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init commit; data shapes mostly defined. some tests and sketched documentation in README. core algorithm TODO next
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121
src/carousel/__init__.py
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121
src/carousel/__init__.py
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import rich
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import polars as pl
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import polars.selectors as pls
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import itertools as it
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def rank_to_pref(R):
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"""Converts a ranking to a preference."""
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id_col_name = R.select(pls.by_index(0)).to_series().name
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P = R.select(
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[pl.col(id_col_name).sort_by(c).alias(c) for c in R.columns if c != id_col_name]
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)
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return P
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def pref_to_rank(P):
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"""Converts a preference to a ranking."""
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o = P.select(
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pl.concat_list(P.columns).explode().unique().sort().alias("")
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) # .with_row_index(offset=1)
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r = pl.concat(
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[
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o.join(
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P.with_row_index(offset=1),
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how="full",
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left_on="",
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right_on=c,
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maintain_order="left",
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).select(pl.col("index").alias(c))
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for c in P.columns
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],
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how="horizontal",
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)
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return pl.concat([o, r], how="horizontal")
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""""
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def ranking_matrix(A, B):
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T = pl.concat([A, B], how="horizontal")
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TT = T.with_columns(pl.concat_list(A.columns[0], B.columns[0]))
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for ab in zip(A.columns[1:], B.columns[1:]):
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TT = TT.with_columns(pl.concat_list(*ab))
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TTT = TT.select(pl.col(A.columns))
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return TTT.insert_column(0, pl.Series("names", B.columns))
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"""
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def check_valid_pref(P):
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repeats = P.select(
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(~pl.all_horizontal((pl.all().is_unique() | pl.all().is_null()).all())).alias(
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"repeats"
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)
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).get_column("repeats")[0]
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return not repeats
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def check_valid_rank(R):
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ties = R.select(
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(~pl.all_horizontal((pl.all().is_unique() | pl.all().is_null()).all())).alias(
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"ties"
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)
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).get_column("ties")[0]
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return not ties
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def check_valid_match(match, applicants, reviewers):
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# TODO
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pass
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def check_valid_assgn(assgn, applicants, reviewers):
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# TODO
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pass
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def get_rank(ranking, ranker, rankee):
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idx = ranking.select(pl.arg_where(pl.col("") == rankee)).item()
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return ranking[ranker][idx]
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def check_unstable(match, applicant_ranking, reviewer_ranking):
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applicants = applicant_ranking.columns[1:] # assume unique applicants
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for a, b in it.combinations(applicants, 2):
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A = match.select(c for c in match.iter_columns() if a in c).to_series().name # the reviewer a is matched to
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B = match.select(c for c in match.iter_columns() if b in c).to_series().name # the reviewer b is matched to
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b_prefers_A = get_rank(applicant_ranking, b, A) < get_rank(applicant_ranking, b, B)
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A_prefers_b = get_rank(reviewer_ranking, A, b) < get_rank(reviewer_ranking, A, a)
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if b_prefers_A and A_prefers_b:
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return True
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# or
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a_prefers_B = get_rank(applicant_ranking, a, B) < get_rank(applicant_ranking, a, A)
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B_prefers_a = get_rank(reviewer_ranking, B, a) < get_rank(reviewer_ranking, B, b)
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if a_prefers_B and B_prefers_a:
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return True
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# else
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return False
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def check_stable(*args, **kwargs):
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return not check_unstable(*args, **kwargs)
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def deferred_acceptance(A, R):
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"""Find the Gale-Shapley deferred-acceptance stable matching for preferences A, R."""
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# TODO - the core algorithm!
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pass
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def assgn_to_match(assgn):
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# TODO
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pass
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def match_to_assgn(match):
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# TODO
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pass
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def main() -> None:
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rich.print("Hello from [italic red]carousel[/italic red]!")
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if __name__ == "__main__":
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main()
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1
src/carousel/deferred_acceptance.py
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1
src/carousel/deferred_acceptance.py
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