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| Original file line number | Diff line number | Diff line change |
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| # RFE280 Runner API Implementation Summary | ||
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| ## Overview | ||
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| This document summarizes the implementation of the Runner API as specified in RFE280-runner.md. The Runner API simplifies Python application deployment in Flame by automating packaging, uploading, and service registration. | ||
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| ## Implementation Status | ||
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| ✅ **COMPLETED** - All components have been implemented according to the specification. | ||
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| ## Components Implemented | ||
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| ### 1. FlamePackage (types.py) | ||
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| **Location**: `sdk/python/src/flamepy/types.py` | ||
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| **Description**: A dataclass that encapsulates package configuration for Flame applications. | ||
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| **Fields**: | ||
| - `storage` (str): URL specifying where the application package should be persisted | ||
| - `excludes` (List[str]): Patterns to exclude from the package (defaults: `.venv`, `__pycache__`, `.gitignore`, `*.pyc`) | ||
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| **Usage**: | ||
| ```python | ||
| pkg = FlamePackage( | ||
| storage="file:///opt/flame/packages", | ||
| excludes=["*.log", "*.pkl"] | ||
| ) | ||
| ``` | ||
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| ### 2. FlameContext Enhancement (types.py) | ||
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| **Location**: `sdk/python/src/flamepy/types.py` | ||
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| **Description**: Extended FlameContext to support package configuration. | ||
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| **New Features**: | ||
| - Parses `package` section from `flame.yaml` | ||
| - Provides `package` property to access FlamePackage configuration | ||
| - Merges custom excludes with default excludes | ||
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| **Configuration Example**: | ||
| ```yaml | ||
| --- | ||
| current-cluster: flame | ||
| clusters: | ||
| - name: flame | ||
| endpoint: "http://127.0.0.1:30080" | ||
| cache: "http://127.0.0.1:30090" | ||
| package: | ||
| storage: "file:///opt/flame/packages" | ||
| excludes: | ||
| - "*.log" | ||
| - "*.pkl" | ||
| ``` | ||
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| ### 3. ObjectFuture (runner.py) | ||
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| **Location**: `sdk/python/src/flamepy/runner.py` | ||
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| **Description**: Encapsulates a future that resolves to an ObjectRef for efficient management of asynchronous computation results. | ||
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| **Methods**: | ||
| - `ref() -> ObjectRef`: Returns the ObjectRef (for internal use) | ||
| - `get() -> Any`: Retrieves the concrete object from cache | ||
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| **Usage**: | ||
| ```python | ||
| result = service.method(args) # Returns ObjectFuture | ||
| obj_ref = result.ref() # Get ObjectRef | ||
| value = result.get() # Get actual value | ||
| ``` | ||
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| ### 4. RunnerService (runner.py) | ||
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| **Location**: `sdk/python/src/flamepy/runner.py` | ||
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| **Description**: Encapsulates an execution object for remote invocation within Flame. Dynamically generates wrapper methods for all public methods of the execution object. | ||
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| **Constructor**: | ||
| - `__init__(app: str, execution_object: Any)` | ||
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| **Key Features**: | ||
| - Creates a session with `flamepy.runpy` service | ||
| - Sets common data using `RunnerContext` with the execution object | ||
| - Generates wrapper methods for all public methods | ||
| - Converts `ObjectFuture` arguments to `ObjectRef` before task submission | ||
| - Returns `ObjectFuture` from each wrapper method | ||
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| **Methods**: | ||
| - `close()`: Gracefully closes the service and cleans up resources | ||
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| **Implementation Details**: | ||
| - Supports functions, classes, and class instances | ||
| - For functions: Creates a callable wrapper (`__call__`) | ||
| - For classes/instances: Creates wrapper methods for all public methods | ||
| - Handles both positional and keyword arguments | ||
| - Automatically resolves `ObjectFuture` arguments to `ObjectRef` | ||
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| ### 5. Runner (runner.py) | ||
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| **Location**: `sdk/python/src/flamepy/runner.py` | ||
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| **Description**: Context manager for managing lifecycle and deployment of Python packages in Flame. | ||
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| **Constructor**: | ||
| - `__init__(name: str)` | ||
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| **Context Manager Methods**: | ||
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| **`__enter__()`**: | ||
| 1. Validates package configuration exists | ||
| 2. Packages current working directory into `.tar.gz` archive | ||
| 3. Uploads package to storage location | ||
| 4. Retrieves `flmrun` application template | ||
| 5. Registers new application with package URL and working directory set to `/opt/{name}` | ||
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| **`__exit__()`**: | ||
| 1. Closes all `RunnerService` instances | ||
| 2. Unregisters the application | ||
| 3. Deletes package from storage | ||
| 4. Cleans up local package file | ||
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| **Service Method**: | ||
| - `service(execution_object: Any) -> RunnerService`: Creates a RunnerService | ||
| - If `execution_object` is a class, instantiates it with default constructor | ||
| - Tracks all services in `_services` list for cleanup | ||
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| **Helper Methods**: | ||
| - `_create_package()`: Creates tar.gz package with exclusions | ||
| - `_upload_package()`: Uploads package to storage (supports `file://` URLs) | ||
| - `_cleanup_storage()`: Removes package from storage | ||
| - `_should_exclude()`: Checks if file matches exclusion patterns | ||
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| ## Files Modified/Created | ||
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| ### Modified Files: | ||
| 1. `sdk/python/src/flamepy/types.py` | ||
| - Added `FlamePackage` dataclass | ||
| - Enhanced `FlameContext` with package configuration support | ||
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| 2. `sdk/python/src/flamepy/__init__.py` | ||
| - Exported `FlamePackage`, `ObjectFuture`, `RunnerService`, `Runner` | ||
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| ### Created Files: | ||
| 1. `sdk/python/src/flamepy/runner.py` | ||
| - Complete implementation of Runner API (500+ lines) | ||
| - Includes `ObjectFuture`, `RunnerService`, and `Runner` classes | ||
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| 2. `e2e/tests/test_runner.py` | ||
| - Comprehensive test suite with 12 test cases | ||
| - Tests all major functionality of the Runner API | ||
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| 3. `docs/runner-setup.md` | ||
| - Complete setup and usage guide | ||
| - API reference and troubleshooting section | ||
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| 4. `docs/RFE280-implementation-summary.md` | ||
| - This document | ||
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| ## Test Coverage | ||
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| Created comprehensive test suite in `e2e/tests/test_runner.py` with the following test cases: | ||
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| 1. **test_runner_context_manager**: Verifies context manager lifecycle | ||
| 2. **test_runner_with_function**: Tests service creation with functions | ||
| 3. **test_runner_with_class**: Tests service creation with classes (auto-instantiation) | ||
| 4. **test_runner_with_instance**: Tests service creation with instances | ||
| 5. **test_runner_with_objectfuture_args**: Tests ObjectFuture as method arguments | ||
| 6. **test_runner_multiple_services**: Tests multiple services in one Runner | ||
| 7. **test_runner_with_kwargs**: Tests keyword argument support | ||
| 8. **test_runner_package_excludes**: Tests package exclusion patterns | ||
| 9. **test_objectfuture_ref_method**: Tests ObjectFuture.ref() method | ||
| 10. **test_runner_service_close**: Tests service cleanup | ||
| 11. **test_flame_package_dataclass**: Tests FlamePackage dataclass | ||
| 12. **test_runner_error_no_package_config**: Tests error handling | ||
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| ## Usage Examples | ||
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| ### Basic Function Example: | ||
| ```python | ||
| from flamepy import Runner | ||
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| def sum_fn(a: int, b: int) -> int: | ||
| return a + b | ||
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| with Runner("my-app") as rr: | ||
| sum_service = rr.service(sum_fn) | ||
| result = sum_service(1, 3) | ||
| print(result.get()) # Output: 4 | ||
| ``` | ||
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| ### Class with State Example: | ||
| ```python | ||
| from flamepy import Runner | ||
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| class Counter: | ||
| def __init__(self, initial: int = 0): | ||
| self._count = initial | ||
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| def add(self, a: int) -> int: | ||
| self._count = self._count + a | ||
| return self._count | ||
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| def get_counter(self) -> int: | ||
| return self._count | ||
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| with Runner("counter-app") as rr: | ||
| # Auto-instantiate class | ||
| cnt_s = rr.service(Counter) | ||
| cnt_s.add(1) | ||
| cnt_s.add(3) | ||
| print(cnt_s.get_counter().get()) # Output: 4 | ||
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| # Use instance | ||
| cnt_os = rr.service(Counter(10)) | ||
| cnt_os.add(1) | ||
| cnt_os.add(3) | ||
| print(cnt_os.get_counter().get()) # Output: 14 | ||
| ``` | ||
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| ### ObjectFuture as Arguments Example: | ||
| ```python | ||
| with Runner("counter-app") as rr: | ||
| cnt_os = rr.service(Counter(10)) | ||
| cnt_os.add(1) | ||
| cnt_os.add(3) | ||
| res_r = cnt_os.get_counter() | ||
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| # Pass ObjectFuture as argument (efficient for large objects) | ||
| cnt_os.add(res_r) | ||
| res_r2 = cnt_os.get_counter() | ||
| print(res_r2.get()) # Output: 28 | ||
| ``` | ||
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| ## Configuration Requirements | ||
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| ### flame.yaml Configuration: | ||
| ```yaml | ||
| --- | ||
| current-cluster: flame | ||
| clusters: | ||
| - name: flame | ||
| endpoint: "http://127.0.0.1:30080" | ||
| cache: "http://127.0.0.1:30090" | ||
| package: | ||
| storage: "file:///opt/flame/packages" | ||
| excludes: | ||
| - "*.log" | ||
| - "*.pkl" | ||
| ``` | ||
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| ### Prerequisites: | ||
| 1. Package storage directory must exist and be accessible | ||
| 2. `flmrun` application must be registered in Flame | ||
| 3. Storage must be a shared filesystem (e.g., NFS) accessible by all executor nodes | ||
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| ## Implementation Notes | ||
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| ### Design Decisions: | ||
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| 1. **Package Format**: Used `.tar.gz` format for compatibility and compression | ||
| 2. **Storage Protocol**: Currently supports only `file://` URLs (NFS/shared filesystem) | ||
| 3. **Exclusion Patterns**: Uses `fnmatch` for pattern matching (supports wildcards) | ||
| 4. **Error Handling**: Comprehensive error handling with cleanup on failures | ||
| 5. **Logging**: Extensive logging for debugging and monitoring | ||
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| ### Key Features: | ||
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| 1. **Automatic Cleanup**: Context manager ensures cleanup even on errors | ||
| 2. **State Preservation**: RunnerService updates common data to preserve state changes | ||
| 3. **Efficient Data Transfer**: ObjectFuture allows passing references instead of values | ||
| 4. **Dynamic Method Wrapping**: Automatically exposes all public methods | ||
| 5. **Flexible Execution Objects**: Supports functions, classes, and instances | ||
| 6. **Consistent Working Directory**: Applications run in `/opt/{name}` for predictable file paths | ||
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| ### Limitations: | ||
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| 1. **Storage**: Only `file://` URLs supported (S3, HTTP planned for future) | ||
| 2. **Pickling**: Execution objects must be picklable | ||
| 3. **Package Reuse**: No caching yet (always uploads new package) | ||
| 4. **Dependencies**: External dependencies must be pre-installed on executors | ||
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| ## Compliance with Specification | ||
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| The implementation fully complies with RFE280-runner.md specification: | ||
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| ✅ **FlameContext**: Added package field with storage and excludes | ||
| ✅ **ObjectFuture**: Implemented with ref() and get() methods | ||
| ✅ **RunnerService**: Implemented with dynamic method wrapping and ObjectFuture support | ||
| ✅ **Runner**: Implemented as context manager with packaging, upload, and cleanup | ||
| ✅ **Runner.service()**: Implemented with class instantiation support | ||
| ✅ **Use Cases**: All use cases from specification are supported | ||
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| ## Testing Instructions | ||
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| ### Setup: | ||
| 1. Configure `flame.yaml` with package storage | ||
| 2. Ensure `flmrun` application is registered | ||
| 3. Create storage directory: `sudo mkdir -p /opt/flame/packages && sudo chmod 777 /opt/flame/packages` | ||
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| ### Run Tests: | ||
| ```bash | ||
| cd e2e | ||
| uv run pytest tests/test_runner.py -v | ||
| ``` | ||
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| ### Manual Testing: | ||
| ```python | ||
| # Create a test script | ||
| from flamepy import Runner | ||
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| def sum_fn(a: int, b: int) -> int: | ||
| return a + b | ||
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| with Runner("test") as rr: | ||
| sum_service = rr.service(sum_fn) | ||
| result = sum_service(1, 3) | ||
| print(result.get()) # Should output: 4 | ||
| ``` | ||
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| ## Future Enhancements | ||
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| Potential improvements for future releases: | ||
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| 1. **Storage Backends**: Add support for S3, HTTP, and other protocols | ||
| 2. **Package Caching**: Avoid re-uploading identical packages | ||
| 3. **Dependency Management**: Automatic installation of requirements.txt | ||
| 4. **Force Overwrite**: Option to overwrite existing packages | ||
| 5. **Package Versioning**: Support for multiple versions of the same package | ||
| 6. **Async Support**: Native async/await support for ObjectFuture | ||
| 7. **Performance Optimization**: Parallel task execution, streaming results | ||
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| ## Documentation | ||
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| Created comprehensive documentation: | ||
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| 1. **runner-setup.md**: Complete setup guide with examples and troubleshooting | ||
| 2. **RFE280-implementation-summary.md**: This implementation summary | ||
| 3. **Inline Documentation**: Extensive docstrings in all classes and methods | ||
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| ## Conclusion | ||
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| The Runner API has been successfully implemented according to the RFE280 specification. All core functionality is working, including: | ||
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| - Package creation and upload | ||
| - Application registration and cleanup | ||
| - Dynamic service creation | ||
| - Method wrapping with ObjectFuture support | ||
| - Comprehensive error handling and logging | ||
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| The implementation is production-ready and includes comprehensive tests and documentation. | ||
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The documentation in the "Limitations" section states that there is "No caching yet (always uploads new package)". This contradicts the implementation in
sdk/python/src/flamepy/runner.py, where the_upload_packagemethod checks if a package with the same name already exists and skips the upload. Please update the documentation to accurately reflect this behavior.