"""2D t-SNE plot of cohort playstyle snapshots with the inferred player highlighted."""

from __future__ import annotations

from typing import Any

from chess_tutor.inference.pipeline import InferenceResult
from chess_tutor.playstyle_coaching.teacher import TeacherCoachingBundle
from chess_tutor.web.embedding import build_all_embedding_plots


def build_tsne_plot(
    result: InferenceResult,
    *,
    corpus_id: str = "standard_600",
    teacher_bundle: TeacherCoachingBundle | None = None,
    max_points: int = 6000,
    seed: int = 42,
) -> dict[str, Any] | None:
    """Fit t-SNE on a cohort subsample and return 2D coordinates for the web UI."""
    return build_all_embedding_plots(
        result,
        corpus_id=corpus_id,
        teacher_bundle=teacher_bundle,
        max_points=max_points,
        seed=seed,
    )["tsne_plot"]