"""Celestis-RL: a standalone research implementation, not pretrained model weights.""" from .estimators import Correction, draw_correction, exact_correction, plan_head from .losses import token_loss, selected_token_loss, sequence_loss from .scoring import selected_linear_scores from .certificates import ConfidenceLedger, AuditResult, paired_gain_audit from .transaction import transactional_step, StepResult __version__ = "2.0.0" __all__ = ["Correction", "draw_correction", "exact_correction", "plan_head", "token_loss", "selected_token_loss", "sequence_loss", "selected_linear_scores", "ConfidenceLedger", "AuditResult", "paired_gain_audit", "transactional_step", "StepResult"] from .stratified import stratified_correction, coalesce_correction from .streaming import linear_token_loss, centered_linear_scores from .moment_replay import FeatureBank, MomentBatch, capture_moments, moment_token_loss, moment_sequence_loss, moment_dimension from .sequential_audit import MetricSpec, SequentialParetoAudit __all__ += ["stratified_correction", "coalesce_correction", "linear_token_loss", "centered_linear_scores", "FeatureBank", "MomentBatch", "capture_moments", "moment_token_loss", "moment_sequence_loss", "MetricSpec", "SequentialParetoAudit"] from .transport import AffineBankTransport __all__ += ["AffineBankTransport", "moment_dimension"]