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 discard 2f90294  adding API doc for Lamb Phase 1 and 2
 discard eadd5de  fixing base lamb optimizer
 discard 259dd7b  initial commit lamb optimizer
     add e7e6532  Add fast implementation of LARS (#16122)
     add d4bd7cf  fix atol for test_preloaded_multi_sgd (#16356)

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 * -- * -- B -- O -- O -- O   (2f90294)
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             N -- N -- N   refs/heads/benchmark (d4bd7cf)

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Summary of changes:
 python/mxnet/optimizer/optimizer.py                | 317 ++++++++++++++++----
 src/operator/contrib/multi_lars-inl.h              | 100 +++++++
 src/operator/contrib/multi_lars.cc                 |  56 ++++
 .../multi_lars.cu}                                 |  12 +-
 src/operator/contrib/multi_sum_sq-inl.h            | 100 +++++++
 src/operator/contrib/multi_sum_sq.cc               |  84 ++++++
 src/operator/contrib/multi_sum_sq.cu               | 173 +++++++++++
 src/operator/contrib/preloaded_multi_sgd-inl.h     | 332 +++++++++++++++++++++
 src/operator/contrib/preloaded_multi_sgd.cc        | 245 +++++++++++++++
 .../{amp_graph_pass.cc => preloaded_multi_sgd.cu}  |  44 +--
 src/operator/optimizer_op-inl.h                    | 186 ------------
 src/operator/optimizer_op.cc                       |  77 -----
 src/operator/optimizer_op.cu                       |   7 -
 .../lenet5_train.py => nightly/test_optimizer.py}  |  67 +++--
 tests/python/gpu/test_operator_gpu.py              | 153 ++++++++++
 tests/python/unittest/test_optimizer.py            |  73 -----
 16 files changed, 1565 insertions(+), 461 deletions(-)
 create mode 100644 src/operator/contrib/multi_lars-inl.h
 create mode 100644 src/operator/contrib/multi_lars.cc
 copy src/operator/{numpy/np_broadcast_reduce_op_index.cu => 
contrib/multi_lars.cu} (77%)
 create mode 100644 src/operator/contrib/multi_sum_sq-inl.h
 create mode 100644 src/operator/contrib/multi_sum_sq.cc
 create mode 100644 src/operator/contrib/multi_sum_sq.cu
 create mode 100644 src/operator/contrib/preloaded_multi_sgd-inl.h
 create mode 100755 src/operator/contrib/preloaded_multi_sgd.cc
 copy src/operator/contrib/{amp_graph_pass.cc => preloaded_multi_sgd.cu} (55%)
 copy tests/{python/tensorrt/lenet5_train.py => nightly/test_optimizer.py} (58%)

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