llama3_1_8B_all_zhtw_turn_lr1e-5_ep1_16_32_128
This model is a fine-tuned version of meta-llama/Llama-3.1-8B-Instruct on the multi_turn_miss_func_zh_tw_function_mix_sharegpt500_turn, the multi_turn_miss_param_zh_tw_function_mix_sharegpt500_turn, the multi_turn_zh_tw_function_mix_sharegpt500_turn, the irrelevance_zh_tw_sharegpt3000 and the apigen_zhtwV3_remove_sys_sharegpt datasets. It achieves the following results on the evaluation set:
- Loss: 0.7852
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 1
- eval_batch_size: 1
- seed: 42
- gradient_accumulation_steps: 128
- total_train_batch_size: 128
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 15
- num_epochs: 1
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 1.5538 | 0.0467 | 10 | 1.7379 |
| 1.4577 | 0.0933 | 20 | 1.6165 |
| 1.4283 | 0.1400 | 30 | 1.4638 |
| 0.9057 | 0.1866 | 40 | 1.3257 |
| 1.0109 | 0.2333 | 50 | 1.2057 |
| 0.9861 | 0.2799 | 60 | 1.0982 |
| 0.9197 | 0.3266 | 70 | 1.0025 |
| 0.7071 | 0.3732 | 80 | 0.9370 |
| 0.8973 | 0.4199 | 90 | 0.8938 |
| 0.8647 | 0.4665 | 100 | 0.8634 |
| 0.9744 | 0.5132 | 110 | 0.8408 |
| 0.7256 | 0.5598 | 120 | 0.8232 |
| 0.7378 | 0.6065 | 130 | 0.8116 |
| 0.7114 | 0.6531 | 140 | 0.8037 |
| 0.7931 | 0.6998 | 150 | 0.7972 |
| 0.754 | 0.7464 | 160 | 0.7923 |
| 0.9558 | 0.7931 | 170 | 0.7890 |
| 0.8876 | 0.8397 | 180 | 0.7870 |
| 0.7552 | 0.8864 | 190 | 0.7857 |
| 0.7593 | 0.9330 | 200 | 0.7851 |
| 0.8785 | 0.9797 | 210 | 0.7850 |
Framework versions
- PEFT 0.17.0
- Transformers 4.57.1
- Pytorch 2.4.1+cu121
- Datasets 4.0.0
- Tokenizers 0.22.2
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Model tree for a3ilab-llm-uncertainty/llama3_1_8B_all_zhtw_turn_lr1e-5_ep1_16_32_128
Base model
meta-llama/Llama-3.1-8B Finetuned
meta-llama/Llama-3.1-8B-Instruct