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7 <chapter id="dh-manual"
8 xreflabel="DHAT: a dynamic heap analysis tool">
9 <title>DHAT: a dynamic heap analysis tool</title>
11 <para>To use this tool, you must specify
12 <option>--tool=exp-dhat</option> on the Valgrind
17 <sect1 id="dh-manual.overview" xreflabel="Overview">
18 <title>Overview</title>
20 <para>DHAT is a tool for examining how programs use their heap
23 <para>It tracks the allocated blocks, and inspects every memory access
24 to find which block, if any, it is to. The following data is
25 collected and presented per allocation point (allocation
29 <listitem><para>Total allocation (number of bytes and
30 blocks)</para></listitem>
32 <listitem><para>maximum live volume (number of bytes and
33 blocks)</para></listitem>
35 <listitem><para>average block lifetime (number of instructions
36 between allocation and freeing)</para></listitem>
38 <listitem><para>average number of reads and writes to each byte in
39 the block ("access ratios")</para></listitem>
41 <listitem><para>for allocation points which always allocate blocks
42 only of one size, and that size is 4096 bytes or less: counts
43 showing how often each byte offset inside the block is
44 accessed.</para></listitem>
47 <para>Using these statistics it is possible to identify allocation
48 points with the following characteristics:</para>
52 <listitem><para>potential process-lifetime leaks: blocks allocated
53 by the point just accumulate, and are freed only at the end of the
54 run.</para></listitem>
56 <listitem><para>excessive turnover: points which chew through a lot
57 of heap, even if it is not held onto for very long</para></listitem>
59 <listitem><para>excessively transient: points which allocate very
60 short lived blocks</para></listitem>
62 <listitem><para>useless or underused allocations: blocks which are
63 allocated but not completely filled in, or are filled in but not
64 subsequently read.</para></listitem>
66 <listitem><para>blocks with inefficient layout -- areas never
67 accessed, or with hot fields scattered throughout the
68 block.</para></listitem>
71 <para>As with the Massif heap profiler, DHAT measures program progress
72 by counting instructions, and so presents all age/time related figures
73 as instruction counts. This sounds a little odd at first, but it
74 makes runs repeatable in a way which is not possible if CPU time is
82 <sect1 id="dh-manual.understanding" xreflabel="Understanding DHAT's output">
83 <title>Understanding DHAT's output</title>
86 <para>DHAT provides a lot of useful information on dynamic heap usage.
87 Most of the art of using it is in interpretation of the resulting
88 numbers. That is best illustrated via a set of examples.</para>
92 <title>Interpreting the max-live, tot-alloc and deaths fields</title>
94 <sect3><title>A simple example</title></sect3>
97 ======== SUMMARY STATISTICS ========
99 guest_insns: 1,045,339,534
101 max-live: 63,490 in 984 blocks
102 tot-alloc: 1,904,700 in 29,520 blocks (avg size 64.52)
103 deaths: 29,520, at avg age 22,227,424
104 acc-ratios: 6.37 rd, 1.14 wr (12,141,526 b-read, 2,174,460 b-written)
105 at 0x4C275B8: malloc (vg_replace_malloc.c:236)
106 by 0x40350E: tcc_malloc (tinycc.c:6712)
107 by 0x404580: tok_alloc_new (tinycc.c:7151)
108 by 0x40870A: next_nomacro1 (tinycc.c:9305)
111 <para>Over the entire run of the program, this stack (allocation
112 point) allocated 29,520 blocks in total, containing 1,904,700 bytes in
113 total. By looking at the max-live data, we see that not many blocks
114 were simultaneously live, though: at the peak, there were 63,490
115 allocated bytes in 984 blocks. This tells us that the program is
116 steadily freeing such blocks as it runs, rather than hanging on to all
117 of them until the end and freeing them all.</para>
119 <para>The deaths entry tells us that 29,520 blocks allocated by this stack
120 died (were freed) during the run of the program. Since 29,520 is
121 also the number of blocks allocated in total, that tells us that
122 all allocated blocks were freed by the end of the program.</para>
124 <para>It also tells us that the average age at death was 22,227,424
125 instructions. From the summary statistics we see that the program ran
126 for 1,045,339,534 instructions, and so the average age at death is
127 about 2% of the program's total run time.</para>
129 <sect3><title>Example of a potential process-lifetime leak</title></sect3>
131 <para>This next example (from a different program than the above)
132 shows a potential process lifetime leak. A process lifetime leak
133 occurs when a program keeps allocating data, but only frees the
134 data just before it exits. Hence the program's heap grows constantly
135 in size, yet Memcheck reports no leak, because the program has
136 freed up everything at exit. This is particularly a hazard for
137 long running programs.</para>
140 ======== SUMMARY STATISTICS ========
142 guest_insns: 418,901,537
144 max-live: 32,512 in 254 blocks
145 tot-alloc: 32,512 in 254 blocks (avg size 128.00)
146 deaths: 254, at avg age 300,467,389
147 acc-ratios: 0.26 rd, 0.20 wr (8,756 b-read, 6,604 b-written)
148 at 0x4C275B8: malloc (vg_replace_malloc.c:236)
149 by 0x4C27632: realloc (vg_replace_malloc.c:525)
150 by 0x56FF41D: QtFontStyle::pixelSize(unsigned short, bool) (qfontdatabase.cpp:269)
151 by 0x5700D69: loadFontConfig() (qfontdatabase_x11.cpp:1146)
154 <para>There are two tell-tale signs that this might be a
155 process-lifetime leak. Firstly, the max-live and tot-alloc numbers
156 are identical. The only way that can happen is if these blocks are
157 all allocated and then all deallocated.</para>
159 <para>Secondly, the average age at death (300 million insns) is 71% of
160 the total program lifetime (419 million insns), hence this is not a
161 transient allocation-free spike -- rather, it is spread out over a
162 large part of the entire run. One interpretation is, roughly, that
163 all 254 blocks were allocated in the first half of the run, held onto
164 for the second half, and then freed just before exit.</para>
170 <title>Interpreting the acc-ratios fields</title>
173 <sect3><title>A fairly harmless allocation point record</title></sect3>
176 max-live: 49,398 in 808 blocks
177 tot-alloc: 1,481,940 in 24,240 blocks (avg size 61.13)
178 deaths: 24,240, at avg age 34,611,026
179 acc-ratios: 2.13 rd, 0.91 wr (3,166,650 b-read, 1,358,820 b-written)
180 at 0x4C275B8: malloc (vg_replace_malloc.c:236)
181 by 0x40350E: tcc_malloc (tinycc.c:6712)
182 by 0x404580: tok_alloc_new (tinycc.c:7151)
183 by 0x4046C4: tok_alloc (tinycc.c:7190)
186 <para>The acc-ratios field tells us that each byte in the blocks
187 allocated here is read an average of 2.13 times before the block is
188 deallocated. Given that the blocks have an average age at death of
189 34,611,026, that's one read per block per approximately every 15
190 million instructions. So from that standpoint the blocks aren't
191 "working" very hard.</para>
193 <para>More interesting is the write ratio: each byte is written an
194 average of 0.91 times. This tells us that some parts of the allocated
195 blocks are never written, at least 9% on average. To completely
196 initialise the block would require writing each byte at least once,
197 and that would give a write ratio of 1.0. The fact that some block
198 areas are evidently unused might point to data alignment holes or
199 other layout inefficiencies.</para>
201 <para>Well, at least all the blocks are freed (24,240 allocations,
202 24,240 deaths).</para>
204 <para>If all the blocks had been the same size, DHAT would also show
205 the access counts by block offset, so we could see where exactly these
206 unused areas are. However, that isn't the case: the blocks have
207 varying sizes, so DHAT can't perform such an analysis. We can see
208 that they must have varying sizes since the average block size, 61.13,
209 isn't a whole number.</para>
212 <sect3><title>A more suspicious looking example</title></sect3>
215 max-live: 180,224 in 22 blocks
216 tot-alloc: 180,224 in 22 blocks (avg size 8192.00)
217 deaths: none (none of these blocks were freed)
218 acc-ratios: 0.00 rd, 0.00 wr (0 b-read, 0 b-written)
219 at 0x4C275B8: malloc (vg_replace_malloc.c:236)
220 by 0x40350E: tcc_malloc (tinycc.c:6712)
221 by 0x40369C: __sym_malloc (tinycc.c:6787)
222 by 0x403711: sym_malloc (tinycc.c:6805)
225 <para>Here, both the read and write access ratios are zero. Hence
226 this point is allocating blocks which are never used, neither read nor
227 written. Indeed, they are also not freed ("deaths: none") and are
228 simply leaked. So, here is 180k of completely useless allocation that
229 could be removed.</para>
231 <para>Re-running with Memcheck does indeed report the same leak. What
232 DHAT can tell us, that Memcheck can't, is that not only are the blocks
233 leaked, they are also never used.</para>
235 <sect3><title>Another suspicious example</title></sect3>
237 <para>Here's one where blocks are allocated, written to,
238 but never read from. We see this immediately from the zero read
239 access ratio. They do get freed, though:</para>
242 max-live: 54 in 3 blocks
243 tot-alloc: 1,620 in 90 blocks (avg size 18.00)
244 deaths: 90, at avg age 34,558,236
245 acc-ratios: 0.00 rd, 1.11 wr (0 b-read, 1,800 b-written)
246 at 0x4C275B8: malloc (vg_replace_malloc.c:236)
247 by 0x40350E: tcc_malloc (tinycc.c:6712)
248 by 0x4035BD: tcc_strdup (tinycc.c:6750)
249 by 0x41FEBB: tcc_add_sysinclude_path (tinycc.c:20931)
252 <para>In the previous two examples, it is easy to see blocks that are
253 never written to, or never read from, or some combination of both.
254 Unfortunately, in C++ code, the situation is less clear. That's
255 because an object's constructor will write to the underlying block,
256 and its destructor will read from it. So the block's read and write
257 ratios will be non-zero even if the object, once constructed, is never
258 used, but only eventually destructed.</para>
260 <para>Really, what we want is to measure only memory accesses in
261 between the end of an object's construction and the start of its
262 destruction. Unfortunately I do not know of a reliable way to
263 determine when those transitions are made.</para>
269 <title>Interpreting "Aggregated access counts by offset" data</title>
271 <para>For allocation points that always allocate blocks of the same
272 size, and which are 4096 bytes or smaller, DHAT counts accesses
273 per offset, for example:</para>
276 max-live: 317,408 in 5,668 blocks
277 tot-alloc: 317,408 in 5,668 blocks (avg size 56.00)
278 deaths: 5,668, at avg age 622,890,597
279 acc-ratios: 1.03 rd, 1.28 wr (327,642 b-read, 408,172 b-written)
280 at 0x4C275B8: malloc (vg_replace_malloc.c:236)
281 by 0x5440C16: QDesignerPropertySheetPrivate::ensureInfo (qhash.h:515)
282 by 0x544350B: QDesignerPropertySheet::setVisible (qdesigner_propertysh...)
283 by 0x5446232: QDesignerPropertySheet::QDesignerPropertySheet (qdesigne...)
285 Aggregated access counts by offset:
287 [ 0] 28782 28782 28782 28782 28782 28782 28782 28782
288 [ 8] 20638 20638 20638 20638 0 0 0 0
289 [ 16] 22738 22738 22738 22738 22738 22738 22738 22738
290 [ 24] 6013 6013 6013 6013 6013 6013 6013 6013
291 [ 32] 18883 18883 18883 37422 0 0 0 0
292 [ 36] 5668 11915 5668 5668 11336 11336 11336 11336
293 [ 48] 6166 6166 6166 6166 0 0 0 0
296 <para>This is fairly typical, for C++ code running on a 64-bit
297 platform. Here, we have aggregated access statistics for 5668 blocks,
298 all of size 56 bytes. Each byte has been accessed at least 5668
299 times, except for offsets 12--15, 36--39 and 52--55. These are likely
300 to be alignment holes.</para>
302 <para>Careful interpretation of the numbers reveals useful information.
303 Groups of N consecutive identical numbers that begin at an N-aligned
304 offset, for N being 2, 4 or 8, are likely to indicate an N-byte object
305 in the structure at that point. For example, the first 32 bytes of
306 this object are likely to have the layout</para>
311 [12] 32-bit alignment hole
316 <para>As a counterexample, it's also clear that, whatever is at offset 32,
317 it is not a 32-bit value. That's because the last number of the group
318 (37422) is not the same as the first three (18883 18883 18883).</para>
320 <para>This example leads one to enquire (by reading the source code)
321 whether the zeroes at 12--15 and 52--55 are alignment holes, and
322 whether 48--51 is indeed a 32-bit type. If so, it might be possible
323 to place what's at 48--51 at 12--15 instead, which would reduce
324 the object size from 56 to 48 bytes.</para>
326 <para>Bear in mind that the above inferences are all only "maybes". That's
327 because they are based on dynamic data, not static analysis of the
328 object layout. For example, the zeroes might not be alignment
329 holes, but rather just parts of the structure which were not used
330 at all for this particular run. Experience shows that's unlikely
331 to be the case, but it could happen.</para>
343 <sect1 id="dh-manual.options" xreflabel="DHAT Command-line Options">
344 <title>DHAT Command-line Options</title>
346 <para>DHAT-specific command-line options are:</para>
348 <!-- start of xi:include in the manpage -->
349 <variablelist id="dh.opts.list">
351 <varlistentry id="opt.show-top-n" xreflabel="--show-top-n">
353 <option><![CDATA[--show-top-n=<number>
354 [default: 10] ]]></option>
357 <para>At the end of the run, DHAT sorts the accumulated
358 allocation points according to some metric, and shows the
359 highest scoring entries. <varname>--show-top-n</varname>
360 controls how many entries are shown. The default of 10 is
361 quite small. For realistic applications you will probably need
362 to set it much higher, at least several hundred.</para>
366 <varlistentry id="opt.sort-by" xreflabel="--sort-by=string">
368 <option><![CDATA[--sort-by=<string> [default: max-bytes-live] ]]></option>
371 <para>At the end of the run, DHAT sorts the accumulated
372 allocation points according to some metric, and shows the
373 highest scoring entries. <varname>--sort-by</varname>
374 selects the metric used for sorting:</para>
375 <para><varname>max-bytes-live </varname> maximum live bytes [default]</para>
376 <para><varname>tot-bytes-allocd </varname> total allocation (turnover)</para>
377 <para><varname>max-blocks-live </varname> maximum live blocks</para>
378 <para>This controls the order in which allocation points are
379 displayed. You can choose to look at allocation points with
380 the highest maximum liveness, or the highest total turnover, or
381 by the highest number of live blocks. These give usefully
382 different pictures of program behaviour. For example, sorting
383 by maximum live blocks tends to show up allocation points
384 creating large numbers of small objects.</para>
390 <para>One important point to note is that each allocation stack counts
391 as a seperate allocation point. Because stacks by default have 12
392 frames, this tends to spread data out over multiple allocation points.
393 You may want to use the flag --num-callers=4 or some such small
394 number, to reduce the spreading.</para>
396 <!-- end of xi:include in the manpage -->