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# -*- coding: utf-8 -*-
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# Copyright (C) 2012 Niels Thykier <niels@thykier.net>
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# - Includes code by Paul Harrison
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# (http://www.logarithmic.net/pfh-files/blog/01208083168/sort.py)
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# This program is free software; you can redistribute it and/or modify
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# it under the terms of the GNU General Public License as published by
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# the Free Software Foundation; either version 2 of the License, or
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# (at your option) any later version.
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# This program is distributed in the hope that it will be useful,
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# but WITHOUT ANY WARRANTY; without even the implied warranty of
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# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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# GNU General Public License for more details.
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import logging
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from collections import deque
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from itertools import chain
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from britney2.utils import (ifilter_only, iter_except)
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def compute_scc(graph):
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"""Iterative algorithm for strongly-connected components
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Iterative variant of Tarjan's algorithm for finding strongly-connected
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components.
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:param graph: Table of all nodes along which their edges (in "before" and "after")
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:return: List of components (each component is a list of items)
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"""
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result = []
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low = {}
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node_stack = []
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def _handle_succ(parent, parent_num, successors_remaining):
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while successors_remaining:
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succ = successors_remaining.pop()
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succ_num = low.get(succ, None)
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if succ_num is not None:
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if succ_num < parent_num:
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# These two nodes are part of the probably
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# same SSC (or succ is isolated
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low[parent] = parent_num = succ_num
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continue
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# It cannot be a part of a SCC if it does not have depends
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# or reverse depends.
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if not graph[succ]['before'] or not graph[succ]['after']:
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# Short-cut obviously isolated component
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result.append((succ,))
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# Set the item number so high that no other item might
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# mistakenly assume that they can form a component via
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# this item.
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# (Replaces the "is w on the stack check" for us from
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# the original algorithm)
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low[succ] = len(graph) + 1
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continue
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succ_num = len(low)
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low[succ] = succ_num
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work_stack.append((succ, len(node_stack), succ_num, graph[succ]['before']))
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node_stack.append(succ)
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# "Recurse" into the child node first
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return True
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return False
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for n in graph:
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if n in low:
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continue
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# It cannot be a part of a SCC if it does not have depends
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# or reverse depends.
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if not graph[n]['before'] or not graph[n]['after']:
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# Short-cut obviously isolated component
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result.append((n,))
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# Set the item number so high that no other item might
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# mistakenly assume that they can form a component via
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# this item.
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# (Replaces the "is w on the stack check" for us from
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# the original algorithm)
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low[n] = len(graph) + 1
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continue
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root_num = len(low)
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low[n] = root_num
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# DFS work-stack needed to avoid call recursion. It (more or less)
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# replaces the variables on the call stack in Tarjan's algorithm
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work_stack = [(n, len(node_stack), root_num, graph[n]['before'])]
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node_stack.append(n)
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while work_stack:
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node, stack_idx, orig_node_num, successors = work_stack[-1]
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if successors and _handle_succ(node, low[node], successors):
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# _handle_succ has pushed a new node on to work_stack
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# and we need to "restart" the loop to handle that first
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continue
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# This node is done; remove it from the work stack
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work_stack.pop()
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# This node is out of successor. Push up the "low" value
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# (Exception: root node has no parent)
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node_num = low[node]
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if work_stack:
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parent = work_stack[-1][0]
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parent_num = low[parent]
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if node_num <= parent_num:
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# This node is a part of a component with its parent.
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# We update the parent's node number and push the
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# responsibility of building the component unto the
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# parent.
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low[parent] = node_num
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continue
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if node_num != orig_node_num:
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# The node is a part of an SCC with a ancestor (and parent)
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continue
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# We got a component
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component = tuple(node_stack[stack_idx:])
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del node_stack[stack_idx:]
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result.append(component)
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# Re-number all items, so no other item might
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# mistakenly assume that they can form a component via
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# one of these items.
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# (Replaces the "is w on the stack check" for us from
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# the original algorithm)
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new_num = len(graph) + 1
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for item in component:
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low[item] = new_num
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assert not node_stack
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return result
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class InstallabilitySolver(object):
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def __init__(self, universe, inst_tester):
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"""Create a new installability solver
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universe is a BinaryPackageUniverse.
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"""
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self._universe = universe
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self._inst_tester = inst_tester
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logger_name = ".".join((self.__class__.__module__, self.__class__.__name__))
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self.logger = logging.getLogger(logger_name)
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def _compute_group_order_rms(self, rms, order, key, ptable, going_out):
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sat_in_testing = self._inst_tester.any_of_these_are_in_the_suite
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universe = self._universe
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debug_solver = self.logger.isEnabledFor(logging.DEBUG)
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for r in rms:
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# The binaries have reverse dependencies in testing;
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# check if we can/should migrate them first.
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for rdep in universe.reverse_dependencies_of(r):
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for depgroup in universe.dependencies_of(rdep):
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rigid = depgroup - going_out
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if sat_in_testing(rigid):
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# (partly) satisfied by testing, assume it is okay
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continue
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if rdep in ptable:
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other = ptable[rdep]
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if other == key:
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# "Self-dependency" => ignore
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continue
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if debug_solver and other not in order[key]['after']: # pragma: no cover
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self.logger.debug("Removal induced order: %s before %s", key, other)
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order[key]['after'].add(other)
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order[other]['before'].add(key)
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def _compute_group_order_adds(self, adds, order, key, ptable, going_out, going_in):
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sat_in_testing = self._inst_tester.any_of_these_are_in_the_suite
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universe = self._universe
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debug_solver = self.logger.isEnabledFor(logging.DEBUG)
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for a in adds:
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# Check if this item should migrate before others
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# (e.g. because they depend on a new [version of a]
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# binary provided by this item).
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for depgroup in universe.dependencies_of(a):
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rigid = depgroup - going_out
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if sat_in_testing(rigid):
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# (partly) satisfied by testing, assume it is okay
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continue
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# okay - we got three cases now.
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# - "swap" (replace existing binary with a newer version)
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# - "addition" (add new binary without removing any)
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# - "removal" (remove binary without providing a new)
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#
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# The problem is that only the two latter requires
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# an ordering. A "swap" (in itself) should not
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# affect us.
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other_adds = set()
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other_rms = set()
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for d in ifilter_only(ptable, depgroup):
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other = ptable[d]
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if d in going_in:
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# "other" provides something "key" needs,
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# schedule accordingly.
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other_adds.add(other)
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else:
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# "other" removes something "key" needs,
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# schedule accordingly.
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other_rms.add(other)
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for other in (other_adds - other_rms):
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if debug_solver and other != key and other not in order[key]['after']: # pragma: no cover
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self.logger.debug("Dependency induced order (add): %s before %s", key, other)
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order[key]['after'].add(other)
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order[other]['before'].add(key)
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for other in (other_rms - other_adds):
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if debug_solver and other != key and other not in order[key]['before']: # pragma: no cover
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self.logger.debug("Dependency induced order (remove): %s before %s", key, other)
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order[key]['before'].add(other)
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order[other]['after'].add(key)
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def _compute_group_order(self, groups, key2item):
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universe = self._universe
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ptable = {}
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order = {}
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going_out = set()
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going_in = set()
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debug_solver = self.logger.isEnabledFor(logging.DEBUG)
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# Build the tables
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for (item, adds, rms) in groups:
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key = str(item)
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key2item[key] = item
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order[key] = {'before': set(), 'after': set()}
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going_in.update(adds)
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going_out.update(rms)
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for x in chain(adds, rms):
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ptable[x] = key
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if debug_solver: # pragma: no cover
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self._dump_groups(groups)
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# This large loop will add ordering constrains on each "item"
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# that migrates based on various rules.
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for (item, adds, rms) in groups:
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key = str(item)
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oldcons = set(chain.from_iterable(universe.negative_dependencies_of(r) for r in rms))
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newcons = set(chain.from_iterable(universe.negative_dependencies_of(a) for a in adds))
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oldcons -= newcons
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# Some of the old binaries have "conflicts" that will
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# be removed.
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for o in ifilter_only(ptable, oldcons):
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# "key" removes a conflict with one of
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# "other"'s binaries, so it is probably a good
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# idea to migrate "key" before "other"
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other = ptable[o]
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if other == key:
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# "Self-conflicts" => ignore
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continue
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if debug_solver and other not in order[key]['before']: # pragma: no cover
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self.logger.debug("Conflict induced order: %s before %s", key, other)
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order[key]['before'].add(other)
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order[other]['after'].add(key)
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self._compute_group_order_rms(rms, order, key, ptable, going_out)
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self._compute_group_order_adds(adds, order, key, ptable, going_out, going_in)
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return order
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def _merge_items_into_components(self, comps, order):
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merged = {}
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scc = {}
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debug_solver = self.logger.isEnabledFor(logging.DEBUG)
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for com in comps:
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scc_id = com[0]
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scc[scc_id] = com
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merged[scc_id] = scc_id
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if len(com) > 1:
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so_before = order[scc_id]['before']
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so_after = order[scc_id]['after']
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for n in com:
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if n == scc_id:
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continue
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so_before.update(order[n]['before'])
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so_after.update(order[n]['after'])
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merged[n] = scc_id
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del order[n]
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if debug_solver: # pragma: no cover
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self.logger.debug("SCC: %s -- %s", scc_id, str(sorted(com)))
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for com in comps:
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node = com[0]
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nbefore = set(merged[b] for b in order[node]['before'])
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nafter = set(merged[b] for b in order[node]['after'])
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# Drop self-relations (usually caused by the merging)
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nbefore.discard(node)
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nafter.discard(node)
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order[node]['before'] = nbefore
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order[node]['after'] = nafter
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for com in comps:
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scc_id = com[0]
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for other_scc_id in order[scc_id]['before']:
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order[other_scc_id]['after'].add(scc_id)
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for other_scc_id in order[scc_id]['after']:
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order[other_scc_id]['before'].add(scc_id)
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return scc
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def solve_groups(self, groups):
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result = []
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emitted = set()
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queue = deque()
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key2item = {}
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debug_solver = self.logger.isEnabledFor(logging.DEBUG)
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order = self._compute_group_order(groups, key2item)
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# === MILESTONE: Partial-order constrains computed ===
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# At this point, we have computed all the partial-order
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# constrains needed. Some of these may have created strongly
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# connected components (SSC) [of size 2 or greater], which
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# represents a group of items that (we believe) must migrate
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# together.
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#
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# Each one of those components will become an "easy" hint.
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comps = compute_scc(order)
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# Now that we got the SSCs (in comps), we select on item from
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# each SSC to represent the group and become an ID for that
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# SSC.
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# * scc_items[ssc_id] => All the items in that SSC
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#
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# We also "repair" the ordering, so we know in which order the
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# hints should be emitted.
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scc_items = self._merge_items_into_components(comps, order)
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if debug_solver: # pragma: no cover
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self.logger.debug("-- PARTIAL ORDER --")
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initial_round = []
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for com in sorted(order):
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if debug_solver and order[com]['before']: # pragma: no cover
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self.logger.debug("N: %s <= %s", com, str(sorted(order[com]['before'])))
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if not order[com]['after']:
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# This component can be scheduled immediately, add it
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# to the queue
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initial_round.append(com)
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elif debug_solver: # pragma: no cover
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self.logger.debug("N: %s >= %s", com, str(sorted(order[com]['after'])))
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queue.extend(sorted(initial_round, key=len))
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del initial_round
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if debug_solver: # pragma: no cover
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self.logger.debug("-- END PARTIAL ORDER --")
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self.logger.debug("-- LINEARIZED ORDER --")
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for cur in iter_except(queue.popleft, IndexError):
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if order[cur]['after'] <= emitted and cur not in emitted:
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# This item is ready to be emitted right now
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if debug_solver: # pragma: no cover
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self.logger.debug("%s -- %s", cur, sorted(scc_items[cur]))
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emitted.add(cur)
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result.append([key2item[x] for x in scc_items[cur]])
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if order[cur]['before']:
|
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|
# There are components that come after this one.
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# Add it to queue:
|
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|
# - if it is ready, it will be emitted.
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# - else, it will be dropped and re-added later.
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queue.extend(sorted(order[cur]['before'] - emitted, key=len))
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if debug_solver: # pragma: no cover
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self.logger.debug("-- END LINEARIZED ORDER --")
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return result
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def _dump_groups(self, groups): # pragma: no cover
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self.logger.debug("=== Groups ===")
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|
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for (item, adds, rms) in groups:
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self.logger.debug("%s => A: %s, R: %s", str(item), str(adds), str(rms))
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self.logger.debug("=== END Groups ===")
|