Hugging Face's logo

Marcos12886
/
distilhubert-finetuned-cry-detector

Audio Classification
Transformers
TensorBoard
Safetensors
hubert
Generated from Trainer
Inference Endpoints
Model card Files Metrics Community
Marcos12886 commited on
Commit
b79c91e
•
1 Parent(s): a2912e0

End of training

Browse files
Files changed (21) hide show
  1. README.md +25 -25
  2. model.safetensors +1 -1
  3. runs/Sep11_15-20-39_ubumarcos/events.out.tfevents.1726060840.ubumarcos +3 -0
  4. runs/Sep11_15-21-14_ubumarcos/events.out.tfevents.1726060876.ubumarcos +3 -0
  5. runs/Sep11_15-25-59_ubumarcos/events.out.tfevents.1726061160.ubumarcos +3 -0
  6. runs/Sep11_15-25-59_ubumarcos/events.out.tfevents.1726061977.ubumarcos +3 -0
  7. runs/Sep11_15-42-12_ubumarcos/events.out.tfevents.1726062133.ubumarcos +3 -0
  8. runs/Sep11_15-50-04_ubumarcos/events.out.tfevents.1726062605.ubumarcos +3 -0
  9. runs/Sep11_15-50-31_ubumarcos/events.out.tfevents.1726062632.ubumarcos +3 -0
  10. runs/Sep11_15-50-57_ubumarcos/events.out.tfevents.1726062658.ubumarcos +3 -0
  11. runs/Sep11_15-51-52_ubumarcos/events.out.tfevents.1726062713.ubumarcos +3 -0
  12. runs/Sep11_15-52-20_ubumarcos/events.out.tfevents.1726062741.ubumarcos +3 -0
  13. runs/Sep11_15-52-43_ubumarcos/events.out.tfevents.1726062764.ubumarcos +3 -0
  14. runs/Sep11_15-54-06_ubumarcos/events.out.tfevents.1726062847.ubumarcos +3 -0
  15. runs/Sep11_15-54-19_ubumarcos/events.out.tfevents.1726062860.ubumarcos +3 -0
  16. runs/Sep11_15-54-49_ubumarcos/events.out.tfevents.1726062890.ubumarcos +3 -0
  17. runs/Sep11_15-55-24_ubumarcos/events.out.tfevents.1726062925.ubumarcos +3 -0
  18. runs/Sep11_16-34-29_ubumarcos/events.out.tfevents.1726065271.ubumarcos +3 -0
  19. runs/Sep11_16-34-54_ubumarcos/events.out.tfevents.1726065295.ubumarcos +3 -0
  20. runs/Sep11_16-34-54_ubumarcos/events.out.tfevents.1726066840.ubumarcos +3 -0
  21. training_args.bin +1 -1
README.md CHANGED
@@ -6,9 +6,9 @@ tags:
6
  - generated_from_trainer
7
  metrics:
8
  - accuracy
 
9
  - precision
10
  - recall
11
- - f1
12
  model-index:
13
  - name: distilhubert-finetuned-cry-detector
14
  results: []
@@ -21,11 +21,12 @@ should probably proofread and complete it, then remove this comment. -->
21
 
22
  This model is a fine-tuned version of [ntu-spml/distilhubert](https://huggingface.co/ntu-spml/distilhubert) on an unknown dataset.
23
  It achieves the following results on the evaluation set:
24
- - Loss: 0.0338
25
- - Accuracy: 0.9912
26
- - Precision: 0.9912
27
- - Recall: 0.9912
28
- - F1: 0.9912
 
29
 
30
  ## Model description
31
 
@@ -45,30 +46,29 @@ More information needed
45
 
46
  The following hyperparameters were used during training:
47
  - learning_rate: 3e-05
48
- - train_batch_size: 8
49
- - eval_batch_size: 8
50
  - seed: 123
51
- - gradient_accumulation_steps: 8
52
- - total_train_batch_size: 64
53
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
54
- - lr_scheduler_type: cosine
55
- - lr_scheduler_warmup_ratio: 0.001
56
- - num_epochs: 10
 
57
 
58
  ### Training results
59
 
60
- | Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
61
- |:-------------:|:------:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
62
- | No log | 0.9956 | 85 | 0.1197 | 0.9538 | 0.9535 | 0.9538 | 0.9536 |
63
- | No log | 1.9912 | 170 | 0.0601 | 0.9832 | 0.9831 | 0.9832 | 0.9831 |
64
- | No log | 2.9985 | 256 | 0.0506 | 0.9868 | 0.9868 | 0.9868 | 0.9868 |
65
- | No log | 3.9941 | 341 | 0.0461 | 0.9861 | 0.9864 | 0.9861 | 0.9862 |
66
- | No log | 4.9898 | 426 | 0.0439 | 0.9890 | 0.9891 | 0.9890 | 0.9890 |
67
- | 0.0779 | 5.9971 | 512 | 0.0396 | 0.9905 | 0.9905 | 0.9905 | 0.9905 |
68
- | 0.0779 | 6.9927 | 597 | 0.0350 | 0.9919 | 0.9919 | 0.9919 | 0.9919 |
69
- | 0.0779 | 8.0 | 683 | 0.0335 | 0.9912 | 0.9912 | 0.9912 | 0.9912 |
70
- | 0.0779 | 8.9956 | 768 | 0.0337 | 0.9912 | 0.9912 | 0.9912 | 0.9912 |
71
- | 0.0779 | 9.9561 | 850 | 0.0338 | 0.9912 | 0.9912 | 0.9912 | 0.9912 |
72
 
73
 
74
  ### Framework versions
 
6
  - generated_from_trainer
7
  metrics:
8
  - accuracy
9
+ - f1
10
  - precision
11
  - recall
 
12
  model-index:
13
  - name: distilhubert-finetuned-cry-detector
14
  results: []
 
21
 
22
  This model is a fine-tuned version of [ntu-spml/distilhubert](https://huggingface.co/ntu-spml/distilhubert) on an unknown dataset.
23
  It achieves the following results on the evaluation set:
24
+ - Loss: 0.2255
25
+ - Accuracy: 0.9883
26
+ - F1: 0.9883
27
+ - Precision: 0.9883
28
+ - Recall: 0.9883
29
+ - Confusion Matrix: [[960, 10], [6, 389]]
30
 
31
  ## Model description
32
 
 
46
 
47
  The following hyperparameters were used during training:
48
  - learning_rate: 3e-05
49
+ - train_batch_size: 64
50
+ - eval_batch_size: 64
51
  - seed: 123
52
+ - gradient_accumulation_steps: 2
53
+ - total_train_batch_size: 128
54
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
55
+ - lr_scheduler_type: cosine_with_restarts
56
+ - lr_scheduler_warmup_ratio: 0.1
57
+ - num_epochs: 20
58
+ - label_smoothing_factor: 0.1
59
 
60
  ### Training results
61
 
62
+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall | Confusion Matrix |
63
+ |:-------------:|:-------:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|:----------------------:|
64
+ | 0.3124 | 2.3256 | 100 | 0.2739 | 0.9641 | 0.9640 | 0.9640 | 0.9641 | [[948, 22], [27, 368]] |
65
+ | 0.2337 | 4.6512 | 200 | 0.2385 | 0.9736 | 0.9737 | 0.9737 | 0.9736 | [[950, 20], [16, 379]] |
66
+ | 0.2064 | 6.9767 | 300 | 0.2295 | 0.9832 | 0.9832 | 0.9832 | 0.9832 | [[958, 12], [11, 384]] |
67
+ | 0.2023 | 9.3023 | 400 | 0.2277 | 0.9868 | 0.9869 | 0.9870 | 0.9868 | [[957, 13], [5, 390]] |
68
+ | 0.2003 | 11.6279 | 500 | 0.2254 | 0.9875 | 0.9876 | 0.9876 | 0.9875 | [[960, 10], [7, 388]] |
69
+ | 0.2002 | 13.9535 | 600 | 0.2259 | 0.9875 | 0.9876 | 0.9876 | 0.9875 | [[959, 11], [6, 389]] |
70
+ | 0.1994 | 16.2791 | 700 | 0.2255 | 0.9883 | 0.9883 | 0.9883 | 0.9883 | [[960, 10], [6, 389]] |
71
+ | 0.1997 | 18.6047 | 800 | 0.2254 | 0.9883 | 0.9883 | 0.9883 | 0.9883 | [[960, 10], [6, 389]] |
 
 
72
 
73
 
74
  ### Framework versions
model.safetensors CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:3fefc9fc9e0c6f521d52f6944550be09ad08cf2a406465b2bad96d43e8e656a9
3
  size 94763496
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dc9d6a3efaa15139c296f80cc6ffb6fb613e832c8d723e4e3b6b9262917a4d3c
3
  size 94763496
runs/Sep11_15-20-39_ubumarcos/events.out.tfevents.1726060840.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c3457d6d32eee966361cd1a5e55bfc41aea0b8448b79e8dc0419ad9f56364d56
3
+ size 5795
runs/Sep11_15-21-14_ubumarcos/events.out.tfevents.1726060876.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2677a6a2bf7d8a64d0c79c173ee4f873dd3a521604a432950bae62def6d8e06e
3
+ size 7184
runs/Sep11_15-25-59_ubumarcos/events.out.tfevents.1726061160.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8dbe9a7696e2700e9ae245d9bd2b3e8f9ce8e4c4724beed7069fcf4b8827c826
3
+ size 10773
runs/Sep11_15-25-59_ubumarcos/events.out.tfevents.1726061977.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ea600bf545d3d4626fd88b275f082cd15a4449c22b38bdc432c40f465a710247
3
+ size 503
runs/Sep11_15-42-12_ubumarcos/events.out.tfevents.1726062133.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4204743a7822eb72e21292b34c8728a7257c7e6624882cef2790dc8e48c7dee0
3
+ size 7647
runs/Sep11_15-50-04_ubumarcos/events.out.tfevents.1726062605.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ae11e51efaad3daa9c0afdc2f11dbd3f7305426132549ec41a4a4a274c18c988
3
+ size 5806
runs/Sep11_15-50-31_ubumarcos/events.out.tfevents.1726062632.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dc9e10b14d9386a106cfe9f147897a38340fa2232ba11190681651623aa3eb1a
3
+ size 5804
runs/Sep11_15-50-57_ubumarcos/events.out.tfevents.1726062658.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8e350751289634829a9fd460749053434acd1af6a93ed53f32d40ba013fa2170
3
+ size 5806
runs/Sep11_15-51-52_ubumarcos/events.out.tfevents.1726062713.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d152b790394ef1654f41e83eee46f69ad24e2c6949b44a7d10b165f8445e42a7
3
+ size 5807
runs/Sep11_15-52-20_ubumarcos/events.out.tfevents.1726062741.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:54b53922a640a17f8f76424c75f29092341a456c1ab191c88af0a378c2b04c97
3
+ size 5806
runs/Sep11_15-52-43_ubumarcos/events.out.tfevents.1726062764.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:948a1e01a387f8ee74909d6ff171610a41577bf81caef495d41daecdf546b406
3
+ size 5807
runs/Sep11_15-54-06_ubumarcos/events.out.tfevents.1726062847.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:012e4be1fb2dcb0201aad7f28222fcb79340b9cf0fc188a95c1eb9d0e43a8b33
3
+ size 5807
runs/Sep11_15-54-19_ubumarcos/events.out.tfevents.1726062860.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:17d408531ac1a90d9d340e9886c50d5d601dc05adbeb15f7553e3e20fbb324ee
3
+ size 5806
runs/Sep11_15-54-49_ubumarcos/events.out.tfevents.1726062890.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:37410bad9c5f52d5f945a23e56ef80288c95b91fb305eb5050a3a4566e056c13
3
+ size 5807
runs/Sep11_15-55-24_ubumarcos/events.out.tfevents.1726062925.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e405ae019edbcb8fce075fe4830883ef48e6517064b4cf16915ba48def858a72
3
+ size 9719
runs/Sep11_16-34-29_ubumarcos/events.out.tfevents.1726065271.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4608309372d5956f5ea438a8ea9ed76acd59be95b5ad221aeb1897ed3feffa56
3
+ size 5806
runs/Sep11_16-34-54_ubumarcos/events.out.tfevents.1726065295.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:66d864acb48b3eb2d4716615d72005bb726e5014c270ce6ea7db7daa3882765f
3
+ size 13506
runs/Sep11_16-34-54_ubumarcos/events.out.tfevents.1726066840.ubumarcos ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:92ebf7c7ff3eeb7859af09453dcab6960e86ed978029feab37d64f9a3913eae0
3
+ size 40
training_args.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:39b105bc8a63684c00e408cee2101863b9ae4fed57fb146361599a16b19b549b
3
  size 5240
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b3d89420c209e2631922a2e295cec92826140b0b4b3a85040e4f26fe755df93c
3
  size 5240