@picovoice/octopus-web
v2.0.0
Published
Octopus library for web browsers (via WebAssembly)
Downloads
55
Readme
Octopus Binding for Web
Octopus Speech-to-Index Engine
Made in Vancouver, Canada by Picovoice
Octopus is Picovoice's Speech-to-Index engine. It directly indexes speech without relying on a text representation. This acoustic-only approach boosts accuracy by removing out-of-vocabulary limitation and eliminating the problem of competing hypothesis (e.g. homophones)
Compatibility
- Chrome / Edge
- Firefox
- Safari
Restrictions
IndexedDB is required to use Octopus
in a worker thread. Browsers without IndexedDB support
(i.e. Firefox Incognito Mode) should use Octopus
in the main thread.
Installation
Using yarn
:
yarn add @picovoice/octopus-web
or using npm
:
npm install --save @picovoice/octopus-web
AccessKey
Octopus requires a valid Picovoice AccessKey
at initialization. AccessKey
acts as your credentials when using Octopus SDKs.
You can get your AccessKey
for free. Make sure to keep your AccessKey
secret.
Signup or Login to Picovoice Console to get your AccessKey
.
Usage
For the web packages, there are two methods to initialize Octopus.
Public Directory
NOTE: Due to modern browser limitations of using a file URL, this method does not work if used without hosting a server.
This method fetches the model file from the public directory and feeds it to Octopus. Copy the model file into the public directory:
cp ${OCTOPUS_MODEL_FILE} ${PATH_TO_PUBLIC_DIRECTORY}
Base64
NOTE: This method works without hosting a server, but increases the size of the model file roughly by 33%.
This method uses a base64 string of the model file and feeds it to Octopus. Use the built-in script pvbase64
to
base64 your model file:
npx pvbase64 -i ${OCTOPUS_MODEL_FILE} -o ${OUTPUT_DIRECTORY}/${MODEL_NAME}.js
The output will be a js file which you can import into any file of your project. For detailed information about pvbase64
,
run:
npx pvbase64 -h
Octopus Model
Octopus saves and caches your model file in IndexedDB to be used by WebAssembly. Use a different customWritePath
variable
to store multiple models and set the forceWrite
value to true to force overwrite a model file in storage.
If the model file (.pv
) changes, version
should be incremented to force the cached model to be updated.
Either base64
or publicPath
must be set to instantiate Octopus. If both are set, Octopus will use the base64
model.
const octopusModel = {
publicPath: ${MODEL_RELATIVE_PATH},
// or
base64: ${MODEL_BASE64_STRING},
// Optionals
customWritePath: "octopus_model",
forceWrite: false,
version: 1,
}
Initialize Octopus
Create an instance of Octopus
in the main thread:
const handle = await Octopus.create(
${ACCESS_KEY},
octopusModel,
options // optional options
);
Or create an instance of Octopus
in a worker thread:
const handle = await OctopusWorker.create(
${ACCESS_KEY},
octopusModel,
options // optional options
);
Index Audio Frames
The index result is an object holding the metadata information of your audio file. This is used later to search for a phrase.
function getAudioData(): Int16Array {
... // function to get audio data
return new Int16Array();
}
const octopusMetadata = await handle.index(getAudioData());
For processing using worker, you may consider transferring the buffer instead for performance:
const pcm = new Int16Array();
const octopusMetadata = await handle.index(pcm, {
transfer: true,
transferCB: (data) => {pcm = data}
});
Search
Using the metadata from the previous step, you can search for a phrase. The result is a list of objects with each element containing the following properties:
startSec
: Start of the matched audio in seconds.endSec
: End of the matched audio in seconds.probability
: Probability (confidence) that this matches the search phrase (between 0 and 1).
const result = await handle.search(octopusMetadata, "${SEARCH_PHRASE}");
for (const elem of result) {
console.log(elem.startSec, elem.endSec, elem.probability);
}
Clean Up
Clean up used resources by Octopus
or OctopusWorker
:
await handle.release();
Terminate
Terminate OctopusWorker
instance:
await handle.terminate();
Demo
For example usage refer to our Web demo application.