Hmehdi515/lora
Browse files- README.md +153 -0
- adapter_config.json +34 -0
- adapter_model.safetensors +3 -0
- added_tokens.json +13 -0
- special_tokens_map.json +24 -0
- tokenizer.model +3 -0
- tokenizer_config.json +132 -0
- training_args.bin +3 -0
README.md
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---
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base_model: microsoft/Phi-3-medium-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-medium-LoRA
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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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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/hmehdi-endosoft/Phi3-medium-ft-python-code/runs/lshnwbbw)
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# phi-3-medium-LoRA
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This model is a fine-tuned version of [microsoft/Phi-3-medium-4k-instruct](https://huggingface.co/microsoft/Phi-3-medium-4k-instruct) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.7006
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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: 2
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- eval_batch_size: 2
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 4
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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: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:------:|:------:|:---------------:|
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| 1.2073 | 0.1118 | 2500 | 0.7942 |
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| 1.1026 | 0.2237 | 5000 | 0.7623 |
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| 1.0828 | 0.3355 | 7500 | 0.7447 |
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| 1.0777 | 0.4473 | 10000 | 0.7363 |
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| 1.0761 | 0.5592 | 12500 | 0.7304 |
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| 1.0603 | 0.6710 | 15000 | 0.7243 |
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| 1.0689 | 0.7828 | 17500 | 0.7208 |
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| 1.0685 | 0.8947 | 20000 | 0.7183 |
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| 1.0543 | 1.0065 | 22500 | 0.7158 |
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| 1.0412 | 1.1183 | 25000 | 0.7126 |
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| 1.0488 | 1.2301 | 27500 | 0.7109 |
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| 1.0496 | 1.3420 | 30000 | 0.7101 |
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| 1.0442 | 1.4538 | 32500 | 0.7088 |
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| 1.0533 | 1.5656 | 35000 | 0.7079 |
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| 1.0461 | 1.6775 | 37500 | 0.7060 |
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| 1.0387 | 1.7893 | 40000 | 0.7059 |
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| 1.0214 | 1.9011 | 42500 | 0.7045 |
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| 1.0396 | 2.0130 | 45000 | 0.7053 |
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| 1.0423 | 2.1248 | 47500 | 0.7044 |
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| 1.0384 | 2.2366 | 50000 | 0.7039 |
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| 1.0091 | 2.3485 | 52500 | 0.7041 |
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| 1.0277 | 2.4603 | 55000 | 0.7040 |
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| 1.0194 | 2.5721 | 57500 | 0.7039 |
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| 1.0365 | 2.6840 | 60000 | 0.7034 |
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| 1.0378 | 2.7958 | 62500 | 0.7021 |
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| 1.0315 | 2.9076 | 65000 | 0.7025 |
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| 1.0308 | 3.0195 | 67500 | 0.7021 |
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| 1.0054 | 3.1313 | 70000 | 0.7022 |
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| 1.0275 | 3.2431 | 72500 | 0.7027 |
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| 1.024 | 3.3550 | 75000 | 0.7030 |
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| 1.0199 | 3.4668 | 77500 | 0.7018 |
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| 1.028 | 3.5786 | 80000 | 0.7021 |
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| 1.0292 | 3.6904 | 82500 | 0.7017 |
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| 1.017 | 3.8023 | 85000 | 0.7014 |
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| 1.0202 | 3.9141 | 87500 | 0.7012 |
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| 1.01 | 4.0259 | 90000 | 0.7021 |
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| 1.0117 | 4.1378 | 92500 | 0.7015 |
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| 1.0078 | 4.2496 | 95000 | 0.7010 |
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| 1.0181 | 4.3614 | 97500 | 0.7013 |
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| 1.0158 | 4.4733 | 100000 | 0.7015 |
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| 1.0185 | 4.5851 | 102500 | 0.7015 |
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| 1.0145 | 4.6969 | 105000 | 0.7010 |
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| 1.006 | 4.8088 | 107500 | 0.7010 |
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| 1.0099 | 4.9206 | 110000 | 0.7008 |
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| 1.0273 | 5.0324 | 112500 | 0.7010 |
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| 1.0081 | 5.1443 | 115000 | 0.7012 |
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| 1.0084 | 5.2561 | 117500 | 0.7011 |
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| 1.0088 | 5.3679 | 120000 | 0.7012 |
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| 1.0021 | 5.4798 | 122500 | 0.7009 |
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| 1.0211 | 5.5916 | 125000 | 0.7009 |
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| 1.023 | 5.7034 | 127500 | 0.7006 |
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| 1.0143 | 5.8153 | 130000 | 0.7008 |
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| 1.0082 | 5.9271 | 132500 | 0.7007 |
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| 1.0142 | 6.0389 | 135000 | 0.7009 |
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| 1.0221 | 6.1507 | 137500 | 0.7009 |
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| 1.0245 | 6.2626 | 140000 | 0.7009 |
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| 1.0134 | 6.3744 | 142500 | 0.7008 |
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| 1.0098 | 6.4862 | 145000 | 0.7007 |
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| 1.0123 | 6.5981 | 147500 | 0.7005 |
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| 1.0016 | 6.7099 | 150000 | 0.7005 |
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| 1.0123 | 6.8217 | 152500 | 0.7006 |
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| 1.0085 | 6.9336 | 155000 | 0.7005 |
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| 1.0138 | 7.0454 | 157500 | 0.7003 |
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| 1.006 | 7.1572 | 160000 | 0.7006 |
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| 1.0087 | 7.2691 | 162500 | 0.7005 |
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| 1.0152 | 7.3809 | 165000 | 0.7008 |
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| 1.0129 | 7.4927 | 167500 | 0.7008 |
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| 0.992 | 7.6046 | 170000 | 0.7001 |
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| 0.9972 | 7.7164 | 172500 | 0.7004 |
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| 1.0168 | 7.8282 | 175000 | 0.7007 |
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| 1.0053 | 7.9401 | 177500 | 0.7005 |
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| 0.9945 | 8.0519 | 180000 | 0.7004 |
|
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| 1.0186 | 8.1637 | 182500 | 0.7006 |
|
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| 1.0209 | 8.2756 | 185000 | 0.7006 |
|
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| 1.013 | 8.3874 | 187500 | 0.7006 |
|
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| 1.0068 | 8.4992 | 190000 | 0.7006 |
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| 0.9985 | 8.6110 | 192500 | 0.7005 |
|
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| 1.0044 | 8.7229 | 195000 | 0.7005 |
|
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| 1.0292 | 8.8347 | 197500 | 0.7005 |
|
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| 1.0153 | 8.9465 | 200000 | 0.7004 |
|
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| 1.0058 | 9.0584 | 202500 | 0.7005 |
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| 0.9943 | 9.1702 | 205000 | 0.7005 |
|
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| 1.015 | 9.2820 | 207500 | 0.7005 |
|
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| 1.023 | 9.3939 | 210000 | 0.7006 |
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| 1.0192 | 9.5057 | 212500 | 0.7005 |
|
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| 1.0067 | 9.6175 | 215000 | 0.7005 |
|
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| 1.0198 | 9.7294 | 217500 | 0.7006 |
|
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| 0.988 | 9.8412 | 220000 | 0.7006 |
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| 1.0098 | 9.9530 | 222500 | 0.7006 |
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### Framework versions
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- PEFT 0.11.1
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- Transformers 4.42.4
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- Pytorch 2.3.1+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "microsoft/Phi-3-medium-4k-instruct",
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 64,
|
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"lora_dropout": 0.05,
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"megatron_config": null,
|
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"megatron_core": "megatron.core",
|
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"modules_to_save": null,
|
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"peft_type": "LORA",
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"r": 128,
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"rank_pattern": {},
|
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"revision": null,
|
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"target_modules": [
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"gate_proj",
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"down_proj",
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"v_proj",
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"o_proj",
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"up_proj",
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"k_proj",
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"q_proj"
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],
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"task_type": "CAUSAL_LM",
|
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"use_dora": false,
|
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"use_rslora": false
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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:da216779a86005900a2012c80146c688917bc705db7c80fde7a804986811dc3c
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size 340809136
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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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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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"add_bos_token": false,
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"add_eos_token": true,
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"add_prefix_space": true,
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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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"normalized": false,
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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'] == 'user') %}{{'<|user|>' + '\n' + message['content'] + '<|end|>' + '\n' + '<|assistant|>' + '\n'}}{% elif (message['role'] == 'assistant') %}{{message['content'] + '<|end|>' + '\n'}}{% endif %}{% endfor %}",
|
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 |
+
"spaces_between_special_tokens": false,
|
129 |
+
"tokenizer_class": "LlamaTokenizer",
|
130 |
+
"unk_token": "<unk>",
|
131 |
+
"use_default_system_prompt": false
|
132 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:ea79016cf2225a4119b36066f398dacea82c84dea19d36cb2bfb2977d239d3aa
|
3 |
+
size 5368
|