End of training
Browse files
README.md
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@@ -16,13 +16,13 @@ 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_loss:
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- eval_runtime: 17.
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- eval_samples_per_second:
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- eval_steps_per_second: 7.
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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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### Training hyperparameters
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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=2.0, loss_fn=
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- train_embeddings: True
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- learning_rate: 4e-05
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- train_batch_size: 8
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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** | | 30.2086 | 57.2728 | | | | | 18.1784 |
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| 0 | 0 |
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| 1000 | 0.0808 |
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| 2000 | 0.1616 |
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| 3000 | 0.2424 |
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| 4000 | 0.3232 |
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| 5000 | 0.4040 |
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| 6000 | 0.4848 |
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| 7000 | 0.5657 |
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| 8000 | 0.6465 |
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| 9000 | 0.7273 |
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| 10000 | 0.8081 |
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| 11000 | 0.8889 |
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| 12000 | 0.9697 |
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| 12375 | 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: 207.4599
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- eval_frwikippl: 1342.3768
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- eval_zhwikippl: 657.2436
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- eval_loss: 1.3331
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- eval_runtime: 17.3049
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- eval_samples_per_second: 57.787
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- eval_steps_per_second: 7.223
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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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### Training hyperparameters
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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=2.0, loss_fn=kl, 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: 8
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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** | | 30.2086 | 57.2728 | | | | | 18.1784 |
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| 0 | 0 | 55429.6875 | 57698.8047 | 6.1743 | 17.396 | 57.484 | 7.186 | 56988.9141 |
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| 1000 | 0.0808 | 682.2277 | 4513.8320 | 2.0387 | 17.3415 | 57.665 | 7.208 | 21742.0879 |
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| 2000 | 0.1616 | 493.2831 | 3192.1013 | 1.8548 | 17.3304 | 57.702 | 7.213 | 1917.9761 |
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| 3000 | 0.2424 | 408.6152 | 2650.7046 | 1.7483 | 17.3279 | 57.71 | 7.214 | 937.2945 |
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| 4000 | 0.3232 | 362.1653 | 2422.9863 | 1.6582 | 17.3944 | 57.49 | 7.186 | 807.3055 |
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| 5000 | 0.4040 | 311.0092 | 2075.7251 | 1.5707 | 17.3884 | 57.51 | 7.189 | 967.0451 |
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| 6000 | 0.4848 | 271.9341 | 1744.2100 | 1.4998 | 17.372 | 57.564 | 7.195 | 798.9407 |
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| 7000 | 0.5657 | 249.6316 | 1538.4886 | 1.4376 | 17.3071 | 57.78 | 7.222 | 768.1817 |
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| 8000 | 0.6465 | 225.5740 | 1397.4233 | 1.3836 | 17.3097 | 57.771 | 7.221 | 701.6876 |
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| 9000 | 0.7273 | 207.4599 | 1342.3768 | 1.3331 | 17.3049 | 57.787 | 7.223 | 657.2436 |
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| 10000 | 0.8081 | 189.0748 | 1151.9358 | 1.2846 | 17.3724 | 57.563 | 7.195 | 561.3511 |
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| 11000 | 0.8889 | 173.5948 | 1120.0602 | 1.2337 | 17.3912 | 57.5 | 7.188 | 488.3670 |
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| 12000 | 0.9697 | 157.5976 | 1006.0906 | 1.1896 | 17.3686 | 57.575 | 7.197 | 640.5209 |
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| 12375 | 1.0 | 156.4636 | 960.7520 | 1.1773 | 17.446 | 57.32 | 7.165 | 627.6509 |
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### Framework versions
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- Distily 0.2.0
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logs/attn_loss_fn=kl, attn_weight=2.0/events.out.tfevents.1723668499.93d6cbb3ad53
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version https://git-lfs.github.com/spec/v1
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oid sha256:d97c8b26b2565ba448a23be26007f03fdf0e087ded6b2f3236637202c54726c0
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size 249
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