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Clay Murphy66f1c562013-10-28 10:32:50 -07001page.title=Running Android with low RAM
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19<div id="qv-wrapper">
20 <div id="qv">
21 <h2>In this document</h2>
22 <ol id="auto-toc">
23 </ol>
24 </div>
25</div>
26
27<h2 id="intro">Introduction</h2>
28
Clay Murphy1606da42013-11-05 16:43:25 -080029<p>Android now supports devices with 512MB of RAM. This documentation is intended
30to help OEMs optimize and configure Android 4.4 for low-memory devices. Several
31of these optimizations are generic enough that they can be applied to previous
32releases as well.</p>
Clay Murphy66f1c562013-10-28 10:32:50 -070033
34<h2 id="optimizations">Android 4.4 platform optimizations</h2>
35
36<h3 id="opt-mgmt">Improved memory management</h3>
37<ul>
38<li>Validated memory-saving kernel configurations: Kernel Same-page Merging
39(KSM), and Swap to ZRAM.</li>
40<li>Kill cached processes if about to be uncached and too large.</li>
41<li>Don’t allow large services to put themselves back into A Services (so they
42can’t cause the launcher to be killed).</li>
43<li>Kill processes (even ordinarily unkillable ones such as the current IME)
44that get too large in idle maintenance.</li>
45<li>Serialize the launch of background services.</li>
46<li>Tuned memory use of low-RAM devices: tighter out-of-memory (OOM) adjustment
47levels, smaller graphics caches, etc.</li>
48</ul>
49
50<h3 id="opt-mem">Reduced system memory</h3>
51<ul>
52<li>Trimmed system_server and SystemUI processes (saved several MBs).</li>
53<li>Preload dex caches in Dalvik (saved several MBs).</li>
54<li>Validated JIT-off option (saves up to 1.5MB per process).</li>
55<li>Reduced per-process font cache overhead.</li>
56<li>Introduced ArrayMap/ArraySet and used extensively in framework as a
57lighter-footprint replacement for HashMap/HashSet.</li>
Clay Murphy66f1c562013-10-28 10:32:50 -070058</ul>
59
60<h3 id="opt-proc">Procstats</h3>
61<p>
62Added a new Developer Option to show memory state and application memory usage
63ranked by how often they run and amount of memory consumed.
64</p>
65
66<h3 id="opt-api">API</h3>
67<p>
68Added a new ActivityManager.isLowRamDevice() to allow applications to detect
69when running on low memory devices and choose to disable large-RAM features.
70</p>
71
72<h3 id="opt-track">Memory tracking</h3>
73<p>
74New memtrack HAL to track graphics memory allocations, additional information
75in dumpsys meminfo, clarified summaries in meminfo (for example reported free
76RAM includes RAM of cached processes, so that OEMs don’t try to optimize the
77wrong thing).
78</p>
79
80<h2 id="build-time">Build-time configuration</h2>
81<h3 id="flag">Enable Low Ram Device flag</h3>
82<p>We are introducing a new API called <code>ActivityManager.isLowRamDevice()</code> for applications to determine if they should turn off specific memory-intensive
Clay Murphy1606da42013-11-05 16:43:25 -080083 features that work poorly on low-memory devices.</p>
Clay Murphy66f1c562013-10-28 10:32:50 -070084<p>For 512MB devices, this API is expected to return: "true" It can be enabled by
85 the following system property in the device makefile.<br/>
86<code>PRODUCT_PROPERTY_OVERRIDES += ro.config.low_ram=true</code></p>
87
88<h3 id="jit">Disable JIT</h3>
89
90 <p>System-wide JIT memory usage is dependent on the number of applications
91 running and the code footprint of those applications. The JIT establishes a
92 maximum translated code cache size and touches the pages within it as needed.
93 JIT costs somewhere between 3M and 6M across a typical running system.<br/>
94 <br/>
95 The large apps tend to max out the code cache fairly quickly (which by default
96 has been 1M). On average, JIT cache usage runs somewhere between 100K and 200K
97 bytes per app. Reducing the max size of the cache can help somewhat with
98 memory usage, but if set too low will send the JIT into a thrashing mode. For
99the really low-memory devices, we recommend the JIT be disabled entirely.<code>
100</code></p>
101
102<p>This can be achieved by adding the following line to the product makefile:<br/>
103<code>PRODUCT_PROPERTY_OVERRIDES += dalvik.vm.jit.codecachesize=0</code></p>
104<h3 id="launcher">Launcher Configs</h3>
105
106
107 <p>Ensure the default wallpaper setup on launcher is <strong>not</strong>
Clay Murphy1606da42013-11-05 16:43:25 -0800108using live-wallpaper. Low-memory devices should not pre-install any live wallpapers. </p>
Clay Murphy66f1c562013-10-28 10:32:50 -0700109
110
111<h2 id="kernel">Kernel configuration</h2>
112<h3 id="kernel-tuning">Tuning kernel/ActivityManager to reduce direct reclaim </h3>
113
114
115 <p>Direct reclaim happens when a process or the kernel tries to allocate a page
116 of memory (either directly or due to faulting in a new page) and the kernel
117 has used all available free memory. This requires the kernel to block the
118 allocation while it frees up a page. This in turn often requires disk I/O to
119 flush out a dirty file-backed page or waiting for <code>lowmemorykiller</code> to kill a
120 process. This can result in extra I/O in any thread, including a UI thread.</p>
121
122 <p>To avoid direct reclaim, the kernel has watermarks that trigger <code>kswapd</code> or
123 background reclaim. This is a thread that tries to free up pages so the next
124 time a real thread allocates it can succeed quickly.</p>
125
126 <p>The default threshold to trigger background reclaim is fairly low, around 2MB
127 on a 2GB device and 636KB on a 512MB device. And the kernel reclaims only a
128 few MB of memory in background reclaim. This means any process that quickly
129 allocates more than a few megabytes is going to quickly hit direct reclaim.</p>
130
131<p>Support for a new kernel tunable is added in the android-3.4 kernel branch as
132 patch 92189d47f66c67e5fd92eafaa287e153197a454f ("add extra free kbytes
133 tunable"). Cherry-picking this patch to a device's kernel will allow
134 ActivityManager to tell the kernel to try to keep 3 full-screen 32 bpp buffers
135 of memory free.</p>
136
137<p>These thresholds can be configured via the framework config.xml</p>
138<p><code> &lt;!-- Device configuration setting the /proc/sys/vm/extra_free_kbytes tunable in the kernel (if it exists). A high value will increase the amount of memory that the kernel tries to keep free, reducing allocation time and causing the lowmemorykiller to kill earlier. A low value allows more memory to be used by processes but may cause more allocations to block waiting on disk I/O or lowmemorykiller. Overrides the default value chosen by ActivityManager based on screen size. 0 prevents keeping any extra memory over what the kernel keeps by default. -1 keeps the default. --&gt;<br />
139&lt;integer name=&quot;config_extraFreeKbytesAbsolute&quot;&gt;-1&lt;/integer&gt;</code></p>
140
141<code>
142<p> &lt;!-- Device configuration adjusting the /proc/sys/vm/extra_free_kbytes tunable in the kernel (if it exists). 0 uses the default value chosen by ActivityManager. A positive value will increase the amount of memory that the kernel tries to keep free, reducing allocation time and causing the lowmemorykiller to kill earlier. A negative value allows more memory to be used by processes but may cause more allocations to block waiting on disk I/O or lowmemorykiller. Directly added to the default value chosen by ActivityManager based on screen size. --&gt;<br />
143 &lt;integer name=&quot;config_extraFreeKbytesAdjust&quot;&gt;0&lt;/integer&gt;</code>
144
145<h3 id="lowmem">Tuning LowMemoryKiller</h3>
146
147
148 <p>ActivityManager configures the thresholds of the LowMemoryKiller to match its
149 expectation of the working set of file-backed pages (cached pages) required to
150 run the processes in each priority level bucket. If a device has high
151 requirements for the working set, for example if the vendor UI requires more
152memory or if more services have been added, the thresholds can be increased. </p>
153<p>The thresholds can be reduced if too much memory is being reserved for file
154 backed pages, so that background processes are being killed long before disk
155thrashing would occur due to the cache getting too small.</p>
156<p> <code>&lt;!-- Device configuration setting the minfree tunable in the lowmemorykiller in the kernel. A high value will cause the lowmemorykiller to fire earlier, keeping more memory in the file cache and preventing I/O thrashing, but allowing fewer processes to stay in memory. A low value will keep more processes in memory but may cause thrashing if set too low. Overrides the default value chosen by ActivityManager based on screen size and total memory for the largest lowmemorykiller bucket, and scaled proportionally to the smaller buckets. -1 keeps the default. --&gt;<br />
157 &lt;integer name=&quot;config_lowMemoryKillerMinFreeKbytesAbsolute&quot;&gt;-1&lt;/integer&gt;</code></p>
158<p> <code>&lt;!-- Device configuration adjusting the minfree tunable in the lowmemorykiller in the kernel. A high value will cause the lowmemorykiller to fire earlier, keeping more memory in the file cache and preventing I/O thrashing, but allowing fewer processes to stay in memory. A low value will keep more processes in memory but may cause thrashing if set too low. Directly added to the default value chosen by ActivityManager based on screen size and total memory for the largest lowmemorykiller bucket, and scaled proportionally to the smaller buckets. 0 keeps the default. --&gt;<br />
159 &lt;integer name=&quot;config_lowMemoryKillerMinFreeKbytesAdjust&quot;&gt;0&lt;/integer&gt;</code></p>
160<h3 id="ksm">KSM (Kernel samepage merging)</h3>
161
162
163 <p>KSM is a kernel thread that runs in the background and compares pages in
164 memory that have been marked <code>MADV_MERGEABLE</code> by user-space. If two pages are
165 found to be the same, the KSM thread merges them back as a single
166 copy-on-write page of memory.</p>
167
168 <p>KSM will save memory over time on a running system, gaining memory duplication
169 at a cost of CPU power, which could have an impact on battery life. You should
170 measure whether the power tradeoff is worth the memory savings you get by
171 enabling KSM.</p>
172
173 <p>To test KSM, we recommend looking at long running devices (several hours) and
174 seeing whether KSM makes any noticeable improvement on launch times and
175 rendering times.</p>
176
177<p>To enable KSM, enable <code>CONFIG_KSM</code> in the kernel and then add the following lines to your` <code>init.&lt;device&gt;.rc</code> file:<br>
178 <code>write /sys/kernel/mm/ksm/pages_to_scan 100<br>
179 write /sys/kernel/mm/ksm/sleep_millisecs 500<br>
180write /sys/kernel/mm/ksm/run 1</code></p>
181<p>Once enabled, there are few utilities that will help in the debugging namely :
182 procrank, librank, &amp; ksminfo. These utilities allow you to see which KSM
183 memory is mapped to what process, which processes use the most KSM memory.
184 Once you have found a chunk of memory that looks worth exploring you can use
185 either the hat utility if it's a duplicate object on the dalvik heap. </p>
186<h3 id="zram">Swap to zRAM</h3>
187
188
189 <p>zRAM swap can increase the amount of memory available in the system by
190 compressing memory pages and putting them in a dynamically allocated swap area
191 of memory.</p>
192
193 <p>Again, since this is trading off CPU time for a small increase in memory, you
194 should be careful about measuring the performance impact zRAM swap has on your
195 system.</p>
196
197
198<p>Android handles swap to zRAM at several levels:</p>
199
200<ul>
201 <li>First, the following kernel options must be enabled to use zRAM swap
202 effectively:
203 <ul>
204 <li><code>CONFIG_SWAP</code></li>
205 <li><code>CONFIG_CGROUP_MEM_RES_CTLR</code></li>
206 <li><code>CONFIG_CGROUP_MEM_RES_CTLR_SWAP</code></li>
207 <li><code>CONFIG_ZRAM</code></li>
208 </ul>
209 </li>
210 <li>Then, you should add a line that looks like this to your fstab:<br />
211 <code>/dev/block/zram0 none swap defaults zramsize=&lt;size in bytes&gt;,swapprio=&lt;swap partition priority&gt;</code><br />
212 <code><br />
213 zramsize</code> is mandatory and indicates how much uncompressed memory you want
214 the zram area to hold. Compression ratios in the 30-50% range are usually
215 observed.<br />
216 <br />
217 <code>swapprio</code> is optional and not needed if you don't have more than one swap
218 area.<br />
219 <br />
220 </li>
221 <li>By default, the Linux kernel swaps in 8 pages of memory at a time. When
222 using ZRAM, the incremental cost of reading 1 page at a time is negligible
223 and may help in case the device is under extreme memory pressure. To read
Clay Murphy2dbb15e2013-10-30 13:13:03 -0700224 only 1 page at a time, add the following to your init.rc:<br />
Clay Murphy66f1c562013-10-28 10:32:50 -0700225 `write /proc/sys/vm/page-cluster 0`</li>
Clay Murphy2dbb15e2013-10-30 13:13:03 -0700226 <li>In your init.rc, after the `mount_all /fstab.X` line, add:<br />
Clay Murphy66f1c562013-10-28 10:32:50 -0700227 `swapon_all /fstab.X`</li>
228 <li>The memory cgroups are automatically configured at boot time if the
229 feature is enabled in kernel.</li>
230 <li>If memory cgroups are available, the ActivityManager will mark lower
231 priority threads as being more swappable than other threads. If memory is
232 needed, the Android kernel will start migrating memory pages to zRAM swap,
233 giving a higher priority to those memory pages that have been marked by
234 ActivityManager. </li>
235</ul>
236<h3 id="carveouts">Carveouts, Ion and Contiguous Memory Allocation (CMA)</h3>
237
238 <p>It is especially important on low memory devices to be mindful about
239 carveouts, especially those that will not always be fully utilized -- for
240 example a carveout for secure video playback. There are several solutions to
241 minimizing the impact of your carveout regions that depend on the exact
242 requirements of your hardware.</p>
243 <p>If hardware permits discontiguous memory
244 allocations, the ion system heap allows memory allocations from system memory,
245 eliminating the need for a carveout. It also attempts to make large
246 allocations to eliminate TLB pressure on peripherals. If memory regions must
247 be contiguous or confined to a specific address range, the contiguous memory
248 allocator (CMA) can be used.</p>
249<p>This creates a carveout that the system can also
250 use of for movable pages. When the region is needed, movable pages will be
251 migrated out of it, allowing the system to use a large carveout for other
252 purposes when it is free. CMA can be used directly or more simply via ion by
253 using the ion cma heap.</p>
254
255<h2 id="app-opts">Application optimization tips</h2>
256<ul>
257 <li>Review <a
258href="http://developer.android.com/training/articles/memory.html">Managing your
259App's Memory</a> and these past blog posts on the same topic:
260 <ul>
261 <li><a
262href="http://android-developers.blogspot.com/2009/01/avoiding-memory-leaks.html">http://android-developers.blogspot.com/2009/01/avoiding-memory-leaks.html</a></li>
263 <li><a
264href="http://android-developers.blogspot.com/2011/03/memory-analysis-for-android.html">http://android-developers.blogspot.com/2011/03/memory-analysis-for-android.html</a></li>
265 <li><a
266href="http://android-developers.blogspot.com/2009/02/track-memory-allocations.html">http://android-developers.blogspot.com/2009/02/track-memory-allocations.html</a></li>
267 <li> <a
268href="http://tools.android.com/recent/lintperformancechecks">http://tools.android.com/recent/lintperformancechecks</a></li>
269 </ul>
270</li>
271 <li>Check/remove any unused assets from preinstalled apps -
272development/tools/findunused (should help make the app smaller).</li>
273<li>Use PNG format for assets, especially when they have transparent areas</li>
274<li>If writing native code, use calloc() rather than malloc/memset</li>
275<li>Don't enable code that is writing Parcel data to disk and reading it later.</li>
276<li>Don't subscribe to every package installed, instead use ssp filtering. Add
277filtering like below:
278<br />
279 <code>&lt;data android:scheme=&quot;package&quot; android:ssp=&quot;com.android.pkg1&quot; /&gt;<br />
280 &lt;data android:scheme=&quot;package&quot; android:ssp=&quot;com.myapp.act1&quot; /&gt;</code></li>
281</ul>
282
283<h3 id="process-states">Understand the various process states in Android</h3>
284
285 <ul>
286 <li><p>SERVICE - SERVICE_RESTARTING<br/>
287 Applications that are making themselves run in the background for their own
288 reason. Most common problem apps have when they run in the background too
289 much. %duration * pss is probably a good "badness" metric, although this set
290 is so focused that just doing %duration is probably better to focus on the
291 fact that we just don't want them running at all.</p></li>
292 <li><p>IMPORTANT_FOREGROUND - RECEIVER<br/>
293 Applications running in the background (not directly interacting with the
294 user) for any reason. These all add memory load to the system. In this case
295 the (%duration * pss) badness value is probably the best ordering of such
296 processes, because many of these will be always running for good reason, and
297 their pss size then is very important as part of their memory load.</p></li>
298 <li><p>PERSISTENT<br/>
299 Persistent system processes. Track pss to watch for these processes getting
300 too large.</p></li>
301 <li><p>TOP<br/>
302 Process the user is currently interacting with. Again, pss is the important
303 metric here, showing how much memory load the app is creating while in use.</p></li>
304 <li><p>HOME - CACHED_EMPTY<br/>
305 All of these processes at the bottom are ones that the system is keeping
306 around in case they are needed again; but they can be freely killed at any
307 time and re-created if needed. These are the basis for how we compute the
308 memory state -- normal, moderate, low, critical is based on how many of these
309 processes the system can keep around. Again the key thing for these processes
310 is the pss; these processes should try to get their memory footprint down as
311 much as possible when they are in this state, to allow for the maximum total
312 number of processes to be kept around. Generally a well behaved app will have
313 a pss footprint that is significantly smaller when in this state than when
314 TOP.</p></li>
315 <li>
316 <p>TOP vs. CACHED_ACTIVITY-CACHED_ACTIVITY_CLIENT<em><br/>
317 </em>The difference in pss between when a process is TOP vs. when it is in either
318 of these specific cached states is the best data for seeing how well it is
319 releasing memory when going into the background. Excluding CACHED_EMPTY state
320 makes this data better, since it removes situations when the process has
321 started for some reasons besides doing UI and so will not have to deal with
322 all of the UI overhead it gets when interacting with the user.</p></li>
323 </ul>
324
325
326<h2 id="analysis">Analysis</h2>
327<h3 id="app-startup">Analyzing app startup time</h3>
328
329
330 <p>Use "<code>adb shell am start</code>" with the <code>-P</code> or <code>--start-profiler</code> option to run
331 the profiler when your app starts. This will start the profiler almost
332 immediately after your process is forked from zygote, before any of your code
333is loaded into it.</p>
334<h3 id="bug-reports">Analyze using bugreports </h3>
335
336
337 <p>Now contains various information that can be used for debugging. The services
338 include <code>batterystats</code>, <code>netstats</code>, <code>procstats</code>, and <code>usagestats</code>. You can
339 find them with lines like this:</p>
340
341
342<pre>------ CHECKIN BATTERYSTATS (dumpsys batterystats --checkin) ------
3437,0,h,-2558644,97,1946288161,3,2,0,340,4183
3447,0,h,-2553041,97,1946288161,3,2,0,340,4183
345</pre>
346<h3 id="persistent">Check for any persistent processes</h3>
347
348
349 <p>Reboot the device and check the processes.<br/>
350 Run for a few hours and check the processes again. There should not be any
351long running processes.</p>
352<h3 id="longevity">Run longevity tests</h3>
353
354
355 <p>Run for longer durations and track the memory of the process. Does it
356 increase? Does it stay constant? Create Canonical use cases and run longevity tests on these scenarios</p>