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README.md ADDED
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+ ---
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+ license: llama2
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+ base_model: meta-llama/Llama-2-7b-hf
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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: squad_qa_title_v5_full_add3_meta-llama_Llama-2-7b-hf_3e-5_lora
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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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+ # squad_qa_title_v5_full_add3_meta-llama_Llama-2-7b-hf_3e-5_lora
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+
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+ This model is a fine-tuned version of [meta-llama/Llama-2-7b-hf](https://huggingface.co/meta-llama/Llama-2-7b-hf) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 2.2280
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+ - Accuracy: 0.6805
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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: 3e-05
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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: 4
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+ - total_train_batch_size: 32
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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: 50.0
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|
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+ | 1.4938 | 1.0 | 158 | 1.2449 | 0.6971 |
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+ | 1.1222 | 2.0 | 317 | 1.2146 | 0.6904 |
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+ | 0.9588 | 3.0 | 476 | 1.1494 | 0.7081 |
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+ | 0.6516 | 4.0 | 635 | 1.1579 | 0.7004 |
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+ | 0.5382 | 5.0 | 793 | 1.1923 | 0.7003 |
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+ | 0.3783 | 6.0 | 952 | 1.2099 | 0.7042 |
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+ | 0.2976 | 7.0 | 1111 | 1.2805 | 0.7016 |
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+ | 0.2588 | 8.0 | 1270 | 1.3570 | 0.6936 |
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+ | 0.221 | 9.0 | 1428 | 1.4097 | 0.6954 |
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+ | 0.2046 | 10.0 | 1587 | 1.4708 | 0.6884 |
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+ | 0.1747 | 11.0 | 1746 | 1.5390 | 0.6966 |
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+ | 0.1595 | 12.0 | 1905 | 1.6042 | 0.6928 |
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+ | 0.1484 | 13.0 | 2063 | 1.7245 | 0.6913 |
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+ | 0.1418 | 14.0 | 2222 | 1.7843 | 0.6914 |
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+ | 0.1352 | 15.0 | 2381 | 1.7591 | 0.6918 |
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+ | 0.1332 | 16.0 | 2540 | 1.7855 | 0.6915 |
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+ | 0.124 | 17.0 | 2698 | 1.8559 | 0.6845 |
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+ | 0.1216 | 18.0 | 2857 | 1.7711 | 0.6939 |
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+ | 0.1212 | 19.0 | 3016 | 1.8782 | 0.6892 |
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+ | 0.1201 | 20.0 | 3175 | 1.8749 | 0.6939 |
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+ | 0.116 | 21.0 | 3333 | 1.9779 | 0.6873 |
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+ | 0.1178 | 22.0 | 3492 | 1.8992 | 0.6871 |
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+ | 0.1126 | 23.0 | 3651 | 1.9506 | 0.6910 |
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+ | 0.1157 | 24.0 | 3810 | 1.9331 | 0.6891 |
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+ | 0.1101 | 25.0 | 3968 | 2.0093 | 0.6890 |
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+ | 0.1091 | 26.0 | 4127 | 1.9804 | 0.6802 |
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+ | 0.1059 | 27.0 | 4286 | 2.0450 | 0.6907 |
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+ | 0.1089 | 28.0 | 4445 | 1.9597 | 0.6895 |
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+ | 0.1106 | 29.0 | 4603 | 2.0416 | 0.6848 |
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+ | 0.1072 | 30.0 | 4762 | 2.0787 | 0.6833 |
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+ | 0.1092 | 31.0 | 4921 | 1.9773 | 0.6868 |
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+ | 0.1096 | 32.0 | 5080 | 2.0183 | 0.6881 |
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+ | 0.1077 | 33.0 | 5238 | 2.1192 | 0.6885 |
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+ | 0.1065 | 34.0 | 5397 | 2.0604 | 0.6801 |
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+ | 0.107 | 35.0 | 5556 | 2.0040 | 0.6794 |
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+ | 0.1063 | 36.0 | 5715 | 2.0488 | 0.6826 |
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+ | 0.1088 | 37.0 | 5873 | 2.1437 | 0.6851 |
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+ | 0.1041 | 38.0 | 6032 | 2.1194 | 0.6847 |
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+ | 0.1053 | 39.0 | 6191 | 2.1010 | 0.6840 |
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+ | 0.1062 | 40.0 | 6350 | 2.1417 | 0.6797 |
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+ | 0.1052 | 41.0 | 6508 | 2.1034 | 0.6847 |
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+ | 0.1061 | 42.0 | 6667 | 2.0156 | 0.6833 |
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+ | 0.1043 | 43.0 | 6826 | 2.1744 | 0.6825 |
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+ | 0.1039 | 44.0 | 6985 | 2.1533 | 0.6847 |
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+ | 0.1059 | 45.0 | 7143 | 2.1866 | 0.6836 |
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+ | 0.1062 | 46.0 | 7302 | 2.1303 | 0.6800 |
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+ | 0.1023 | 47.0 | 7461 | 2.1316 | 0.6850 |
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+ | 0.1056 | 48.0 | 7620 | 2.1523 | 0.6809 |
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+ | 0.1035 | 49.0 | 7778 | 2.2397 | 0.6815 |
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+ | 0.1029 | 49.76 | 7900 | 2.2280 | 0.6805 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.34.0
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+ - Pytorch 2.1.0+cu121
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+ - Datasets 2.18.0
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+ - Tokenizers 0.14.1
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