--- license: mit library_name: peft tags: - generated_from_trainer base_model: microsoft/phi-2 model-index: - name: results results: [] --- # results This model is a fine-tuned version of [microsoft/phi-2](https://huggingface.co/microsoft/phi-2) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.8902 ## 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: 0.0002 - train_batch_size: 4 - eval_batch_size: 4 - seed: 42 - gradient_accumulation_steps: 2 - total_train_batch_size: 8 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: constant - lr_scheduler_warmup_ratio: 0.03 - lr_scheduler_warmup_steps: 150 - num_epochs: 0.5 - mixed_precision_training: Native AMP ### Training results | Training Loss | Epoch | Step | Validation Loss | |:-------------:|:-----:|:----:|:---------------:| | 0.7893 | 0.04 | 25 | 0.9209 | | 0.7162 | 0.07 | 50 | 0.9266 | | 0.9178 | 0.11 | 75 | 0.8747 | | 0.7546 | 0.14 | 100 | 0.8973 | | 0.8387 | 0.18 | 125 | 0.8814 | | 0.7346 | 0.21 | 150 | 0.8926 | | 0.8609 | 0.25 | 175 | 0.8971 | | 0.7118 | 0.29 | 200 | 0.8833 | | 0.8248 | 0.32 | 225 | 0.8747 | | 0.6511 | 0.36 | 250 | 0.8852 | | 0.9178 | 0.39 | 275 | 0.8744 | | 0.6139 | 0.43 | 300 | 0.8885 | | 0.8795 | 0.46 | 325 | 0.8802 | | 0.5775 | 0.5 | 350 | 0.8902 | ### Framework versions - Transformers 4.36.2 - Pytorch 2.1.0+cu121 - Datasets 2.14.6 - Tokenizers 0.15.1 ## Training procedure The following `bitsandbytes` quantization config was used during training: - quant_method: bitsandbytes - load_in_8bit: False - load_in_4bit: True - llm_int8_threshold: 6.0 - llm_int8_skip_modules: None - llm_int8_enable_fp32_cpu_offload: False - llm_int8_has_fp16_weight: False - bnb_4bit_quant_type: nf4 - bnb_4bit_use_double_quant: True - bnb_4bit_compute_dtype: bfloat16 ### Framework versions - PEFT 0.6.2