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Greedy query planning for large connected components #1442

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merged 27 commits into from
Oct 10, 2024

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@joka921 joka921 commented Aug 14, 2024

So far, the query planning took very long when the query graph has a large connected component. With this change, the query planner counts the number of connected subgraphs for each connected component. If that number exceeds a certain budget, the query planning for the component is done using so-called Greedy Operator Ordering (GOO). For a connected component with n nodes, GOO considers a quadratic number of plans, whereas the optimal dynamic programming potentially considers an exponential number of plans. The budget can be controlled via the runtime parameter query-planning-budget (default: 1500).

It is currently enabled by an explicit Runtime parameter.
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codecov bot commented Aug 14, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 88.33%. Comparing base (fb7b50b) to head (20a5538).
Report is 1 commits behind head on master.

Additional details and impacted files
@@            Coverage Diff             @@
##           master    #1442      +/-   ##
==========================================
+ Coverage   88.27%   88.33%   +0.05%     
==========================================
  Files         361      362       +1     
  Lines       27198    27319     +121     
  Branches     3663     3682      +19     
==========================================
+ Hits        24009    24131     +122     
+ Misses       1954     1952       -2     
- Partials     1235     1236       +1     

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Had a first look with Johannes. Awesome that this was possible with so little code. Speaks for the quality of the question planner code!

# Conflicts:
#	src/global/RuntimeParameters.h
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
# Conflicts:
#	src/engine/QueryPlanner.cpp
…P algorithm is very very expensive.

Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
…igurable.

Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
# Conflicts:
#	test/QueryPlannerTest.cpp
#	test/QueryPlannerTestHelpers.h
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
@hannahbast hannahbast changed the title Greedy query planning. Greedy query planning for "large" queries Oct 9, 2024
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
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Thorough 1-1 with Johannes, during which I made various changes that I will commit next

@hannahbast hannahbast changed the title Greedy query planning for "large" queries Greedy query planning for large connected components Oct 9, 2024
@hannahbast hannahbast changed the title Greedy query planning for large connected components Make query planning work also for large connected components Oct 9, 2024
@hannahbast hannahbast changed the title Make query planning work also for large connected components Switch to greedy query planning for large connected components Oct 9, 2024
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hannahbast commented Oct 9, 2024

@joka921 Thanks a lot + looks great now. Four more nitpicks:

  1. expectDifferentPlanners looks like a misnomer (look at its many applications in test/QueryPlannerTest.cpp). Can you find a better name?
  2. How about calling the runtime parameter query-planning-budget (it's not really the budget for greedy query planning, as the current name suggests, but rather a threshold beyond which we switch to greedy query planning). Alternatives would be query-planning-threshold (which sounds a bit generic) or greedy-query-planning-threshold (which is a bit long).
  3. Shouldn't we drop the use-greedy-planning parameter now? We can always simulate it by setting the budget to zero or to a very large number
  4. Is there a test for the if (graph.size() > 64) { return budget + 1; } case? The comment currently says that we are not sure whether this condition can ever be true.

NOTE: The description of the PR above mentions the runtime parameter. Please make sure that the names are consistent.

Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
Signed-off-by: Johannes Kalmbach <johannes.kalmbach@gmail.com>
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joka921 commented Oct 10, 2024

@hannahbast

  1. The default function (check with both planners) is now again called only expect (reduce the change), The other ones have explicit names that state, that you only want greedy or dynamic programming respectively.
  2. I went with query-planning-budget which seems to be consistent with the current commit message.
  3. Agreed and dropped
  4. I replaced this if by an assertion that explicitly tells us where we have to change things should we ever lift the restriction of 64 elements.

The other suggestions are from Codecov etc.

@hannahbast hannahbast changed the title Switch to greedy query planning for large connected components Greedy query planning for large connected components Oct 10, 2024
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This is now ready to merge (assuming the tests run through)

@hannahbast hannahbast merged commit b97c44c into ad-freiburg:master Oct 10, 2024
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2 participants