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Cleanup/part 2
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Pull request overview
This PR implements a major restructuring of the VIEWS Pipeline Core codebase for December, introducing new manager classes for extractors and postprocessors, refactoring configuration and CLI argument handling, reorganizing modules, and adding comprehensive documentation and tests.
Key Changes:
- Introduced
ExtractorManagerandPostprocessorManagerfor standardized data pipeline operations - Refactored CLI argument handling into dataclass-based pattern with
ForecastingModelArgs - Created
ConfigurationManagerfor centralized configuration handling - Reorganized code into module-based structure under
modules/directory - Added extensive documentation (READMEs) for new components
Reviewed changes
Copilot reviewed 50 out of 130 changed files in this pull request and generated 5 comments.
Show a summary per file
| File | Description |
|---|---|
| views_pipeline_core/managers/extractor/extractor.py | New extractor framework with path management and abstract lifecycle methods |
| views_pipeline_core/managers/ensemble/ensemble.py | Refactored ensemble manager with improved error handling and reconciliation |
| views_pipeline_core/managers/configuration/configuration.py | New configuration manager with multi-source merging and validation |
| views_pipeline_core/cli/args.py | New dataclass-based CLI argument system with validation |
| views_pipeline_core/data/handlers.py | Enhanced dataset handlers with new subsetting and calculation methods |
| views_pipeline_core/exceptions/exceptions.py | New exception hierarchy with automatic WandB alerting |
| pyproject.toml | Version bump and new dependencies (polars, appwrite) |
Comments suppressed due to low confidence (2)
views_pipeline_core/managers/ensemble/ensemble.py:1
- The error message refers to "saving to database" but this is in the extractor context. For the ensemble manager, this error occurs during general run execution, not specifically database operations. The message should be more generic.
from typing import Union, Optional, List, Dict
views_pipeline_core/cli/args.py:1
- The ternary expression on line 466 can be simplified to
forecast and self._use_prediction_storesince it already evaluates to a boolean.
from dataclasses import dataclass
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| raise PipelineException(f"Error during shell command execution for model {model_name}: {e}", | ||
| wandb_module=self._wandb_module) |
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Inconsistent parameter name. The PipelineException expects wandb_module, but some calls use wandb_manager. This specific call is correct, but inconsistency exists elsewhere (e.g., line 83).
| self.config_sweep = config_sweep | ||
| self._runtime_config = {} | ||
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| # Add timestamp at initialization |
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The timestamp format uses underscores between date and time components, which differs from common ISO 8601 format. Consider using a standard format like "%Y%m%d_%H%M%S" (which is being used) or documenting why this specific format is required for compatibility.
| # Add timestamp at initialization | |
| # Add timestamp at initialization | |
| # Use underscores in timestamp for filename safety (avoid issues with colons/hyphens in filenames). |
| @classmethod | ||
| def _initialize_class_paths(cls, current_path: Path = None) | ||
| ``` | ||
| Initializes project root and sets `cls._models = <root>/ensembles`. |
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Missing period at the end of the sentence in the code comment format. Should be consistent with other similar documentation blocks.
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
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