contrib/synthrepo.py
author Mads Kiilerich <madski@unity3d.com>
Thu, 28 Feb 2013 14:05:15 +0100
changeset 18732 1793251e75c8
parent 18047 9196638b08ce
child 18927 deffb5e990db
permissions -rw-r--r--
largefiles: remove wrong comment on standin matcher and code for creating dirs The existence of these directories could not be relied on anyway and all dependencies on them should have been removed.
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# synthrepo.py - repo synthesis
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#
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# Copyright 2012 Facebook
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#
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# This software may be used and distributed according to the terms of the
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# GNU General Public License version 2 or any later version.
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'''synthesize structurally interesting change history
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This extension is useful for creating a repository with properties
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that are statistically similar to an existing repository. During
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analysis, a simple probability table is constructed from the history
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of an existing repository.  During synthesis, these properties are
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reconstructed.
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Properties that are analyzed and synthesized include the following:
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- Lines added or removed when an existing file is modified
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- Number and sizes of files added
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- Number of files removed
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- Line lengths
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- Topological distance to parent changeset(s)
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- Probability of a commit being a merge
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- Probability of a newly added file being added to a new directory
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- Interarrival time, and time zone, of commits
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A few obvious properties that are not currently handled realistically:
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- Merges are treated as regular commits with two parents, which is not
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  realistic
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- Modifications are not treated as operations on hunks of lines, but
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  as insertions and deletions of randomly chosen single lines
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- Committer ID (always random)
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- Executability of files
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- Symlinks and binary files are ignored
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'''
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import bisect, collections, json, os, random, time
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from mercurial import cmdutil, context, patch, scmutil, url, util, hg
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from mercurial.i18n import _
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from mercurial.node import nullrev, nullid
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testedwith = 'internal'
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cmdtable = {}
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command = cmdutil.command(cmdtable)
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newfile = set(('new fi', 'rename', 'copy f', 'copy t'))
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def zerodict():
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    return collections.defaultdict(lambda: 0)
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def roundto(x, k):
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    if x > k * 2:
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        return int(round(x / float(k)) * k)
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    return int(round(x))
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def parsegitdiff(lines):
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    filename, mar, lineadd, lineremove = None, None, zerodict(), 0
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    binary = False
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    for line in lines:
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        start = line[:6]
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        if start == 'diff -':
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            if filename:
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                yield filename, mar, lineadd, lineremove, binary
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            mar, lineadd, lineremove, binary = 'm', zerodict(), 0, False
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            filename = patch.gitre.match(line).group(1)
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        elif start in newfile:
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            mar = 'a'
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        elif start == 'GIT bi':
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            binary = True
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        elif start == 'delete':
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            mar = 'r'
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        elif start:
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            s = start[0]
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            if s == '-' and not line.startswith('--- '):
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                lineremove += 1
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            elif s == '+' and not line.startswith('+++ '):
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                lineadd[roundto(len(line) - 1, 5)] += 1
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    if filename:
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        yield filename, mar, lineadd, lineremove, binary
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@command('analyze',
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         [('o', 'output', [], _('write output to given file'), _('FILE')),
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          ('r', 'rev', [], _('analyze specified revisions'), _('REV'))],
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         _('hg analyze'))
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def analyze(ui, repo, *revs, **opts):
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    '''create a simple model of a repository to use for later synthesis
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    This command examines every changeset in the given range (or all
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    of history if none are specified) and creates a simple statistical
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    model of the history of the repository.
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    The model is written out to a JSON file, and can be used by
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    :hg:`synthesize` to create or augment a repository with synthetic
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    commits that have a structure that is statistically similar to the
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    analyzed repository.
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    '''
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    revs = list(revs)
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    revs.extend(opts['rev'])
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    if not revs:
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        revs = [':']
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    output = opts['output']
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    if not output:
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        output = os.path.basename(repo.root) + '.json'
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    if output == '-':
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        fp = sys.stdout
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    else:
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        fp = open(output, 'w')
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    revs = scmutil.revrange(repo, revs)
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    revs.sort()
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    lineschanged = zerodict()
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    children = zerodict()
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    p1distance = zerodict()
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    p2distance = zerodict()
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    linesinfilesadded = zerodict()
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    fileschanged = zerodict()
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    filesadded = zerodict()
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    filesremoved = zerodict()
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    linelengths = zerodict()
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    interarrival = zerodict()
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    parents = zerodict()
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    dirsadded = zerodict()
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    tzoffset = zerodict()
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    progress = ui.progress
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    _analyzing = _('analyzing')
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    _changesets = _('changesets')
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    _total = len(revs)
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    for i, rev in enumerate(revs):
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        progress(_analyzing, i, unit=_changesets, total=_total)
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   138
        ctx = repo[rev]
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   139
        pl = ctx.parents()
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   140
        pctx = pl[0]
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   141
        prev = pctx.rev()
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        children[prev] += 1
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        p1distance[rev - prev] += 1
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        parents[len(pl)] += 1
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        tzoffset[ctx.date()[1]] += 1
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   146
        if len(pl) > 1:
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            p2distance[rev - pl[1].rev()] += 1
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   148
        if prev == rev - 1:
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   149
            lastctx = pctx
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        else:
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            lastctx = repo[rev - 1]
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        if lastctx.rev() != nullrev:
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            interarrival[roundto(ctx.date()[0] - lastctx.date()[0], 300)] += 1
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   154
        diff = sum((d.splitlines()
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                    for d in ctx.diff(pctx, opts=dict(git=True))), [])
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        fileadds, diradds, fileremoves, filechanges = 0, 0, 0, 0
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        for filename, mar, lineadd, lineremove, binary in parsegitdiff(diff):
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   158
            if binary:
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                continue
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            added = sum(lineadd.itervalues(), 0)
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   161
            if mar == 'm':
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   162
                if added and lineremove:
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                    lineschanged[roundto(added, 5), roundto(lineremove, 5)] += 1
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   164
                    filechanges += 1
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   165
            elif mar == 'a':
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                fileadds += 1
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   167
                if '/' in filename:
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                    filedir = filename.rsplit('/', 1)[0]
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   169
                    if filedir not in pctx.dirs():
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                        diradds += 1
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   171
                linesinfilesadded[roundto(added, 5)] += 1
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   172
            elif mar == 'r':
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   173
                fileremoves += 1
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   174
            for length, count in lineadd.iteritems():
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                linelengths[length] += count
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        fileschanged[filechanges] += 1
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        filesadded[fileadds] += 1
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        dirsadded[diradds] += 1
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   179
        filesremoved[fileremoves] += 1
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   180
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   181
    invchildren = zerodict()
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   182
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   183
    for rev, count in children.iteritems():
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   184
        invchildren[count] += 1
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   185
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   186
    if output != '-':
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   187
        ui.status(_('writing output to %s\n') % output)
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   188
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   189
    def pronk(d):
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   190
        return sorted(d.iteritems(), key=lambda x: x[1], reverse=True)
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   191
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   192
    json.dump(dict(revs=len(revs),
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   193
                   lineschanged=pronk(lineschanged),
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   194
                   children=pronk(invchildren),
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   195
                   fileschanged=pronk(fileschanged),
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   196
                   filesadded=pronk(filesadded),
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   197
                   linesinfilesadded=pronk(linesinfilesadded),
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   198
                   dirsadded=pronk(dirsadded),
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   199
                   filesremoved=pronk(filesremoved),
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   200
                   linelengths=pronk(linelengths),
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   201
                   parents=pronk(parents),
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   202
                   p1distance=pronk(p1distance),
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   203
                   p2distance=pronk(p2distance),
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   204
                   interarrival=pronk(interarrival),
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   205
                   tzoffset=pronk(tzoffset),
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   206
                   ),
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   207
              fp)
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   208
    fp.close()
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   209
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   210
@command('synthesize',
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   211
         [('c', 'count', 0, _('create given number of commits'), _('COUNT')),
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   212
          ('', 'dict', '', _('path to a dictionary of words'), _('FILE'))],
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   213
         _('hg synthesize [OPTION].. DESCFILE'))
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   214
def synthesize(ui, repo, descpath, **opts):
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   215
    '''synthesize commits based on a model of an existing repository
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   216
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   217
    The model must have been generated by :hg:`analyze`. Commits will
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   218
    be generated randomly according to the probabilities described in
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   219
    the model.
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   220
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   221
    When synthesizing new content, commit descriptions, and user
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   222
    names, words will be chosen randomly from a dictionary that is
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   223
    presumed to contain one word per line. Use --dict to specify the
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   224
    path to an alternate dictionary to use.
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   225
    '''
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   226
    try:
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0e2846b2482c url: use open and not url.open for local files (issue3624)
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   227
        fp = hg.openpath(ui, descpath)
17734
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   228
    except Exception, err:
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   229
        raise util.Abort('%s: %s' % (descpath, err[0].strerror))
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   230
    desc = json.load(fp)
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   231
    fp.close()
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   232
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   233
    def cdf(l):
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   234
        if not l:
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   235
            return [], []
17734
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   236
        vals, probs = zip(*sorted(l, key=lambda x: x[1], reverse=True))
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   237
        t = float(sum(probs, 0))
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   238
        s, cdfs = 0, []
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   239
        for v in probs:
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   240
            s += v
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   241
            cdfs.append(s / t)
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   242
        return vals, cdfs
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   243
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   244
    lineschanged = cdf(desc['lineschanged'])
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   245
    fileschanged = cdf(desc['fileschanged'])
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   246
    filesadded = cdf(desc['filesadded'])
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   247
    dirsadded = cdf(desc['dirsadded'])
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   248
    filesremoved = cdf(desc['filesremoved'])
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   249
    linelengths = cdf(desc['linelengths'])
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   250
    parents = cdf(desc['parents'])
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   251
    p1distance = cdf(desc['p1distance'])
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   252
    p2distance = cdf(desc['p2distance'])
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   253
    interarrival = cdf(desc['interarrival'])
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   254
    linesinfilesadded = cdf(desc['linesinfilesadded'])
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   255
    tzoffset = cdf(desc['tzoffset'])
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   256
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   257
    dictfile = opts.get('dict') or '/usr/share/dict/words'
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   258
    try:
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   259
        fp = open(dictfile, 'rU')
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   260
    except IOError, err:
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   261
        raise util.Abort('%s: %s' % (dictfile, err.strerror))
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   262
    words = fp.read().splitlines()
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   263
    fp.close()
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   264
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   265
    def pick(cdf):
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   266
        return cdf[0][bisect.bisect_left(cdf[1], random.random())]
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   267
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   268
    def makeline(minimum=0):
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   269
        total = max(minimum, pick(linelengths))
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parents:
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   270
        c, l = 0, []
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        while c < total:
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            w = random.choice(words)
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            c += len(w) + 1
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            l.append(w)
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        return ' '.join(l)
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    wlock = repo.wlock()
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    lock = repo.lock()
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    nevertouch = set(('.hgsub', '.hgignore', '.hgtags'))
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    progress = ui.progress
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    _synthesizing = _('synthesizing')
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    _changesets = _('changesets')
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    count = int(opts['count'])
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    heads = set(map(repo.changelog.rev, repo.heads()))
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    for i in xrange(count):
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        progress(_synthesizing, i, unit=_changesets, total=count)
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        node = repo.changelog.node
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        revs = len(repo)
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        def pickhead(heads, distance):
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   295
            if heads:
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                lheads = sorted(heads)
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                rev = revs - min(pick(distance), revs)
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   298
                if rev < lheads[-1]:
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                    rev = lheads[bisect.bisect_left(lheads, rev)]
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                else:
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                    rev = lheads[-1]
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                return rev, node(rev)
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            return nullrev, nullid
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        r1 = revs - min(pick(p1distance), revs)
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        p1 = node(r1)
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        # the number of heads will grow without bound if we use a pure
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        # model, so artificially constrain their proliferation
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        if pick(parents) == 2 or len(heads) > random.randint(1, 20):
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            r2, p2 = pickhead(heads.difference([r1]), p2distance)
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        else:
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            r2, p2 = nullrev, nullid
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        pl = [p1, p2]
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        pctx = repo[r1]
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        mf = pctx.manifest()
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        mfk = mf.keys()
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        changes = {}
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   320
        if mfk:
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   321
            for __ in xrange(pick(fileschanged)):
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   322
                for __ in xrange(10):
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                    fctx = pctx.filectx(random.choice(mfk))
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   324
                    path = fctx.path()
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                    if not (path in nevertouch or fctx.isbinary() or
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   326
                            'l' in fctx.flags()):
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   327
                        break
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   328
                lines = fctx.data().splitlines()
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   329
                add, remove = pick(lineschanged)
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   330
                for __ in xrange(remove):
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   331
                    if not lines:
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   332
                        break
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   333
                    del lines[random.randrange(0, len(lines))]
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   334
                for __ in xrange(add):
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   335
                    lines.insert(random.randint(0, len(lines)), makeline())
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   336
                path = fctx.path()
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   337
                changes[path] = context.memfilectx(path,
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   338
                                                   '\n'.join(lines) + '\n')
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   339
            for __ in xrange(pick(filesremoved)):
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   340
                path = random.choice(mfk)
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   341
                for __ in xrange(10):
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   342
                    path = random.choice(mfk)
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   343
                    if path not in changes:
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   344
                        changes[path] = None
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   345
                        break
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   346
        if filesadded:
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   347
            dirs = list(pctx.dirs())
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   348
            dirs.append('')
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   349
        for __ in xrange(pick(filesadded)):
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   350
            path = [random.choice(dirs)]
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   351
            if pick(dirsadded):
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   352
                path.append(random.choice(words))
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   353
            path.append(random.choice(words))
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   354
            path = '/'.join(filter(None, path))
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   355
            data = '\n'.join(makeline()
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   356
                             for __ in xrange(pick(linesinfilesadded))) + '\n'
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   357
            changes[path] = context.memfilectx(path, data)
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   358
        def filectxfn(repo, memctx, path):
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   359
            data = changes[path]
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   360
            if data is None:
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   361
                raise IOError
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   362
            return data
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   363
        if not changes:
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   364
            continue
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   365
        if revs:
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   366
            date = repo['tip'].date()[0] + pick(interarrival)
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   367
        else:
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   368
            date = time.time() - (86400 * count)
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   369
        user = random.choice(words) + '@' + random.choice(words)
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   370
        mc = context.memctx(repo, pl, makeline(minimum=2),
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   371
                            sorted(changes.iterkeys()),
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   372
                            filectxfn, user, '%d %d' % (date, pick(tzoffset)))
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   373
        newnode = mc.commit()
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   374
        heads.add(repo.changelog.rev(newnode))
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   375
        heads.discard(r1)
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   376
        heads.discard(r2)
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   377
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   378
    lock.release()
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   379
    wlock.release()