"""
predictlm_v11 — inference-only public API for the PredictLM tabular FM family.

Quick start:

    from predictlm_v11 import PredictLM
    model = PredictLM.from_pretrained("zerooneresearch/predictlm-mini-13m")

    # Zero-tuning (fastest)
    preds = model.fit(X_train, y_train).predict(X_test)

    # Test-Time Training (TTT) — +0.07 cls / +0.06 reg over zero-tuning
    preds = model.fit_and_predict_with_ttt(
        X_train, y_train, X_test, n_inner=15, lr=1e-4)

    # Full Duo + TTT recipe (Mini + Base ensemble, best results)
    from predictlm_v11 import duo_ttt_predict
    base = PredictLM.from_pretrained("zerooneresearch/predictlm-base-26m")
    preds = duo_ttt_predict(model, base, X_train, y_train, X_test, w=0.40)

PredictLM auto-detects regression vs classification from y_train and routes
through the correct head. Same model, single fit/predict for both tasks.

The training stack (synthetic SCM, copula augmentation, curriculum, etc.)
is NOT shipped here — see https://github.com/zerooneresearch/predictlm-v11
for the full training repo.
"""
from .inference import PredictLM, PredictLMOutput, duo_ttt_predict
from .model import PredictLMv11, V11Config

__all__ = ["PredictLM", "PredictLMOutput", "PredictLMv11", "V11Config",
            "duo_ttt_predict"]
__version__ = "11.1.0"