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Fledge North GCP

Sending image data to Google Cloud for training machine learning models

Prerequisite

  1. Configuring a Separate Cloud Pub/Sub Topic

    1. Setting up your Pub/Sub topic and subscription

      1. Log into GCP Console.

      2. Go to the Pub-Sub of the Google Cloud Console.

        Follow the prompt to enable the API.

      3. Click Create a topic. Publishing applications send messages to topics. Let say use 'camera-data' as the Name.

        By default, the console will also create a default subscription with the name: camera-data-sub. Keep the ‘Add a default subscription’ enabled Click ‘Create topic’ to create the topic and default subscription

    2. Creating service account credentials

      1. In the Cloud Console, go to the Service Account.
      2. Select your project.
      3. Click Create Service Account.
      4. In the Service account name field, enter a name: pubsub-publisher. The Cloud Console fills in the Service account ID field based on this name.
      5. Click Create and continue.
      6. The service account needs publishing permissions. Use the Select a role dropdown to add the Pub/Sub Publisher role.
        Tip: Use the string pub to filter for Pub/Sub roles.
      7. Click Add another role and add Pub/Sub Subscriber.
      8. Click Done to finish creating the service account.
        Do not close your browser window. You will use it in the next step.
      9. Download a JSON key for the service account you just created. The client library uses the key to access the Pub/Sub API.
        • In the Cloud Console, click the email address for the service account that you created.
        • Click Keys.
        • Click Add key, then click Create new key.
        • Click Create. A JSON key file is downloaded to your computer.
        • Rename the key file to credentials.json (OPTIONAL)

  2. Install pip requirements from

pip3 install -Ir requirements-gcp.txt --user --no-cache-dir

Note

You may see errors on installing pip requirements on some platforms which required pip upgrade. Use pip3 install --upgrade pip

  1. Load JSON key for service account in certificate store.

  1. via curl command

    $ curl -sF "cert=@credentials.json" -F "overwrite=1" http://localhost:8081/fledge/certificate

    Note

    where credentials.json is the service account file

  2. via GUI

    Go to Certificate Store -> Import -> Choose certificate -> Import