class Compute(object):
"""Compute PageRank per node on the object/user/tag/etc graph."""
def __init__(self):
self.graphs = Graphs()
def pagerank(self, edge_weights={}, context=None, context_weight=10):
G = self.graphs.unify(edge_weights)
if not context:
return nx.pagerank(G)
else:
weights = {}
for k in G.nodes():
weights[k] = 1
weights[context] = context_weight
return nx.pagerank(G, personalization=weights)
def personalized_pageranks(self, edge_weights={}, context_weight=10):
G = self.graphs.unify(edge_weights)
result = {}
for k in G.nodes():
result[k] = self.pagerank(edge_weights, k, context_weight)
return result
class Compute(object):
"""Compute PageRank per node on the object/user/tag/etc graph."""
def __init__(self):
self.graphs = Graphs()
def pagerank(self, edge_weights={}, context=None, context_weight=10):
G = self.graphs.unify(edge_weights)
if not context:
return nx.pagerank(G)
else:
weights = {}
for k in G.nodes():
weights[k] = 1
weights[context] = context_weight
return nx.pagerank(G, personalization=weights)
def personalized_pageranks(self, edge_weights={}, context_weight=10):
G = self.graphs.unify(edge_weights)
result = {}
for k in G.nodes():
result[k] = self.pagerank(edge_weights, k, context_weight)
return result
def __init__(self):
self.graphs = Graphs()
class TestGraph(unittest.TestCase):
layer = PLONEINTRANET_PAGERANK_INTEGRATION
def setUp(self):
self.app = self.layer['app']
self.portal = self.layer['portal']
self.graphs = Graphs()
def test_social_following(self):
"""Get the social graph from plonesocial.network
"""
self.assertEqual(set(self.graphs.social_following().edges()),
config.SOCIAL_GRAPH)
def test_content_tree(self):
"""Get the object containment tree
"""
self.assertEqual(
set(self.graphs.content_tree().edges()),
set([('path:/plone/public', 'path:/plone/public/d1'),
('path:/plone/public/d1', 'path:/plone/public')]))
def test_content_authors(self):
"""Get the object authorships
"""
self.assertEqual(
set(self.graphs.content_authors().edges()),
set([('path:/plone/public', 'user:admin'),
('path:/plone/public/d1', 'user:admin'),
('user:admin', 'path:/plone/public'),
('user:admin', 'path:/plone/public/d1')]))
def test_content_tags(self):
"""Get the object authorships
"""
self.assertEqual(set(self.graphs.content_tags().edges()),
config.CONTENT_TAGS)
def test_unify_following(self):
G = self.graphs.unify(config.EDGE_WEIGHTS)
edges = G.edges(data=True)
expect = ('neil_wichmann', 'christian_stoney', {'weight': 2})
self.assertTrue(expect in edges)
def test_unify_tree(self):
G = self.graphs.unify(config.EDGE_WEIGHTS)
edges = G.edges(data=True)
expect = ('path:/plone/public', 'path:/plone/public/d1', {'weight': 1})
self.assertTrue(expect in edges)
def test_unify_authors(self):
G = self.graphs.unify(config.EDGE_WEIGHTS)
edges = G.edges(data=True)
expect = ('path:/plone/public/d1', 'user:admin', {'weight': 3})
self.assertTrue(expect in edges)
def test_unify_tags(self):
G = self.graphs.unify(config.EDGE_WEIGHTS)
edges = G.edges(data=True)
expect = ('path:/plone/public/d1', 'tag:nix', {'weight': 4})
self.assertTrue(expect in edges)
def setUp(self):
self.app = self.layer['app']
self.portal = self.layer['portal']
self.graphs = Graphs()