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Improve tree performance for trees with over 4000 tips #1880
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src/middleware/performanceToggles.js
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const totalTipCount = tree?.nodes?.[0]?.fullTipCount; | ||
toggles.set("skipTreeAnimation", totalTipCount > 4000); |
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Re: 0862223
For future, we should add nuance to this performance flag. For instance,
viewing a 2k tree and zooming into a clade has poor performance and we'd
be better off skipping the animation, however once in a small clade it
works well. For that same tree (viewing all 2k tips) filtering to a
clade still looks good with the animation.
I thought about something like tree.nodes.[tree.idxOfInViewRootNode].fullTipCount > 2000
but that would only work for half the time, e.g. from 4000 → 100 or 100 → 4000 but not both. This would have to be set somewhere like modifyTreeStateVisAndBranchThickness where both the old and new idxOfInViewRootNode
are accessible and make the condition something like tree.nodes.[oldState.idxOfInViewRootNode].fullTipCount > 2000 || tree.nodes.[newState.idxOfInViewRootNode].fullTipCount > 2000
.
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In canonical redux this would be straightforward as middleware has access to the old state and because we use fat actions it also can see the new state. But as we modify the nodes
directly (i.e. they're not immutable, largely for performance reasons) we can't leverage this. But we can see old and new idxOfInViewRootNode
so we could implement the last bit of code you wrote within the middleware. (Would require quite a bit of testing!)
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Performance flags (reduxState.controls.performanceFlags) represent flags for which we enable/disable certain functionality in Auspice. These flags shouldn't be depended on, i.e. Auspice should work just fine without them (but may be a little slow).
For big trees, attempting to animate changes results in poor performance and we're better off making all SVG changes in a single pass. "big" here depends on both the browser's performance and the size of the tree. Here we just use the latter as it's simpler to code, but in the future we may measure performance as the user interacts with the viz and update these flags accordingly. (This is one of the reasons we calculate these in middleware.) For future, we should add nuance to this performance flag. For instance, viewing a 2k tree and zooming into a clade has poor performance and we'd be better off skipping the animation, however once in a small clade it works well. For that same tree (viewing all 2k tips) filtering to a clade still looks good with the animation. 4000 tips is arbitrary, it was chosen after testing a variety of datasets locally. Note that there is a big difference between not setting a transition (within d3) and setting a transition of 0ms - the former is much faster. See <#1878> for more details here. I didn't implement this change for `modifySVGInStages` as it uses a more complex scheduling system; but the performance here is terrible for really large trees so we should revisit this in future work. Performance changes ------------------- Auspice built in production mode on Chrome 130.0 on a Apple M3 pro chip. Datasets: a large ncov tree (23k tips) (see <#1878> for more), and a flu tree of 2k tips. Both only rendering the tree panel. Flu performance is unchanged, as 2k tips isn't enough to trigger this performance toggle. For posterity: * Zooming into clade 2a. Initial frame ~160ms, then 30fps. * Filtering to clade 2a. Initial frame ~115ms, then 60fps. * Animation: 60fps ncov performance: * Zoom into clade 21M. * Previously: Initial frame 1500ms, second (final frame) 430ms later, main blocked for a further 700ms * Now: Single frame of 921ms. Main blocked for a further 550ms. * Change: Time to correct tree reduced by ~1000ms (50%). Time until main is no longer blocked: reduced by ~1100ms (45%). * Filter to clade 21M. * Previously: Initial frame 1050ms, second frame 930ms later, main blocked for a further 660ms * Now: Single frame of 1018ms, main blocked for a further 660ms * Change: Time to correct tree reduced by ~950ms (50%). Time until main is no longer blocked: reduced by ~950ms (35%). * Animate. This is unchanged - Auspice sets the transition time to 0 (see end of this commit message). We get around 4 frames at 70ms each (14fps) then a long commit phase blocking for ~650ms. For unknown reasons we trigger a timer flush but it doesn't show up in the performance snapshot, which is why these times are unchanged by this commit. Note that the timings for the initial frame are slightly variable in chrome. The JS time / blinkng pipeline parts shown on the main thread seem pretty consistent, but when the frame is drawn (relative to when the commit phase starts) is more variable. So take the above results with a grain of salt. P.S. there is a somewhat parallel implementation of this concept in Auspice where PhyloTree sets a transition time of zero if subsequent updates come in quick enough, but that is buggy. Firstly, if an update takes a long time the main thread will be blocked so the next update will be indistinguishable from one which was triggered an acceptable time later. Secondly, it only works for animation where we have a stream of updates.
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For big trees, attempting to animate changes results in poor performance
and we're better off making all SVG changes in a single pass. "big" here
depends on both the browser's performance and the size of the tree. Here
we just use the latter as it's simpler to code, but in the future we may
measure performance as the user interacts with the viz and update these
flags accordingly. (This is one of the reasons we calculate these in
middleware.)
For future, we should add nuance to this performance flag. For instance,
viewing a 2k tree and zooming into a clade has poor performance and we'd
be better off skipping the animation, however once in a small clade it
works well. For that same tree (viewing all 2k tips) filtering to a
clade still looks good with the animation.
4000 tips is arbitrary, it was chosen after testing a variety of
datasets locally.
Note that there is a big difference between not setting a transition
(within d3) and setting a transition of 0ms - the former is much faster.
See #1878 for more details
here. I didn't implement this change for
modifySVGInStages
as it usesa more complex scheduling system; but the performance here is terrible
for really large trees so we should revisit this in future work.
Performance changes
Auspice built in production mode on Chrome 130.0 on a Apple M3 pro chip.
Datasets: a large ncov tree (23k tips) (see
#1878 for more), and a flu
tree of 2k tips. Both only rendering the tree panel.
Flu performance is unchanged, as 2k tips isn't enough to trigger this
performance toggle. For posterity:
ncov performance:
Zoom into clade 21M.
main blocked for a further 700ms
main is no longer blocked: reduced by ~1100ms (45%).
Filter to clade 21M.
blocked for a further 660ms
main is no longer blocked: reduced by ~950ms (35%).
Animate. This is unchanged - Auspice sets the transition time to 0
(see end of this commit message). We get around 4 frames at 70ms each
(14fps) then a long commit phase blocking for ~650ms. For unknown
reasons we trigger a timer flush but it doesn't show up in the
performance snapshot, which is why these times are unchanged by this
commit.
Note that the timings for the initial frame are slightly variable in
chrome. The JS time / blinkng pipeline parts shown on the main thread
seem pretty consistent, but when the frame is drawn (relative to when
the commit phase starts) is more variable. So take the above results
with a grain of salt.
P.S. there is a somewhat parallel implementation of this concept in
Auspice where PhyloTree sets a transition time of zero if subsequent
updates come in quick enough, but that is buggy. Firstly, if an update
takes a long time the main thread will be blocked so the next update
will be indistinguishable from one which was triggered an acceptable
time later. Secondly, it only works for animation where we have a stream
of updates.