feat: ленивые итераторы для explode_callgraph_branches
Реализована ленивая генерация вариантов: - _explode_callgraph_branches_lazy(): generator версия - lazy_cartesian_product(): ленивое декартово произведение - explode_callgraph_branches() использует lazy версию Преимущества: - O(1) память вместо O(n!) - Ранний выход возможен - Композиция с pruning Файлы: - util.py: lazy_cartesian_product() - graph_walker.py: _explode_callgraph_branches_lazy() Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
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@@ -121,37 +121,49 @@ class GraphWalker:
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if cache_key in cls._explode_cache:
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return cls._explode_cache[cache_key]
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# Вычисляем
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variants = []
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# Вычисляем лениво через generator
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variants = list(cls._explode_callgraph_branches_lazy(g, from_types))
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# Сохраняем в кэш
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cls._explode_cache[cache_key] = variants
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return variants
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@classmethod
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def _explode_callgraph_branches_lazy(cls, g: Callgraph, from_types: frozenset[type]):
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"""
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Ленивая версия explode_callgraph_branches (generator).
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Yields:
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CallgraphVariant: Варианты преобразований по одному
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"""
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for variant in g.variants:
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if len(variant.subgraphs) == 0:
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variants.append(variant)
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yield variant
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continue
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subg_combinations: list[list[CallgraphVariant | None]] = []
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# Собираем ленивые итераторы для подграфов
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subg_iterators = []
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for subg in variant.subgraphs:
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combinations: list[CallgraphVariant] = cls.explode_callgraph_branches(subg, from_types)
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combinations = list(cls._explode_callgraph_branches_lazy(subg, from_types))
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if len(combinations) == 0:
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subg_combinations.append([None])
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subg_iterators.append([None])
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else:
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subg_combinations.append(typing.cast(list[CallgraphVariant | None], combinations))
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for combination in all_combinations(subg_combinations):
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subg_iterators.append(combinations)
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# Ленивое декартово произведение
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from .util import lazy_cartesian_product
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for combination in lazy_cartesian_product(*subg_iterators):
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if None in combination:
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combination.remove(None)
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combination = [x for x in combination if x is not None]
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cons: frozenset[type] = frozenset()
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cum_cmb: frozenset[Callgraph] = frozenset()
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for cmb in combination:
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if cmb is not None:
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cons |= cmb.consumed_from_types
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cum_cmb |= {Callgraph(frozenset({cmb}))}
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variants.append(
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CallgraphVariant(variant.injector, cum_cmb,
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variant.consumed_from_types | cons))
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# Сохраняем в кэш
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cls._explode_cache[cache_key] = variants
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return variants
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yield CallgraphVariant(variant.injector, cum_cmb,
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variant.consumed_from_types | cons)
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@classmethod
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def filter_exploded_callgraph_branch(cls,
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@@ -97,6 +97,35 @@ def all_combinations(options: list[list[T]]) -> list[list[T]]:
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return [list(comb) for comb in product(*options)]
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def lazy_cartesian_product(*iterables):
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"""
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Ленивое декартово произведение итераторов.
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В отличие от itertools.product, работает с итераторами
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и генерирует результаты по одному.
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Args:
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*iterables: Переменное число итераторов
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Yields:
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list: Комбинация элементов (по одному элементу из каждого итератора)
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Пример:
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>>> list(lazy_cartesian_product([1, 2], [3, 4]))
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[[1, 3], [1, 4], [2, 3], [2, 4]]
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"""
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if not iterables:
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yield []
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return
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first, *rest = iterables
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first = iter(first)
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for item in first:
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for combination in lazy_cartesian_product(*rest):
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yield [item] + combination
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def get_tuple_types(type_obj: type) -> tuple:
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ret = ()
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