Hugging Face's logo

distily
/
distily_multi_experiment

TensorBoard
Safetensors
Distily
gpt2
bitnet
1.58b
Generated from Trainer
Model card Files Metrics Community
lapp0 commited on
Commit
f396038
·
verified ·
1 Parent(s): 19e8304

End of training

Browse files
Files changed (2) hide show
  1. README.md +29 -29
  2. logs/attn_loss_fn=kl, attn_weight=25.0, layer_mapper=last_k_2, projector=linear/events.out.tfevents.1724436005.e3f806ea38c9 +3 -0
README.md CHANGED
@@ -44,32 +44,32 @@ More information needed
44
  | step | epoch | enwikippl | frwikippl | loss | runtime | samples_per_second | steps_per_second | tinystoriesppl | zhwikippl |
45
  | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: |
46
  | **teacher eval** | | 43.25 | 61.25 | | | | | 11.6875 | 19.125 |
47
- | 0 | 0 | 2473901162496.0 | 170424302305280.0 | 21.1784 | 25.4629 | 98.182 | 12.292 | 4060086272.0 | 71468255805440.0 |
48
- | 2500 | 0.0404 | 764.0 | 5376.0 | 2.3601 | 25.4683 | 98.161 | 12.29 | 470.0 | 2080.0 |
49
- | 5000 | 0.0808 | 312.0 | 1344.0 | 1.6575 | 25.5021 | 98.031 | 12.274 | 232.0 | 241.0 |
50
- | 7500 | 0.1212 | 210.0 | 744.0 | 1.3794 | 25.4757 | 98.133 | 12.286 | 171.0 | 154.0 |
51
- | 10000 | 0.1616 | 158.0 | 560.0 | 1.1833 | 25.5064 | 98.015 | 12.271 | 129.0 | 155.0 |
52
- | 12500 | 0.2020 | 117.0 | 456.0 | 0.9690 | 25.4693 | 98.157 | 12.289 | 98.5 | 140.0 |
53
- | 15000 | 0.2424 | 103.5 | 420.0 | 0.8624 | 25.4707 | 98.152 | 12.289 | 84.0 | 110.5 |
54
- | 17500 | 0.2828 | 91.5 | 338.0 | 0.7747 | 25.4792 | 98.119 | 12.285 | 74.5 | 108.0 |
55
- | 20000 | 0.3232 | 78.0 | 292.0 | 0.7217 | 25.5053 | 98.019 | 12.272 | 64.5 | 173.0 |
56
- | 22500 | 0.3636 | 70.0 | 240.0 | 0.6259 | 25.4943 | 98.061 | 12.277 | 57.0 | 84.0 |
57
- | 25000 | 0.4040 | 68.0 | 201.0 | 0.5935 | 25.4853 | 98.096 | 12.282 | 53.25 | 143.0 |
58
- | 27500 | 0.4444 | 66.0 | 205.0 | 0.5698 | 25.4724 | 98.146 | 12.288 | 48.75 | 141.0 |
59
- | 30000 | 0.4848 | 65.5 | 231.0 | 0.5773 | 25.4348 | 98.29 | 12.306 | 50.0 | 76.0 |
60
- | 32500 | 0.5253 | 65.5 | 194.0 | 0.5631 | 25.4793 | 98.119 | 12.284 | 48.25 | 70.0 |
61
- | 35000 | 0.5657 | 61.0 | 192.0 | 0.5233 | 25.4774 | 98.126 | 12.285 | 42.5 | 91.5 |
62
- | 37500 | 0.6061 | 61.5 | 174.0 | 0.5094 | 25.4635 | 98.18 | 12.292 | 45.5 | 87.0 |
63
- | 40000 | 0.6465 | 60.0 | 188.0 | 0.4995 | 25.4422 | 98.262 | 12.302 | 41.75 | 105.5 |
64
- | 42500 | 0.6869 | 59.0 | 173.0 | 0.4839 | 25.5034 | 98.026 | 12.273 | 42.0 | 189.0 |
65
- | 45000 | 0.7273 | 54.5 | 153.0 | 0.4090 | 25.504 | 98.024 | 12.273 | 35.5 | 58.25 |
66
- | 47500 | 0.7677 | 53.75 | 137.0 | 0.3895 | 25.5041 | 98.023 | 12.273 | 35.0 | 42.5 |
67
- | 50000 | 0.8081 | 53.25 | 139.0 | 0.3769 | 25.4755 | 98.133 | 12.286 | 33.75 | 41.25 |
68
- | 52500 | 0.8485 | 51.25 | 131.0 | 0.3691 | 25.4887 | 98.083 | 12.28 | 33.75 | 46.25 |
69
- | 55000 | 0.8889 | 50.75 | 126.5 | 0.3558 | 25.4369 | 98.282 | 12.305 | 32.75 | 38.25 |
70
- | 57500 | 0.9293 | 50.0 | 126.5 | 0.3515 | 25.4349 | 98.29 | 12.306 | 32.25 | 35.5 |
71
- | 60000 | 0.9697 | 50.0 | 126.0 | 0.3490 | 25.4964 | 98.053 | 12.276 | 32.0 | 35.25 |
72
- | 61875 | 1.0 | 49.75 | 126.0 | 0.3487 | 25.4844 | 98.099 | 12.282 | 32.0 | 35.5 |
73
 
74
  # Resource Usage Comparison
75
 
@@ -103,7 +103,7 @@ Trained on 145,744,973 tokens from the [wikimedia/wikipedia](https://huggingface
103
  # Training Objective
104
 
105
  ```
106
- DistillationObjective(logits_loss_component=LossComponent(label=logits, weight=1, loss_fn=kl), attn_loss_component=LossComponent(label=attn, weight=5, loss_fn=kl, layer_mapper=layer-2))
107
  ```
108
 
109
  # Hyperparameters
@@ -120,9 +120,9 @@ The following hyperparameters were used during training:
120
  - lr_scheduler_type: `linear`
121
  - lr_scheduler_warmup_ratio: `0.5`
122
  - num_epochs: `1.0`
123
- - distillation_objective: `DistillationObjective(logits_loss_component=LossComponent(label=logits, weight=1, loss_fn=kl), attn_loss_component=LossComponent(label=attn, weight=5, loss_fn=kl, layer_mapper=layer-2))`
124
  - train_embeddings: `True`
125
- - lr_scheduler: `<torch.optim.lr_scheduler.LambdaLR object at 0x7f040858e4a0>`
126
  - student_model_name_or_path: `None`
127
  - student_config_name_or_path: `None`
128
  - student_model_config: `None`
 
44
  | step | epoch | enwikippl | frwikippl | loss | runtime | samples_per_second | steps_per_second | tinystoriesppl | zhwikippl |
45
  | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: |
46
  | **teacher eval** | | 43.25 | 61.25 | | | | | 11.6875 | 19.125 |
47
+ | 0 | 0 | 2473901162496.0 | 170424302305280.0 | 22.7948 | 25.4866 | 98.091 | 12.281 | 4060086272.0 | 71468255805440.0 |
48
+ | 2500 | 0.0404 | 800.0 | 6240.0 | 2.9661 | 25.4278 | 98.318 | 12.309 | 470.0 | 5024.0 |
49
+ | 5000 | 0.0808 | 326.0 | 1480.0 | 2.1697 | 25.4996 | 98.041 | 12.275 | 247.0 | 278.0 |
50
+ | 7500 | 0.1212 | 224.0 | 804.0 | 1.8396 | 25.5448 | 97.867 | 12.253 | 185.0 | 190.0 |
51
+ | 10000 | 0.1616 | 171.0 | 608.0 | 1.6412 | 25.4672 | 98.165 | 12.29 | 145.0 | 166.0 |
52
+ | 12500 | 0.2020 | 127.0 | 482.0 | 1.3752 | 25.4897 | 98.079 | 12.279 | 111.0 | 141.0 |
53
+ | 15000 | 0.2424 | 104.5 | 436.0 | 1.2398 | 25.4711 | 98.15 | 12.288 | 93.5 | 99.5 |
54
+ | 17500 | 0.2828 | 90.5 | 346.0 | 1.1286 | 25.4723 | 98.146 | 12.288 | 74.0 | 147.0 |
55
+ | 20000 | 0.3232 | 81.5 | 312.0 | 1.0325 | 25.4627 | 98.183 | 12.293 | 69.5 | 111.0 |
56
+ | 22500 | 0.3636 | 73.0 | 236.0 | 0.9000 | 25.4791 | 98.12 | 12.285 | 59.75 | 100.0 |
57
+ | 25000 | 0.4040 | 67.0 | 209.0 | 0.8527 | 25.4728 | 98.144 | 12.288 | 53.0 | 183.0 |
58
+ | 27500 | 0.4444 | 64.0 | 228.0 | 0.8201 | 25.4859 | 98.094 | 12.281 | 48.0 | 105.5 |
59
+ | 30000 | 0.4848 | 64.5 | 225.0 | 0.8103 | 25.489 | 98.082 | 12.28 | 51.75 | 77.5 |
60
+ | 32500 | 0.5253 | 64.0 | 194.0 | 0.8016 | 25.4563 | 98.208 | 12.296 | 46.5 | 117.5 |
61
+ | 35000 | 0.5657 | 63.5 | 188.0 | 0.7395 | 25.4507 | 98.229 | 12.298 | 44.0 | 73.0 |
62
+ | 37500 | 0.6061 | 60.25 | 172.0 | 0.7164 | 25.411 | 98.382 | 12.317 | 45.5 | 68.5 |
63
+ | 40000 | 0.6465 | 59.5 | 180.0 | 0.7014 | 25.4454 | 98.25 | 12.301 | 41.25 | 94.5 |
64
+ | 42500 | 0.6869 | 58.25 | 168.0 | 0.6708 | 25.4719 | 98.147 | 12.288 | 42.0 | 65.5 |
65
+ | 45000 | 0.7273 | 53.75 | 158.0 | 0.5781 | 25.3987 | 98.43 | 12.323 | 35.25 | 67.5 |
66
+ | 47500 | 0.7677 | 54.0 | 136.0 | 0.5538 | 25.4465 | 98.245 | 12.3 | 34.0 | 41.75 |
67
+ | 50000 | 0.8081 | 52.25 | 136.0 | 0.5368 | 25.4472 | 98.243 | 12.3 | 33.0 | 41.0 |
68
+ | 52500 | 0.8485 | 50.75 | 131.0 | 0.5244 | 25.4589 | 98.198 | 12.294 | 33.25 | 38.25 |
69
+ | 55000 | 0.8889 | 50.0 | 128.0 | 0.5073 | 25.4565 | 98.207 | 12.295 | 32.0 | 35.5 |
70
+ | 57500 | 0.9293 | 49.75 | 127.0 | 0.5019 | 25.4729 | 98.143 | 12.288 | 31.75 | 33.5 |
71
+ | 60000 | 0.9697 | 49.75 | 126.5 | 0.4983 | 25.4379 | 98.279 | 12.304 | 31.5 | 33.75 |
72
+ | 61875 | 1.0 | 49.75 | 126.5 | 0.4979 | 25.4846 | 98.098 | 12.282 | 31.5 | 33.75 |
73
 
74
  # Resource Usage Comparison
75
 
 
103
  # Training Objective
104
 
105
  ```
106
+ DistillationObjective(logits_loss_component=LossComponent(label=logits, weight=1, loss_fn=kl), attn_loss_component=LossComponent(label=attn, weight=25.0, loss_fn=kl, layer_mapper=layer-2))
107
  ```
108
 
109
  # Hyperparameters
 
120
  - lr_scheduler_type: `linear`
121
  - lr_scheduler_warmup_ratio: `0.5`
122
  - num_epochs: `1.0`
123
+ - distillation_objective: `DistillationObjective(logits_loss_component=LossComponent(label=logits, weight=1, loss_fn=kl), attn_loss_component=LossComponent(label=attn, weight=25.0, loss_fn=kl, layer_mapper=layer-2))`
124
  - train_embeddings: `True`
125
+ - lr_scheduler: `<torch.optim.lr_scheduler.LambdaLR object at 0x7f0428288790>`
126
  - student_model_name_or_path: `None`
127
  - student_config_name_or_path: `None`
128
  - student_model_config: `None`
logs/attn_loss_fn=kl, attn_weight=25.0, layer_mapper=last_k_2, projector=linear/events.out.tfevents.1724436005.e3f806ea38c9 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1599a91e7c3a548c9397ef09ac65c7e47a984189f770a72a7b91fe90ab7d863a
3
+ size 588