---
base_model: gpt2
library_name: distily
license: mit
tags:
- generated_from_trainer
model-index:
- name: distily_bench_gpt2_optim
  results: []
---

# distily_bench_gpt2_optim

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: 557.4904
- eval_frwikippl: 3720.3530
- eval_zhwikippl: 4680.3271
- eval_loss: 7067.3281
- eval_runtime: 21.809
- eval_samples_per_second: 45.853
- eval_steps_per_second: 11.463

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## Model description

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## Intended uses & limitations

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## Training and evaluation data

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## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- distillation_objective: 'legacy'
- loss_fn: kl
- train_embeddings: True
- learning_rate: 4e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 16
- 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: 4.9635 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 | 55339.3672 | 57682.5742 | 331776.0 | 21.8237 | 45.822 | 11.455 | 57080.2930 |
| 500 | 0.0808 | 2141.9436 | 10202.3701 | 12330.6885 | 21.7635 | 45.948 | 11.487 | 53877.0430 |
| 1000 | 0.1616 | 1548.9375 | 5687.2700 | 10414.7197 | 21.7598 | 45.956 | 11.489 | 18884.9902 |
| 1500 | 0.2424 | 1210.3187 | 5229.9336 | 9469.8877 | 21.7665 | 45.942 | 11.486 | 13649.9746 |
| 2000 | 0.3232 | 1043.7686 | 5214.2856 | 8923.7764 | 21.649 | 46.191 | 11.548 | 16504.4258 |
| 2500 | 0.4040 | 918.9057 | 4731.1772 | 8583.6797 | 21.7074 | 46.067 | 11.517 | 16631.6348 |
| 3000 | 0.4848 | 835.4744 | 4334.6509 | 8223.8076 | 21.8184 | 45.833 | 11.458 | 11922.9453 |
| 3500 | 0.5657 | 767.9663 | 4349.3467 | 8085.1519 | 21.829 | 45.811 | 11.453 | 14098.2949 |
| 4000 | 0.6465 | 713.7677 | 4238.2466 | 7742.4639 | 21.8774 | 45.709 | 11.427 | 15250.9297 |
| 4500 | 0.7273 | 665.8071 | 3945.1226 | 7548.7358 | 21.7762 | 45.922 | 11.48 | 11118.6543 |
| 5000 | 0.8081 | 625.8375 | 3838.6619 | 7384.2559 | 21.827 | 45.815 | 11.454 | 7372.2939 |
| 5500 | 0.8889 | 599.3104 | 3789.3154 | 7218.8159 | 21.7296 | 46.02 | 11.505 | 5835.5698 |
| 6000 | 0.9697 | 571.8722 | 3735.3345 | 7106.2402 | 21.667 | 46.153 | 11.538 | 5088.3940 |
| 6187 | 0.9999 | 557.4904 | 3720.3530 | 7067.3281 | 21.809 | 45.853 | 11.463 | 4680.3271 |

### Framework versions
- Distily 0.2.0
- Transformers 4.44.0
- Pytorch 2.3.0
- Datasets 2.20.0