First, it's important to note that the "preparing" state indicates that the Batch service is preparing the compute nodes in your pool to run your tasks. This can include downloading and installing any required software or dependencies and can take some time depending on the size and complexity of your application.
To investigate the issue, you can check the following:
Check the status of your pool and compute nodes. You can use the Azure portal or the Azure CLI to view the status of your pool and compute nodes. Make sure that all nodes are in the "running" state and that there are no errors or warnings.
Check the logs for your tasks. You can use the Azure portal or the Azure CLI to view the logs for your tasks. Look for any errors or warnings that may indicate why your tasks are stuck in the "preparing" state.
Check the configuration of your tasks. Make sure that your tasks are configured correctly and that they are not missing any required dependencies or resources.
If you are still unable to resolve the issue, please provide me with more information about your application, such as the code you are using to create and run your tasks, and any error messages or logs that you have received. This will help me to better understand the issue and provide you with more specific guidance.