End of training
Browse files
README.md
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@@ -16,14 +16,14 @@ This student model is distilled from the teacher model [gpt2](https://huggingfac
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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:
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- eval_frwikippl:
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- eval_zhwikippl:
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- eval_tinystoriesppl:
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- eval_loss:
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- eval_runtime: 21.
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- eval_samples_per_second: 47.
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- eval_steps_per_second: 11.
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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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The following hyperparameters were used during training:
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- distillation_objective: DistillationObjective(logits_loss_component=LossComponent(label=logits, weight=1, loss_fn=kl, layer_mapper=None, projector=None), hs_loss_component=LossComponent(label=hs, weight=0, loss_fn=None, layer_mapper=None, projector=None), attn_loss_component=LossComponent(label=attn, weight=0, loss_fn=None, layer_mapper=None, projector=None))
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- train_embeddings: True
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- learning_rate:
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- train_batch_size: 1
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- eval_batch_size: 4
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- seed: 42
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| step | epoch | enwikippl | frwikippl | loss | runtime | samples_per_second | steps_per_second | tinystoriesppl | zhwikippl |
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| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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| **teacher eval** | | 270.2348 | 76.8142 | | | | | 671.1238 | 22.8030 |
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| 0 | 0 | 120078.375 | 1867851235328.0 | 18.7920 | 21.
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| 5000 | 0.0505 |
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| 10000 | 0.1010 |
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| 15000 | 0.1515 |
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| 20000 | 0.2020 |
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| 25000 | 0.2525 |
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| 30000 | 0.3030 |
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| 35000 | 0.3535 |
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| 40000 | 0.4040 |
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| 45000 | 0.4545 |
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| 50000 | 0.5051 |
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| 55000 | 0.5556 |
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| 60000 | 0.6061 |
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| 65000 | 0.6566 |
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| 70000 | 0.7071 |
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| 75000 | 0.7576 |
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| 80000 | 0.8081 |
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| 85000 | 0.8586 |
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| 90000 | 0.9091 |
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| 95000 | 0.9596 |
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| 99000 | 1.0 |
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### Framework versions
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- Distily 0.2.0
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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: 401.6902
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- eval_frwikippl: 385.9396
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- eval_zhwikippl: 137.9653
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- eval_tinystoriesppl: 881.4292
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- eval_loss: 0.7112
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- eval_runtime: 21.2483
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- eval_samples_per_second: 47.063
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- eval_steps_per_second: 11.766
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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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The following hyperparameters were used during training:
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- distillation_objective: DistillationObjective(logits_loss_component=LossComponent(label=logits, weight=1, loss_fn=kl, layer_mapper=None, projector=None), hs_loss_component=LossComponent(label=hs, weight=0, loss_fn=None, layer_mapper=None, projector=None), attn_loss_component=LossComponent(label=attn, weight=0, loss_fn=None, layer_mapper=None, projector=None))
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- train_embeddings: True
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- learning_rate: 4e-05
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- train_batch_size: 1
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- eval_batch_size: 4
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- seed: 42
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| step | epoch | enwikippl | frwikippl | loss | runtime | samples_per_second | steps_per_second | tinystoriesppl | zhwikippl |
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| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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| **teacher eval** | | 270.2348 | 76.8142 | | | | | 671.1238 | 22.8030 |
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| 0 | 0 | 120078.375 | 1867851235328.0 | 18.7920 | 21.2125 | 47.142 | 11.786 | 72.8770 | 4013754155008.0 |
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| 5000 | 0.0505 | 621.5149 | 991.7020 | 1.3528 | 21.2177 | 47.13 | 11.783 | 980.0922 | 399.9691 |
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| 10000 | 0.1010 | 574.4407 | 664.8521 | 1.1590 | 21.2225 | 47.12 | 11.78 | 1036.6780 | 493.8460 |
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| 15000 | 0.1515 | 543.0890 | 635.0353 | 1.0360 | 21.2351 | 47.092 | 11.773 | 1033.2988 | 145.9157 |
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| 20000 | 0.2020 | 509.8121 | 599.6746 | 0.9759 | 21.2099 | 47.148 | 11.787 | 985.1690 | 251.1274 |
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| 25000 | 0.2525 | 448.2854 | 486.9003 | 0.8334 | 21.2284 | 47.107 | 11.777 | 923.3450 | 171.9567 |
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| 30000 | 0.3030 | 420.2149 | 441.8981 | 0.7741 | 21.2742 | 47.005 | 11.751 | 893.9037 | 129.4944 |
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| 35000 | 0.3535 | 417.6187 | 442.7548 | 0.7695 | 21.5924 | 46.313 | 11.578 | 884.2755 | 140.6411 |
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| 40000 | 0.4040 | 419.8570 | 418.2776 | 0.7678 | 21.23 | 47.103 | 11.776 | 893.9774 | 162.6632 |
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| 45000 | 0.4545 | 420.1905 | 413.8966 | 0.7576 | 21.2355 | 47.091 | 11.773 | 905.9177 | 154.8089 |
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| 50000 | 0.5051 | 420.9561 | 426.7430 | 0.7544 | 21.2196 | 47.126 | 11.782 | 906.1800 | 147.5501 |
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| 55000 | 0.5556 | 417.3034 | 409.1867 | 0.7509 | 21.2021 | 47.165 | 11.791 | 902.3304 | 143.7327 |
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| 60000 | 0.6061 | 418.3230 | 413.0230 | 0.7525 | 21.2367 | 47.088 | 11.772 | 894.0145 | 156.6996 |
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| 65000 | 0.6566 | 404.0308 | 404.5305 | 0.7221 | 21.2003 | 47.169 | 11.792 | 878.4468 | 136.2006 |
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| 70000 | 0.7071 | 406.0154 | 392.1317 | 0.7194 | 21.2119 | 47.143 | 11.786 | 891.9106 | 137.0481 |
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| 75000 | 0.7576 | 400.8665 | 383.9604 | 0.7188 | 21.2118 | 47.144 | 11.786 | 871.7914 | 140.4630 |
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| 80000 | 0.8081 | 402.5625 | 387.4647 | 0.7168 | 21.2234 | 47.118 | 11.779 | 882.3771 | 141.0827 |
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| 85000 | 0.8586 | 399.3479 | 385.9124 | 0.7123 | 21.2047 | 47.159 | 11.79 | 875.1130 | 140.0700 |
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| 90000 | 0.9091 | 401.2549 | 386.7830 | 0.7117 | 21.2316 | 47.1 | 11.775 | 881.0649 | 138.5555 |
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| 95000 | 0.9596 | 401.4725 | 386.1842 | 0.7112 | 21.2217 | 47.122 | 11.78 | 880.2640 | 138.0389 |
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| 99000 | 1.0 | 401.6902 | 385.9396 | 0.7112 | 21.2483 | 47.063 | 11.766 | 881.4292 | 137.9653 |
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### Framework versions
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- Distily 0.2.0
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logs/copy_teacher_modules=_(_lm_head___False)_, learning_rate=4e-05/events.out.tfevents.1724055248.f383272e719b
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version https://git-lfs.github.com/spec/v1
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oid sha256:9b0eafccae2b1f019f22949ebd8095fe6f6385a605f0c00baea1587be79ab771
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size 312
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