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_batch_size
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results: []
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---
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# distily_bench_gpt2_batch_size
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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: 929.2385
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- eval_frwikippl: 4940.1445
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- eval_zhwikippl: 14653.9951
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- eval_loss: 7394.7842
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- eval_runtime: 22.0822
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- eval_samples_per_second: 45.285
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- eval_steps_per_second: 11.321
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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: <distily.objectives.LegacyObjective object at 0x7f7eb07a3700>
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- train_embeddings: True
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- learning_rate: 4e-05
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- train_batch_size: 16
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- eval_batch_size: 4
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- seed: 42
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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: 15.7299 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 | 57512.4023 | 57507.9609 | 331030.5312 | 21.9079 | 45.646 | 11.411 | 56939.4805 |
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| 500 | 0.0808 | 3373.4189 | 12600.2275 | 12434.4316 | 21.4223 | 46.68 | 11.67 | 43231.4297 |
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| 1000 | 0.1616 | 2185.7129 | 8084.5122 | 10273.4082 | 21.7859 | 45.901 | 11.475 | 31395.9453 |
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| 1500 | 0.2424 | 1793.0647 | 6660.5288 | 9647.7441 | 21.3865 | 46.759 | 11.69 | 23173.5977 |
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| 2000 | 0.3232 | 1548.9072 | 6412.6167 | 9225.7920 | 21.433 | 46.657 | 11.664 | 18881.2090 |
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| 2500 | 0.4040 | 1398.5220 | 5857.9961 | 8856.8965 | 21.3942 | 46.742 | 11.685 | 15137.3125 |
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| 3000 | 0.4848 | 1300.4033 | 5470.7554 | 8459.7764 | 21.5101 | 46.49 | 11.622 | 18107.0938 |
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| 3500 | 0.5656 | 1197.4879 | 5503.0571 | 8287.1680 | 21.4532 | 46.613 | 11.653 | 17759.8516 |
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| 4000 | 0.6464 | 1128.0508 | 5481.5659 | 8032.7041 | 21.4263 | 46.672 | 11.668 | 16724.0586 |
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| 4500 | 0.7272 | 1077.5973 | 5100.6572 | 7940.9922 | 21.4997 | 46.512 | 11.628 | 16846.2285 |
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| 5000 | 0.8080 | 1003.7661 | 5090.5928 | 7673.4722 | 22.0409 | 45.37 | 11.343 | 13699.2832 |
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| 5500 | 0.8888 | 983.7222 | 4890.5869 | 7606.2720 | 21.916 | 45.629 | 11.407 | 15087.8770 |
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| 6000 | 0.9696 | 936.5551 | 4860.5083 | 7409.6958 | 21.5036 | 46.504 | 11.626 | 13386.4326 |
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| 6188 | 1.0 | 929.2385 | 4940.1445 | 7394.7842 | 22.0822 | 45.285 | 11.321 | 14653.9951 |
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### Framework versions
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- Distily 0.2.0
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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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logs/per_device_train_batch_size=16/events.out.tfevents.1723359176.93d6cbb3ad53
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version https://git-lfs.github.com/spec/v1
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oid sha256:74d8e45944b48324d8663cf34c06b0d2991ea44ab4404c1d13c4023e3a7b3d02
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size 249
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