o 5i@s4dZddlmZmZmZmZmZmZmZgdZ dS)a Validators Module v4 - Transcription Validation (Dual Scoring + Structural) ============================================================================= Validates transcriptions via: Step 0: Structural sanity checks (no ML, instant) Step 1: Character validation (unicode block check) Step 2: Native CTC alignment (language-specific wav2vec2) Step 3: Romanized MMS alignment (uroman-derived, deterministic) v4 change: romanized text is derived internally via uroman from native transcription. Validator no longer depends on Gemini's romanization output. Combined scoring: S = 0.45*N + 0.55*R - 0.10*abs(N-R) Usage: ```python from src.validators import validate_transcription, quick_validate # Full validation (derives uroman romanization internally) result = validate_transcription("audio.flac", native_text, language="te") # result.status: "accept" / "review" / "retry" / "reject" # result.combined_score: 0-1 # Quick check (character + structural only - instant) result = quick_validate(text, language="te") ``` )validate_transcriptionquick_validatecheck_characterscompute_combined_scorestructural_sanity_checkValidationResultcleanupN) __doc__simple_validatorrrrrrrr__all__r r 8/home/ubuntu/maya3_transcribe/src/validators/__init__.pys$