Add data_analysis/src/data_analysis/cli.py
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72
data_analysis/src/data_analysis/cli.py
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72
data_analysis/src/data_analysis/cli.py
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import argparse
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import json
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from pathlib import Path
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from typing import Any
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from data_analysis import core
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def _load_run_data(path: Path) -> list[dict[str, Any]]:
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"""Load and validate run data JSON file into list of dicts."""
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if not path.exists() or not path.is_file():
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raise FileNotFoundError(f"Input file not found: {path}")
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with path.open('r', encoding='utf-8') as handle:
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try:
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data = json.load(handle)
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except json.JSONDecodeError as e:
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raise ValueError(f"Invalid JSON file: {path}. Error: {e}")
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if not isinstance(data, list):
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raise ValueError("Input JSON must contain a list of run data objects.")
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required_fields = {"policy_hash", "warn_rate", "unknown_rate", "delta_time"}
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for i, entry in enumerate(data):
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if not isinstance(entry, dict):
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raise ValueError(f"Run entry at index {i} is not a dict.")
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missing = required_fields - set(entry)
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if missing:
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raise ValueError(f"Missing required fields {missing} in entry {i}.")
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return data
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def _run_analysis(input_path: Path, output_path: Path) -> None:
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"""Perform analysis and write results to JSON file."""
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data = _load_run_data(input_path)
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warn_rate = core.calculate_warn_rate(data)
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delta_stats = core.delta_time_distribution(data)
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summary = {
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"avg_warn_rate": warn_rate,
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"delta_time_distribution": delta_stats,
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}
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output_path.parent.mkdir(parents=True, exist_ok=True)
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with output_path.open('w', encoding='utf-8') as f:
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json.dump(summary, f, indent=2, sort_keys=True)
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def main() -> None:
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"""Entry point for command-line interface."""
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parser = argparse.ArgumentParser(
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description="Analyze run timing data and compute summary statistics."
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)
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parser.add_argument(
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"--input",
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required=True,
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type=Path,
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help="Path to input JSON file containing run data.",
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)
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parser.add_argument(
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"--output",
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required=True,
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type=Path,
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help="Destination path for JSON file with results.",
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)
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args = parser.parse_args()
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_run_analysis(args.input, args.output)
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if __name__ == "__main__":
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main()
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