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annotate mercurial/pvec.py @ 51689:39e2b2d062c1
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author | Raphaël Gomès <rgomes@octobus.net> |
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date | Thu, 18 Jul 2024 12:03:29 +0200 |
parents | f15cb5111a1e |
children | f4733654f144 |
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16249 | 1 # pvec.py - probabilistic vector clocks for Mercurial |
2 # | |
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3 # Copyright 2012 Olivia Mackall <olivia@selenic.com> |
16249 | 4 # |
5 # This software may be used and distributed according to the terms of the | |
6 # GNU General Public License version 2 or any later version. | |
7 | |
8 ''' | |
9 A "pvec" is a changeset property based on the theory of vector clocks | |
10 that can be compared to discover relatedness without consulting a | |
11 graph. This can be useful for tasks like determining how a | |
12 disconnected patch relates to a repository. | |
13 | |
14 Currently a pvec consist of 448 bits, of which 24 are 'depth' and the | |
15 remainder are a bit vector. It is represented as a 70-character base85 | |
16 string. | |
17 | |
18 Construction: | |
19 | |
20 - a root changeset has a depth of 0 and a bit vector based on its hash | |
21 - a normal commit has a changeset where depth is increased by one and | |
22 one bit vector bit is flipped based on its hash | |
23 - a merge changeset pvec is constructed by copying changes from one pvec into | |
24 the other to balance its depth | |
25 | |
26 Properties: | |
27 | |
28 - for linear changes, difference in depth is always <= hamming distance | |
29 - otherwise, changes are probably divergent | |
30 - when hamming distance is < 200, we can reliably detect when pvecs are near | |
31 | |
32 Issues: | |
33 | |
34 - hamming distance ceases to work over distances of ~ 200 | |
35 - detecting divergence is less accurate when the common ancestor is very close | |
36 to either revision or total distance is high | |
37 - this could probably be improved by modeling the relation between | |
38 delta and hdist | |
39 | |
40 Uses: | |
41 | |
42 - a patch pvec can be used to locate the nearest available common ancestor for | |
43 resolving conflicts | |
44 - ordering of patches can be established without a DAG | |
45 - two head pvecs can be compared to determine whether push/pull/merge is needed | |
46 and approximately how many changesets are involved | |
47 - can be used to find a heuristic divergence measure between changesets on | |
48 different branches | |
49 ''' | |
50 | |
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51 |
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52 from .node import nullrev |
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53 from . import ( |
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54 pycompat, |
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55 util, |
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56 ) |
16249 | 57 |
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58 _size = 448 # 70 chars b85-encoded |
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59 _bytes = _size // 8 |
16249 | 60 _depthbits = 24 |
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61 _depthbytes = _depthbits // 8 |
16249 | 62 _vecbytes = _bytes - _depthbytes |
63 _vecbits = _vecbytes * 8 | |
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64 _radius = (_vecbits - 30) // 2 # high probability vectors are related |
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65 |
16249 | 66 |
67 def _bin(bs): | |
68 '''convert a bytestring to a long''' | |
69 v = 0 | |
70 for b in bs: | |
71 v = v * 256 + ord(b) | |
72 return v | |
73 | |
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74 |
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75 def _str(v: int, l: int) -> bytes: |
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76 bs = b"" |
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77 for p in range(l): |
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78 bs = pycompat.bytechr(v & 255) + bs |
16249 | 79 v >>= 8 |
80 return bs | |
81 | |
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82 |
16249 | 83 def _split(b): |
84 '''depth and bitvec''' | |
85 return _bin(b[:_depthbytes]), _bin(b[_depthbytes:]) | |
86 | |
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87 |
16249 | 88 def _join(depth, bitvec): |
89 return _str(depth, _depthbytes) + _str(bitvec, _vecbytes) | |
90 | |
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91 |
16249 | 92 def _hweight(x): |
93 c = 0 | |
94 while x: | |
95 if x & 1: | |
96 c += 1 | |
97 x >>= 1 | |
98 return c | |
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99 |
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100 |
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101 _htab = [_hweight(x) for x in range(256)] |
16249 | 102 |
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103 |
16249 | 104 def _hamming(a, b): |
105 '''find the hamming distance between two longs''' | |
106 d = a ^ b | |
107 c = 0 | |
108 while d: | |
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109 c += _htab[d & 0xFF] |
16249 | 110 d >>= 8 |
111 return c | |
112 | |
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113 |
16249 | 114 def _mergevec(x, y, c): |
115 # Ideally, this function would be x ^ y ^ ancestor, but finding | |
116 # ancestors is a nuisance. So instead we find the minimal number | |
117 # of changes to balance the depth and hamming distance | |
118 | |
119 d1, v1 = x | |
120 d2, v2 = y | |
121 if d1 < d2: | |
122 d1, d2, v1, v2 = d2, d1, v2, v1 | |
123 | |
124 hdist = _hamming(v1, v2) | |
125 ddist = d1 - d2 | |
126 v = v1 | |
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127 m = v1 ^ v2 # mask of different bits |
16249 | 128 i = 1 |
129 | |
130 if hdist > ddist: | |
131 # if delta = 10 and hdist = 100, then we need to go up 55 steps | |
132 # to the ancestor and down 45 | |
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133 changes = (hdist - ddist + 1) // 2 |
16249 | 134 else: |
135 # must make at least one change | |
136 changes = 1 | |
137 depth = d1 + changes | |
138 | |
139 # copy changes from v2 | |
140 if m: | |
141 while changes: | |
142 if m & i: | |
143 v ^= i | |
144 changes -= 1 | |
145 i <<= 1 | |
146 else: | |
147 v = _flipbit(v, c) | |
148 | |
149 return depth, v | |
150 | |
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151 |
16249 | 152 def _flipbit(v, node): |
153 # converting bit strings to longs is slow | |
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154 bit = (hash(node) & 0xFFFFFFFF) % _vecbits |
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155 return v ^ (1 << bit) |
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156 |
16249 | 157 |
158 def ctxpvec(ctx): | |
159 '''construct a pvec for ctx while filling in the cache''' | |
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160 r = ctx.repo() |
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161 if not hasattr(r, "_pveccache"): |
16249 | 162 r._pveccache = {} |
163 pvc = r._pveccache | |
164 if ctx.rev() not in pvc: | |
165 cl = r.changelog | |
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166 for n in range(ctx.rev() + 1): |
16249 | 167 if n not in pvc: |
168 node = cl.node(n) | |
169 p1, p2 = cl.parentrevs(n) | |
170 if p1 == nullrev: | |
171 # start with a 'random' vector at root | |
172 pvc[n] = (0, _bin((node * 3)[:_vecbytes])) | |
173 elif p2 == nullrev: | |
174 d, v = pvc[p1] | |
175 pvc[n] = (d + 1, _flipbit(v, node)) | |
176 else: | |
177 pvc[n] = _mergevec(pvc[p1], pvc[p2], node) | |
178 bs = _join(*pvc[ctx.rev()]) | |
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179 return pvec(util.b85encode(bs)) |
16249 | 180 |
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181 |
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182 class pvec: |
16249 | 183 def __init__(self, hashorctx): |
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184 if isinstance(hashorctx, bytes): |
16249 | 185 self._bs = hashorctx |
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186 self._depth, self._vec = _split(util.b85decode(hashorctx)) |
16249 | 187 else: |
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188 self._vec = ctxpvec(hashorctx) |
16249 | 189 |
190 def __str__(self): | |
191 return self._bs | |
192 | |
193 def __eq__(self, b): | |
194 return self._vec == b._vec and self._depth == b._depth | |
195 | |
196 def __lt__(self, b): | |
197 delta = b._depth - self._depth | |
198 if delta < 0: | |
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199 return False # always correct |
16249 | 200 if _hamming(self._vec, b._vec) > delta: |
201 return False | |
202 return True | |
203 | |
204 def __gt__(self, b): | |
205 return b < self | |
206 | |
207 def __or__(self, b): | |
208 delta = abs(b._depth - self._depth) | |
209 if _hamming(self._vec, b._vec) <= delta: | |
210 return False | |
211 return True | |
212 | |
213 def __sub__(self, b): | |
214 if self | b: | |
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215 raise ValueError(b"concurrent pvecs") |
16249 | 216 return self._depth - b._depth |
217 | |
218 def distance(self, b): | |
219 d = abs(b._depth - self._depth) | |
220 h = _hamming(self._vec, b._vec) | |
221 return max(d, h) | |
222 | |
223 def near(self, b): | |
224 dist = abs(b.depth - self._depth) | |
225 if dist > _radius or _hamming(self._vec, b._vec) > _radius: | |
226 return False |