radical.asyncflow.workflow_manager¶
WorkflowEngine ¶
WorkflowEngine(backend: Any = None, dry_run: bool = False, implicit_data: bool = True, uid: Optional[str] = None, work_dir: Optional[str] = None)
An asynchronous workflow manager that uses asyncio event loops and coroutines to manage and execute workflow components (blocks and/or tasks) within Directed Acyclic Graph (DAG) or Chain Graph (CG) structures.
This class provides async/await operations and handles task dependencies, input/output data staging, and execution.
Attributes:
| Name | Type | Description |
|---|---|---|
loop | AbstractEventLoop | The asyncio event loop (current running loop). |
backend | The execution backend used for task execution. | |
dry_run | bool | Indicates whether the engine is in dry-run mode. |
log | Logger | Logger instance for logging workflow events. |
prof | Profiler | Profiler instance for profiling workflow execution. |
Initialize the WorkflowEngine (sync part only).
Note: This is a private constructor. Use WorkflowEngine.create() instead.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
backend | Any | Execution backend (required, pre-validated) | None |
dry_run | bool | Whether to run in dry-run mode | False |
implicit_data | bool | Whether to enable implicit data dependency linking | True |
uid | Optional[str] | Optional unique identifier for this engine. Defaults to | None |
work_dir | Optional[str] | Working directory for output files (default: cwd) | None |
Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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start_telemetry async ¶
start_telemetry(resource_poll_interval: float = 5.0, checkpoint_interval: float | None = None, checkpoint_path: str | None = None, span_processors: list | None = None, metric_readers: list | None = None, resource: object | None = None) -> Any
Create and start a RHAPSODY TelemetryManager for this workflow engine.
Mirrors Session.start_telemetry(): creates the manager, wires all registered backends (silently skipping LocalExecutionBackend and NoopExecutionBackend which have no adapter), starts the async dispatch loop, and returns the manager.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
resource_poll_interval | float | Seconds between resource metric polls (default: 5.0). | 5.0 |
checkpoint_interval | float | None | Seconds between periodic metric+span flushes to disk. None = no periodic flush (file still written at stop). | None |
checkpoint_path | str | None | Directory for the JSONL checkpoint file. None = no file output. | None |
span_processors | list | None | Optional list of OTel SpanProcessor instances added to RHAPSODY's TracerProvider alongside the internal SpanBuffer. Callers own exporter construction. | None |
metric_readers | list | None | Optional list of OTel MetricReader instances added to RHAPSODY's MeterProvider alongside InMemoryMetricReader. | None |
resource | object | None | Optional | None |
Returns:
| Type | Description |
|---|---|
Any | The active TelemetryManager instance. |
Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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workflow_scope async ¶
workflow_scope(workflow_id: str | None = None) -> AsyncIterator[str]
Tag all tasks registered inside this scope with a shared workflow_id.
Also creates an OTel workflow span (when telemetry is active) so that task spans registered inside become structural children in the trace hierarchy.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
workflow_id | str | None | Explicit id for this workflow instance. If omitted, a short UUID is generated automatically. | None |
Yields:
| Type | Description |
|---|---|
AsyncIterator[str] | The workflow_id string in use. |
Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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create async classmethod ¶
create(backend: Any = None, dry_run: bool = False, implicit_data: bool = True, uid: Optional[str] = None, work_dir: Optional[str] = None) -> 'WorkflowEngine'
Factory method to create and initialize a WorkflowEngine.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
backend | Any | Execution backend. If None and dry_run=True, uses NoopExecutionBackend | None |
dry_run | bool | Whether to run in dry-run mode | False |
implicit_data | bool | Whether to enable implicit data dependency linking | True |
uid | Optional[str] | Optional unique identifier for this engine. Defaults to | None |
work_dir | Optional[str] | Working directory for output files (default: cwd) | None |
Returns:
| Name | Type | Description |
|---|---|---|
WorkflowEngine | 'WorkflowEngine' | Fully initialized workflow engine |
Example
engine = await WorkflowEngine.create(dry_run=True)
Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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run async ¶
run()
Manages asynchronous execution of workflow components.
Continuously monitors and manages workflow components, handling their dependencies and execution states. Performs dependency resolution and prepares components for execution when their dependencies are satisfied.
Workflow Process
- Monitors unresolved components
- Checks dependency resolution status
- Prepares resolved components for execution
- Handles data staging between components
- Submits ready components to execution
Raises:
| Type | Description |
|---|---|
CancelledError | If the coroutine is cancelled during execution |
State Management
- unresolved (set): Component UIDs with pending dependencies
- resolved (set): Component UIDs with satisfied dependencies
- running (list): Currently executing component UIDs
- dependencies (dict): Maps component UIDs to dependency info
- components (dict): Maps UIDs to component descriptions and futures
- queue (asyncio.Queue): Execution queue for ready components
Note
- Runs indefinitely until cancelled or shutdown is signaled
- Uses sleep intervals to prevent busy-waiting
- Handles both implicit and explicit data dependencies
- Trigger internal shutdown on loop failure
Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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submit async ¶
submit(objects: list) -> None
Manages asynchronous submission of tasks/blocks to the execution backend.
Retrieves and submit ready tasks and blocks for execution. Separates incoming objects into tasks and blocks based on their UID pattern, and dispatches each to the appropriate backend method.
Submission Process
- Receive batch of objects
- Filters objects into tasks and blocks
- Submits tasks via
backend.submit_tasks - Submits blocks via
_submit_blocksasynchronously
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
objects | list | Tasks and blocks are identified by | required |
Returns:
| Type | Description |
|---|---|
None | None |
Raises:
| Type | Description |
|---|---|
Exception | If an unexpected error occurs during submission |
Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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execute_block async ¶
execute_block(block_fut: Future, func: Callable, *args: Any, **kwargs: Any) -> None
Executes a block function and sets its result on the associated future.
Calls the given function with provided args, awaiting it if it's a coroutine, or running it in the executor otherwise. On completion, updates the block_fut with the result or exception.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
block_fut | Future | Future to store the result or exception. | required |
func | Callable | Function or coroutine function to execute. | required |
*args | Any | Positional arguments to pass to the function. | () |
**kwargs | Any | Keyword arguments to pass to the function. | {} |
Returns:
| Type | Description |
|---|---|
None | None |
Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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handle_component_success ¶
handle_component_success(component: dict, component_fut: Future) -> None
Handles successful completion of a component (task or block).
Sets the result of the component's future: the function's return value for function tasks and blocks, or stdout for executable and prompt tasks. Logs a warning if the future is already resolved.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component | dict | Completed component descriptor containing - 'uid' (str): Unique component identifier - 'return_value' / 'stdout': Result of the execution | required |
component_fut | Future | Future to set the result on. | required |
Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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handle_component_failure ¶
handle_component_failure(component: dict, component_fut: Future, override_error_message: Union[str, Exception] = None) -> None
Handles failure of a component (task or block) and sets the exception.
Marks the component's future as failed by setting an exception derived from either a provided override error or the component's own recorded error/stderr. Logs a warning if the future is already resolved.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
component | dict | Dictionary with component details, including: - 'uid' (str): Unique component identifier - 'exception' or 'stderr': Error information from execution | required |
component_fut | Future | Future to mark as failed. | required |
override_error_message | Union[str, Exception] | Custom error message or exception to set instead of the recorded error. | None |
Returns:
| Type | Description |
|---|---|
None | None |
Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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handle_component_cancellation ¶
handle_component_cancellation(component: dict, component_fut: Future)
Handle cancellation of a component (task or block).
Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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task_callbacks ¶
task_callbacks(task: Any, state: str, service_callback: Optional[Callable] = None) -> None
Processes task state changes and invokes appropriate handlers.
Handles state transitions for tasks, updates their futures, and triggers relevant state-specific handlers. Supports optional service-specific callbacks for extended functionality.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
task | Union[dict, object] | Task object or dictionary containing task state information. | required |
state | str | New state of the task. | required |
service_callback | Optional[Callable] | Callback function for service tasks. Must be daemon-threaded to avoid blocking. Defaults to None. | None |
Returns:
| Type | Description |
|---|---|
None | None |
State Transitions
- DONE: Calls handle_component_success
- RUNNING: Marks future as running
- CANCELED: Cancels the future
- FAILED: Calls handle_component_failure
Logging
- Debug: Non-relevant state received
- Info: Task state changes
- Warning: Unknown task received
Example
::
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Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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shutdown async ¶
shutdown(skip_execution_backend: bool = False) -> None
Internal implementation of asynchronous shutdown for the workflow manager.
This method performs the following steps
- Sets the shutdown event to signal components to exit
- Cancels background tasks responsible for running and submitting workflows.
- Waits for the cancellation and completion of these tasks, with a timeout of 5 seconds.
- Cancel workflow tasks, including those that have not registered yet.
- Logs a warning if the tasks do not complete within the timeout period.
- Shuts down the backend using an executor to avoid blocking the event loop.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
skip_execution_backend | bool | If True, skips the shutdown of the execution backend. | False |
Returns:
| Type | Description |
|---|---|
None | None |
Raises:
| Type | Description |
|---|---|
TimeoutError | If the background tasks do not complete within the timeout period. |
CancelledError | If the shutdown is cancelled before completion. |
Source code in doc_env/lib/python3.15/site-packages/radical/asyncflow/workflow_manager.py
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