Important

This PR introduces remote data handling in the agents API to prevent Temporal from running out of history size by storing large inputs and outputs in a blob store.

• Activities:
  • Add save_inputs_remote_fn and load_inputs_remote_fn in sync_items_remote.py to handle large inputs by storing them in a blob store.
  • Define save_inputs_remote and load_inputs_remote as activities.
• Remote Handling:
  • Introduce RemoteObject, BaseRemoteModel, and RemoteList in remote.py to manage remote data storage and retrieval.
  • Modify StepContext in tasks.py to use RemoteObject for execution_input and inputs.
• Storage:
  • Implement store_in_blob_store_if_large and load_from_blob_store_if_remote in storage_handler.py to manage large data.
  • Add auto_blob_store_workflow decorator for workflows to handle remote data.
• Workflows:
  • Update TaskExecutionWorkflow in task_execution/__init__.py to use remote activities for input/output handling.
  • Modify helper functions in task_execution/helpers.py to support remote data handling.
• Configuration:
  • Change blob_store_cutoff_kb in env.py and docker-compose.yml to 64KB and 128KB respectively for better data management.

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