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switch default to numpy pmg building
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parent
1a668a7cee
commit
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4 changed files with 3010 additions and 9 deletions
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@ -28,20 +28,18 @@ def pmg_from_rcv_polars(ballots: pl.DataFrame) -> rwx.PyDiGraph:
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pmg = rwx.PyDiGraph()
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nodes = {c: pmg.add_node(c) for c in candidates}
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#compressed = ballots.group_by(ballots.columns).len().rename({"len": "count"})
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compressed = ballots.group_by(ballots.columns).len().rename({"len": "count"})
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exprs = []
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pairs = list(combinations(candidates, 2))
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for a, b in pairs:
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exprs.extend(
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[
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(pl.col(a) < pl.col(b)).sum().alias(f"{a}>{b}"),
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(pl.col(b) < pl.col(a)).sum().alias(f"{b}>{a}"),
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]
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)
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exprs.extend([
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pl.when(pl.col(a) < pl.col(b)).then(pl.col("count")).otherwise(0).sum().alias(f"{a}>{b}"),
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pl.when(pl.col(b) < pl.col(a)).then(pl.col("count")).otherwise(0).sum().alias(f"{b}>{a}")
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])
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results = ballots.select(exprs).row(0, named=True)
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results = compressed.select(exprs).row(0, named=True)
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for a, b in pairs:
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a_wins = results[f"{a}>{b}"]
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@ -99,7 +97,7 @@ def pmg_from_rcv_numpy(ballots: pl.DataFrame) -> rwx.PyDiGraph:
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return pmg
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def pmg_from_rcv(ballots: pl.DataFrame, method="polars") -> rwx.PyDiGraph:
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def pmg_from_rcv(ballots: pl.DataFrame, method="numpy") -> rwx.PyDiGraph:
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if method == "polars":
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return pmg_from_rcv_polars(ballots)
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elif method == "numpy":
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test/stress_test_1000000x1000.csv
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test/stress_test_100000x100.csv
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test/stress_test_100000x100.csv
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test/stress_test_1000x100.csv
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test/stress_test_1000x100.csv
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