contrib/synthrepo.py
author Mike Edgar <adgar@google.com>
Fri, 12 Sep 2014 22:04:29 -0400
changeset 22708 4c66e70c3488
parent 22473 ca85306b3eb2
child 22709 889789a2ca9f
permissions -rw-r--r--
contrib/synthrepo: generate initial repo contents using directory shape model Augments the synthesize command to use an additional parameter to the analyzed repo model: the number of files in each directory at a given snapshot. Before synthesizing history, an arbitrary number of files will be generated in a distribution matching the analyzed directory structure. Intended for developing, testing and measuring scaling improvements when importing/converting a large repository to Mercurial.
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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, itertools, 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, short
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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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        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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        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() for d in ctx.diff(pctx, 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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            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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   164
            elif mar == 'a':
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                fileadds += 1
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                if '/' in filename:
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                    filedir = filename.rsplit('/', 1)[0]
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                    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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   171
            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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   179
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    invchildren = zerodict()
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    for rev, count in children.iteritems():
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        invchildren[count] += 1
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   184
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   185
    if output != '-':
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        ui.status(_('writing output to %s\n') % output)
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   188
    def pronk(d):
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   189
        return sorted(d.iteritems(), key=lambda x: x[1], reverse=True)
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   190
20672
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   191
    json.dump({'revs': len(revs),
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               'lineschanged': pronk(lineschanged),
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   193
               'children': pronk(invchildren),
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   194
               'fileschanged': pronk(fileschanged),
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   195
               'filesadded': pronk(filesadded),
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   196
               'linesinfilesadded': pronk(linesinfilesadded),
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   197
               'dirsadded': pronk(dirsadded),
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   198
               'filesremoved': pronk(filesremoved),
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   199
               'linelengths': pronk(linelengths),
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   200
               'parents': pronk(parents),
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   201
               'p1distance': pronk(p1distance),
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   202
               'p2distance': pronk(p2distance),
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   203
               'interarrival': pronk(interarrival),
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   204
               'tzoffset': pronk(tzoffset),
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   205
               },
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   206
              fp)
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    fp.close()
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   208
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   209
@command('synthesize',
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         [('c', 'count', 0, _('create given number of commits'), _('COUNT')),
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   211
          ('', 'dict', '', _('path to a dictionary of words'), _('FILE')),
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   212
          ('', 'initfiles', 0, _('initial file count to create'), _('COUNT'))],
17734
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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
22708
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   219
    the model. If --initfiles is set, the repository will be seeded with
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
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   220
    the given number files following the modeled repository's directory
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   221
    structure.
17734
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   222
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   223
    When synthesizing new content, commit descriptions, and user
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   224
    names, words will be chosen randomly from a dictionary that is
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   225
    presumed to contain one word per line. Use --dict to specify the
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   226
    path to an alternate dictionary to use.
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   227
    '''
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   228
    try:
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0e2846b2482c url: use open and not url.open for local files (issue3624)
Siddharth Agarwal <sid0@fb.com>
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   229
        fp = hg.openpath(ui, descpath)
17734
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   230
    except Exception, err:
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   231
        raise util.Abort('%s: %s' % (descpath, err[0].strerror))
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   232
    desc = json.load(fp)
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   233
    fp.close()
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   234
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   235
    def cdf(l):
18047
9196638b08ce synthrepo: do not crash if a list is empty
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diff changeset
   236
        if not l:
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   237
            return [], []
17734
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   238
        vals, probs = zip(*sorted(l, key=lambda x: x[1], reverse=True))
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   239
        t = float(sum(probs, 0))
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   240
        s, cdfs = 0, []
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   241
        for v in probs:
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   242
            s += v
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   243
            cdfs.append(s / t)
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   244
        return vals, cdfs
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   245
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   246
    lineschanged = cdf(desc['lineschanged'])
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   247
    fileschanged = cdf(desc['fileschanged'])
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   248
    filesadded = cdf(desc['filesadded'])
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   249
    dirsadded = cdf(desc['dirsadded'])
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   250
    filesremoved = cdf(desc['filesremoved'])
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diff changeset
   251
    linelengths = cdf(desc['linelengths'])
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diff changeset
   252
    parents = cdf(desc['parents'])
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   253
    p1distance = cdf(desc['p1distance'])
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diff changeset
   254
    p2distance = cdf(desc['p2distance'])
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parents:
diff changeset
   255
    interarrival = cdf(desc['interarrival'])
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parents:
diff changeset
   256
    linesinfilesadded = cdf(desc['linesinfilesadded'])
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   257
    tzoffset = cdf(desc['tzoffset'])
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   258
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   259
    dictfile = opts.get('dict') or '/usr/share/dict/words'
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   260
    try:
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   261
        fp = open(dictfile, 'rU')
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diff changeset
   262
    except IOError, err:
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   263
        raise util.Abort('%s: %s' % (dictfile, err.strerror))
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   264
    words = fp.read().splitlines()
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diff changeset
   265
    fp.close()
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parents:
diff changeset
   266
22708
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diff changeset
   267
    initdirs = {}
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   268
    if desc['initdirs']:
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        for k, v in desc['initdirs']:
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            initdirs[k.encode('utf-8').replace('.hg', '_hg')] = v
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        initdirs = renamedirs(initdirs, words)
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    initdirscdf = cdf(initdirs)
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   273
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    def pick(cdf):
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        return cdf[0][bisect.bisect_left(cdf[1], random.random())]
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    def pickpath():
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        return os.path.join(pick(initdirscdf), random.choice(words))
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    def makeline(minimum=0):
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        total = max(minimum, pick(linelengths))
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        c, l = 0, []
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   283
        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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   294
    progress = ui.progress
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    _synthesizing = _('synthesizing')
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    _files = _('initial files')
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    _changesets = _('changesets')
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    # Synthesize a single initial revision adding files to the repo according
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    # to the modeled directory structure.
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   301
    initcount = int(opts['initfiles'])
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   302
    if initcount and initdirs:
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   303
        pctx = repo[None].parents()[0]
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   304
        files = {}
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        for i in xrange(0, initcount):
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            ui.progress(_synthesizing, i, unit=_files, total=initcount)
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   307
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   308
            path = pickpath()
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   309
            while path in pctx.dirs():
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   310
                path = pickpath()
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   311
            data = '%s contents\n' % path
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            files[path] = context.memfilectx(repo, path, data)
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   313
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   314
        def filectxfn(repo, memctx, path):
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   315
            return files[path]
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   316
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   317
        ui.progress(_synthesizing, None)
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   318
        message = 'synthesized wide repo with %d files' % (len(files),)
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   319
        mc = context.memctx(repo, [pctx.node(), nullid], message,
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   320
                            files.iterkeys(), filectxfn, ui.username(),
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   321
                            '%d %d' % util.makedate())
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   322
        initnode = mc.commit()
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   323
        hexfn = ui.debugflag and hex or short
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   324
        ui.status(_('added commit %s with %d files\n')
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   325
                  % (hexfn(initnode), len(files)))
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   326
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   327
    # Synthesize incremental revisions to the repository, adding repo depth.
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   328
    count = int(opts['count'])
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   329
    heads = set(map(repo.changelog.rev, repo.heads()))
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   330
    for i in xrange(count):
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   331
        progress(_synthesizing, i, unit=_changesets, total=count)
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   332
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   333
        node = repo.changelog.node
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   334
        revs = len(repo)
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   335
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   336
        def pickhead(heads, distance):
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   337
            if heads:
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   338
                lheads = sorted(heads)
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   339
                rev = revs - min(pick(distance), revs)
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   340
                if rev < lheads[-1]:
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   341
                    rev = lheads[bisect.bisect_left(lheads, rev)]
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   342
                else:
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   343
                    rev = lheads[-1]
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   344
                return rev, node(rev)
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   345
            return nullrev, nullid
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   346
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   347
        r1 = revs - min(pick(p1distance), revs)
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   348
        p1 = node(r1)
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   349
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   350
        # the number of heads will grow without bound if we use a pure
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   351
        # model, so artificially constrain their proliferation
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   352
        toomanyheads = len(heads) > random.randint(1, 20)
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diff changeset
   353
        if p2distance[0] and (pick(parents) == 2 or toomanyheads):
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   354
            r2, p2 = pickhead(heads.difference([r1]), p2distance)
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   355
        else:
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   356
            r2, p2 = nullrev, nullid
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   357
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   358
        pl = [p1, p2]
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   359
        pctx = repo[r1]
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   360
        mf = pctx.manifest()
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   361
        mfk = mf.keys()
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   362
        changes = {}
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diff changeset
   363
        if mfk:
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diff changeset
   364
            for __ in xrange(pick(fileschanged)):
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diff changeset
   365
                for __ in xrange(10):
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   366
                    fctx = pctx.filectx(random.choice(mfk))
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   367
                    path = fctx.path()
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diff changeset
   368
                    if not (path in nevertouch or fctx.isbinary() or
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   369
                            'l' in fctx.flags()):
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   370
                        break
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   371
                lines = fctx.data().splitlines()
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   372
                add, remove = pick(lineschanged)
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   373
                for __ in xrange(remove):
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diff changeset
   374
                    if not lines:
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   375
                        break
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   376
                    del lines[random.randrange(0, len(lines))]
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   377
                for __ in xrange(add):
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   378
                    lines.insert(random.randint(0, len(lines)), makeline())
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   379
                path = fctx.path()
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diff changeset
   380
                changes[path] = context.memfilectx(repo, path,
17734
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   381
                                                   '\n'.join(lines) + '\n')
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diff changeset
   382
            for __ in xrange(pick(filesremoved)):
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diff changeset
   383
                path = random.choice(mfk)
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diff changeset
   384
                for __ in xrange(10):
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diff changeset
   385
                    path = random.choice(mfk)
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diff changeset
   386
                    if path not in changes:
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diff changeset
   387
                        changes[path] = None
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diff changeset
   388
                        break
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diff changeset
   389
        if filesadded:
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diff changeset
   390
            dirs = list(pctx.dirs())
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diff changeset
   391
            dirs.append('')
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diff changeset
   392
        for __ in xrange(pick(filesadded)):
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diff changeset
   393
            path = [random.choice(dirs)]
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diff changeset
   394
            if pick(dirsadded):
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diff changeset
   395
                path.append(random.choice(words))
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diff changeset
   396
            path.append(random.choice(words))
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diff changeset
   397
            path = '/'.join(filter(None, path))
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diff changeset
   398
            data = '\n'.join(makeline()
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diff changeset
   399
                             for __ in xrange(pick(linesinfilesadded))) + '\n'
21689
503bb3af70fe memfilectx: call super.__init__ instead of duplicating code
Sean Farley <sean.michael.farley@gmail.com>
parents: 20672
diff changeset
   400
            changes[path] = context.memfilectx(repo, path, data)
17734
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   401
        def filectxfn(repo, memctx, path):
22446
054ec0212718 contrib/synthrepo: return None to delete files on commit, don't raise IOError
Mike Edgar <adgar@google.com>
parents: 21689
diff changeset
   402
            return changes[path]
17734
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   403
        if not changes:
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   404
            continue
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   405
        if revs:
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   406
            date = repo['tip'].date()[0] + pick(interarrival)
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   407
        else:
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   408
            date = time.time() - (86400 * count)
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   409
        user = random.choice(words) + '@' + random.choice(words)
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   410
        mc = context.memctx(repo, pl, makeline(minimum=2),
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   411
                            sorted(changes.iterkeys()),
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   412
                            filectxfn, user, '%d %d' % (date, pick(tzoffset)))
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   413
        newnode = mc.commit()
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   414
        heads.add(repo.changelog.rev(newnode))
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   415
        heads.discard(r1)
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   416
        heads.discard(r2)
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   417
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   418
    lock.release()
619068c280fd contrib: add a commit synthesizer for reproducing scaling problems
Bryan O'Sullivan <bryano@fb.com>
parents:
diff changeset
   419
    wlock.release()
22708
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   420
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   421
def renamedirs(dirs, words):
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   422
    '''Randomly rename the directory names in the per-dir file count dict.'''
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   423
    wordgen = itertools.cycle(words)
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   424
    replacements = {'': ''}
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   425
    def rename(dirpath):
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   426
        '''Recursively rename the directory and all path prefixes.
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   427
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   428
        The mapping from path to renamed path is stored for all path prefixes
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   429
        as in dynamic programming, ensuring linear runtime and consistent
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   430
        renaming regardless of iteration order through the model.
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   431
        '''
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   432
        if dirpath in replacements:
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   433
            return replacements[dirpath]
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   434
        head, _ = os.path.split(dirpath)
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   435
        head = head and rename(head) or ''
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   436
        renamed = os.path.join(head, wordgen.next())
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   437
        replacements[dirpath] = renamed
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   438
        return renamed
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   439
    result = []
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   440
    for dirpath, count in dirs.iteritems():
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   441
        result.append([rename(dirpath.lstrip(os.sep)), count])
4c66e70c3488 contrib/synthrepo: generate initial repo contents using directory shape model
Mike Edgar <adgar@google.com>
parents: 22473
diff changeset
   442
    return result