.3562
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- Logits/chosen: -1.8620
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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: 0.0002
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- train_batch_size: 12
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- eval_batch_size: 1
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- seed: 42
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- gradient_accumulation_steps: 12
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- total_train_batch_size: 144
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: constant
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- lr_scheduler_warmup_ratio: 0.05
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- num_epochs: 6
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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 | Accuracy | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|
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| 0.5815 | 0.48 | 10 | 0.3205 | 0.0 | 0.7722 | -0.2727 | 1.0 | 1.0449 | -286.5494 | -398.5646 | -2.3562 | -1.8620 |
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| 0.3287 | 0.95 | 20 | 0.0970 | 0.0 | 1.0191 | -1.8694 | 1.0 | 2.8886 | -302.5168 | -396.0956 | -2.0547 | -1.5790 |
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| 0.2126 | 1.43 | 30 | 0.0414 | 0.0 | 0.3685 | -4.5314 | 1.0 | 4.8999 | -329.1370 | -402.6024 | -1.8100 | -1.4099 |
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| 0.1844 | 1.9 | 40 | 0.0260 | 0.0 | 0.9879 | -4.8275 | 1.0 | 5.8153 | -332.0973 | -396.4084 | -1.8704 | -1.4976 |
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| 0.1546 | 2.38 | 50 | 0.0190 | 0.0 | 1.1813 | -5.2560 | 1.0 | 6.4373 | -336.3821 | -394.4740 | -1.9098 | -1.5582 |
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| 0.1532 | 2.86 | 60 | 0.0140 | 0.0 | 1.0583 | -6.0198 | 1.0 | 7.0780 | -344.0201 | -395.7045 | -1.8920 | -1.5654 |
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| 0.1402 | 3.33 | 70 | 0.0112 | 0.0 | 1.0134 | -6.5382 | 1.0 | 7.5517 | -349.2049 | -396.1526 | -1.8823 | -1.5706 |
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| 0.1544 | 3.81 | 80 | 0.0089 | 0.0 | 0.8836 | -7.1726 | 1.0 | 8.0562 | -355.5490 | -397.4513 | -1.8518 | -1.5535 |
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| 0.1357 | 4.29 | 90 | 0.0072 | 0.0 | 0.7532 | -7.7663 | 1.0 | 8.5195 | -361.4852 | -398.7546 | -1.8193 | -1.5345 |
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| 0.1418 | 4.76 | 100 | 0.0061 | 0.0 | 0.6041 | -8.3133 | 1.0 | 8.9174 | -366.9556 | -400.2459 | -1.7889 | -1.5150 |
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| 0.1482 | 5.24 | 110 | 0.0051 | 0.0 | 0.4867 | -8.7961 | 1.0 | 9.2828 | -371.7837 | -401.4203 | -1.7611 | -1.4971 |
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| 0.141 | 5.71 | 120 | 0.0045 | 0.0 | 0.4212 | -9.1494 | 1.0 | 9.5706 | -375.3166 | -402.0751 | -1.7409 | -1.4842 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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adapter_config.json
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{
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| 2 |
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"alpha_pattern": {},
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| 3 |
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"auto_mapping": null,
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| 4 |
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"base_model_name_or_path": "Locutusque/TinyMistral-248M",
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| 5 |
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"bias": "none",
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| 6 |
+
"fan_in_fan_out": false,
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| 7 |
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"inference_mode": true,
|
| 8 |
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"init_lora_weights": true,
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| 9 |
+
"layers_pattern": null,
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| 10 |
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"layers_to_transform": null,
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| 11 |
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"loftq_config": {},
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| 12 |
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"lora_alpha": 16,
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| 13 |
+
"lora_dropout": 0.05,
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| 14 |
+
"megatron_config": null,
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| 15 |
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"megatron_core": "megatron.core",
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| 16 |
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"modules_to_save": null,
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| 17 |
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"peft_type": "LORA",
|
| 18 |
+
"r": 16,
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| 19 |
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"rank_pattern": {},
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| 20 |
+
"revision": null,
|
| 21 |
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"target_modules": [
|
| 22 |
+
"model.layers.2.self_attn.k_proj",
|
| 23 |
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"model.layers.8.mlp.down_proj",
|
| 24 |
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"model.layers.8.mlp.up_proj",
|
| 25 |
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"model.layers.7.self_attn.o_proj",
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| 26 |
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"model.layers.6.self_attn.k_proj",
|
| 27 |
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"model.layers.6.self_attn.o_proj",
|
| 28 |
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"model.layers.4.mlp.gate_proj",
|
| 29 |
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"model.layers.4.self_attn.q_proj",
|
| 30 |
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"model.layers.6.mlp.up_proj",
|
| 31 |
+
"model.layers.6.mlp.down_proj",
|
| 32 |
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"model.layers.2.mlp.gate_proj",
|
| 33 |
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"model.layers.5.self_attn.v_proj",
|
| 34 |
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"model.layers.7.mlp.down_proj",
|
| 35 |
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"model.layers.7.mlp.up_proj",
|
| 36 |
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"model.layers.1.self_attn.o_proj",
|
| 37 |
+
"lm_head",
|
| 38 |
+
"model.layers.5.mlp.up_proj",
|
| 39 |
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"model.layers.0.mlp.gate_proj",
|
| 40 |
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"model.layers.9.self_attn.k_proj",
|
| 41 |
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"model.layers.2.self_attn.o_proj",
|
| 42 |
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"model.layers.4.mlp.up_proj",
|
| 43 |
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"model.layers.1.self_attn.k_proj",
|
| 44 |
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"model.layers.3.self_attn.v_proj",
|
| 45 |
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"model.layers.10.mlp.down_proj",
|
| 46 |
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"model.layers.10.mlp.gate_proj",
|
| 47 |
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"model.layers.6.self_attn.q_proj",
|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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"model.layers.7.self_attn.q_proj",
|
| 55 |
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"model.layers.0.mlp.down_proj",
|
| 56 |
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"model.layers.7.mlp.gate_proj",
|
| 57 |
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"model.layers.3.mlp.down_proj",
|
| 58 |
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"model.layers.10.self_attn.o_proj",
|
| 59 |
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"model.layers.4.self_attn.o_proj",
|
| 60 |
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"model.layers.3.self_attn.o_proj",
|
| 61 |
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"model.layers.5.self_attn.k_proj",
|
| 62 |
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"model.layers.1.self_attn.q_proj",
|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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"model.layers.2.self_attn.v_proj",
|
| 68 |
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"model.layers.4.mlp.down_proj",
|
| 69 |
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"model.layers.10.self_attn.q_proj",
|
| 70 |
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"model.layers.0.self_attn.q_proj",
|
| 71 |
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"model.layers.3.mlp.gate_proj",
|
| 72 |
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"model.layers.9.self_attn.o_proj",
|
| 73 |
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"model.layers.8.self_attn.q_proj",
|
| 74 |
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"model.layers.10.self_attn.v_proj",
|
| 75 |
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"model.layers.3.mlp.up_proj",
|
| 76 |
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"model.layers.8.self_attn.v_proj",
|
| 77 |
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"model.layers.8.self_attn.k_proj",
|
| 78 |
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"model.layers.9.mlp.down_proj",
|
| 79 |
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"model.layers.11.mlp.up_proj",
|
| 80 |
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"model.layers.4.self_attn.k_proj",
|
| 81 |
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"model.layers.11.self_attn.v_proj",
|
| 82 |
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"model.layers.10.self_attn.k_proj",
|
| 83 |
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"model.layers.0.mlp.up_proj",
|
| 84 |
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"model.layers.1.mlp.down_proj",
|
| 85 |
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"model.layers.11.self_attn.q_proj",
|
| 86 |
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"model.layers.1.mlp.gate_proj",
|
| 87 |
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"model.layers.5.self_attn.q_proj",
|
| 88 |
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"model.layers.7.self_attn.v_proj",
|
| 89 |
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"model.layers.5.mlp.down_proj",
|
| 90 |
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"model.layers.9.mlp.gate_proj",
|
| 91 |
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"model.layers.11.self_attn.k_proj",
|
| 92 |
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"model.layers.9.self_attn.q_proj",
|
| 93 |
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"model.layers.2.mlp.up_proj",
|
| 94 |
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"model.layers.4.self_attn.v_proj",
|
| 95 |
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"model.layers.11.self_attn.o_proj",
|
| 96 |
+
"model.layers.1.mlp.up_proj",
|
| 97 |
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"model.layers.0.self_attn.k_proj",
|
| 98 |
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"model.layers.5.mlp.gate_proj",
|
| 99 |
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"model.layers.6.mlp.gate_proj",
|
| 100 |
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"model.layers.8.mlp.gate_proj",
|
| 101 |
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"model.layers.0.self_attn.v_proj",
|
| 102 |
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"model.layers.6.self_attn.v_proj",
|
| 103 |
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"model.layers.2.self_attn.q_proj",
|
| 104 |
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"model.layers.2.mlp.down_proj",
|
| 105 |
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"model.layers.0.self_attn.o_proj",
|
| 106 |
+
"model.layers.11.mlp.gate_proj"
|
| 107 |
+
],
|
| 108 |
+
"task_type": "CAUSAL_LM",
|
| 109 |
+
"use_rslora": false
|
| 110 |
+
}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:ebe9a629dd2599614e3a4d28887a66a753a92b950dfd372934bd458239fca533
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| 3 |
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size 150137592
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special_tokens_map.json
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{
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| 2 |
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"additional_special_tokens": [
|
| 3 |
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"<|ASSISTANT|>",
|
| 4 |
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"<|USER|>"
|
| 5 |
+
],
|
| 6 |
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"bos_token": {
|
| 7 |
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"content": "<|bos|>",
|
| 8 |
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"lstrip": false,
|
| 9 |
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"normalized": false,
|
| 10 |
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"rstrip": false,
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| 11 |
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"single_word": false
|
| 12 |
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},
|
| 13 |
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"eos_token": {
|
| 14 |
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"content": "<|endoftext|>",
|
| 15 |
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"lstrip": false,
|
| 16 |
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"normalized": false,
|
| 17 |
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"rstrip": false,
|
| 18 |
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"single_word": false
|
| 19 |
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},
|
| 20 |
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"pad_token": {
|
| 21 |
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"content": "[PAD]",
|
| 22 |
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"lstrip": false,
|
| 23 |
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"normalized": false,
|
| 24 |
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"rstrip": false,
|
| 25 |
+
"single_word": false
|
| 26 |
+
},
|
| 27 |
+
"unk_token": {
|
| 28 |
+
"content": "<unk>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false
|
| 33 |
+
}
|
| 34 |
+
}
|
tokenizer.json
ADDED
|
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|
|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,87 @@
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|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "<unk>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"1": {
|
| 12 |
+
"content": "<s>",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"2": {
|
| 20 |
+
"content": "</s>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"32000": {
|
| 28 |
+
"content": "<|bos|>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"32001": {
|
| 36 |
+
"content": "<|endoftext|>",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
},
|
| 43 |
+
"32002": {
|
| 44 |
+
"content": "[PAD]",
|
| 45 |
+
"lstrip": false,
|
| 46 |
+
"normalized": false,
|
| 47 |
+
"rstrip": false,
|
| 48 |
+
"single_word": false,
|
| 49 |
+
"special": true
|
| 50 |
+
},
|
| 51 |
+
"32003": {
|
| 52 |
+
"content": "<|ASSISTANT|>",
|
| 53 |
+
"lstrip": false,
|
| 54 |
+
"normalized": false,
|
| 55 |
+
"rstrip": false,
|
| 56 |
+
"single_word": false,
|
| 57 |
+
"special": true
|
| 58 |
+
},
|
| 59 |
+
"32004": {
|
| 60 |
+
"content": "<|USER|>",
|
| 61 |
+
"lstrip": false,
|
| 62 |
+
"normalized": false,
|
| 63 |
+
"rstrip": false,
|
| 64 |
+
"single_word": false,
|
| 65 |
+
"special": true
|
| 66 |
+
}
|
| 67 |
+
},
|
| 68 |
+
"additional_special_tokens": [
|
| 69 |
+
"<|ASSISTANT|>",
|
| 70 |
+
"<|USER|>"
|
| 71 |
+
],
|
| 72 |
+
"bos_token": "<|bos|>",
|
| 73 |
+
"clean_up_tokenization_spaces": false,
|
| 74 |
+
"eos_token": "<|endoftext|>",
|
| 75 |
+
"legacy": true,
|
| 76 |
+
"max_length": 1536,
|
| 77 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 78 |
+
"pad_token": "[PAD]",
|
| 79 |
+
"sp_model_kwargs": {},
|
| 80 |
+
"spaces_between_special_tokens": false,
|
| 81 |
+
"stride": 0,
|
| 82 |
+
"tokenizer_class": "LlamaTokenizer",
|
| 83 |
+
"truncation_side": "right",
|
| 84 |
+
"truncation_strategy": "longest_first",
|
| 85 |
+
"unk_token": "<unk>",
|
| 86 |
+
"use_default_system_prompt": true
|
| 87 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1490c0eac1bb220a0df75e33af316b4aee8b487edfafd47a0ccf5bec2c878634
|
| 3 |
+
size 4600
|