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[AutoScheduler] Add a tutorial on auto-scheduling a network for x86 CPU #7019

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merged 11 commits into from
Dec 3, 2020
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[AutoScheduler] Add a tutorial on auto-scheduling a network for x86 CPU #7019

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d0cc9b6
[AutoScheduler] Add tutorial on auto-scheduling a network for CPU
merrymercy Dec 3, 2020
23d393a
update
merrymercy Dec 3, 2020
94def95
update
merrymercy Dec 3, 2020
58e4578
update
merrymercy Dec 3, 2020
7677716
improve
merrymercy Dec 3, 2020
a8d3a7d
improve
merrymercy Dec 3, 2020
e55e477
address comments
merrymercy Dec 3, 2020
03518df
add help on layout conversion
merrymercy Dec 3, 2020
361d489
add help for layout conversion
merrymercy Dec 3, 2020
905d1ab
update target string
merrymercy Dec 3, 2020
bafbcb7
update cuda logs
merrymercy Dec 3, 2020
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4 changes: 4 additions & 0 deletions python/tvm/auto_scheduler/measure.py
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Original file line number Diff line number Diff line change
Expand Up @@ -329,6 +329,10 @@ def __init__(
cooldown_interval=0.0,
enable_cpu_cache_flush=False,
):
if enable_cpu_cache_flush:
number = 1
min_repeat_ms = 0

self.__init_handle_by_constructor__(
_ffi_api.LocalRunner,
timeout,
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2 changes: 1 addition & 1 deletion ..._scheduler/ci_logs/resnet-18-NHWC-B1.json → ...duler/ci_logs/resnet-18-NHWC-B1-cuda.json
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@@ -1,4 +1,4 @@
# Provide valid schedules for resnet-18.
# Provide valid schedules for resnet-18 on GPU.
# This is used to run the tutorial on the documentation web server.
{"i": [["[\"b32ed43fb351136894c322ee49097a1a\"]", "cuda -keys=cuda,gpu -max_num_threads=1024 -thread_warp_size=32", [-1, 16, 64, 49152, 65536, 1024, 8, 32]], [[], [["SP", 4, 1, 1000, [50], 1], ["AN", 4, 2, 6], ["FSP", 3, 1, 0, 1], ["AN", 3, 2, 6], ["CA", 3, 4, 0], ["CI", 2], ["FSP", 1, 1, 0, 1], ["AN", 1, 2, 6], ["CA", 1, 4, 0], ["AN", 4, 0, 5], ["PR", 1, 0, "auto_unroll_max_step$0"], ["PR", 3, 0, "auto_unroll_max_step$1024"]]]], "r": [[4.54041e-06], 0, 1.27943, 1605490839], "v": "v0.3"}
{"i": [["[\"d09dc1a6bb90d59c91b68989ad3492ff\"]", "cuda -keys=cuda,gpu -max_num_threads=1024 -thread_warp_size=32", [-1, 16, 64, 49152, 65536, 1024, 8, 32]], [[], [["SP", 2, 0, 1, [1, 1, 1, 1], 1], ["SP", 2, 5, 1000, [1, 50, 1, 1], 1], ["SP", 2, 10, 512, [1, 4], 1], ["RE", 2, [0, 5, 1, 6, 2, 7, 10, 11, 3, 8, 12, 4, 9]], ["FSP", 4, 0, 0, 3], ["FSP", 4, 4, 1, 3], ["RE", 4, [0, 4, 1, 5, 2, 6, 3, 7]], ["CA", 2, 4, 5], ["CHR", 1, "shared", [2]], ["CA", 2, 3, 6], ["CHR", 0, "shared", [3]], ["CA", 1, 4, 6], ["FU", 6, [0, 1]], ["AN", 6, 0, 5], ["FU", 6, [1, 2]], ["AN", 6, 1, 4], ["FU", 6, [2, 3]], ["AN", 6, 2, 6], ["FU", 3, [0, 1]], ["SP", 3, 0, 4, [4], 1], ["AN", 3, 1, 2], ["FFSP", 3, 0, [1, 0], 1, 1], ["AN", 3, 1, 6], ["FU", 1, [0, 1]], ["SP", 1, 0, 4, [2], 1], ["AN", 1, 1, 2], ["FFSP", 1, 0, [1, 0], 1, 1], ["AN", 1, 1, 6], ["PR", 4, 0, "auto_unroll_max_step$1024"]]]], "r": [[1.03431e-05], 0, 2.09134, 1605490924], "v": "v0.3"}
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