End of training
Browse files
README.md
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---
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base_model: gpt2
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library_name: distily
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license: mit
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tags:
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- generated_from_trainer
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model-index:
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- name: distily_bench_gpt2_optim
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results: []
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---
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# distily_bench_gpt2_optim
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This student model is distilled from the teacher model [gpt2](https://huggingface.co/gpt2) using the dataset (unspecified).
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The [Distily](https://github.com/lapp0/distily) library was used for this distillation.
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It achieves the following results on the evaluation set:
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- eval_enwikippl: 1215.4991
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- eval_frwikippl: 5819.5083
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- eval_zhwikippl: 20956.7344
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- eval_loss: 8772.9277
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- eval_runtime: 21.4547
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- eval_samples_per_second: 46.61
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- eval_steps_per_second: 11.652
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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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## 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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-->
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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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- distillation_objective: 'legacy'
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- loss_fn: kl
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- train_embeddings: True
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- learning_rate: 4e-05
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- train_batch_size: 4
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- eval_batch_size: 4
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- seed: 42
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 16
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: constant
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- num_epochs: 1.0
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### Resource Usage
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Peak GPU Memory: 4.5042 GB
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### Eval-Phase Metrics
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| step | epoch | enwikippl | frwikippl | loss | runtime | samples_per_second | steps_per_second | zhwikippl |
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| --- | --- | --- | --- | --- | --- | --- | --- | --- |
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| **teacher eval** | | 30.2385 | 57.2728 | | | | | 18.1772 |
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| 0 | 0 | 57156.2305 | 56794.7344 | 340312.0625 | 21.3694 | 46.796 | 11.699 | 53180.0820 |
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| 500 | 0.0808 | 2484.4006 | 11045.3506 | 11426.8164 | 21.3475 | 46.844 | 11.711 | 43964.9844 |
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| 1000 | 0.1616 | 1970.1313 | 8537.9531 | 10323.5195 | 21.3627 | 46.811 | 11.703 | 33413.9570 |
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| 1500 | 0.2424 | 1787.3650 | 7996.6372 | 10073.0879 | 21.7084 | 46.065 | 11.516 | 31035.3789 |
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| 2000 | 0.3232 | 1657.3257 | 6987.1538 | 9678.4004 | 21.3204 | 46.903 | 11.726 | 25568.5762 |
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| 2500 | 0.4040 | 1540.4508 | 6767.0361 | 9425.2803 | 21.6179 | 46.258 | 11.564 | 24918.0391 |
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| 3000 | 0.4848 | 1476.4456 | 6392.7534 | 9441.3438 | 21.3757 | 46.782 | 11.696 | 22015.2520 |
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| 3500 | 0.5657 | 1410.0809 | 6415.7793 | 9184.1279 | 21.3028 | 46.942 | 11.736 | 22942.6816 |
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| 4000 | 0.6465 | 1353.9352 | 6457.0771 | 9045.5684 | 21.3793 | 46.774 | 11.694 | 23314.8477 |
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| 4500 | 0.7273 | 1299.9990 | 5976.0591 | 8900.2881 | 21.3265 | 46.89 | 11.723 | 20214.6074 |
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| 5000 | 0.8081 | 1277.3837 | 6074.4014 | 8813.1836 | 21.3486 | 46.841 | 11.71 | 21447.9414 |
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| 5500 | 0.8889 | 1249.9579 | 6053.8770 | 8707.7764 | 21.3581 | 46.821 | 11.705 | 22251.7031 |
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| 6000 | 0.9697 | 1205.8865 | 5761.5308 | 8635.9678 | 21.251 | 47.057 | 11.764 | 20124.375 |
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| 6187 | 0.9999 | 1215.4991 | 5819.5083 | 8772.9277 | 21.4547 | 46.61 | 11.652 | 20956.7344 |
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### Framework versions
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- Distily 0.1.0
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- Transformers 4.44.0
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- Pytorch 2.3.0
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- Datasets 2.20.0
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 50256,
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"eos_token_id": 50256,
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"transformers_version": "4.44.0"
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}
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runs/Aug10_04-19-10_93d6cbb3ad53/events.out.tfevents.1723267822.93d6cbb3ad53
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version https://git-lfs.github.com/spec/v1
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oid sha256:52417c5219a847a9baded6acdf8c1c679823cbf82a8e03e14075487f1cab1f9e
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size 249
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