UndefinedCpp/phi-3-minecraft-finetuned
Browse files- README.md +136 -0
- adapter_config.json +34 -0
- adapter_model.safetensors +3 -0
- special_tokens_map.json +24 -0
- tokenizer.json +0 -0
- tokenizer_config.json +131 -0
- training_args.bin +3 -0
README.md
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| 1 |
+
---
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| 2 |
+
base_model: microsoft/Phi-3-mini-4k-instruct
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library_name: peft
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license: mit
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tags:
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- trl
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- sft
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- generated_from_trainer
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model-index:
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- name: phi-3-mini-QLoRA
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results: []
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+
---
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| 13 |
+
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| 14 |
+
<!-- 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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# phi-3-mini-QLoRA
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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: 1.0514
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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: 0.0001
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- train_batch_size: 8
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- eval_batch_size: 4
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- seed: 42
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 64
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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_ratio: 0.1
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- num_epochs: 2
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| 50 |
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| 51 |
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### Training results
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| 52 |
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| 53 |
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| Training Loss | Epoch | Step | Validation Loss |
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| 54 |
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|:-------------:|:------:|:----:|:---------------:|
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| 55 |
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| 2.2314 | 0.0273 | 100 | 2.1230 |
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| 56 |
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| 1.5709 | 0.0546 | 200 | 1.5079 |
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| 57 |
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| 1.4201 | 0.0820 | 300 | 1.4112 |
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| 58 |
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| 1.3689 | 0.1093 | 400 | 1.3759 |
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| 59 |
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| 1.3444 | 0.1366 | 500 | 1.3509 |
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| 60 |
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| 1.3287 | 0.1639 | 600 | 1.3273 |
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| 61 |
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| 1.3019 | 0.1912 | 700 | 1.3038 |
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| 62 |
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| 1.2713 | 0.2185 | 800 | 1.2827 |
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| 63 |
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| 1.2596 | 0.2459 | 900 | 1.2630 |
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| 64 |
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| 1.2433 | 0.2732 | 1000 | 1.2459 |
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| 65 |
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| 1.2233 | 0.3005 | 1100 | 1.2310 |
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| 66 |
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| 1.2197 | 0.3278 | 1200 | 1.2177 |
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| 67 |
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| 1.2033 | 0.3551 | 1300 | 1.2055 |
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| 68 |
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| 1.1902 | 0.3825 | 1400 | 1.1963 |
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| 69 |
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| 1.1927 | 0.4098 | 1500 | 1.1876 |
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| 1.1771 | 0.4371 | 1600 | 1.1791 |
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| 71 |
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| 1.1615 | 0.4644 | 1700 | 1.1702 |
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| 72 |
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| 1.1655 | 0.4917 | 1800 | 1.1641 |
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| 73 |
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| 1.1725 | 0.5191 | 1900 | 1.1585 |
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| 1.1348 | 0.5464 | 2000 | 1.1522 |
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| 1.1429 | 0.5737 | 2100 | 1.1464 |
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| 1.141 | 0.6010 | 2200 | 1.1413 |
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| 77 |
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| 1.1458 | 0.6283 | 2300 | 1.1362 |
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| 1.1268 | 0.6556 | 2400 | 1.1314 |
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| 79 |
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| 1.1218 | 0.6830 | 2500 | 1.1272 |
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| 1.1277 | 0.7103 | 2600 | 1.1226 |
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| 1.1092 | 0.7376 | 2700 | 1.1198 |
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| 82 |
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| 1.1282 | 0.7649 | 2800 | 1.1156 |
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| 83 |
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| 1.1027 | 0.7922 | 2900 | 1.1116 |
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| 84 |
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| 1.0951 | 0.8196 | 3000 | 1.1084 |
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| 85 |
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| 1.1001 | 0.8469 | 3100 | 1.1057 |
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| 86 |
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| 1.1027 | 0.8742 | 3200 | 1.1021 |
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| 87 |
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| 1.0989 | 0.9015 | 3300 | 1.0987 |
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| 88 |
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| 1.0917 | 0.9288 | 3400 | 1.0966 |
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| 89 |
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| 1.0832 | 0.9562 | 3500 | 1.0939 |
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| 90 |
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| 1.1074 | 0.9835 | 3600 | 1.0915 |
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| 91 |
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| 1.0692 | 1.0108 | 3700 | 1.0891 |
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| 92 |
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| 1.0868 | 1.0381 | 3800 | 1.0872 |
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| 93 |
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| 1.079 | 1.0654 | 3900 | 1.0855 |
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| 94 |
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| 1.0844 | 1.0927 | 4000 | 1.0831 |
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| 95 |
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| 1.0779 | 1.1201 | 4100 | 1.0819 |
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| 96 |
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| 1.0737 | 1.1474 | 4200 | 1.0797 |
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| 97 |
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| 1.0651 | 1.1747 | 4300 | 1.0775 |
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| 98 |
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| 1.0656 | 1.2020 | 4400 | 1.0764 |
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| 99 |
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| 1.0592 | 1.2293 | 4500 | 1.0739 |
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| 1.07 | 1.2567 | 4600 | 1.0729 |
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| 101 |
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| 1.068 | 1.2840 | 4700 | 1.0719 |
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| 102 |
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| 1.0623 | 1.3113 | 4800 | 1.0701 |
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| 103 |
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| 1.0622 | 1.3386 | 4900 | 1.0691 |
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| 104 |
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| 1.0579 | 1.3659 | 5000 | 1.0678 |
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| 105 |
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| 1.0652 | 1.3933 | 5100 | 1.0667 |
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| 106 |
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| 1.0655 | 1.4206 | 5200 | 1.0654 |
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| 107 |
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| 1.0619 | 1.4479 | 5300 | 1.0642 |
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| 108 |
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| 1.0521 | 1.4752 | 5400 | 1.0635 |
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| 109 |
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| 1.0563 | 1.5025 | 5500 | 1.0625 |
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| 110 |
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| 1.0554 | 1.5298 | 5600 | 1.0611 |
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| 111 |
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| 1.0577 | 1.5572 | 5700 | 1.0599 |
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| 112 |
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| 1.0427 | 1.5845 | 5800 | 1.0590 |
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| 113 |
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| 1.0489 | 1.6118 | 5900 | 1.0583 |
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| 114 |
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| 1.0444 | 1.6391 | 6000 | 1.0578 |
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| 115 |
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| 1.0573 | 1.6664 | 6100 | 1.0562 |
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| 116 |
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| 1.0494 | 1.6938 | 6200 | 1.0555 |
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| 117 |
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| 1.0355 | 1.7211 | 6300 | 1.0551 |
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| 118 |
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| 1.0531 | 1.7484 | 6400 | 1.0544 |
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| 119 |
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| 1.0542 | 1.7757 | 6500 | 1.0540 |
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| 120 |
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| 1.0324 | 1.8030 | 6600 | 1.0535 |
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| 121 |
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| 1.0497 | 1.8304 | 6700 | 1.0532 |
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| 122 |
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| 1.0415 | 1.8577 | 6800 | 1.0529 |
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| 123 |
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| 1.0414 | 1.8850 | 6900 | 1.0522 |
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| 124 |
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| 1.0588 | 1.9123 | 7000 | 1.0520 |
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| 125 |
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| 1.0347 | 1.9396 | 7100 | 1.0519 |
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| 126 |
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| 1.0346 | 1.9669 | 7200 | 1.0516 |
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| 127 |
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| 1.043 | 1.9943 | 7300 | 1.0514 |
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| 128 |
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### Framework versions
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- PEFT 0.12.0
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- Transformers 4.44.0
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- Pytorch 2.0.1+cu118
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- Datasets 2.21.0
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| 136 |
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- Tokenizers 0.19.1
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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": "microsoft/Phi-3-mini-4k-instruct",
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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": 8,
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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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"gate_proj",
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| 25 |
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"down_proj",
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| 26 |
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"o_proj",
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| 27 |
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"up_proj",
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| 28 |
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"k_proj",
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| 29 |
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"v_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,
|
| 33 |
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"use_rslora": false
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| 34 |
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:c3159d8455c5d81bcb314ec97ff70a42e1769fbf907bc31de68b6f0f62914eef
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size 17842592
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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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| 5 |
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"normalized": false,
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"rstrip": false,
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"single_word": false
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| 8 |
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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": "<|endoftext|>",
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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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| 14 |
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"single_word": false
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| 15 |
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},
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| 16 |
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"pad_token": "<unk>",
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| 17 |
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"unk_token": {
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| 18 |
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"content": "<unk>",
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| 19 |
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"lstrip": false,
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| 20 |
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"normalized": false,
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| 21 |
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"rstrip": false,
|
| 22 |
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"single_word": false
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| 23 |
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}
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| 24 |
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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": false,
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"add_eos_token": true,
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"add_prefix_space": null,
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"added_tokens_decoder": {
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"0": {
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"content": "<unk>",
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"lstrip": false,
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| 9 |
+
"normalized": false,
|
| 10 |
+
"rstrip": false,
|
| 11 |
+
"single_word": false,
|
| 12 |
+
"special": true
|
| 13 |
+
},
|
| 14 |
+
"1": {
|
| 15 |
+
"content": "<s>",
|
| 16 |
+
"lstrip": false,
|
| 17 |
+
"normalized": false,
|
| 18 |
+
"rstrip": false,
|
| 19 |
+
"single_word": false,
|
| 20 |
+
"special": true
|
| 21 |
+
},
|
| 22 |
+
"2": {
|
| 23 |
+
"content": "</s>",
|
| 24 |
+
"lstrip": false,
|
| 25 |
+
"normalized": false,
|
| 26 |
+
"rstrip": true,
|
| 27 |
+
"single_word": false,
|
| 28 |
+
"special": false
|
| 29 |
+
},
|
| 30 |
+
"32000": {
|
| 31 |
+
"content": "<|endoftext|>",
|
| 32 |
+
"lstrip": false,
|
| 33 |
+
"normalized": false,
|
| 34 |
+
"rstrip": false,
|
| 35 |
+
"single_word": false,
|
| 36 |
+
"special": true
|
| 37 |
+
},
|
| 38 |
+
"32001": {
|
| 39 |
+
"content": "<|assistant|>",
|
| 40 |
+
"lstrip": false,
|
| 41 |
+
"normalized": false,
|
| 42 |
+
"rstrip": true,
|
| 43 |
+
"single_word": false,
|
| 44 |
+
"special": true
|
| 45 |
+
},
|
| 46 |
+
"32002": {
|
| 47 |
+
"content": "<|placeholder1|>",
|
| 48 |
+
"lstrip": false,
|
| 49 |
+
"normalized": false,
|
| 50 |
+
"rstrip": true,
|
| 51 |
+
"single_word": false,
|
| 52 |
+
"special": true
|
| 53 |
+
},
|
| 54 |
+
"32003": {
|
| 55 |
+
"content": "<|placeholder2|>",
|
| 56 |
+
"lstrip": false,
|
| 57 |
+
"normalized": false,
|
| 58 |
+
"rstrip": true,
|
| 59 |
+
"single_word": false,
|
| 60 |
+
"special": true
|
| 61 |
+
},
|
| 62 |
+
"32004": {
|
| 63 |
+
"content": "<|placeholder3|>",
|
| 64 |
+
"lstrip": false,
|
| 65 |
+
"normalized": false,
|
| 66 |
+
"rstrip": true,
|
| 67 |
+
"single_word": false,
|
| 68 |
+
"special": true
|
| 69 |
+
},
|
| 70 |
+
"32005": {
|
| 71 |
+
"content": "<|placeholder4|>",
|
| 72 |
+
"lstrip": false,
|
| 73 |
+
"normalized": false,
|
| 74 |
+
"rstrip": true,
|
| 75 |
+
"single_word": false,
|
| 76 |
+
"special": true
|
| 77 |
+
},
|
| 78 |
+
"32006": {
|
| 79 |
+
"content": "<|system|>",
|
| 80 |
+
"lstrip": false,
|
| 81 |
+
"normalized": false,
|
| 82 |
+
"rstrip": true,
|
| 83 |
+
"single_word": false,
|
| 84 |
+
"special": true
|
| 85 |
+
},
|
| 86 |
+
"32007": {
|
| 87 |
+
"content": "<|end|>",
|
| 88 |
+
"lstrip": false,
|
| 89 |
+
"normalized": false,
|
| 90 |
+
"rstrip": true,
|
| 91 |
+
"single_word": false,
|
| 92 |
+
"special": true
|
| 93 |
+
},
|
| 94 |
+
"32008": {
|
| 95 |
+
"content": "<|placeholder5|>",
|
| 96 |
+
"lstrip": false,
|
| 97 |
+
"normalized": false,
|
| 98 |
+
"rstrip": true,
|
| 99 |
+
"single_word": false,
|
| 100 |
+
"special": true
|
| 101 |
+
},
|
| 102 |
+
"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 |
+
},
|
| 119 |
+
"bos_token": "<s>",
|
| 120 |
+
"chat_template": "{% for message in messages %}{% if message['role'] == 'system' %}{{'<|system|>\n' + message['content'] + '<|end|>\n'}}{% elif message['role'] == 'user' %}{{'<|user|>\n' + message['content'] + '<|end|>\n'}}{% elif message['role'] == 'assistant' %}{{'<|assistant|>\n' + message['content'] + '<|end|>\n'}}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>\n' }}{% else %}{{ eos_token }}{% endif %}",
|
| 121 |
+
"clean_up_tokenization_spaces": false,
|
| 122 |
+
"eos_token": "<|endoftext|>",
|
| 123 |
+
"legacy": false,
|
| 124 |
+
"model_max_length": 4096,
|
| 125 |
+
"pad_token": "<unk>",
|
| 126 |
+
"padding_side": "left",
|
| 127 |
+
"sp_model_kwargs": {},
|
| 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:ec8d25605685244eab86f853a457d94b1d968264e930a83eb691a90a9691eda6
|
| 3 |
+
size 4987
|