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1 | 1 | # synthrepo.py - repo synthesis |
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2 | 2 | # |
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3 | 3 | # Copyright 2012 Facebook |
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4 | 4 | # |
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5 | 5 | # This software may be used and distributed according to the terms of the |
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6 | 6 | # GNU General Public License version 2 or any later version. |
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7 | 7 | |
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8 | 8 | '''synthesize structurally interesting change history |
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9 | 9 | |
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10 | 10 | This extension is useful for creating a repository with properties |
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11 | 11 | that are statistically similar to an existing repository. During |
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12 | 12 | analysis, a simple probability table is constructed from the history |
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13 | 13 | of an existing repository. During synthesis, these properties are |
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14 | 14 | reconstructed. |
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15 | 15 | |
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16 | 16 | Properties that are analyzed and synthesized include the following: |
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17 | 17 | |
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18 | 18 | - Lines added or removed when an existing file is modified |
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19 | 19 | - Number and sizes of files added |
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20 | 20 | - Number of files removed |
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21 | 21 | - Line lengths |
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22 | 22 | - Topological distance to parent changeset(s) |
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23 | 23 | - Probability of a commit being a merge |
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24 | 24 | - Probability of a newly added file being added to a new directory |
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25 | 25 | - Interarrival time, and time zone, of commits |
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26 | 26 | - Number of files in each directory |
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27 | 27 | |
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28 | 28 | A few obvious properties that are not currently handled realistically: |
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29 | 29 | |
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30 | 30 | - Merges are treated as regular commits with two parents, which is not |
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31 | 31 | realistic |
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32 | 32 | - Modifications are not treated as operations on hunks of lines, but |
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33 | 33 | as insertions and deletions of randomly chosen single lines |
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34 | 34 | - Committer ID (always random) |
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35 | 35 | - Executability of files |
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36 | 36 | - Symlinks and binary files are ignored |
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37 | 37 | ''' |
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38 | 38 | |
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39 | 39 | import bisect, collections, itertools, json, os, random, time, sys |
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40 | 40 | from mercurial import cmdutil, context, patch, scmutil, util, hg |
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41 | 41 | from mercurial.i18n import _ |
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42 | 42 | from mercurial.node import nullrev, nullid, short |
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43 | 43 | |
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44 | 44 | testedwith = 'internal' |
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45 | 45 | |
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46 | 46 | cmdtable = {} |
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47 | 47 | command = cmdutil.command(cmdtable) |
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48 | 48 | |
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49 | 49 | newfile = set(('new fi', 'rename', 'copy f', 'copy t')) |
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50 | 50 | |
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51 | 51 | def zerodict(): |
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52 | 52 | return collections.defaultdict(lambda: 0) |
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53 | 53 | |
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54 | 54 | def roundto(x, k): |
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55 | 55 | if x > k * 2: |
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56 | 56 | return int(round(x / float(k)) * k) |
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57 | 57 | return int(round(x)) |
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58 | 58 | |
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59 | 59 | def parsegitdiff(lines): |
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60 | 60 | filename, mar, lineadd, lineremove = None, None, zerodict(), 0 |
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61 | 61 | binary = False |
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62 | 62 | for line in lines: |
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63 | 63 | start = line[:6] |
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64 | 64 | if start == 'diff -': |
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65 | 65 | if filename: |
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66 | 66 | yield filename, mar, lineadd, lineremove, binary |
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67 | 67 | mar, lineadd, lineremove, binary = 'm', zerodict(), 0, False |
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68 | 68 | filename = patch.gitre.match(line).group(1) |
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69 | 69 | elif start in newfile: |
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70 | 70 | mar = 'a' |
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71 | 71 | elif start == 'GIT bi': |
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72 | 72 | binary = True |
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73 | 73 | elif start == 'delete': |
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74 | 74 | mar = 'r' |
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75 | 75 | elif start: |
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76 | 76 | s = start[0] |
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77 | 77 | if s == '-' and not line.startswith('--- '): |
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78 | 78 | lineremove += 1 |
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79 | 79 | elif s == '+' and not line.startswith('+++ '): |
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80 | 80 | lineadd[roundto(len(line) - 1, 5)] += 1 |
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81 | 81 | if filename: |
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82 | 82 | yield filename, mar, lineadd, lineremove, binary |
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83 | 83 | |
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84 | 84 | @command('analyze', |
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85 | 85 | [('o', 'output', '', _('write output to given file'), _('FILE')), |
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86 | 86 | ('r', 'rev', [], _('analyze specified revisions'), _('REV'))], |
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87 | 87 | _('hg analyze'), optionalrepo=True) |
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88 | 88 | def analyze(ui, repo, *revs, **opts): |
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89 | 89 | '''create a simple model of a repository to use for later synthesis |
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90 | 90 | |
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91 | 91 | This command examines every changeset in the given range (or all |
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92 | 92 | of history if none are specified) and creates a simple statistical |
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93 | 93 | model of the history of the repository. It also measures the directory |
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94 | 94 | structure of the repository as checked out. |
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95 | 95 | |
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96 | 96 | The model is written out to a JSON file, and can be used by |
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97 | 97 | :hg:`synthesize` to create or augment a repository with synthetic |
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98 | 98 | commits that have a structure that is statistically similar to the |
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99 | 99 | analyzed repository. |
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100 | 100 | ''' |
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101 | 101 | root = repo.root |
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102 | 102 | if not root.endswith(os.path.sep): |
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103 | 103 | root += os.path.sep |
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104 | 104 | |
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105 | 105 | revs = list(revs) |
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106 | 106 | revs.extend(opts['rev']) |
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107 | 107 | if not revs: |
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108 | 108 | revs = [':'] |
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109 | 109 | |
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110 | 110 | output = opts['output'] |
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111 | 111 | if not output: |
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112 | 112 | output = os.path.basename(root) + '.json' |
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113 | 113 | |
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114 | 114 | if output == '-': |
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115 | 115 | fp = sys.stdout |
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116 | 116 | else: |
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117 | 117 | fp = open(output, 'w') |
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118 | 118 | |
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119 | 119 | # Always obtain file counts of each directory in the given root directory. |
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120 | 120 | def onerror(e): |
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121 | 121 | ui.warn(_('error walking directory structure: %s\n') % e) |
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122 | 122 | |
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123 | 123 | dirs = {} |
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124 | 124 | rootprefixlen = len(root) |
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125 | 125 | for dirpath, dirnames, filenames in os.walk(root, onerror=onerror): |
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126 | 126 | dirpathfromroot = dirpath[rootprefixlen:] |
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127 | 127 | dirs[dirpathfromroot] = len(filenames) |
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128 | 128 | if '.hg' in dirnames: |
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129 | 129 | dirnames.remove('.hg') |
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130 | 130 | |
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131 | 131 | lineschanged = zerodict() |
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132 | 132 | children = zerodict() |
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133 | 133 | p1distance = zerodict() |
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134 | 134 | p2distance = zerodict() |
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135 | 135 | linesinfilesadded = zerodict() |
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136 | 136 | fileschanged = zerodict() |
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137 | 137 | filesadded = zerodict() |
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138 | 138 | filesremoved = zerodict() |
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139 | 139 | linelengths = zerodict() |
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140 | 140 | interarrival = zerodict() |
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141 | 141 | parents = zerodict() |
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142 | 142 | dirsadded = zerodict() |
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143 | 143 | tzoffset = zerodict() |
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144 | 144 | |
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145 | 145 | # If a mercurial repo is available, also model the commit history. |
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146 | 146 | if repo: |
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147 | 147 | revs = scmutil.revrange(repo, revs) |
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148 | 148 | revs.sort() |
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149 | 149 | |
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150 | 150 | progress = ui.progress |
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151 | 151 | _analyzing = _('analyzing') |
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152 | 152 | _changesets = _('changesets') |
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153 | 153 | _total = len(revs) |
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154 | 154 | |
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155 | 155 | for i, rev in enumerate(revs): |
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156 | 156 | progress(_analyzing, i, unit=_changesets, total=_total) |
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157 | 157 | ctx = repo[rev] |
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158 | 158 | pl = ctx.parents() |
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159 | 159 | pctx = pl[0] |
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160 | 160 | prev = pctx.rev() |
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161 | 161 | children[prev] += 1 |
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162 | 162 | p1distance[rev - prev] += 1 |
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163 | 163 | parents[len(pl)] += 1 |
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164 | 164 | tzoffset[ctx.date()[1]] += 1 |
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165 | 165 | if len(pl) > 1: |
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166 | 166 | p2distance[rev - pl[1].rev()] += 1 |
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167 | 167 | if prev == rev - 1: |
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168 | 168 | lastctx = pctx |
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169 | 169 | else: |
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170 | 170 | lastctx = repo[rev - 1] |
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171 | 171 | if lastctx.rev() != nullrev: |
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172 | 172 | timedelta = ctx.date()[0] - lastctx.date()[0] |
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173 | 173 | interarrival[roundto(timedelta, 300)] += 1 |
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174 | 174 | diff = sum((d.splitlines() for d in ctx.diff(pctx, git=True)), []) |
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175 | 175 | fileadds, diradds, fileremoves, filechanges = 0, 0, 0, 0 |
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176 | 176 | for filename, mar, lineadd, lineremove, isbin in parsegitdiff(diff): |
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177 | 177 | if isbin: |
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178 | 178 | continue |
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179 | 179 | added = sum(lineadd.itervalues(), 0) |
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180 | 180 | if mar == 'm': |
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181 | 181 | if added and lineremove: |
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182 | 182 | lineschanged[roundto(added, 5), |
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183 | 183 | roundto(lineremove, 5)] += 1 |
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184 | 184 | filechanges += 1 |
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185 | 185 | elif mar == 'a': |
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186 | 186 | fileadds += 1 |
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187 | 187 | if '/' in filename: |
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188 | 188 | filedir = filename.rsplit('/', 1)[0] |
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189 | 189 | if filedir not in pctx.dirs(): |
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190 | 190 | diradds += 1 |
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191 | 191 | linesinfilesadded[roundto(added, 5)] += 1 |
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192 | 192 | elif mar == 'r': |
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193 | 193 | fileremoves += 1 |
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194 | 194 | for length, count in lineadd.iteritems(): |
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195 | 195 | linelengths[length] += count |
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196 | 196 | fileschanged[filechanges] += 1 |
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197 | 197 | filesadded[fileadds] += 1 |
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198 | 198 | dirsadded[diradds] += 1 |
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199 | 199 | filesremoved[fileremoves] += 1 |
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200 | 200 | |
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201 | 201 | invchildren = zerodict() |
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202 | 202 | |
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203 | 203 | for rev, count in children.iteritems(): |
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204 | 204 | invchildren[count] += 1 |
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205 | 205 | |
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206 | 206 | if output != '-': |
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207 | 207 | ui.status(_('writing output to %s\n') % output) |
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208 | 208 | |
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209 | 209 | def pronk(d): |
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210 | 210 | return sorted(d.iteritems(), key=lambda x: x[1], reverse=True) |
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211 | 211 | |
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212 | 212 | json.dump({'revs': len(revs), |
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213 | 213 | 'initdirs': pronk(dirs), |
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214 | 214 | 'lineschanged': pronk(lineschanged), |
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215 | 215 | 'children': pronk(invchildren), |
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216 | 216 | 'fileschanged': pronk(fileschanged), |
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217 | 217 | 'filesadded': pronk(filesadded), |
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218 | 218 | 'linesinfilesadded': pronk(linesinfilesadded), |
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219 | 219 | 'dirsadded': pronk(dirsadded), |
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220 | 220 | 'filesremoved': pronk(filesremoved), |
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221 | 221 | 'linelengths': pronk(linelengths), |
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222 | 222 | 'parents': pronk(parents), |
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223 | 223 | 'p1distance': pronk(p1distance), |
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224 | 224 | 'p2distance': pronk(p2distance), |
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225 | 225 | 'interarrival': pronk(interarrival), |
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226 | 226 | 'tzoffset': pronk(tzoffset), |
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227 | 227 | }, |
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228 | 228 | fp) |
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229 | 229 | fp.close() |
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230 | 230 | |
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231 | 231 | @command('synthesize', |
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232 | 232 | [('c', 'count', 0, _('create given number of commits'), _('COUNT')), |
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233 | 233 | ('', 'dict', '', _('path to a dictionary of words'), _('FILE')), |
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234 | 234 | ('', 'initfiles', 0, _('initial file count to create'), _('COUNT'))], |
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235 | 235 | _('hg synthesize [OPTION].. DESCFILE')) |
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236 | 236 | def synthesize(ui, repo, descpath, **opts): |
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237 | 237 | '''synthesize commits based on a model of an existing repository |
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238 | 238 | |
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239 | 239 | The model must have been generated by :hg:`analyze`. Commits will |
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240 | 240 | be generated randomly according to the probabilities described in |
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241 | 241 | the model. If --initfiles is set, the repository will be seeded with |
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242 | 242 | the given number files following the modeled repository's directory |
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243 | 243 | structure. |
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244 | 244 | |
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245 | 245 | When synthesizing new content, commit descriptions, and user |
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246 | 246 | names, words will be chosen randomly from a dictionary that is |
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247 | 247 | presumed to contain one word per line. Use --dict to specify the |
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248 | 248 | path to an alternate dictionary to use. |
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249 | 249 | ''' |
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250 | 250 | try: |
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251 | 251 | fp = hg.openpath(ui, descpath) |
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252 | 252 | except Exception, err: |
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253 | 253 | raise util.Abort('%s: %s' % (descpath, err[0].strerror)) |
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254 | 254 | desc = json.load(fp) |
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255 | 255 | fp.close() |
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256 | 256 | |
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257 | 257 | def cdf(l): |
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258 | 258 | if not l: |
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259 | 259 | return [], [] |
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260 | 260 | vals, probs = zip(*sorted(l, key=lambda x: x[1], reverse=True)) |
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261 | 261 | t = float(sum(probs, 0)) |
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262 | 262 | s, cdfs = 0, [] |
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263 | 263 | for v in probs: |
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264 | 264 | s += v |
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265 | 265 | cdfs.append(s / t) |
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266 | 266 | return vals, cdfs |
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267 | 267 | |
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268 | 268 | lineschanged = cdf(desc['lineschanged']) |
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269 | 269 | fileschanged = cdf(desc['fileschanged']) |
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270 | 270 | filesadded = cdf(desc['filesadded']) |
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271 | 271 | dirsadded = cdf(desc['dirsadded']) |
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272 | 272 | filesremoved = cdf(desc['filesremoved']) |
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273 | 273 | linelengths = cdf(desc['linelengths']) |
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274 | 274 | parents = cdf(desc['parents']) |
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275 | 275 | p1distance = cdf(desc['p1distance']) |
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276 | 276 | p2distance = cdf(desc['p2distance']) |
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277 | 277 | interarrival = cdf(desc['interarrival']) |
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278 | 278 | linesinfilesadded = cdf(desc['linesinfilesadded']) |
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279 | 279 | tzoffset = cdf(desc['tzoffset']) |
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280 | 280 | |
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281 | 281 | dictfile = opts.get('dict') or '/usr/share/dict/words' |
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282 | 282 | try: |
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283 | 283 | fp = open(dictfile, 'rU') |
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284 | 284 | except IOError, err: |
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285 | 285 | raise util.Abort('%s: %s' % (dictfile, err.strerror)) |
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286 | 286 | words = fp.read().splitlines() |
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287 | 287 | fp.close() |
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288 | 288 | |
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289 | 289 | initdirs = {} |
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290 | 290 | if desc['initdirs']: |
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291 | 291 | for k, v in desc['initdirs']: |
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292 | 292 | initdirs[k.encode('utf-8').replace('.hg', '_hg')] = v |
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293 | 293 | initdirs = renamedirs(initdirs, words) |
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294 | 294 | initdirscdf = cdf(initdirs) |
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295 | 295 | |
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296 | 296 | def pick(cdf): |
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297 | 297 | return cdf[0][bisect.bisect_left(cdf[1], random.random())] |
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298 | 298 | |
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299 | 299 | def pickpath(): |
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300 | 300 | return os.path.join(pick(initdirscdf), random.choice(words)) |
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301 | 301 | |
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302 | 302 | def makeline(minimum=0): |
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303 | 303 | total = max(minimum, pick(linelengths)) |
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304 | 304 | c, l = 0, [] |
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305 | 305 | while c < total: |
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306 | 306 | w = random.choice(words) |
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307 | 307 | c += len(w) + 1 |
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308 | 308 | l.append(w) |
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309 | 309 | return ' '.join(l) |
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310 | 310 | |
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311 | 311 | wlock = repo.wlock() |
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312 | 312 | lock = repo.lock() |
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313 | 313 | |
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314 | 314 | nevertouch = set(('.hgsub', '.hgignore', '.hgtags')) |
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315 | 315 | |
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316 | 316 | progress = ui.progress |
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317 | 317 | _synthesizing = _('synthesizing') |
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318 | 318 | _files = _('initial files') |
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319 | 319 | _changesets = _('changesets') |
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320 | 320 | |
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321 | 321 | # Synthesize a single initial revision adding files to the repo according |
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322 | 322 | # to the modeled directory structure. |
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323 | 323 | initcount = int(opts['initfiles']) |
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324 | 324 | if initcount and initdirs: |
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325 | 325 | pctx = repo[None].parents()[0] |
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326 | dirs = set(pctx.dirs()) | |
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326 | 327 | files = {} |
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328 | ||
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329 | def validpath(path): | |
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330 | # Don't pick filenames which are already directory names. | |
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331 | if path in dirs: | |
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332 | return False | |
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333 | # Don't pick directories which were used as file names. | |
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334 | while path: | |
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335 | if path in files: | |
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336 | return False | |
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337 | path = os.path.dirname(path) | |
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338 | return True | |
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339 | ||
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327 | 340 | for i in xrange(0, initcount): |
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328 | 341 | ui.progress(_synthesizing, i, unit=_files, total=initcount) |
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329 | 342 | |
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330 | 343 | path = pickpath() |
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331 |
while path |
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344 | while not validpath(path): | |
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332 | 345 | path = pickpath() |
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333 | 346 | data = '%s contents\n' % path |
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334 | 347 | files[path] = context.memfilectx(repo, path, data) |
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348 | dir = os.path.dirname(path) | |
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349 | while dir and dir not in dirs: | |
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350 | dirs.add(dir) | |
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351 | dir = os.path.dirname(dir) | |
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335 | 352 | |
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336 | 353 | def filectxfn(repo, memctx, path): |
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337 | 354 | return files[path] |
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338 | 355 | |
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339 | 356 | ui.progress(_synthesizing, None) |
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340 | 357 | message = 'synthesized wide repo with %d files' % (len(files),) |
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341 | 358 | mc = context.memctx(repo, [pctx.node(), nullid], message, |
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342 | 359 | files.iterkeys(), filectxfn, ui.username(), |
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343 | 360 | '%d %d' % util.makedate()) |
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344 | 361 | initnode = mc.commit() |
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345 | 362 | hexfn = ui.debugflag and hex or short |
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346 | 363 | ui.status(_('added commit %s with %d files\n') |
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347 | 364 | % (hexfn(initnode), len(files))) |
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348 | 365 | |
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349 | 366 | # Synthesize incremental revisions to the repository, adding repo depth. |
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350 | 367 | count = int(opts['count']) |
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351 | 368 | heads = set(map(repo.changelog.rev, repo.heads())) |
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352 | 369 | for i in xrange(count): |
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353 | 370 | progress(_synthesizing, i, unit=_changesets, total=count) |
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354 | 371 | |
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355 | 372 | node = repo.changelog.node |
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356 | 373 | revs = len(repo) |
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357 | 374 | |
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358 | 375 | def pickhead(heads, distance): |
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359 | 376 | if heads: |
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360 | 377 | lheads = sorted(heads) |
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361 | 378 | rev = revs - min(pick(distance), revs) |
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362 | 379 | if rev < lheads[-1]: |
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363 | 380 | rev = lheads[bisect.bisect_left(lheads, rev)] |
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364 | 381 | else: |
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365 | 382 | rev = lheads[-1] |
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366 | 383 | return rev, node(rev) |
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367 | 384 | return nullrev, nullid |
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368 | 385 | |
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369 | 386 | r1 = revs - min(pick(p1distance), revs) |
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370 | 387 | p1 = node(r1) |
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371 | 388 | |
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372 | 389 | # the number of heads will grow without bound if we use a pure |
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373 | 390 | # model, so artificially constrain their proliferation |
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374 | 391 | toomanyheads = len(heads) > random.randint(1, 20) |
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375 | 392 | if p2distance[0] and (pick(parents) == 2 or toomanyheads): |
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376 | 393 | r2, p2 = pickhead(heads.difference([r1]), p2distance) |
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377 | 394 | else: |
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378 | 395 | r2, p2 = nullrev, nullid |
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379 | 396 | |
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380 | 397 | pl = [p1, p2] |
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381 | 398 | pctx = repo[r1] |
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382 | 399 | mf = pctx.manifest() |
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383 | 400 | mfk = mf.keys() |
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384 | 401 | changes = {} |
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385 | 402 | if mfk: |
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386 | 403 | for __ in xrange(pick(fileschanged)): |
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387 | 404 | for __ in xrange(10): |
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388 | 405 | fctx = pctx.filectx(random.choice(mfk)) |
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389 | 406 | path = fctx.path() |
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390 | 407 | if not (path in nevertouch or fctx.isbinary() or |
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391 | 408 | 'l' in fctx.flags()): |
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392 | 409 | break |
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393 | 410 | lines = fctx.data().splitlines() |
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394 | 411 | add, remove = pick(lineschanged) |
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395 | 412 | for __ in xrange(remove): |
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396 | 413 | if not lines: |
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397 | 414 | break |
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398 | 415 | del lines[random.randrange(0, len(lines))] |
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399 | 416 | for __ in xrange(add): |
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400 | 417 | lines.insert(random.randint(0, len(lines)), makeline()) |
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401 | 418 | path = fctx.path() |
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402 | 419 | changes[path] = context.memfilectx(repo, path, |
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403 | 420 | '\n'.join(lines) + '\n') |
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404 | 421 | for __ in xrange(pick(filesremoved)): |
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405 | 422 | path = random.choice(mfk) |
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406 | 423 | for __ in xrange(10): |
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407 | 424 | path = random.choice(mfk) |
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408 | 425 | if path not in changes: |
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409 | 426 | changes[path] = None |
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410 | 427 | break |
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411 | 428 | if filesadded: |
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412 | 429 | dirs = list(pctx.dirs()) |
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413 | 430 | dirs.insert(0, '') |
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414 | 431 | for __ in xrange(pick(filesadded)): |
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415 | 432 | pathstr = '' |
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416 | 433 | while pathstr in dirs: |
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417 | 434 | path = [random.choice(dirs)] |
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418 | 435 | if pick(dirsadded): |
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419 | 436 | path.append(random.choice(words)) |
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420 | 437 | path.append(random.choice(words)) |
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421 | 438 | pathstr = '/'.join(filter(None, path)) |
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422 | 439 | data = '\n'.join(makeline() |
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423 | 440 | for __ in xrange(pick(linesinfilesadded))) + '\n' |
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424 | 441 | changes[pathstr] = context.memfilectx(repo, pathstr, data) |
|
425 | 442 | def filectxfn(repo, memctx, path): |
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426 | 443 | return changes[path] |
|
427 | 444 | if not changes: |
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428 | 445 | continue |
|
429 | 446 | if revs: |
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430 | 447 | date = repo['tip'].date()[0] + pick(interarrival) |
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431 | 448 | else: |
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432 | 449 | date = time.time() - (86400 * count) |
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433 | 450 | # dates in mercurial must be positive, fit in 32-bit signed integers. |
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434 | 451 | date = min(0x7fffffff, max(0, date)) |
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435 | 452 | user = random.choice(words) + '@' + random.choice(words) |
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436 | 453 | mc = context.memctx(repo, pl, makeline(minimum=2), |
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437 | 454 | sorted(changes.iterkeys()), |
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438 | 455 | filectxfn, user, '%d %d' % (date, pick(tzoffset))) |
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439 | 456 | newnode = mc.commit() |
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440 | 457 | heads.add(repo.changelog.rev(newnode)) |
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441 | 458 | heads.discard(r1) |
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442 | 459 | heads.discard(r2) |
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443 | 460 | |
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444 | 461 | lock.release() |
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445 | 462 | wlock.release() |
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446 | 463 | |
|
447 | 464 | def renamedirs(dirs, words): |
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448 | 465 | '''Randomly rename the directory names in the per-dir file count dict.''' |
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449 | 466 | wordgen = itertools.cycle(words) |
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450 | 467 | replacements = {'': ''} |
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451 | 468 | def rename(dirpath): |
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452 | 469 | '''Recursively rename the directory and all path prefixes. |
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453 | 470 | |
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454 | 471 | The mapping from path to renamed path is stored for all path prefixes |
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455 | 472 | as in dynamic programming, ensuring linear runtime and consistent |
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456 | 473 | renaming regardless of iteration order through the model. |
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457 | 474 | ''' |
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458 | 475 | if dirpath in replacements: |
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459 | 476 | return replacements[dirpath] |
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460 | 477 | head, _ = os.path.split(dirpath) |
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461 | 478 | head = head and rename(head) or '' |
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462 | 479 | renamed = os.path.join(head, wordgen.next()) |
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463 | 480 | replacements[dirpath] = renamed |
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464 | 481 | return renamed |
|
465 | 482 | result = [] |
|
466 | 483 | for dirpath, count in dirs.iteritems(): |
|
467 | 484 | result.append([rename(dirpath.lstrip(os.sep)), count]) |
|
468 | 485 | return result |
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