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Create build_dataset.py

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  1. scripts/build_dataset.py +99 -0
scripts/build_dataset.py ADDED
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+ #!/usr/bin/env python3
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+ """
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+ Build Hugging Face dataset artifacts from JSONL.
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+
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+ - Loads data/mux_assets.jsonl
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+ - Runs a light validation (required fields + raw payload)
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+ - Builds a datasets.Dataset
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+ - Exports to Parquet at data/mux_assets.parquet
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+
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+ Usage:
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+ pip install -U datasets pyarrow
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+ python scripts/build_dataset.py
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+ """
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+
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+ from __future__ import annotations
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+
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+ import json
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+ import os
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+ from typing import Any, Dict, List
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+
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+ from datasets import Dataset
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+
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+ JSONL_PATH = os.path.join("data", "mux_assets.jsonl")
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+ PARQUET_PATH = os.path.join("data", "mux_assets.parquet")
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+
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+ REQUIRED_FIELDS = [
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+ "asset_id",
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+ "upload_id",
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+ "title",
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+ "external_id",
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+ "creator_id",
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+ "status",
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+ "video_quality",
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+ "resolution_tier",
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+ "duration_seconds",
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+ "aspect_ratio",
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+ "max_width",
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+ "max_height",
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+ "max_frame_rate",
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+ "encoding_tier",
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+ "normalize_audio",
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+ "mp4_support",
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+ "playback_policy",
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+ "playback_id_public",
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+ "video_track_id",
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+ "audio_track_id",
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+ "audio_primary",
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+ "audio_channels",
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+ "audio_language_code",
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+ "created_at_unix",
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+ "raw_mux_json",
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+ ]
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+
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+
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+ def load_jsonl(path: str) -> List[Dict[str, Any]]:
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+ rows: List[Dict[str, Any]] = []
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+ with open(path, "r", encoding="utf-8") as f:
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+ for i, line in enumerate(f, start=1):
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+ line = line.strip()
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+ if not line:
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+ continue
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+ try:
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+ rows.append(json.loads(line))
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+ except json.JSONDecodeError as e:
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+ raise SystemExit(f"[ERROR] Invalid JSON on line {i}: {e}") from e
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+ return rows
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+
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+
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+ def light_validate(rows: List[Dict[str, Any]]) -> None:
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+ if not rows:
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+ raise SystemExit("[ERROR] No rows found in JSONL.")
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+ for idx, row in enumerate(rows):
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+ missing = [k for k in REQUIRED_FIELDS if k not in row]
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+ if missing:
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+ raise SystemExit(f"[ERROR] Row {idx} missing required fields: {missing}")
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+ if not isinstance(row["raw_mux_json"], dict):
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+ raise SystemExit(f"[ERROR] Row {idx} raw_mux_json must be an object/dict.")
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+
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+
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+ def main() -> None:
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+ if not os.path.exists(JSONL_PATH):
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+ raise SystemExit(f"[ERROR] Missing file: {JSONL_PATH}")
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+
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+ rows = load_jsonl(JSONL_PATH)
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+ light_validate(rows)
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+
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+ ds = Dataset.from_list(rows)
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+
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+ print("\n=== Dataset Preview ===")
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+ print(ds)
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+ print("\n=== Features ===")
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+ print(ds.features)
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+
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+ ds.to_parquet(PARQUET_PATH)
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+ print(f"\n[OK] Wrote Parquet: {PARQUET_PATH}")
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+
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+
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+ if __name__ == "__main__":
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+ main()