[Auto Scheduler] Mali Support#7132
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FrozenGene merged 5 commits intoapache:mainfrom Dec 22, 2020
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cc @antinucleon Apple's M1 GPU is more like Mali (such as unified memory) compared with nv gpu, maybe you could modify a little code and try. |
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comaniac
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Dec 18, 2020
giuseros
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Dec 21, 2020
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Thanks for the amazing PR @FrozenGene ! We are definitely interested, even though it's not in our immediate plans. I attempted a review and I left few minor comments.
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antinucleon
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Dec 23, 2020
| node->sketch_rules.push_back(&rule_multi_level_tiling); | ||
| node->sketch_rules.push_back(&rule_skip_stage); | ||
| if (node->search_task->target->GetAttr<String>("device", "") == "mali") { | ||
| node->sketch_rules.push_back(&rule_always_inline); |
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@FrozenGene @merrymercy I think it worth to export sketch API to Python, make it more configurable. For a given workload, we may want to try multiple sketches pattern, exporting will enable these experiments without rebuild.
masahi
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Dec 24, 2020
* [Auto Scheduler] Mali Support * Fix doc * fix lint * address comments * fix doc
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* [Auto Scheduler] Mali Support * Fix doc * fix lint * address comments * fix doc
TusharKanekiDey
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* [Auto Scheduler] Mali Support * Fix doc * fix lint * address comments * fix doc
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* [Auto Scheduler] Mali Support * Fix doc * fix lint * address comments * fix doc
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* [Auto Scheduler] Mali Support * Fix doc * fix lint * address comments * fix doc
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This is the auto sheduler support for mali gpu.
On one T880-MP4 mali gpu, the performance of TFLite mobilenet v2:
As AutoTVM need much time, I don't test it. But according to previous experience and we beyond one good accelerate framework MNN, I am confident that AutoScheduler's performance is better than AutoTVM.