"""Fine-tune — SAT transaction classifier (🎯 Well-Tuned).

The catalog is the single source of truth: it drives both the training dataset and
the deterministic fallback classifier, so they never disagree on a label. The
fine-tuned MiniCPM generalizes beyond the keyword list (messy OCR, unseen brands,
Spanish variation); the rule classifier is the honest fallback until weights load.
"""

from .catalog import ALL_CATEGORIES, Category
from .classifier import (
    Classification,
    ModelClassifier,
    RemoteClassifier,
    RuleClassifier,
    build_prompt,
    parse_label,
)
from .dataset import build_examples, split, write_jsonl

__all__ = [
    "Category",
    "ALL_CATEGORIES",
    "Classification",
    "RuleClassifier",
    "ModelClassifier",
    "RemoteClassifier",
    "build_prompt",
    "parse_label",
    "build_examples",
    "split",
    "write_jsonl",
]