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NbAiLabArchive/scream_sextusdecimus_virtual_tsfix_small

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
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Model Card

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screamsextusdecimusvirtualtsfixsmall

This model is a fine-tuned version of openai/whisper-small on the NbAiLab/ncc_speech dataset. It achieves the following results on the evaluation set:

  • step: 19999
  • eval_loss: 0.2913
  • train_loss: 0.6610
  • eval_wer: 8.7151
  • eval_cer: 3.8962
  • evalexactwer: 8.7151
  • evalexactcer: 3.8962

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: 5e-05
  • lrschedulertype: linear
  • perdevicetrainbatchsize: 32
  • totaltrainbatchsizeper_node: 128
  • totaltrainbatch_size: 1024
  • totaloptimizationsteps: 20,000
  • startingoptimizationstep: None
  • finishingoptimizationstep: 20,000
  • numtraindataset_workers: 32
  • num_hosts: 8
  • totalnumtraining_examples: 20,480,000
  • stepsperepoch: 11920
  • num_beams: 5
  • dropout: True
  • bpedropoutprobability: 0.1
  • activationdropoutprobability: 0.1

Training results

stepeval_losstrain_losseval_wereval_cereval_exact_wereval_exact_cer
01.28073.0725196.6092157.4275196.6092157.4275
10000.59021.059215.16954.838215.16954.8382
20000.42400.864011.36233.930811.36233.9308
30000.42130.79309.45873.35379.45873.3537
40000.43530.79869.36943.52639.36943.5263
50000.46970.75809.78584.14789.78584.1478
60000.45350.700310.02384.211910.02384.2119
70000.46080.72968.86383.42288.86383.4228
80000.39020.70538.92333.60038.92333.6003
90000.35750.71249.39923.97029.39923.9702
100000.36480.68588.80433.43268.80433.4326
110000.30330.69169.13153.72369.13153.7236
120000.30210.70288.98273.60528.98273.6052
130000.29590.65678.65563.49188.65563.4918
140000.30550.68288.98273.64968.98273.6496
150000.29300.67078.80433.79768.80433.7976
160000.28220.65238.50683.58068.50683.5806
170000.28090.65818.68533.78288.68533.7828
180000.29270.64559.13154.25139.13154.2513
190000.29220.63699.10174.10349.10174.1034
199990.29130.66108.71513.89628.71513.8962

Framework versions

  • Transformers 4.30.0.dev0
  • Datasets 2.12.1.dev0
  • Tokenizers 0.13.3