End of training

README.md

@@ -0,0 +1,167 @@
+---
+library_name: transformers
+language:
+- ln
+license: apache-2.0
+base_model: openai/whisper-small
+tags:
+- generated_from_trainer
+datasets:
+- DigitalUmuganda/AfriVoice
+metrics:
+- wer
+model-index:
+- name: Whisper Small Hi - Sanchit Gandhi
+  results:
+  - task:
+      name: Automatic Speech Recognition
+      type: automatic-speech-recognition
+    dataset:
+      name: AfriVoice
+      type: DigitalUmuganda/AfriVoice
+      args: 'config: sw, split: test'
+    metrics:
+    - name: Wer
+      type: wer
+      value: 0.34790486103080065
+---
+
+<!-- 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. -->
+
+# Whisper Small Hi - Sanchit Gandhi
+
+This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the AfriVoice dataset.
+It achieves the following results on the evaluation set:
+- Loss: 1.1668
+- Wer: 0.3479
+- Cer: 0.1439
+
+## 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:
+- learning_rate: 3e-05
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_ratio: 0.1
+- num_epochs: 100
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step  | Validation Loss | Wer    | Cer    |
+|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|
+| 1.6425        | 1.0   | 123   | 1.0239          | 0.5476 | 0.2091 |
+| 0.8057        | 2.0   | 246   | 0.7465          | 0.4388 | 0.1797 |
+| 0.563         | 3.0   | 369   | 0.6723          | 0.3866 | 0.1537 |
+| 0.4016        | 4.0   | 492   | 0.6578          | 0.3876 | 0.1594 |
+| 0.2677        | 5.0   | 615   | 0.6799          | 0.3976 | 0.1730 |
+| 0.1708        | 6.0   | 738   | 0.7148          | 0.3929 | 0.1585 |
+| 0.1146        | 7.0   | 861   | 0.7365          | 0.3840 | 0.1574 |
+| 0.0786        | 8.0   | 984   | 0.7790          | 0.3839 | 0.1555 |
+| 0.0646        | 9.0   | 1107  | 0.8027          | 0.3846 | 0.1584 |
+| 0.0587        | 10.0  | 1230  | 0.8323          | 0.3857 | 0.1589 |
+| 0.0527        | 11.0  | 1353  | 0.8354          | 0.3870 | 0.1548 |
+| 0.0442        | 12.0  | 1476  | 0.8494          | 0.3800 | 0.1554 |
+| 0.0352        | 13.0  | 1599  | 0.8863          | 0.3957 | 0.1577 |
+| 0.0317        | 14.0  | 1722  | 0.8744          | 0.4027 | 0.1716 |
+| 0.0289        | 15.0  | 1845  | 0.8952          | 0.3723 | 0.1566 |
+| 0.0249        | 16.0  | 1968  | 0.9174          | 0.3728 | 0.1513 |
+| 0.022         | 17.0  | 2091  | 0.9266          | 0.3764 | 0.1608 |
+| 0.0197        | 18.0  | 2214  | 0.9473          | 0.3840 | 0.1608 |
+| 0.0182        | 19.0  | 2337  | 0.9502          | 0.3780 | 0.1549 |
+| 0.0161        | 20.0  | 2460  | 0.9454          | 0.3731 | 0.1536 |
+| 0.0139        | 21.0  | 2583  | 0.9579          | 0.3716 | 0.1557 |
+| 0.0128        | 22.0  | 2706  | 0.9722          | 0.3658 | 0.1510 |
+| 0.0107        | 23.0  | 2829  | 0.9775          | 0.3738 | 0.1585 |
+| 0.0116        | 24.0  | 2952  | 0.9750          | 0.3721 | 0.1587 |
+| 0.0118        | 25.0  | 3075  | 0.9746          | 0.3706 | 0.1584 |
+| 0.0108        | 26.0  | 3198  | 1.0020          | 0.3743 | 0.1617 |
+| 0.0092        | 27.0  | 3321  | 0.9905          | 0.3639 | 0.1531 |
+| 0.0086        | 28.0  | 3444  | 1.0039          | 0.3683 | 0.1546 |
+| 0.0092        | 29.0  | 3567  | 1.0071          | 0.3697 | 0.1557 |
+| 0.0071        | 30.0  | 3690  | 1.0074          | 0.3656 | 0.1502 |
+| 0.0049        | 31.0  | 3813  | 1.0162          | 0.3621 | 0.1558 |
+| 0.0074        | 32.0  | 3936  | 1.0396          | 0.3667 | 0.1592 |
+| 0.0057        | 33.0  | 4059  | 1.0447          | 0.3684 | 0.1592 |
+| 0.005         | 34.0  | 4182  | 1.0465          | 0.3658 | 0.1541 |
+| 0.0051        | 35.0  | 4305  | 1.0388          | 0.3662 | 0.1539 |
+| 0.0061        | 36.0  | 4428  | 1.0512          | 0.3581 | 0.1470 |
+| 0.005         | 37.0  | 4551  | 1.0480          | 0.3668 | 0.1552 |
+| 0.005         | 38.0  | 4674  | 1.0476          | 0.3641 | 0.1558 |
+| 0.0046        | 39.0  | 4797  | 1.0402          | 0.3656 | 0.1499 |
+| 0.0028        | 40.0  | 4920  | 1.0726          | 0.3613 | 0.1481 |
+| 0.0028        | 41.0  | 5043  | 1.0624          | 0.3575 | 0.1463 |
+| 0.0018        | 42.0  | 5166  | 1.0882          | 0.3599 | 0.1510 |
+| 0.0033        | 43.0  | 5289  | 1.0653          | 0.3594 | 0.1506 |
+| 0.0042        | 44.0  | 5412  | 1.0725          | 0.3586 | 0.1494 |
+| 0.0039        | 45.0  | 5535  | 1.0754          | 0.3610 | 0.1489 |
+| 0.003         | 46.0  | 5658  | 1.0761          | 0.3682 | 0.1551 |
+| 0.0026        | 47.0  | 5781  | 1.0815          | 0.3667 | 0.1561 |
+| 0.0026        | 48.0  | 5904  | 1.0740          | 0.3676 | 0.1527 |
+| 0.0026        | 49.0  | 6027  | 1.0762          | 0.3604 | 0.1501 |
+| 0.0019        | 50.0  | 6150  | 1.1023          | 0.3563 | 0.1485 |
+| 0.0016        | 51.0  | 6273  | 1.0775          | 0.3564 | 0.1475 |
+| 0.0017        | 52.0  | 6396  | 1.0821          | 0.3535 | 0.1479 |
+| 0.001         | 53.0  | 6519  | 1.0904          | 0.3523 | 0.1448 |
+| 0.0005        | 54.0  | 6642  | 1.0975          | 0.3523 | 0.1453 |
+| 0.0004        | 55.0  | 6765  | 1.1008          | 0.3503 | 0.1463 |
+| 0.0003        | 56.0  | 6888  | 1.1026          | 0.3547 | 0.1493 |
+| 0.0001        | 57.0  | 7011  | 1.1079          | 0.3510 | 0.1454 |
+| 0.0001        | 58.0  | 7134  | 1.1128          | 0.3503 | 0.1449 |
+| 0.0001        | 59.0  | 7257  | 1.1175          | 0.3501 | 0.1454 |
+| 0.0001        | 60.0  | 7380  | 1.1217          | 0.3503 | 0.1448 |
+| 0.0001        | 61.0  | 7503  | 1.1255          | 0.3506 | 0.1449 |
+| 0.0           | 62.0  | 7626  | 1.1289          | 0.3499 | 0.1446 |
+| 0.0           | 63.0  | 7749  | 1.1320          | 0.3501 | 0.1447 |
+| 0.0           | 64.0  | 7872  | 1.1349          | 0.3493 | 0.1443 |
+| 0.0           | 65.0  | 7995  | 1.1377          | 0.3491 | 0.1442 |
+| 0.0           | 66.0  | 8118  | 1.1403          | 0.3490 | 0.1441 |
+| 0.0           | 67.0  | 8241  | 1.1427          | 0.3486 | 0.1442 |
+| 0.0           | 68.0  | 8364  | 1.1452          | 0.3486 | 0.1441 |
+| 0.0           | 69.0  | 8487  | 1.1474          | 0.3489 | 0.1441 |
+| 0.0           | 70.0  | 8610  | 1.1495          | 0.3490 | 0.1441 |
+| 0.0           | 71.0  | 8733  | 1.1517          | 0.3485 | 0.1439 |
+| 0.0           | 72.0  | 8856  | 1.1538          | 0.3484 | 0.1437 |
+| 0.0           | 73.0  | 8979  | 1.1557          | 0.3483 | 0.1437 |
+| 0.0           | 74.0  | 9102  | 1.1577          | 0.3483 | 0.1437 |
+| 0.0           | 75.0  | 9225  | 1.1597          | 0.3483 | 0.1438 |
+| 0.0           | 76.0  | 9348  | 1.1615          | 0.3483 | 0.1438 |
+| 0.0           | 77.0  | 9471  | 1.1633          | 0.3484 | 0.1441 |
+| 0.0           | 78.0  | 9594  | 1.1651          | 0.3482 | 0.1439 |
+| 0.0           | 79.0  | 9717  | 1.1668          | 0.3479 | 0.1439 |
+| 0.0           | 80.0  | 9840  | 1.1685          | 0.3480 | 0.1439 |
+| 0.0           | 81.0  | 9963  | 1.1701          | 0.3481 | 0.1439 |
+| 0.0           | 82.0  | 10086 | 1.1717          | 0.3480 | 0.1439 |
+| 0.0           | 83.0  | 10209 | 1.1732          | 0.3486 | 0.1441 |
+| 0.0           | 84.0  | 10332 | 1.1747          | 0.3485 | 0.1437 |
+| 0.0           | 85.0  | 10455 | 1.1761          | 0.3489 | 0.1438 |
+| 0.0           | 86.0  | 10578 | 1.1774          | 0.3489 | 0.1439 |
+| 0.0           | 87.0  | 10701 | 1.1788          | 0.3489 | 0.1437 |
+| 0.0           | 88.0  | 10824 | 1.1800          | 0.3490 | 0.1436 |
+| 0.0           | 89.0  | 10947 | 1.1812          | 0.3491 | 0.1438 |
+
+
+### Framework versions
+
+- Transformers 4.44.2
+- Pytorch 2.1.0+cu118
+- Datasets 3.0.0
+- Tokenizers 0.19.1

generation_config.json

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+}

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