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Use the Bring your own storage (BYOS) Speech resource for speech to text

  • Artikkel

Bring your own storage (BYOS) can be used in the following speech to text scenarios:

  • Batch transcription
  • Real-time transcription with audio and transcription results logging enabled
  • Custom speech

One pair of a Speech resource and storage account can be used for all scenarios simultaneously.

This article explains in depth how to use a BYOS-enabled Speech resource in all speech to text scenarios. The article implies that you have a fully configured BYOS-enabled Speech resource and associated Storage account.

Data storage

When using BYOS, the Speech service doesn't keep any customer artifacts after the data processing (transcription, model training, model testing) is complete. However, some metadata that isn't derived from the user content is stored within Speech service premises. For example, in the custom speech scenario, the Service keeps certain information about the custom endpoints, like which models they use.

BYOS-associated Storage account stores the following data:

Note

Optional in this section means that it's possible, but not required to store the particular artifacts in the BYOS-associated Storage account. If needed, they can be stored elsewhere.

Batch transcription

  • Source audio (optional)
  • Batch transcription results

Real-time transcription with audio and transcription result logging enabled

  • Audio and transcription result logs

Custom speech

  • Source files of datasets for model training and testing (optional)
  • All data and metadata related to Custom models hosted by the BYOS-enabled Speech resource (including copies of datasets for model training and testing)

Batch transcription

Batch transcription is used to transcribe a large amount of audio data in storage. If you're unfamiliar with Batch transcription, see this article first.

Perform these steps to execute Batch transcription with BYOS-enabled Speech resource:

  1. Start Batch transcription as described in this guide.

    Important

    Don't use destinationContainerUrl parameter in your transcription request. If you use BYOS, the transcription results are stored in the BYOS-associated Storage account automatically.

    If you use destinationContainerUrl parameter, it will work, but provide significantly less security for your data, because of ad hoc SAS usage. See details here.

  2. When transcription is complete, get transcription results according to this guide. Consider using sasValidityInSeconds parameter (see the following section).

Speech service uses customspeech-artifacts Blob container in the BYOS-associated Storage account for storing intermediate and final transcription results.

Caution

Speech service relies on pre-defined Blob container paths and file names for Batch transcription module to correctly function. Don't move, rename or in any way alter the contents of customspeech-artifacts container.

Failure to do so very likely will result in hard to debug 4xx and 5xx Service errors.

Also don't build solutions that directly use files and folders of customspeech-artifacts container. Use standard tools to interact with Batch transcription. See details in Batch transcription section.

Get Batch transcription results via REST API

Speech to text REST API fully supports BYOS-enabled Speech resources. However, because the data is now stored within the BYOS-enabled Storage account, requests like Get Transcription Files interact with the BYOS-associated Storage account Blob storage, instead of Speech service internal resources. It allows using the same REST API based code for both "regular" and BYOS-enabled Speech resources.

For maximum security use the sasValidityInSeconds parameter with the value set to 0 in the requests, that return data file URLs, like Get Transcription Files request. Here's an example request URL:

https://eastus.api.cognitive.microsoft.com/speechtotext/v3.1/transcriptions/3b24ca19-2eb1-4a2a-b964-35d89eca486b/files?sasValidityInSeconds=0

Such a request returns direct Storage Account URLs to data files (without SAS or other additions). For example:

"links": {
        "contentUrl": "https://<BYOS_storage_account_name>.blob.core.windows.net/customspeech-artifacts/TranscriptionData/3b24ca19-2eb1-4a2a-b964-35d89eca486b_0_0.json"
      }

URL of this format ensures that only Microsoft Entra identities (users, service principals, managed identities) with sufficient access rights (like Storage Blob Data Reader role) can access the data from the URL.

Warning

If sasValidityInSeconds parameter is omitted in Get Transcription Files request or similar ones, then a User delegation SAS with the validity of 5 days will be generated for each data file URL returned. This SAS is signed by the system assigned managed identity of your BYOS-enabled Speech resource. Because of it, the SAS allows access to the data, even if storage account key access is disabled. See details here.

Real-time transcription with audio and transcription result logging enabled

You can enable logging for both audio input and recognized speech when using speech to text or speech translation. See the complete description in this article.

If you use BYOS, then you find the logs in customspeech-audiologs Blob container in the BYOS-associated Storage account.

Warning

Logging data is kept for 5 days. After this period the logs are automatically deleted. This is valid for BYOS-enabled Speech resources as well. If you want to keep the logs longer, copy the correspondent files and folders from customspeech-audiologs Blob container directly or use REST API.

Get real-time transcription logs via REST API

Speech to text REST API fully supports BYOS-enabled Speech resources. However, because the data is now stored within the BYOS-enabled Storage account, requests like Get Base Model Logs interact with the BYOS-associated Storage account Blob storage, instead of Speech service internal resources. It allows using the same REST API based code for both "regular" and BYOS-enabled Speech resources.

For maximum security use the sasValidityInSeconds parameter with the value set to 0 in the requests, that return data file URLs, like Get Base Model Logs request. Here's an example request URL:

https://eastus.api.cognitive.microsoft.com/speechtotext/v3.1/endpoints/base/en-US/files/logs?sasValidityInSeconds=0

Such a request returns direct Storage Account URLs to data files (without SAS or other additions). For example:

"links": {
        "contentUrl": "https://<BYOS_storage_account_name>.blob.core.windows.net/customspeech-audiologs/be172190e1334399852185c0addee9d6/en-US/2023-07-06/152339_fcf52189-0d3f-4415-becd-5f639fd7fd6b.v2.json"
      }

URL of this format ensures that only Microsoft Entra identities (users, service principals, managed identities) with sufficient access rights (like Storage Blob Data Reader role) can access the data from the URL.

Warning

If sasValidityInSeconds parameter is omitted in Get Base Model Logs request or similar ones, then a User delegation SAS with the validity of 5 days will be generated for each data file URL returned. This SAS is signed by the system assigned managed identity of your BYOS-enabled Speech resource. Because of it, the SAS allows access to the data, even if storage account key access is disabled. See details here.

Custom speech

With custom speech, you can evaluate and improve the accuracy of speech recognition for your applications and products. A custom speech model can be used for real-time speech to text, speech translation, and batch transcription. For more information, see the custom speech overview.

There's nothing specific about how you use custom speech with BYOS-enabled Speech resource. The only difference is where all custom model related data, which Speech service collects and produces for you, is stored. The data is stored in the following Blob containers of BYOS-associated Storage account:

  • customspeech-models - Location of custom speech models
  • customspeech-artifacts - Location of all other custom speech related data

The Blob container structure is provided for your information only and subject to change without a notice.

Caution

Speech service relies on pre-defined Blob container paths and file names for custom speech module to correctly function. Don't move, rename or in any way alter the contents of customspeech-models container and custom speech related folders of customspeech-artifacts container.

Failure to do so very likely will result in hard to debug errors and may lead to the necessity of custom model retraining.

Also don't build solutions that directly use files and folders of customspeech-artifacts container. Use standard tools, like REST API and Speech Studio to interact with the custom speech related data. See details in custom speech section.

Use of REST API with custom speech

Speech to text REST API fully supports BYOS-enabled Speech resources. However, because the data is now stored within the BYOS-enabled Storage account, requests like Datasets_ListFiles interact with the BYOS-associated Storage account Blob storage, instead of Speech service internal resources. It allows using the same REST API based code for both "regular" and BYOS-enabled Speech resources.

For maximum security use the sasValidityInSeconds parameter with the value set to 0 in the requests, that return data file URLs, like Get Dataset Files request. Here's an example request URL:

https://eastus.api.cognitive.microsoft.com/speechtotext/v3.1/datasets/8427b92a-cb50-4cda-bf04-964ea1b1781b/files?sasValidityInSeconds=0

Such a request returns direct Storage Account URLs to data files (without SAS or other additions). For example:

 "links": {
        "contentUrl": "https://<BYOS_storage_account_name>.blob.core.windows.net/customspeech-artifacts/AcousticData/8427b92a-cb50-4cda-bf04-964ea1b1781b/4a61ddac-5b1c-4c21-b87d-22001b0f18ab.zip"
      }

URL of this format ensures that only Microsoft Entra identities (users, service principals, managed identities) with sufficient access rights (like Storage Blob Data Reader role) can access the data from the URL.

Warning

If sasValidityInSeconds parameter is omitted in Get Dataset Files request or similar ones, then a User delegation SAS with the validity of 5 days will be generated for each data file URL returned. This SAS is signed by the system assigned managed identity of your BYOS-enabled Speech resource. Because of it, the SAS allows access to the data, even if storage account key access is disabled. See details here.

Next steps