Training in progress, step 61875
Browse files- README.md +33 -34
- logs/attn_loss_fn=mse, attn_weight=10.0, hs_loss_fn=raw_mse, hs_weight=10.0, learning_rate=0.0004, warmup_ratio=0.1/events.out.tfevents.1723776979.b7d545513dcf +3 -0
- logs/attn_loss_fn=mse, attn_weight=10.0, hs_loss_fn=raw_mse, hs_weight=10.0, learning_rate=0.0004, warmup_ratio=0/events.out.tfevents.1723776757.b7d545513dcf +2 -2
- model.safetensors +1 -1
- training_args.bin +1 -1
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:
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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:
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- eval_samples_per_second: 75.
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- eval_steps_per_second: 9.
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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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@@ -47,47 +47,46 @@ 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=mse, layer_mapper=None, projector=None))
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- train_embeddings: True
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- learning_rate: 0.
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- train_batch_size: 8
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- eval_batch_size: 8
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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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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 1.0
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### Resource Usage
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Peak GPU Memory: 8.
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### Eval-Phase Metrics
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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 |
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| 3000 | 0.0485 |
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| 6000 | 0.0970 |
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| 9000 | 0.1455 |
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| 12000 | 0.1939 |
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| 15000 | 0.2424 |
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| 18000 | 0.2909 |
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| 21000 | 0.3394 |
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| 24000 | 0.3879 |
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| 27000 | 0.4364 |
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| 30000 | 0.4848 |
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| 33000 | 0.5333 |
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| 36000 | 0.5818 |
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| 39000 | 0.6303 |
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| 42000 | 0.6788 |
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| 45000 | 0.7273 |
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| 48000 | 0.7758 |
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| 51000 | 0.8242 |
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| 54000 | 0.8727 |
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| 57000 | 0.9212 |
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| 60000 | 0.9697 |
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| 61875 | 1.0 |
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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.
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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: 3694.4192
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- eval_frwikippl: 30929.5703
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- eval_zhwikippl: 45501.2617
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- eval_tinystoriesppl: 1160.7031
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- eval_loss: 15.6337
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- eval_runtime: 66.5963
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- eval_samples_per_second: 75.079
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- eval_steps_per_second: 9.385
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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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|
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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=mse, layer_mapper=None, projector=None))
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- train_embeddings: True
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- learning_rate: 0.0004
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- train_batch_size: 8
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- eval_batch_size: 8
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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: 8.2666 GB
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### Eval-Phase Metrics
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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 | 19278.7617 | 60268.5703 | 17.3716 | 66.6062 | 75.068 | 9.384 | 9660.0908 | 53858.2383 |
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| 3000 | 0.0485 | 3702.4434 | 30929.5703 | 15.6332 | 66.4884 | 75.201 | 9.4 | 1163.3928 | 45525.5703 |
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| 6000 | 0.0970 | 3702.4434 | 30929.5703 | 15.6346 | 67.0021 | 74.625 | 9.328 | 1163.0084 | 45525.5703 |
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| 9000 | 0.1455 | 3694.4192 | 30929.5703 | 15.6337 | 66.5963 | 75.079 | 9.385 | 1160.7031 | 45501.2617 |
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| 12000 | 0.1939 | 3696.7100 | 30981.8828 | 15.6348 | 66.5218 | 75.163 | 9.395 | 1161.0868 | 45525.5703 |
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| 15000 | 0.2424 | 3697.8560 | 30929.5703 | 15.6342 | 66.6948 | 74.968 | 9.371 | 1161.8550 | 45525.5703 |
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| 18000 | 0.2909 | 3696.7100 | 30981.8828 | 15.6348 | 66.2258 | 75.499 | 9.437 | 1161.2789 | 45525.5703 |
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| 21000 | 0.3394 | 3697.8560 | 30946.9785 | 15.6344 | 66.5835 | 75.094 | 9.387 | 1161.4711 | 45525.5703 |
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| 24000 | 0.3879 | 3697.8560 | 30929.5703 | 15.6334 | 66.8279 | 74.819 | 9.352 | 1162.0472 | 45525.5703 |
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| 27000 | 0.4364 | 3697.8560 | 30981.8828 | 15.6346 | 66.5691 | 75.11 | 9.389 | 1161.6627 | 45525.5703 |
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| 30000 | 0.4848 | 3696.7100 | 30946.9785 | 15.6346 | 66.7012 | 74.961 | 9.37 | 1160.7031 | 45525.5703 |
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| 33000 | 0.5333 | 3696.1389 | 30981.8828 | 15.6346 | 66.5211 | 75.164 | 9.396 | 1160.1277 | 45525.5703 |
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| 36000 | 0.5818 | 3700.1489 | 30929.5703 | 15.6331 | 66.5006 | 75.187 | 9.398 | 1162.6237 | 45525.5703 |
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| 39000 | 0.6303 | 3694.4192 | 30964.4258 | 15.6344 | 66.3802 | 75.324 | 9.415 | 1160.5111 | 45501.2617 |
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| 42000 | 0.6788 | 3696.7100 | 30946.9785 | 15.6346 | 66.6702 | 74.996 | 9.375 | 1160.7031 | 45525.5703 |
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| 45000 | 0.7273 | 3696.7100 | 30981.8828 | 15.6347 | 66.7768 | 74.876 | 9.36 | 1161.0868 | 45525.5703 |
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| 48000 | 0.7758 | 3694.4192 | 30929.5703 | 15.6331 | 66.6573 | 75.011 | 9.376 | 1160.7031 | 45525.5703 |
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| 51000 | 0.8242 | 3692.7039 | 30981.8828 | 15.6344 | 66.8297 | 74.817 | 9.352 | 1159.7439 | 45501.2617 |
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| 54000 | 0.8727 | 3692.1333 | 30946.9785 | 15.6344 | 66.8788 | 74.762 | 9.345 | 1158.7859 | 45501.2617 |
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| 57000 | 0.9212 | 3696.7100 | 30946.9785 | 15.6346 | 66.8322 | 74.814 | 9.352 | 1160.7031 | 45501.2617 |
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| 60000 | 0.9697 | 3707.0330 | 30929.5703 | 15.6328 | 66.9377 | 74.696 | 9.337 | 1165.3177 | 45525.5703 |
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| 61875 | 1.0 | 3702.4434 | 30929.5703 | 15.6331 | 66.5826 | 75.095 | 9.387 | 1163.3928 | 45501.2617 |
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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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logs/attn_loss_fn=mse, attn_weight=10.0, hs_loss_fn=raw_mse, hs_weight=10.0, learning_rate=0.0004, warmup_ratio=0.1/events.out.tfevents.1723776979.b7d545513dcf
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logs/attn_loss_fn=mse, attn_weight=10.0, hs_loss_fn=raw_mse, hs_weight=10.0, learning_rate=0.0004, warmup_ratio=0/events.out.tfevents.1723776757.b7d545513dcf
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model.safetensors
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training_args.bin
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