Submit Diarization Job
This endpoint allows you to create a new diarization from a remote audio URL.
Diarize a remote file (from a URL)
If you have a media file accessible via a URL, you can provide the URL to the file in the request body.
Typically you would use this method with a file stored in a cloud storage service such as Amazon S3. If bucket or object is private, you can follow this tutorial and create a signed url to give temporary access.
For performance reasons, the input audio must respect the following limits:
- Maximum duration of 24hs
- Maximum file size of 1GiB
Make sure the URL to the file is publicly and directly accessible, otherwise our endpoint won’t be able to read the file.
Some cloud storage services provide an indirect URL with a confirmation page to access the file. Make sure you provide a direct link to the file instead.
Diarization of a Local File
If you have a media file stored locally, you can upload it to our temporary media storage and provide the URL to the file in the request body.
Typically you would use this method if you have a file stored on a local machine or device.
Follow the How to upload files tutorial to upload your file.
Number of speakers
By default, pyannoteAI will automatically detect the number of speakers present in the input audio, and there is no limit as to how many speakers can be detected.
It is common to diarize audio where the number of speakers is already known to be 2 (e.g. phone conversations or interviews).
If this is your use case, you can add "numSpeakers": 2
to the body of your request.
This will detect exactly 2 speakers, which typically results in better overall diarization performance.
Confidence Scores
Confidence scores provide a measure of the certainty of the diarization model in its predictions. These scores range from 0 to 100, with higher values indicating greater confidence.
To include confidence scores in your diarization results, add "confidence": true
to your request body. When enabled, the job output will include:
- The
confidence
object containing:score
, an array with the confidence score for each sampleresolution
, indicating the time interval in seconds between confidence score samples
For example, if the resolution
is 0.02
, it means each confidence score represents a 20-millisecond interval in the audio.
Confidence scores can be particularly useful for:
- Identifying segments where the model is less certain, which may benefit from manual review
- Filtering results based on a confidence threshold for higher accuracy
- Analyzing the overall reliability of the diarization for a given audio file
By default, confidence scores are not included in the output. To enable them, you must explicitly set "confidence": true
in your request.
Getting results using a webhook
If the optional webhook
param is set, the results will be sent to the provided URL.
The webhook URL is where any update related to the identification job will be sent.
The voiceprint will be sent as a JSON object in the request body.
Make sure the webhook URL is publicly accessible, otherwise our server cannot send the output
Please visit the Receiving webhooks documentation for more information.
Polling for job results
As an alternative to webhooks, you can poll the get job endpoint to retrieve job results.
To poll for job results, use the status
field in the job response to check if the job is completed.
Once the job is completed, you can retrieve the job results by accessing the output
field.
The output
field contains the job results and is only available when the job
status is succeeded
. Job results are automatically deleted after 24
hours of job completion.
A job is completed when the status
field is either succeeded
, failed
, or canceled
.
Be cautious of rate limits when polling. Excessive requests to check job status can lead to rate limiting, potentially disrupting your workflow. Check the rate limits documentation for more information.
Authorizations
Bearer authentication header of the form Bearer <token>
, where <token>
is your auth token.
Body
URL of the audio file to be diarized
"https://example.com/audio.wav"
Webhook URL to receive diarization results (optional)
"https://example.com/webhook"
Number of speakers, 1 or 2. Only use if the number of speakers is known in advance. Number of speakers is detected automatically if not provided. Setting this value results in better overall diarization performance.
1
, 2
2
Include confidence values in the output
true