End of training

README.md

@@ -0,0 +1,79 @@
+---
+base_model: roneneldan/TinyStories-33M
+library_name: Distily
+tags:
+- generated_from_trainer
+model-index:
+- name: distily_bench_obj_cross
+  results: []
+---
+
+# distily_bench_obj_cross
+
+This student model is distilled from the teacher model [roneneldan/TinyStories-33M](https://huggingface.co/roneneldan/TinyStories-33M) using the dataset (unspecified).
+
+The [Distily](https://github.com/lapp0/distily) library was used for this distillation.
+
+It achieves the following results on the evaluation set:
+- eval_enwikippl: 24580.0566
+- eval_frwikippl: 58429.5703
+- eval_zhwikippl: 90638.1875
+- eval_tinystoriesppl: 13633.8428
+- eval_loss: 18.8988
+- eval_runtime: 32.6253
+- eval_samples_per_second: 76.628
+- eval_steps_per_second: 9.594
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment.
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+-->
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- 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))
+- train_embeddings: True
+- learning_rate: 4e-05
+- train_batch_size: 16
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: constant
+- num_epochs: 1.0
+
+### Resource Usage
+Peak GPU Memory: 16.2498 GB
+
+### Eval-Phase Metrics
+| step | epoch | enwikippl | frwikippl | loss | runtime | samples_per_second | steps_per_second | tinystoriesppl | zhwikippl |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| **teacher eval** |  | 169.9865 | 47377.9414 |  |  |  |  | 3.9789 | 4998.1294 |
+| 0 | 0 | 30500.8262 | 64429.8789 | 19.1222 | 32.5358 | 76.838 | 9.62 | 17883.2402 | 92396.1641 |
+| 2000 | 0.1293 | 24580.0566 | 58429.5703 | 18.8980 | 32.4735 | 76.986 | 9.639 | 13633.8428 | 90638.1875 |
+| 4000 | 0.2586 | 24580.0566 | 58429.5703 | 18.8980 | 32.5203 | 76.875 | 9.625 | 13633.8428 | 90638.1875 |
+| 6000 | 0.3879 | 24580.0566 | 58429.5703 | 18.8988 | 32.628 | 76.621 | 9.593 | 13633.8428 | 90638.1875 |
+| 8000 | 0.5172 | 24580.0566 | 58429.5703 | 18.8988 | 32.6253 | 76.628 | 9.594 | 13633.8428 | 90638.1875 |
+| 10000 | 0.6465 | 24580.0566 | 58429.5703 | 18.8988 | 32.4883 | 76.951 | 9.634 | 13633.8428 | 90638.1875 |
+| 12000 | 0.7757 | 24580.0566 | 58429.5703 | 18.8980 | 32.4949 | 76.935 | 9.632 | 13633.8428 | 90638.1875 |
+| 14000 | 0.9050 | 24580.0566 | 58429.5703 | 18.8988 | 32.507 | 76.906 | 9.629 | 13633.8428 | 90638.1875 |
+| 15469 | 1.0 | 24580.0566 | 58429.5703 | 18.8988 | 32.6353 | 76.604 | 9.591 | 13633.8428 | 90638.1875 |
+
+### Framework versions
+- Distily 0.2.0
+- Transformers 4.44.0
+- Pytorch 2.3.0
+- Datasets 2.21.0

generation_config.json

@@ -0,0 +1,6 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 50256,
+  "eos_token_id": 50256,
+  "transformers_version": "4.44.0"
+}

logs/attn_loss_fn=raw_mse, attn_weight=10.0, hs_loss_fn=raw_mse, hs_weight=10.0, learning_rate=4e-05/events.out.tfevents.1723761837.5f530b1cf724

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7da440caf1b7b394ead088005801d530cf5e2b52fa59e91013e88a7228ecc8d3
+size 307

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6a64218e3d2c30d196c07cc994eaf051554a03e0f07ebd8cd8baad5a362b72d2
+oid sha256:e02ce05c35c068733e13716baf730143d5b4cf82b3f116c13fb1171d9c8626b0
 size 137033984

training_args.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8d665b5b0ccf6b5a8d166fee5cb77c0bd9dc46300ff235f1d51f2fbe7828aef5
+oid sha256:2f3bcdfc6299d53e04e9f7abfff93822cd19595d30f9e4b1dbe90bd6bb8b0519
 size 1017948104