contrib/synthrepo.py
author Pierre-Yves David <pierre-yves.david@fb.com>
Fri, 04 Apr 2014 01:51:54 -0700
changeset 20954 dba91f8060eb
parent 20672 05e58b08fdfe
child 21689 503bb3af70fe
permissions -rw-r--r--
bundle2: add an exchange.getbundle function This function can return a `HG10` or `HG20` bundle. It uses the `bundlecaps` parameters to decides which one to return. This is a distinct function from `changegroup.getbundle` for two reasons. First the APIs of `bundle10` and `bundle20` are not compatible yet. The two functions may be reunited in the future. Second `exchange.getbundle` will grow parameters for all kinds of data (phases, obsmarkers, ...) so it's better to keep the changegroup generation in its own function for now. This function will be used it in the next changesets.
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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, sys
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from mercurial import cmdutil, context, patch, scmutil, 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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   136
    for i, rev in enumerate(revs):
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        progress(_analyzing, i, unit=_changesets, total=_total)
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        ctx = repo[rev]
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        pl = ctx.parents()
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        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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        if prev == rev - 1:
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            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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        diff = sum((d.splitlines()
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                    for d in ctx.diff(pctx, opts={'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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            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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                if added and lineremove:
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                    lineschanged[roundto(added, 5), roundto(lineremove, 5)] += 1
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                    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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                linesinfilesadded[roundto(added, 5)] += 1
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   172
            elif mar == 'r':
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                fileremoves += 1
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            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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        filesremoved[fileremoves] += 1
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   180
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    invchildren = zerodict()
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   183
    for rev, count in children.iteritems():
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        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({'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
               },
17734
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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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   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):
18047
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diff changeset
   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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diff changeset
   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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diff changeset
   246
    filesadded = cdf(desc['filesadded'])
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   247
    dirsadded = cdf(desc['dirsadded'])
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diff changeset
   248
    filesremoved = cdf(desc['filesremoved'])
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diff changeset
   249
    linelengths = cdf(desc['linelengths'])
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parents:
diff changeset
   250
    parents = cdf(desc['parents'])
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diff changeset
   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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parents:
diff changeset
   254
    linesinfilesadded = cdf(desc['linesinfilesadded'])
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parents:
diff changeset
   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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diff changeset
   258
    try:
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   259
        fp = open(dictfile, 'rU')
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diff changeset
   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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parents:
diff changeset
   263
    fp.close()
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parents:
diff changeset
   264
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
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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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parents:
diff changeset
   267
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
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parents:
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   268
    def makeline(minimum=0):
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        total = max(minimum, pick(linelengths))
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        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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   279
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   280
    nevertouch = set(('.hgsub', '.hgignore', '.hgtags'))
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   281
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    progress = ui.progress
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    _synthesizing = _('synthesizing')
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   284
    _changesets = _('changesets')
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   285
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   286
    count = int(opts['count'])
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   287
    heads = set(map(repo.changelog.rev, repo.heads()))
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   288
    for i in xrange(count):
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        progress(_synthesizing, i, unit=_changesets, total=count)
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   290
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        node = repo.changelog.node
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   292
        revs = len(repo)
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   293
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   294
        def pickhead(heads, distance):
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   295
            if heads:
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   296
                lheads = sorted(heads)
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   297
                rev = revs - min(pick(distance), revs)
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   298
                if rev < lheads[-1]:
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   299
                    rev = lheads[bisect.bisect_left(lheads, rev)]
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   300
                else:
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   301
                    rev = lheads[-1]
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   302
                return rev, node(rev)
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   303
            return nullrev, nullid
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   304
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   305
        r1 = revs - min(pick(p1distance), revs)
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   306
        p1 = node(r1)
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   307
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   308
        # the number of heads will grow without bound if we use a pure
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   309
        # model, so artificially constrain their proliferation
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   310
        if pick(parents) == 2 or len(heads) > random.randint(1, 20):
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   311
            r2, p2 = pickhead(heads.difference([r1]), p2distance)
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   312
        else:
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   313
            r2, p2 = nullrev, nullid
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   314
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   315
        pl = [p1, p2]
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   316
        pctx = repo[r1]
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   317
        mf = pctx.manifest()
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   318
        mfk = mf.keys()
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   319
        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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   323
                    fctx = pctx.filectx(random.choice(mfk))
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   324
                    path = fctx.path()
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   325
                    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()