Mini Shell
"""Dependency graph implementation."""
from collections import Counter
from textwrap import dedent
from kombu.utils.encoding import bytes_to_str, safe_str
__all__ = ('DOT', 'CycleError', 'DependencyGraph', 'GraphFormatter')
class DOT:
"""Constants related to the dot format."""
HEAD = dedent("""
{IN}{type} {id} {{
{INp}graph [{attrs}]
""")
ATTR = '{name}={value}'
NODE = '{INp}"{0}" [{attrs}]'
EDGE = '{INp}"{0}" {dir} "{1}" [{attrs}]'
ATTRSEP = ', '
DIRS = {'graph': '--', 'digraph': '->'}
TAIL = '{IN}}}'
class CycleError(Exception):
"""A cycle was detected in an acyclic graph."""
class DependencyGraph:
"""A directed acyclic graph of objects and their dependencies.
Supports a robust topological sort
to detect the order in which they must be handled.
Takes an optional iterator of ``(obj, dependencies)``
tuples to build the graph from.
Warning:
Does not support cycle detection.
"""
def __init__(self, it=None, formatter=None):
self.formatter = formatter or GraphFormatter()
self.adjacent = {}
if it is not None:
self.update(it)
def add_arc(self, obj):
"""Add an object to the graph."""
self.adjacent.setdefault(obj, [])
def add_edge(self, A, B):
"""Add an edge from object ``A`` to object ``B``.
I.e. ``A`` depends on ``B``.
"""
self[A].append(B)
def connect(self, graph):
"""Add nodes from another graph."""
self.adjacent.update(graph.adjacent)
def topsort(self):
"""Sort the graph topologically.
Returns:
List: of objects in the order in which they must be handled.
"""
graph = DependencyGraph()
components = self._tarjan72()
NC = {
node: component for component in components for node in component
}
for component in components:
graph.add_arc(component)
for node in self:
node_c = NC[node]
for successor in self[node]:
successor_c = NC[successor]
if node_c != successor_c:
graph.add_edge(node_c, successor_c)
return [t[0] for t in graph._khan62()]
def valency_of(self, obj):
"""Return the valency (degree) of a vertex in the graph."""
try:
l = [len(self[obj])]
except KeyError:
return 0
for node in self[obj]:
l.append(self.valency_of(node))
return sum(l)
def update(self, it):
"""Update graph with data from a list of ``(obj, deps)`` tuples."""
tups = list(it)
for obj, _ in tups:
self.add_arc(obj)
for obj, deps in tups:
for dep in deps:
self.add_edge(obj, dep)
def edges(self):
"""Return generator that yields for all edges in the graph."""
return (obj for obj, adj in self.items() if adj)
def _khan62(self):
"""Perform Khan's simple topological sort algorithm from '62.
See https://en.wikipedia.org/wiki/Topological_sorting
"""
count = Counter()
result = []
for node in self:
for successor in self[node]:
count[successor] += 1
ready = [node for node in self if not count[node]]
while ready:
node = ready.pop()
result.append(node)
for successor in self[node]:
count[successor] -= 1
if count[successor] == 0:
ready.append(successor)
result.reverse()
return result
def _tarjan72(self):
"""Perform Tarjan's algorithm to find strongly connected components.
See Also:
:wikipedia:`Tarjan%27s_strongly_connected_components_algorithm`
"""
result, stack, low = [], [], {}
def visit(node):
if node in low:
return
num = len(low)
low[node] = num
stack_pos = len(stack)
stack.append(node)
for successor in self[node]:
visit(successor)
low[node] = min(low[node], low[successor])
if num == low[node]:
component = tuple(stack[stack_pos:])
stack[stack_pos:] = []
result.append(component)
for item in component:
low[item] = len(self)
for node in self:
visit(node)
return result
def to_dot(self, fh, formatter=None):
"""Convert the graph to DOT format.
Arguments:
fh (IO): A file, or a file-like object to write the graph to.
formatter (celery.utils.graph.GraphFormatter): Custom graph
formatter to use.
"""
seen = set()
draw = formatter or self.formatter
def P(s):
print(bytes_to_str(s), file=fh)
def if_not_seen(fun, obj):
if draw.label(obj) not in seen:
P(fun(obj))
seen.add(draw.label(obj))
P(draw.head())
for obj, adjacent in self.items():
if not adjacent:
if_not_seen(draw.terminal_node, obj)
for req in adjacent:
if_not_seen(draw.node, obj)
P(draw.edge(obj, req))
P(draw.tail())
def format(self, obj):
return self.formatter(obj) if self.formatter else obj
def __iter__(self):
return iter(self.adjacent)
def __getitem__(self, node):
return self.adjacent[node]
def __len__(self):
return len(self.adjacent)
def __contains__(self, obj):
return obj in self.adjacent
def _iterate_items(self):
return self.adjacent.items()
items = iteritems = _iterate_items
def __repr__(self):
return '\n'.join(self.repr_node(N) for N in self)
def repr_node(self, obj, level=1, fmt='{0}({1})'):
output = [fmt.format(obj, self.valency_of(obj))]
if obj in self:
for other in self[obj]:
d = fmt.format(other, self.valency_of(other))
output.append(' ' * level + d)
output.extend(self.repr_node(other, level + 1).split('\n')[1:])
return '\n'.join(output)
class GraphFormatter:
"""Format dependency graphs."""
_attr = DOT.ATTR.strip()
_node = DOT.NODE.strip()
_edge = DOT.EDGE.strip()
_head = DOT.HEAD.strip()
_tail = DOT.TAIL.strip()
_attrsep = DOT.ATTRSEP
_dirs = dict(DOT.DIRS)
scheme = {
'shape': 'box',
'arrowhead': 'vee',
'style': 'filled',
'fontname': 'HelveticaNeue',
}
edge_scheme = {
'color': 'darkseagreen4',
'arrowcolor': 'black',
'arrowsize': 0.7,
}
node_scheme = {'fillcolor': 'palegreen3', 'color': 'palegreen4'}
term_scheme = {'fillcolor': 'palegreen1', 'color': 'palegreen2'}
graph_scheme = {'bgcolor': 'mintcream'}
def __init__(self, root=None, type=None, id=None,
indent=0, inw=' ' * 4, **scheme):
self.id = id or 'dependencies'
self.root = root
self.type = type or 'digraph'
self.direction = self._dirs[self.type]
self.IN = inw * (indent or 0)
self.INp = self.IN + inw
self.scheme = dict(self.scheme, **scheme)
self.graph_scheme = dict(self.graph_scheme, root=self.label(self.root))
def attr(self, name, value):
value = f'"{value}"'
return self.FMT(self._attr, name=name, value=value)
def attrs(self, d, scheme=None):
d = dict(self.scheme, **dict(scheme, **d or {}) if scheme else d)
return self._attrsep.join(
safe_str(self.attr(k, v)) for k, v in d.items()
)
def head(self, **attrs):
return self.FMT(
self._head, id=self.id, type=self.type,
attrs=self.attrs(attrs, self.graph_scheme),
)
def tail(self):
return self.FMT(self._tail)
def label(self, obj):
return obj
def node(self, obj, **attrs):
return self.draw_node(obj, self.node_scheme, attrs)
def terminal_node(self, obj, **attrs):
return self.draw_node(obj, self.term_scheme, attrs)
def edge(self, a, b, **attrs):
return self.draw_edge(a, b, **attrs)
def _enc(self, s):
return s.encode('utf-8', 'ignore')
def FMT(self, fmt, *args, **kwargs):
return self._enc(fmt.format(
*args, **dict(kwargs, IN=self.IN, INp=self.INp)
))
def draw_edge(self, a, b, scheme=None, attrs=None):
return self.FMT(
self._edge, self.label(a), self.label(b),
dir=self.direction, attrs=self.attrs(attrs, self.edge_scheme),
)
def draw_node(self, obj, scheme=None, attrs=None):
return self.FMT(
self._node, self.label(obj), attrs=self.attrs(attrs, scheme),
)
Zerion Mini Shell 1.0