--- base_model: gpt2 library_name: distily license: mit tags: - generated_from_trainer model-index: - name: distily_bench_gpt2_batch_size results: [] --- # distily_bench_gpt2_batch_size This student model is distilled from the teacher model [gpt2](https://huggingface.co/gpt2) using the dataset (unspecified). The [Distily](https://github.com/lapp0/distily) library was used for this distillation. It achieves the following results on the evaluation set: - eval_enwikippl: 929.2385 - eval_frwikippl: 4940.1445 - eval_zhwikippl: 14653.9951 - eval_loss: 7394.7842 - eval_runtime: 22.0822 - eval_samples_per_second: 45.285 - eval_steps_per_second: 11.321 ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - distillation_objective: - train_embeddings: True - learning_rate: 4e-05 - train_batch_size: 16 - eval_batch_size: 4 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: constant - num_epochs: 1.0 ### Resource Usage Peak GPU Memory: 15.7299 GB ### Eval-Phase Metrics | step | epoch | enwikippl | frwikippl | loss | runtime | samples_per_second | steps_per_second | zhwikippl | | --- | --- | --- | --- | --- | --- | --- | --- | --- | | **teacher eval** | | 30.2385 | 57.2728 | | | | | 18.1772 | | 0 | 0 | 57512.4023 | 57507.9609 | 331030.5312 | 21.9079 | 45.646 | 11.411 | 56939.4805 | | 500 | 0.0808 | 3373.4189 | 12600.2275 | 12434.4316 | 21.4223 | 46.68 | 11.67 | 43231.4297 | | 1000 | 0.1616 | 2185.7129 | 8084.5122 | 10273.4082 | 21.7859 | 45.901 | 11.475 | 31395.9453 | | 1500 | 0.2424 | 1793.0647 | 6660.5288 | 9647.7441 | 21.3865 | 46.759 | 11.69 | 23173.5977 | | 2000 | 0.3232 | 1548.9072 | 6412.6167 | 9225.7920 | 21.433 | 46.657 | 11.664 | 18881.2090 | | 2500 | 0.4040 | 1398.5220 | 5857.9961 | 8856.8965 | 21.3942 | 46.742 | 11.685 | 15137.3125 | | 3000 | 0.4848 | 1300.4033 | 5470.7554 | 8459.7764 | 21.5101 | 46.49 | 11.622 | 18107.0938 | | 3500 | 0.5656 | 1197.4879 | 5503.0571 | 8287.1680 | 21.4532 | 46.613 | 11.653 | 17759.8516 | | 4000 | 0.6464 | 1128.0508 | 5481.5659 | 8032.7041 | 21.4263 | 46.672 | 11.668 | 16724.0586 | | 4500 | 0.7272 | 1077.5973 | 5100.6572 | 7940.9922 | 21.4997 | 46.512 | 11.628 | 16846.2285 | | 5000 | 0.8080 | 1003.7661 | 5090.5928 | 7673.4722 | 22.0409 | 45.37 | 11.343 | 13699.2832 | | 5500 | 0.8888 | 983.7222 | 4890.5869 | 7606.2720 | 21.916 | 45.629 | 11.407 | 15087.8770 | | 6000 | 0.9696 | 936.5551 | 4860.5083 | 7409.6958 | 21.5036 | 46.504 | 11.626 | 13386.4326 | | 6188 | 1.0 | 929.2385 | 4940.1445 | 7394.7842 | 22.0822 | 45.285 | 11.321 | 14653.9951 | ### Framework versions - Distily 0.2.0 - Transformers 4.44.0 - Pytorch 2.3.0 - Datasets 2.20.0