watson-stt-experiment
v1.4.0
Published
Runs word-error-rate evaluation on Watson STT Model
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Runs word-error-rate evaluation on Watson STT Model
Install
npm install -g watson-stt-experiment
Usage
CLI:
> watson-stt-experiment
Marcão WER Evaluation Script
Runs WER evaluation on Watson Speech-to-text Model.
Options
-h, --help Print usage instructions.
-u, --url string Watson STT base URL.
-a, --apikey string Watson STT API Key.
-f, --filePath string CSV file with columns [audio, transcript]
-m, --model string Watson STT base model ID.
-c, --customizationId string Language customization ID
-d, --acousticCustomizationId string Acoustic customization ID
-v, --version string Watson STT API version. Default: 2020-07-01
-o, --output string Output file. Default: results.json
Output
WER Evaluation results in JSON format
As a module:
const STT = require('watson-stt-experiment')
const stt = new STT({
version: '2020-07-01',
apikey: 'YOUR_WATSON_STT_API_KEY',
url: 'YOUR_WATSON_STT_SERVICE_URL'
})
let results = await stt.runExperiment({
groundTruth: [
{
audio: "some_dir/audio_1.mp3",
transcript: "How to change my password"
},
{
audio: "some_dir/audio_2.mp3",
transcript: "How do I change my password"
}
],
model: 'en-US_BroadbandModel'
})
Sample results
{
"total_words": 11,
"word_error_rate": 0.90909091,
"sentence_error_rate": 0.5,
"transcriptions": [
{
"file": "some_dir/audio_1.mp3",
"text": "How to change my password",
"prediction": "How to change my password",
"word_error_rate": 0,
"changes": []
},
{
"file": "some_dir/audio_2.mp3",
"text": "How do I change my password",
"prediction": "How I change my password",
"word_error_rate": 0.16666666666666666,
"changes": [
{
"type": "deletion",
"phrase": "do"
}
]
}
]
}
Supported change types are currently:
- addition
- deletion
- substitution
Run tests
npm run test
Author
👤 Marco Cardoso
- Github: @MarcoABCardoso
- LinkedIn: @marco-cardoso
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