[Relay][VM] Add autotvm context when compile #4062
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icemelon
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Oct 5, 2019
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Could you rebase the pr against the latest master? |
yongwww
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Oct 5, 2019
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@icemelon9 rebase done. |
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* master: (21 commits) [Fix][VM] Fix VM invoke with set_params (apache#4079) [QNN] Refactor fixed point multiplication in requantize (apache#4073) Fix match case in Python-side expr functor (apache#4037) Hide symbols from dependent libraries if HIDE_PRIVATE_SYMBOLS is ON. (apache#4041) Add gradient for log-softmax (apache#4069) [DOC] Fix typos in tutorials (apache#4066) dicrease the complexity of CalcDep from exponential to linear (apache#4053) [Relay][AlterOp] Minor refactor. (apache#4064) [Relay][AlterOp] Improving support for broadcast layout alteration. (apache#4040) Add parses support for zeros_like tflite operator (apache#4042) [Bugfix][TF] reset graph after getting tag of savedmodel (apache#4055) [Relay][VM] Add more passes to VMCompiler (apache#4058) [Relay][VM] Add autotvm context when compile (apache#4062) [Bugfix] Fix target host for vm compiler (apache#4057) [Relay][Training] Add gradient for Crossentropy (apache#3925) [llvm] switch to use Align for llvm trunk (apache#4051) [Relay][TopHub] Add switch to disable TopHub download (apache#4015) [Relay][Op] Add instance norm op (apache#4004) [QNN][Relay] Calling Dialect passes from inside Relay Build API. (apache#3971) [RELAY/PASS] Fix the extent for the post_stmt in the loop partition (apache#3734) ...
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This speeds up mxnet resnet18 by 2X for Relay VM in c5.18xlarge. I believe this generally applies to other models. This matches with
relay.buildlogic(https://github.com/dmlc/tvm/blob/7d71dd8bd7b9b6412568a6860161566071588055/python/tvm/relay/build_module.py#L200-L205)cc @icemelon9 @yongwww @kevinthesun @jroesch