connorgoggins opened a new pull request #17528: [OpPerf] Implement all linalg ops URL: https://github.com/apache/incubator-mxnet/pull/17528 ## Description ## This PR serves to implement all Linear Algebra operators in OpPerf. To achieve this, I created a file (`benchmark/opperf/nd_operations/linalg_operators.py`) with a function (`run_linalg_operators_benchmarks`) to run all Linear Algebra ops. Within this function, I used calls to `run_performance_test` for the linalg ops with specific requirements on input data values and a call to a new function I wrote (`get_all_linalg_operators`) in conjunction with `run_op_benchmarks` for all other linalg ops. I also added a call to `run_linalg_operators_benchmarks` in `opperf.py`. I also disabled backwards runs on ops that do not support them (`linalg_gelqf`, `linalg_slogdet`, `moments`). ## Checklist ## ### Essentials ### Please feel free to remove inapplicable items for your PR. - [x] Changes are complete (i.e. I finished coding on this PR) - [x] All changes have test coverage - [x] Code is well-documented - [x] To the best of my knowledge, examples are either not affected by this change, or have been fixed to be compatible with this change ### Changes ### - A benchmark/opperf/nd_operations/linalg_operators.py - M benchmark/opperf/opperf.py - M benchmark/opperf/rules/default_params.py - M benchmark/opperf/utils/benchmark_utils.py - M benchmark/opperf/utils/op_registry_utils.py ## Comments ## Tested on p2.16xl w/ubuntu 16.04 and Mac OS with: 1. Checkout branch and call function `run_linalg_operators_benchmarks` - runs all Linear Algebra ops on relevant data 2. Checkout branch and run `opperf.py` (full run of all ops) ## Performance Results ## [Group of operator test - all linalg ops (CPU)](https://gist.github.com/connorgoggins/39cfe77a4d33099d8eb9acc311b2d780) [Full OpPerf test (CPU)](https://gist.github.com/connorgoggins/c07b18d2b4f3123bf756f299df664ff5) [Group of operator test - all linalg ops (GPU)](https://gist.github.com/connorgoggins/1a57724611c47235e225346d1b9ac1e4) [Full OpPerf test (GPU)](https://gist.github.com/connorgoggins/f44b4873af0902faf5ff044061382ef9) @apeforest @access2rohit @ChaiBapchya
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