[Swift-commit] r4230 - in SwiftApps: . Andrey-MC
zzhang at ci.uchicago.edu
zzhang at ci.uchicago.edu
Wed Mar 30 12:57:27 CDT 2011
Author: zzhang
Date: 2011-03-30 12:57:26 -0500 (Wed, 30 Mar 2011)
New Revision: 4230
Added:
SwiftApps/Andrey-MC/
SwiftApps/Andrey-MC/for_movies.pickled
SwiftApps/Andrey-MC/movie_graph.py
SwiftApps/Andrey-MC/movies_coarse.swift
SwiftApps/Andrey-MC/tc.data
Log:
Andrey's application code
Added: SwiftApps/Andrey-MC/for_movies.pickled
===================================================================
--- SwiftApps/Andrey-MC/for_movies.pickled (rev 0)
+++ SwiftApps/Andrey-MC/for_movies.pickled 2011-03-30 17:57:26 UTC (rev 4230)
@@ -0,0 +1,23698 @@
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+S'\xd7<6\xfd\xc9>\xcc?\xc4\xf3\xe1yX\xdf\xe9?'
+p4442
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+(g5
+S'\xec\x01\x00\x00'
+p4444
+tp4445
+Rp4446
+g11
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+(I0
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+g14
+tp4448
+Rp4449
+(I1
+(I2
+tp4450
+g20
+I00
+S'\x16TL@\xe1\xf4\xc9?\x18I?\xfc.\xc7\xe3?'
+p4451
+tp4452
+bsg1
+(g5
+S'\xed\x01\x00\x00'
+p4453
+tp4454
+Rp4455
+g11
+(g12
+(I0
+tp4456
+g14
+tp4457
+Rp4458
+(I1
+(I2
+tp4459
+g20
+I00
+S'\xc2\xac|\xf3\x01\xe6\xc6?\xf0a\x06<\x9e\xb9\xeb?'
+p4460
+tp4461
+bsg1
+(g5
+S'\xee\x01\x00\x00'
+p4462
+tp4463
+Rp4464
+g11
+(g12
+(I0
+tp4465
+g14
+tp4466
+Rp4467
+(I1
+(I2
+tp4468
+g20
+I00
+S'\xfa\x9a$j\x8a\xad\xd4?z\xf5\xd8&\xe6\xf6\xe1?'
+p4469
+tp4470
+bsg1
+(g5
+S'\xef\x01\x00\x00'
+p4471
+tp4472
+Rp4473
+g11
+(g12
+(I0
+tp4474
+g14
+tp4475
+Rp4476
+(I1
+(I2
+tp4477
+g20
+I00
+S'\xcb\x8c\xee(\xf2\xbb\xaf?\xe7\xecn=\x80\xf3\xd9?'
+p4478
+tp4479
+bsg1
+(g5
+S'\xf0\x01\x00\x00'
+p4480
+tp4481
+Rp4482
+g11
+(g12
+(I0
+tp4483
+g14
+tp4484
+Rp4485
+(I1
+(I2
+tp4486
+g20
+I00
+S'\xdd\xe8v\xa76b\xe7?\x95(\xa2\x19z\xfa\xe4?'
+p4487
+tp4488
+bsg1
+(g5
+S'\xf1\x01\x00\x00'
+p4489
+tp4490
+Rp4491
+g11
+(g12
+(I0
+tp4492
+g14
+tp4493
+Rp4494
+(I1
+(I2
+tp4495
+g20
+I00
+S'"\xc5\x02\x05\xa9\xbe\xe7?]\xef\xf0\xb1u\x8f\xe5?'
+p4496
+tp4497
+bsg1
+(g5
+S'\xf2\x01\x00\x00'
+p4498
+tp4499
+Rp4500
+g11
+(g12
+(I0
+tp4501
+g14
+tp4502
+Rp4503
+(I1
+(I2
+tp4504
+g20
+I00
+S'\xe8\xbd\x02\xaer\xa1\xda?\xe4\xd1\xb9\x8d"\xf1\xd1?'
+p4505
+tp4506
+bsg1
+(g5
+S'\xf3\x01\x00\x00'
+p4507
+tp4508
+Rp4509
+g11
+(g12
+(I0
+tp4510
+g14
+tp4511
+Rp4512
+(I1
+(I2
+tp4513
+g20
+I00
+S'\x96\xa9m\n\xa1\xe5\xd7?\xf72j\x91\x8e\xb5\xc0?'
+p4514
+tp4515
+bs.(I1009
+I500
+tp0
+.
\ No newline at end of file
Added: SwiftApps/Andrey-MC/movie_graph.py
===================================================================
--- SwiftApps/Andrey-MC/movie_graph.py (rev 0)
+++ SwiftApps/Andrey-MC/movie_graph.py 2011-03-30 17:57:26 UTC (rev 4230)
@@ -0,0 +1,863 @@
+#!/home/zzhang/workplace/epd-7.0-2-rh5-x86/bin/python2.7
+#/usr/bin/env python
+
+# Import graphviz
+import sys
+sys.path.append('..')
+sys.path.append('/usr/lib/graphviz/python/')
+sys.path.append('/usr/lib64/graphviz/python/')
+
+# Import pygraph
+#from pythongraph import *
+from matplotlib.patches import Circle, PathPatch
+import matplotlib.lines as mlines
+import matplotlib
+matplotlib.use('Agg')
+
+from matplotlib.font_manager import FontProperties
+'''
+from pygraph.classes.graph import graph
+from pygraph.classes.digraph import digraph
+from pygraph.algorithms.searching import breadth_first_search
+from pygraph.algorithms.accessibility import accessibility, connected_components
+from pygraph.algorithms.minmax import shortest_path, heuristic_search
+from pygraph.classes.digraph import digraph
+from pygraph.algorithms.heuristics.euclidean import euclidean
+from pygraph.algorithms.heuristics.chow import chow
+#from pygraph.readwrite.dot import write
+'''
+from string import replace
+import numpy as np
+from matplotlib import pyplot
+from pylab import *
+import operator
+from decimal import *
+import math as mt
+import random
+import networkx as nx
+
+import pickle
+import os
+
+#----------------------------------------------------------
+def string_wrap(st, mode):
+
+ st = str(st)
+
+ if mode==1:
+ st = "\033[1;29m" + st + "\033[0m"
+ elif mode==2:
+ st = "\033[1;34m" + st + "\033[0m"
+ elif mode==3:
+ st = "\033[1;44m" + st + "\033[0m"
+ elif mode==4:
+ st = "\033[1;35m" + st + "\033[0m"
+ elif mode==5:
+ st = "\033[1;33;44m" + st + "\033[0m"
+ elif mode==6:
+ st = "\033[1;47;34m" + st + "\033[0m"
+ elif mode==7:
+ st = "\033[1;1;31m" + st + "\033[0m"
+ elif mode==8:
+ st = "\033[1;1;33m" + st + "\033[0m"
+ elif mode==9:
+ st = "\033[1;1;43;34m" + st + "\033[0m"
+ elif mode==10:
+ st = "\033[1;1;37m" + st + "\033[0m"
+ elif mode==11:
+ st = "\033[1;30;47m" + st + "\033[0m"
+ else:
+ st = st + ' '
+ return st
+#-----------------------------------------------------------
+def draw_graph(visible,pos,name,number,dpidpi,Nce,Ncv,scale):
+ fig = pyplot.figure(num=None,dpi=dpidpi,facecolor='w',edgecolor='k')
+ rect = [0.1,0.13,0.8,0.77]
+ ax = plt.subplot(111)
+
+ ax.axis('off')
+
+
+ xmin = inf
+ xmax = -inf
+ ymin = inf
+ ymax = -inf
+ part = 0.01
+
+ for i in range(Ncv):
+ x,y=pos[i]
+ if x > xmax:
+ xmax = x
+ elif x < xmin:
+ xmin = x
+ if y > ymax:
+ ymax = y
+ elif y < ymin:
+ ymin = y
+
+ xlim(xmin-(xmax-xmin)*part,xmax+(xmax-xmin)*part)
+ ylim(ymin-(ymax-ymin)*part,ymax+(ymax-ymin)*part)
+
+ for i in range(Ncv):
+ x,y=pos[i]
+ r = sqrt(float(G.degree(i)))/pi
+ circle = Circle((x, y), r*scale, facecolor='none',
+ edgecolor=(0.3,0.3,0.3), linewidth=0.5, alpha=0.5)
+ ax.add_patch(circle)
+
+
+ savefig(name+str(number)+'.png', dpi=dpidpi, facecolor='w', edgecolor='w',
+ orientation='portrait', papertype=None, format='png',
+ transparent=False, bbox_inches=None, pad_inches=0.1)
+
+#---------------------------------------
+def connected_components(G):
+ """Return nodes in connected components of graph.
+
+ Parameters
+ ----------
+ G : NetworkX Graph
+ An undirected graph.
+
+ Returns
+ -------
+ comp : list of lists
+ A list of nodes for each component of G.
+
+ See Also
+ --------
+ strongly_connected_components
+
+ Notes
+ -----
+ The list is ordered from largest connected component to smallest.
+ For undirected graphs only.
+ """
+ if G.is_directed():
+ raise nx.NetworkXError,\
+ """Not allowed for directed graph G.
+ Use UG=G.to_undirected() to create an undirected graph."""
+ seen={}
+ components=[]
+ for v in G:
+ if v not in seen:
+ c=nx.single_source_shortest_path_length(G,v)
+ components.append(c.keys())
+ seen.update(c)
+ components.sort(key=len,reverse=True)
+ return components
+
+
+def number_connected_components(G):
+ """Return number of connected components in graph.
+
+ Parameters
+ ----------
+ G : NetworkX Graph
+ An undirected graph.
+
+ Returns
+ -------
+ n : integer
+ Number of connected components
+
+ See Also
+ --------
+ connected_components
+
+ Notes
+ -----
+ For undirected graphs only.
+ """
+ return len(connected_components(G))
+
+
+def is_connected(G):
+ """Test graph connectivity
+
+ Parameters
+ ----------
+ G : NetworkX Graph
+ An undirected graph.
+
+ Returns
+ -------
+ connected : bool
+ True if the graph is connected, false otherwise.
+
+ Examples
+ --------
+ >>> G=nx.path_graph(4)
+ >>> print nx.is_connected(G)
+ True
+
+ See Also
+ --------
+ connected_components
+
+ Notes
+ -----
+ For undirected graphs only.
+ """
+ if G.is_directed():
+ raise nx.NetworkXError(\
+ """Not allowed for directed graph G.
+Use UG=G.to_undirected() to create an undirected graph.""")
+
+ if len(G)==0:
+ raise nx.NetworkXPointlessConcept(
+ """Connectivity is undefined for the null graph.""")
+
+ return len(nx.single_source_shortest_path_length(G,
+ G.nodes_iter().next()))==len(G)
+
+
+def connected_component_subgraphs(G):
+ """Return connected components as subgraphs.
+
+ Parameters
+ ----------
+ G : NetworkX Graph
+ An undirected graph.
+
+ Returns
+ -------
+ glist : list
+ A list of graphs, one for each connected component of G.
+
+ Examples
+ --------
+ Get largest connected component as subgraph
+
+ >>> G=nx.path_graph(4)
+ >>> G.add_edge(5,6)
+ >>> H=nx.connected_component_subgraphs(G)[0]
+
+ See Also
+ --------
+ connected_components
+
+ Notes
+ -----
+ The list is ordered from largest connected component to smallest.
+ For undirected graphs only.
+ """
+
+ cc=connected_components(G)
+ graph_list=[]
+
+ for c in cc:
+ graph_list.append(G.subgraph(c))
+ return graph_list
+
+
+#=======================
+def node_connected_component(G,n):
+ """Return nodes in connected components of graph containing node n.
+
+ Parameters
+ ----------
+ G : NetworkX Graph
+ An undirected graph.
+
+ n : node label
+ A node in G
+
+ Returns
+ -------
+ comp : lists
+ A list of nodes in component of G containing node n.
+
+ See Also
+ --------
+ connected_components
+
+ Notes
+ -----
+ For undirected graphs only.
+ """
+ if G.is_directed():
+ raise nx.NetworkXError,\
+ """Not allowed for directed graph G.
+ Use UG=G.to_undirected() to create an undirected graph."""
+ return nx.single_source_shortest_path_length(G,n).keys()
+
+#=======================================================
+def generate_other_graphs(type, Nv, Ne, n_e, epsilon,p):
+
+ if type==1:
+ G=nx.barabasi_albert_graph(Nv,n_e)
+ elif type==2:
+ G=nx.erdos_renyi_graph(Nv,p)
+ elif type==3:
+ G=nx.watts_strogatz_graph(Nv,n_e,p)
+ else:
+ G=nx.random_lobster(Nv,p,p)
+
+ Ncv = G.number_of_nodes()
+ Nce = G.number_of_edges()
+ C = array(list(G.degree(G.nodes()).values()))
+ E = array(list(G.degree(G.edges()).values()))
+
+ #--------------------
+ ncomp = 2
+ while 1==1:
+ ncomp = number_connected_components(G)
+ if ncomp==1:
+ print 'only',ncomp,'contected component'
+ break
+ comp = connected_components(G)
+ #print comp
+ print ncomp,'contected components'
+
+ # connect two largest components through least connected nodes
+ tmp1 = []
+ tmp2 = []
+ for t in comp[0]:
+ if C[t]==min(C[comp[0]]):
+ tmp1.append(t)
+ for t in comp[1]:
+ if C[t]==min(C[comp[1]]):
+ tmp2.append(t)
+ i1 = random.sample(tmp1,1)
+ i2 = random.sample(tmp2,1)
+ print 'Connecting',i1[0],'and',i2[0]
+ G.add_edge(i1[0],i2[0])
+
+ print G.number_of_nodes(), ' nodes'
+ print G.number_of_edges(), ' edges'
+
+
+ pos = nx.spring_layout(G, dim=2, pos=None,
+ fixed=None, iterations=4400, weighted=False, scale=1)
+
+ visible = zeros([Nce,1],int)
+
+ number = 0
+ name = 'test'
+ dpidpi=150
+ scale = 1./200.
+ #draw_graph(C,E,visible,pos,name,number,dpidpi,Nce,Ncv,scale)
+#---pickle output
+#
+ s = raw_input('Pickle the graph? (y/n):')
+
+ if s=='y':
+ file1 = open('graph1.pickled', 'w')
+ pickle.dump(G,file1)
+ pickle.dump(pos,file1)
+ pickle.dump(C,file1)
+ pickle.dump(E,file1)
+ pickle.dump((Nce,Ncv),file1)
+ file1.close()
+#--------------------------------------
+ return G,Ncv,Nce,C,E,pos
+#---------------------------------------
+#==================================================
+def pick_edge_nodes(C, epsilon, Ncv, Nce, E, n_e):
+
+ k = random.randint(1,n_e)
+ Ncv+=1
+ curr=Ncv
+ tmp = []
+ Cs = C.sum()
+
+ for i in range(k):
+ pick = random.random()
+
+ cumsum = epsilon/(Cs+epsilon)
+
+ # join new node
+ if cumsum > pick:
+ Ncv+=1
+ C[Ncv]+=1
+ Nce+=1
+ E[Nce,0]=curr
+ E[Nce,1]=Ncv
+ print '[',curr,Ncv,']'
+ print '***************'
+
+ else:
+ j=-1
+ # old node
+ Cs = C.sum()
+ while cumsum < pick and j<Ncv:
+ j+=1
+ cumsum += C[j]/(Cs+epsilon)
+
+ if j not in tmp:
+ Nce+=1
+ E[Nce,0]=curr
+ E[Nce,1]=j
+ C[j]+=1
+ tmp.append(j)
+ print '{',curr,j,'}'
+
+
+ C[Ncv]+=k
+ Nce+=k
+
+ return E,C,Ncv,Nce
+
+#
+#*******************************************
+def generate_graph(Nv,Ne,epsilon,n_e):
+
+ Ncv = -1
+ Nce = 0
+
+ C = zeros([Nv,1],int)
+ E = zeros([Ne*3,2],int)
+ G = nx.Graph()
+
+ while Ncv < Nv-1:
+ (E, C, Ncv, Nce) = pick_edge_nodes(C, epsilon, Ncv, Nce, E, n_e)
+ print Ncv,Nce
+
+ for i in range(Nce+1):
+ G.add_nodes_from(E[i,:])
+ G.add_edge(E[i,0],E[i,1])
+
+ print G.number_of_nodes(), ' nodes'
+ print G.number_of_edges(), ' edges'
+
+ ncomp = 2
+ while 1:
+ ncomp = number_connected_components(G)
+ if ncomp==1:
+ break
+ comp = connected_components(G)
+ #print comp
+ print ncomp,'contected components'
+
+ # connect two largest components through least connected nodes
+ tmp1 = []
+ tmp2 = []
+ for t in comp[0]:
+ if C[t]==min(C[comp[0]]):
+ tmp1.append(t)
+ for t in comp[1]:
+ if C[t]==min(C[comp[1]]):
+ tmp2.append(t)
+ i1 = random.sample(tmp1,1)
+ i2 = random.sample(tmp2,1)
+ print 'Connecting',i1[0],'and',i2[0]
+ G.add_edge(i1[0],i2[0])
+
+
+ pos = nx.spring_layout(G, dim=2, pos=pos1,
+ fixed=None, iterations=15500, weighted=True, scale=1)
+
+ visible = zeros([Nce,1],int)
+
+ number = 0
+ name = 'test'
+ dpidpi=150
+ scale = 1./200.
+
+#---pickle output
+#
+ s = raw_input('Pickle the graph? (y/n):')
+
+ if s=='y':
+ file1 = open('graph3.pickled', 'w')
+ pickle.dump(G,file1)
+ pickle.dump(pos,file1)
+ pickle.dump(C,file1)
+ pickle.dump(E,file1)
+ pickle.dump((Nce,Ncv),file1)
+ file1.close()
+#----------------
+ return G,Ncv,Nce,C,E,pos
+#---------------------------------------
+
+
+#---------------------------------------
+def draw_current_graph(pos,name,number,dpidpi,Nce,Ncv,scale, G_current,
+ alpha_i,alpha_m,beta,gamma,delta,step,loss,novel,
+ edge_counts,page_rank,for_print, output_dir):
+ fig = pyplot.figure(num=None,dpi=dpidpi,facecolor='k',edgecolor='w')
+ rect = [0.1,0.13,0.8,0.77]
+ ax = plt.subplot(111)
+
+ ax.axis('off')
+ rect = ax.patch
+ rect.set_facecolor('k')
+
+ xmin = inf
+ xmax = -inf
+ ymin = inf
+ ymax = -inf
+ part = 0.01
+
+ for i in range(Ncv):
+ x,y=pos[i]
+ if x > xmax:
+ xmax = x
+ elif x < xmin:
+ xmin = x
+ if y > ymax:
+ ymax = y
+ elif y < ymin:
+ ymin = y
+
+ xlim(xmin-(xmax-xmin)*part,xmax+(xmax-xmin)*part)
+ ylim(ymin-(ymax-ymin)*part,ymax+(ymax-ymin)*part)
+
+ for i in range(Ncv):
+ x,y=pos[i]
+ r = sqrt(float(G.degree(i)))/pi
+ circle = Circle((x, y), r*scale, facecolor='none',
+ edgecolor=(0.4,0.4,0.4), linewidth=0.5, alpha=0.5)
+ ax.add_patch(circle)
+
+
+ # add current graph
+ nmax = G.number_of_edges()
+ cmap=get_cmap(hot)
+ for ee in G_current.edges():
+ #print ee
+ x,y=pos[ee[0]]
+ x1,y1=pos[ee[1]]
+
+ if edge_counts[ee] <= 10:
+ xx = (edge_counts[ee]-1.)/10.
+ else:
+ xx = 1.
+
+ col=cm.jet(xx)
+ al = min(1.,0.23+0.02*edge_counts[ee])
+ lww = min(8.,1.1+0.01*edge_counts[ee])
+ line = mlines.Line2D([x,x1], [y,y1], lw=lww, alpha=al, color=col)
+
+
+ ax.add_line(line)
+
+ #adding a key
+
+ y_step = (ymax-ymin)*part*3.5
+ y_start = ymin+10*y_step
+ for i in range(11):
+ col=cm.jet(i/10.)
+ x = xmin-(xmax-xmin)*part*12
+ x1 = xmin-(xmax-xmin)*part*12 + (xmax-xmin)*part/30.
+ y = y_start-float(i)*y_step
+ line = mlines.Line2D([x,x1], [y,y], lw=2, alpha=0.35, color=col)
+ ax.add_line(line)
+ if i < 10 and i > 0:
+ tmp = '%d times ' % (i+1)
+ elif i==0:
+ tmp = '%d ' % (i+1)
+ else:
+ tmp = '%d or more' % (i+1)
+ ax.text(x1+(xmax-xmin)*part/60.,y, tmp, fontname='Synchro LET', color=col, alpha=0.3)
+
+
+ if page_rank == 1:
+ tmp_page = ' (Page Rank)'
+ else:
+ tmp_page = ' (Node Degree)'
+
+ tmp = ('$\\alpha_{\\iota} = %4.2f, \\alpha_{\\mu} = %4.2f,\\beta = %4.2f, \\gamma = %4.2f,'+ \
+ '\\delta = %4.2f, \\Delta=%d \\;(%d)\\;%d$' + \
+ ' published'+tmp_page) % (alpha_i,alpha_m,beta,gamma, \
+ delta,step,number,int(float(step)*float(number)))
+ tmp1 = 'Novel %d (%d possible), Relative Loss %g, Loss %g' % (novel, nmax, loss/(novel+1.), loss)
+
+ ax.text(xmin-(xmax-xmin)*part*8.,ymax+(ymax-ymin)*part*4, tmp, fontname='Synchro LET', color='k')
+ ax.text(xmin-(xmax-xmin)*part*8.,ymin-(ymax-ymin)*part*10, tmp1, fontname='Synchro LET', color='k')
+
+ ext = 'png'
+
+ if for_print==True:
+ savefig(name+str(number)+'.pdf', dpi=200, facecolor='w', edgecolor='w',
+ orientation='portrait', papertype=None, format='pdf',
+ transparent=False, bbox_inches=None, pad_inches=0.1)
+
+ savefig(output_dir+'/'+name+str(number)+'.'+ext, dpi=dpidpi, facecolor='w', edgecolor='w',
+ orientation='portrait', papertype=None, format=ext,
+ transparent=False, bbox_inches=None, pad_inches=0.1)
+
+ return 0
+
+#====================================================================================
+def pick_edges(G_curr, current_E, G, alpha_i, alpha_m, beta, gamm,
+ delta, step, edge_counts, name, count, dpidpi,
+ loss, novel, page_rank, k_max, reruns,
+ history, history_novel, history_loss, history_rel_loss, history_nodes, output_dir):
+
+# compute shortest distances
+ length=nx.all_pairs_shortest_path_length(G_curr)
+
+ Nv = G_curr.number_of_nodes()
+ rank = zeros([Nv,1],float)
+ prob = zeros([Nv,Nv],float)
+
+# compute ranks
+
+ if page_rank==0:
+ for ed in G_curr.edges():
+ rank[ed[0]]+=1
+ rank[ed[1]]+=1
+ else:
+ nodes = nx.pagerank_numpy(G_curr)
+ minn=min(nodes.values())
+ for no in nodes.keys():
+ rank[no] = nodes[no].real/minn.real
+ #print max(rank)[0], min(rank)[0]
+
+ n_l_inf = 0.
+ for i in range(Nv):
+ n_l_inf += float(len(length[i]))/2.
+
+ n_inf = Nv*(Nv-1)/2. - n_l_inf
+ nu = float(n_inf)**(delta+1.)/(float(n_inf)**(delta+1.)+float(n_l_inf))
+
+ for i in range(Nv):
+ for j in range(i+1,Nv-1):
+
+ f = alpha_i*log(min([rank[i]+1,rank[j]+1])) +\
+ alpha_m*log(max([rank[i]+1,rank[j]+1]))
+
+ if j not in length[i]:
+ prob[i,j] = exp(log(nu) + f)
+ else:
+ g = beta*log(float(length[i][j])/float(k_max)) +\
+ gamm*log(1. - float(length[i][j])/float(k_max))
+
+ prob[i,j] = exp(log(1.-nu) + f + g)
+
+
+ summa=0.
+ p_fail = 0.
+ good = {}
+ k=0
+ p_success = zeros([G.number_of_edges(),1],float)
+ for i in range(Nv):
+ for j in range(i+1, Nv-1):
+ summa+=prob[i,j]
+ if j not in G[i]:
+ p_fail += prob[i,j]
+ else:
+ p_success[k]=prob[i,j]
+ good[k]=(i,j)
+ k+=1
+
+ prob = prob/summa
+ p_fail = p_fail/summa
+
+ p_success = p_success/(sum(p_success))
+
+ failed = 0.
+ success = 0
+
+ while success < step:
+
+ z = np.random.geometric(1.-p_fail, size=1)
+ loss += z + 1
+ failed += z[0]
+ #print 'failed',z[0]
+
+ pick0 = random.random()
+ summ = 0.
+
+ first=1
+ for i in range(len(p_success)):
+ summ+=p_success[i]
+ if summ >= pick0:
+ ni = good[i][0]
+ nj = good[i][1]
+ break
+ i = ni
+ j = nj
+ if j not in G[i]:
+ failed += 1
+ else:
+ if j not in G_curr[i]:
+ G_curr.add_edge(i,j)
+ edge_counts[(i,j)]+=1
+ edge_counts[(j,i)]+=1
+ success += 1
+ novel=G_curr.number_of_edges()
+ for_print = False
+ rel_loss = float(loss)/float(novel)
+
+ #modify the original code to plot for every call of pick_edges()
+ '''
+ if reruns == 1:
+ draw_current_graph(pos,name,count,dpidpi,Nce,Ncv,scale,G_curr,
+ alpha_i, alpha_m, beta, gamma, delta, step,
+ loss, novel, edge_counts, page_rank,for_print)
+
+ draw_current_graph(pos,name,count,dpidpi,Nce,Ncv,scale,G_curr,
+ alpha_i, alpha_m, beta, gamma, delta, step,
+ loss, novel, edge_counts, page_rank,for_print, output_dir)
+ '''
+ for i in range(G.number_of_edges()):
+ history[count-1,i] += edge_counts[G.edges()[i]]
+ history_nodes[count-1,G.edges()[i][0]] += edge_counts[G.edges()[i]]
+ history_nodes[count-1,G.edges()[i][1]] += edge_counts[G.edges()[i]]
+
+ history_novel[count-1,0] += novel
+ history_novel[count-1,1] += novel**2
+ history_loss[count-1,0] += loss
+ history_loss[count-1,1] += loss**2
+ history_rel_loss[count-1,0] += rel_loss
+ history_rel_loss[count-1,1] += rel_loss**2
+
+ print string_wrap(str(rerun),2),count,string_wrap(str(G_curr.number_of_edges()),3),'novel, ',rel_loss,'relative loss'
+
+ prob=[]
+
+
+ return G_curr, current_E, failed, edge_counts, loss, novel, history, history_novel, history_loss, history_rel_loss
+#===================================================================================
+# vertices
+# edges
+# Nv
+# Ne
+# C -- connectivity
+# E edges
+Nv = 900
+Ne = 2700
+Ncv = -1
+Nce = -1
+epsilon = 0.5
+
+#------- try reading pickled graph
+s = 'y'
+
+if s=='y':
+
+ file2 = open('for_movies.pickled', 'r')
+ G = pickle.load(file2)
+ pos = pickle.load(file2)
+ file2.close()
+
+ C = array(list(G.degree(G.nodes()).values()))
+ E = array(list(G.degree(G.edges()).values()))
+ Nce = G.number_of_edges()
+ Ncv = G.number_of_nodes()
+
+#-----------------------------------------
+step = 50
+i=1
+current_E=[]
+
+alpha_i = 3.
+alpha_m = 1.5
+beta = 0.
+gamma = 0.
+delta = 0.0
+
+page_rank=0
+
+
+dpidpi=150
+scale = 1/200.
+nE = G.number_of_edges()
+nV = G.number_of_nodes()
+edge_counts = {}
+
+
+version = 1
+count = 0
+i=1
+name = 'universes'
+k_max = nE
+
+
+
+#=============================================================
+reruns = 1
+number_of_epochs = 10
+history = zeros([number_of_epochs, nE], float)
+history_novel = zeros([number_of_epochs, 2], float)
+history_loss = zeros([number_of_epochs, 2], float)
+history_rel_loss = zeros([number_of_epochs, 2], float)
+
+history_nodes = zeros([number_of_epochs, nV], float)
+G_curr = nx.MultiGraph()
+G_curr.add_nodes_from(G)
+loss = 0.
+novel = 0.
+
+#=============================================================
+'''
+if reruns == 1:
+ draw_current_graph(pos,name,count,dpidpi,Nce,Ncv,scale,G_curr,
+ alpha_i, alpha_m, beta, gamma, delta, step,
+ loss, novel, edge_counts, page_rank, False)
+
+for rerun in range(reruns):
+ for e in G.edges():
+ edge_counts[(e[0],e[1])]=0.
+ edge_counts[(e[1],e[0])]=0.
+
+ G_curr = nx.MultiGraph()
+ G_curr.add_nodes_from(G)
+ loss = 0.
+ novel = 0.
+
+ for epoch in range(number_of_epochs):
+ (G_curr, current_E, failed,
+ edge_counts, loss, novel,
+ history, history_novel,
+ history_loss, history_rel_los) = pick_edges(G_curr, current_E, G,
+ alpha_i, alpha_m, beta, gamma, delta, step,
+ edge_counts, name, (epoch+1), dpidpi, loss,
+ novel, page_rank, k_max, reruns,
+ history, history_novel, history_loss,
+ history_rel_loss, history_nodes)
+ if reruns == 1:
+ file1 = open('histories.pickled-2', 'w')
+ pickle.dump([rerun+1,reruns,number_of_epochs],file1)
+ pickle.dump([alpha_i, alpha_m, beta, gamma, delta, step, page_rank],file1)
+ pickle.dump(history,file1)
+ pickle.dump(history_novel,file1)
+ pickle.dump(history_loss,file1)
+ pickle.dump(history_rel_loss,file1)
+ pickle.dump(history_nodes,file1)
+
+ file1.close()
+'''
+rerun = int(sys.argv[1])
+outputdir = 'output/rerun'+str(rerun)
+if not os.path.isdir(outputdir):
+ os.makedirs(outputdir)
+
+for e in G.edges():
+ edge_counts[(e[0],e[1])]=0.
+ edge_counts[(e[1],e[0])]=0.
+
+G_curr = nx.MultiGraph()
+G_curr.add_nodes_from(G)
+loss = 0.
+novel = 0.
+
+for epoch in range(number_of_epochs):
+ (G_curr, current_E, failed,
+ edge_counts, loss, novel,
+ history, history_novel,
+ history_loss, history_rel_los) = pick_edges(G_curr, current_E, G,
+ alpha_i, alpha_m, beta, gamma, delta, step,
+ edge_counts, name, (epoch+1), dpidpi, loss,
+ novel, page_rank, k_max, rerun,
+ history, history_novel, history_loss,
+ history_rel_loss, history_nodes, outputdir)
+
+file1 = open(outputdir+'/histories.pickled'+'-'+str(rerun), 'w')
+pickle.dump([reruns,reruns,number_of_epochs],file1)
+pickle.dump([alpha_i, alpha_m, beta, gamma, delta, step, page_rank],file1)
+pickle.dump(history,file1)
+pickle.dump(history_novel,file1)
+pickle.dump(history_loss,file1)
+pickle.dump(history_rel_loss,file1)
+pickle.dump(history_nodes,file1)
+file1.close()
+
+
+print 'Done!'
+
+
+
Property changes on: SwiftApps/Andrey-MC/movie_graph.py
___________________________________________________________________
Name: svn:executable
+ *
Added: SwiftApps/Andrey-MC/movies_coarse.swift
===================================================================
--- SwiftApps/Andrey-MC/movies_coarse.swift (rev 0)
+++ SwiftApps/Andrey-MC/movies_coarse.swift 2011-03-30 17:57:26 UTC (rev 4230)
@@ -0,0 +1,29 @@
+type Pickle {}
+type History {}
+type Image {}
+
+app (History historyout) movie_graph (int rerun, Pickle picklefile)
+{
+ movie_graph rerun;
+}
+
+int arr[];
+iterate i
+{
+ arr[i] = i+1;
+}until(i == 1);
+
+foreach i in arr{
+ Pickle picklefile <"./for_movies.pickled">;
+ History historyout <single_file_mapper; file=@strcat("output/rerun", i, "/histories.pickled-", i)>;
+
+ //Image out[];
+ //iterate j
+ //{
+ // imageout[j] <concurrent_mapper;prefix=@strcat("output/rerun",i,"/"), suffix=".png">;
+ //}until(j==9);
+ //Image out <single_file_mapper; file=@strcat("output/rerun",i,"/universes1.png")>;
+
+ historyout = movie_graph(i, picklefile);
+}
+
Added: SwiftApps/Andrey-MC/tc.data
===================================================================
--- SwiftApps/Andrey-MC/tc.data (rev 0)
+++ SwiftApps/Andrey-MC/tc.data 2011-03-30 17:57:26 UTC (rev 4230)
@@ -0,0 +1,19 @@
+#This is the transformation catalog.
+#
+#It comes pre-configured with a number of simple transformations with
+#paths that are likely to work on a linux box. However, on some systems,
+#the paths to these executables will be different (for example, sometimes
+#some of these programs are found in /usr/bin rather than in /bin)
+#
+#NOTE WELL: fields in this file must be separated by tabs, not spaces; and
+#there must be no trailing whitespace at the end of each line.
+#
+# sitename transformation path INSTALLED platform profiles
+localhost echo /bin/echo INSTALLED INTEL32::LINUX null
+localhost cat /bin/cat INSTALLED INTEL32::LINUX null
+localhost ls /bin/ls INSTALLED INTEL32::LINUX null
+localhost grep /bin/grep INSTALLED INTEL32::LINUX null
+localhost sort /bin/sort INSTALLED INTEL32::LINUX null
+localhost paste /bin/paste INSTALLED INTEL32::LINUX null
+localhost cp /bin/cp INSTALLED INTEL32::LINUX null
+localhost movie_graph /home/zzhang/workplace/Andrey/movie_graph.py INSTALLED INTEL32::LINUX null
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