lapp0 commited on
Commit
74cac1a
1 Parent(s): ef0b4ed

Training in progress, step 15469

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README.md CHANGED
@@ -15,14 +15,14 @@ This student model is distilled from the teacher model [roneneldan/TinyStories-3
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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: 12623.7412
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- - eval_frwikippl: 52327.9961
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- - eval_zhwikippl: 96451.4609
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- - eval_tinystoriesppl: 6281.7222
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- - eval_loss: 18.2212
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- - eval_runtime: 32.9567
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- - eval_samples_per_second: 75.857
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- - eval_steps_per_second: 9.497
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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.
@@ -47,7 +47,7 @@ More information needed
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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=10.0, loss_fn=raw_mse, layer_mapper=None, projector=None), attn_loss_component=LossComponent(label=attn, weight=10.0, loss_fn=raw_mse, layer_mapper=None, projector=None))
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  - train_embeddings: True
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- - learning_rate: 4e-06
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  - train_batch_size: 16
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  - eval_batch_size: 8
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  - seed: 42
@@ -62,18 +62,18 @@ Peak GPU Memory: 16.2498 GB
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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** | | 169.9865 | 47377.9414 | | | | | 3.9789 | 4998.1294 |
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- | 0 | 0 | 12930.5508 | 52883.7109 | 18.2508 | 32.8136 | 76.188 | 9.539 | 6471.4722 | 96760.75 |
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- | 2000 | 0.1293 | 12623.7412 | 52327.9961 | 18.2212 | 32.8936 | 76.003 | 9.516 | 6281.7222 | 96451.4609 |
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- | 4000 | 0.2586 | 12623.7412 | 52327.9961 | 18.2212 | 32.8034 | 76.212 | 9.542 | 6281.7222 | 96451.4609 |
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- | 6000 | 0.3879 | 12623.7412 | 52327.9961 | 18.2212 | 32.8868 | 76.018 | 9.517 | 6281.7222 | 96451.4609 |
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- | 8000 | 0.5172 | 12623.7412 | 52327.9961 | 18.2212 | 32.9567 | 75.857 | 9.497 | 6281.7222 | 96451.4609 |
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- | 10000 | 0.6465 | 12623.7412 | 52327.9961 | 18.2212 | 32.9256 | 75.929 | 9.506 | 6281.7222 | 96451.4609 |
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- | 12000 | 0.7757 | 12623.7412 | 52327.9961 | 18.2212 | 32.9173 | 75.948 | 9.509 | 6281.7222 | 96451.4609 |
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- | 14000 | 0.9050 | 12623.7412 | 52327.9961 | 18.2212 | 33.1691 | 75.371 | 9.437 | 6281.7222 | 96451.4609 |
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- | 15469 | 1.0 | 12623.7412 | 52327.9961 | 18.2212 | 33.0829 | 75.568 | 9.461 | 6281.7222 | 96451.4609 |
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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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  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: 24580.0566
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+ - eval_frwikippl: 58429.5703
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+ - eval_zhwikippl: 90638.1875
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+ - eval_tinystoriesppl: 13633.8428
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+ - eval_loss: 18.8988
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+ - eval_runtime: 32.6253
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+ - eval_samples_per_second: 76.628
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+ - eval_steps_per_second: 9.594
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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=10.0, loss_fn=raw_mse, layer_mapper=None, projector=None), attn_loss_component=LossComponent(label=attn, weight=10.0, loss_fn=raw_mse, 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: 16
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  - eval_batch_size: 8
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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** | | 169.9865 | 47377.9414 | | | | | 3.9789 | 4998.1294 |
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+ | 0 | 0 | 30500.8262 | 64429.8789 | 19.1222 | 32.5358 | 76.838 | 9.62 | 17883.2402 | 92396.1641 |
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+ | 2000 | 0.1293 | 24580.0566 | 58429.5703 | 18.8980 | 32.4735 | 76.986 | 9.639 | 13633.8428 | 90638.1875 |
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+ | 4000 | 0.2586 | 24580.0566 | 58429.5703 | 18.8980 | 32.5203 | 76.875 | 9.625 | 13633.8428 | 90638.1875 |
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+ | 6000 | 0.3879 | 24580.0566 | 58429.5703 | 18.8988 | 32.628 | 76.621 | 9.593 | 13633.8428 | 90638.1875 |
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+ | 8000 | 0.5172 | 24580.0566 | 58429.5703 | 18.8988 | 32.6253 | 76.628 | 9.594 | 13633.8428 | 90638.1875 |
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+ | 10000 | 0.6465 | 24580.0566 | 58429.5703 | 18.8988 | 32.4883 | 76.951 | 9.634 | 13633.8428 | 90638.1875 |
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+ | 12000 | 0.7757 | 24580.0566 | 58429.5703 | 18.8980 | 32.4949 | 76.935 | 9.632 | 13633.8428 | 90638.1875 |
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+ | 14000 | 0.9050 | 24580.0566 | 58429.5703 | 18.8988 | 32.507 | 76.906 | 9.629 | 13633.8428 | 90638.1875 |
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+ | 15469 | 1.0 | 24580.0566 | 58429.5703 | 18.8988 | 32.6353 | 76.604 | 9.591 | 13633.8428 | 90638.1875 |
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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 2.21.0
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