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Divide and conquer #134
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Divide and conquer #134
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…eHole to RuleNode and remove Union type.
Codecov ReportAttention: Patch coverage is
Additional details and impacted files@@ Coverage Diff @@
## master #134 +/- ##
==========================================
+ Coverage 71.26% 76.09% +4.83%
==========================================
Files 20 22 +2
Lines 689 774 +85
==========================================
+ Hits 491 589 +98
+ Misses 198 185 -13 ☔ View full report in Codecov by Sentry. |
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Description
This PR includes a basic implementation of divide and conquer functions.
Main additions:
divide_and_conquer
: Main function implementing the divide-and-conquer search procedure.divide
: Breaks down a problem specification into individual subproblems, each consisting of a single input-output example.decide
: Decides if a partial program should be kept. Programs are kept if they satisfy at least one subproblem.conquer
: Combines solutions to subproblems into a global solution program using a decision tree. Helper functions for decision tree:get_predicates
: Generates predicates for feature tests in the decision tree (BFS iterator with provided start symbol).get_features
: Constructs feature matrix by evaluating everyIOExample
inputs on all predicates.get_labels
: Extracts labels for each subproblem. First partial program that satisfied the subproblem is used as label.construct_final_program
: Recursively constructs the final program from the decision tree.