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#340: Implement clustering-based transfer strategy (#341)
* #340: skeleton implementation * #338: separate out transfer phase and make it sub classable (#339) * #338: completed base transfer strategy and fixed algorithm doc * #338: progress checkpoint of recursive transfer strategy * #338: fixed previous commit (added incorrect file) * #338: object ordering strategy is specific to recursive technique * #338: progress checkpoint * #338: pushed changes to internals to check against CI * #338: completed refactoring to separate out transfer and make it abstract * #340: progress checkpoint before rebasing * #340: modified configuration validator to allow for recursive strategy * #338: modified template configuration files with transfer strategy * #340: update script with transfer strategy * #340: updated all CI scripts with transfer strategy * #340: skeleton implementation * #340: progress checkpoint before rebasing * #340: modified configuration validator to allow for recursive strategy * #338: modified template configuration files with transfer strategy * #340: update script with transfer strategy * #340: updated all CI scripts with transfer strategy * #340: integrated Clustering strategy in framework; now executing * #340: more debug info * #340: a working implementation for unbreakable clusters * #340: removed now-unused debug/testing statements * #340: checkpoint of implementation state finding global optimum with slightly relaxed memory * #340: fixed bug in color scale, related to #333 * #340: modified algo to use average work instead of load and pass it to strategies * #340: ordering clusters by decreasing load for better perf * #340: adding memory to govern target selection * #340: a working implementation of the best cluster finding method * #340: replaced total work target with average load * #340: completed implementation of clustering based strategy * #340: removed unused ordering strategy code * #340: better logging of transfer strategy * #340: make use of maximum number of objects when applicable * #340: cleaned-up debugging containers * #340: improved execution logic of transfer * #340: better instrumentation of suitable subcluster finder * #333: fixed bug in maximum range (similar to min bug fixed earlier) * #340: fixed extra blank lines at EOF * #340: fixed doc * #340: better execution logic that further improves LB convergence * #340: unified and commonalized object transfer method * #340: whitespace cleanup * #340: inadvertently introduced typo * #340: moved potential target retrieval from transfer strategy to rank * #340: progress checkpoint of optimizations for clustering algo * #340: progress checkpoint with a strategy achieving I<0.3 consistently * #340: Implemented cluster swaps * #340: improved logging of swaps * #340: when information is incomplete reverse swap not always possible * #340: accelerated performance with limiter heuristics * #340: improved legibility and documentation * #340: whitespace cleanup * #340: factored out swapping logic to base transfer class, better logging * #340: refactoring of criterion and transfer signatures for consistency * #340: clarified names; removed unncessary return values; cleanup * #340: moved transfer/swap of object lists to phase for better factoring out * #340: made logging lighter in non-debug mode * #340: updated Recursive strategy with new phase transfer method * #340: use expanded criterion (including swap) rather than ad hoc calculation * #340: implemented non-deterministic transfer for large cases * #340: fixed error in combinations optimzation (max --> min) * #340: completed implementation of binomial+unfiform sampling based non-deterministic strategy * #340: further improved subsampling of subclusters * #340: final improvements * #340: improved code quality by following some Pylint findings * #340: removed unused module * #340: improved legibility of CMF computation * #340: continued to optimize clustering strategy * #340: modified optimization strategy for faster convergence * #340: added test data * #340: use law of large number based argument for nondeterministic subclustering
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‎data/challenging_toy_fewer_tasks/toy.0.json

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‎data/challenging_toy_fewer_tasks/toy.1.json

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‎data/challenging_toy_fewer_tasks/toy.10.json

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‎data/challenging_toy_fewer_tasks/toy.11.json

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