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  1. SystemDS
  2. SYSTEMDS-2065

Code generation for operator fusion v3

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    • Epic
    • Status: Open
    • Major
    • Resolution: Unresolved
    • None
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    • Code generation for operator fusion v3

    Description

      This epic aims to make the existing code generation feature - introduced in SYSTEMML-1284 - production ready.

      Apart from features for robustness, performance, and broader operation support this also includes the extension to generating native CPU and GPU operations, including deep-learning-specific operations.

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        Issue Links

        is related to

        Sub-task - The sub-task of the issue SYSTEMDS-2373 Codegen integration nary min/max

        • Major - Major loss of function.
        • Closed
        relates to

        Epic - Created by Jira Software - do not edit or delete. Issue type for a big user story that needs to be broken down. SYSTEMDS-1284 Code generation for operator fusion

        • Major - Major loss of function.
        • Closed
         
        		 SYSTEMDS-2072 Stepwise linregDS w/ codegen fails due to unknown size of intermediates Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2074 Codegen row template fails for large dense block inputs Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2143 Unsupported sprop/sigmoid in codegen row templates Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2144 Codegen counter-productive w/ forced GPU ops Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2145 Kmeans w/ codegen fails on distributed spark operations Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2150 Codegen optimizer creates suboptimal plan for L2SVM over mnist80m Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2156 Side effects of parfor recompilation on codegen plans, e.g., kmeans Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2157 Codegen optimizer row to cell conversion destroys fusion plans Bug Closed Janardhan Pulivarthi
        Actions
         
        		 SYSTEMDS-2161 Suboptimal codegen plans for ALS due to wrong cost model memoization Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2180 Fuse all heuristic failing for kmeans tests w/o rewrites Bug Closed Janardhan Pulivarthi
        Actions
         
        		 SYSTEMDS-2369 Incorrect nnz runtime propagation on codegen spark cell ops w/o agg Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2404 Resnet200 failing w/ new biad_add codegen fusion Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2431 Codegen failing on three-way multi-aggregate Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2439 Codegen optimizer failing for MLogreg special cases Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2454 Incorrect codegen plan for binary outer operations Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2480 Too aggressive reuse of vectors in codegen row templates Bug Closed Matthias Boehm
        Actions
         
        		 SYSTEMDS-2484 AutoEncoder codegen failing w/ enabled rewrites Bug Closed Matthias Boehm
        Actions

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            Unassigned Unassigned
            mboehm7 Matthias Boehm
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