Moroccan-Darija-STT-small-v1.6.14
This model is a fine-tuned version of openai/whisper-small on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4439
- Wer: 85.3414
- Cer: 49.3370
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: 1.25e-05
- train_batch_size: 128
- eval_batch_size: 128
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 10
- num_epochs: 4
Training results
Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
---|---|---|---|---|---|
0.5007 | 0.0888 | 60 | 0.3851 | 88.7467 | 46.0771 |
0.4537 | 0.1775 | 120 | 0.3661 | 87.9685 | 46.5061 |
0.4063 | 0.2663 | 180 | 0.3480 | 88.2614 | 47.5381 |
0.3917 | 0.3550 | 240 | 0.3455 | 91.3655 | 51.6443 |
0.3729 | 0.4438 | 300 | 0.3408 | 79.2922 | 38.5555 |
0.3568 | 0.5325 | 360 | 0.3354 | 80.3882 | 37.6062 |
0.3487 | 0.6213 | 420 | 0.3397 | 78.0706 | 36.3833 |
0.3394 | 0.7101 | 480 | 0.3361 | 86.8641 | 44.8879 |
0.3184 | 0.7988 | 540 | 0.3305 | 75.7446 | 34.0337 |
0.3282 | 0.8876 | 600 | 0.3382 | 83.4923 | 42.3458 |
0.2858 | 0.9763 | 660 | 0.3339 | 81.1663 | 40.9016 |
0.2897 | 1.0651 | 720 | 0.3523 | 78.2296 | 40.7277 |
0.2931 | 1.1538 | 780 | 0.3436 | 88.7132 | 48.3337 |
0.2846 | 1.2426 | 840 | 0.3533 | 82.7309 | 41.5266 |
0.2561 | 1.3314 | 900 | 0.3497 | 94.8544 | 60.7300 |
0.274 | 1.4201 | 960 | 0.3525 | 78.3384 | 38.3122 |
0.2588 | 1.5089 | 1020 | 0.3725 | 82.7477 | 46.0754 |
0.2599 | 1.5976 | 1080 | 0.3617 | 87.5920 | 46.6919 |
0.2405 | 1.6864 | 1140 | 0.3701 | 78.4890 | 40.0470 |
0.237 | 1.7751 | 1200 | 0.3698 | 77.4096 | 38.2835 |
0.237 | 1.8639 | 1260 | 0.3775 | 82.5218 | 45.6835 |
0.24 | 1.9527 | 1320 | 0.3761 | 91.6750 | 51.9197 |
0.2059 | 2.0414 | 1380 | 0.3858 | 86.8139 | 47.1632 |
0.2045 | 2.1302 | 1440 | 0.3900 | 80.7062 | 42.4151 |
0.1791 | 2.2189 | 1500 | 0.4005 | 83.7098 | 48.4232 |
0.2109 | 2.3077 | 1560 | 0.4003 | 94.7122 | 56.3806 |
0.1796 | 2.3964 | 1620 | 0.4056 | 82.9903 | 47.7273 |
0.192 | 2.4852 | 1680 | 0.3970 | 80.9153 | 41.4844 |
0.1932 | 2.5740 | 1740 | 0.4128 | 83.9106 | 46.9436 |
0.1893 | 2.6627 | 1800 | 0.4105 | 89.9933 | 50.2694 |
0.1924 | 2.7515 | 1860 | 0.4134 | 88.1944 | 51.3842 |
0.1734 | 2.8402 | 1920 | 0.4134 | 90.2443 | 57.4734 |
0.1656 | 2.9290 | 1980 | 0.4139 | 93.75 | 52.3403 |
0.1573 | 3.0178 | 2040 | 0.4240 | 82.2122 | 44.0940 |
0.1534 | 3.1065 | 2100 | 0.4249 | 81.4592 | 44.0147 |
0.1429 | 3.1953 | 2160 | 0.4323 | 82.9987 | 47.3844 |
0.144 | 3.2840 | 2220 | 0.4339 | 89.8092 | 52.5058 |
0.1393 | 3.3728 | 2280 | 0.4334 | 82.2875 | 45.4656 |
0.1532 | 3.4615 | 2340 | 0.4392 | 83.8939 | 48.2560 |
0.1499 | 3.5503 | 2400 | 0.4397 | 87.4665 | 49.2897 |
0.1472 | 3.6391 | 2460 | 0.4429 | 88.4036 | 52.5548 |
0.153 | 3.7278 | 2520 | 0.4427 | 86.8056 | 50.2407 |
0.1473 | 3.8166 | 2580 | 0.4441 | 85.5254 | 48.8573 |
0.1407 | 3.9053 | 2640 | 0.4446 | 85.3163 | 49.9992 |
0.1439 | 3.9941 | 2700 | 0.4439 | 85.3414 | 49.3370 |
Framework versions
- Transformers 4.48.0
- Pytorch 2.5.1+cu124
- Datasets 3.1.0
- Tokenizers 0.21.0
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Base model
openai/whisper-small