tkonolige opened a new pull request #6790: URL: https://github.com/apache/incubator-tvm/pull/6790
Like #6671 this PR fixes autotvm when using the spawn start method for multiprocessing. I've added some tests to make sure that things work with spawn in the CI. I've also added notices to the tutorials letting users know that they will not run on windows or macOS. Here are performance results for `tutorials/autotvm/tune_conv2d_cuda.py` with n_trials = 100. ``` This PR XGB iter: 0 tr-a-recall@64: 0.661270 tr-map: 0.100000 XGB iter: 25 tr-a-recall@64: 0.754100 tr-map: 1.000000 XGB stopped. Best iteration: [29] tr-a-recall@64:0.75971 tr-map:1.00000 XGB train: 1.08 obs: 64 error: 43 n_cache: 64 SA iter: 50 last_update: 49 max-0: 5.39 max-1: 6.08 temp: 0.90 elapsed: 3.41 SA iter: 100 last_update: 98 max-0: 5.72 max-1: 6.25 temp: 0.80 elapsed: 6.82 SA iter: 150 last_update: 148 max-0: 5.89 max-1: 6.51 temp: 0.70 elapsed: 10.38 SA iter: 200 last_update: 197 max-0: 5.97 max-1: 6.51 temp: 0.60 elapsed: 14.18 SA iter: 250 last_update: 248 max-0: 6.09 max-1: 6.51 temp: 0.50 elapsed: 18.02 SA iter: 300 last_update: 298 max-0: 6.15 max-1: 6.51 temp: 0.40 elapsed: 21.72 SA iter: 350 last_update: 348 max-0: 6.17 max-1: 6.51 temp: 0.30 elapsed: 25.30 SA iter: 400 last_update: 398 max-0: 6.21 max-1: 6.51 temp: 0.20 elapsed: 28.79 SA iter: 450 last_update: 447 max-0: 6.24 max-1: 6.51 temp: 0.10 elapsed: 32.20 SA iter: 500 last_update: 493 max-0: 6.25 max-1: 6.51 temp: 0.00 elapsed: 35.35 SA iter: 500 last_update: 493 elapsed: 35.35 main XGB iter: 0 tr-a-recall@64: 0.610293 tr-map: 0.500000 XGB iter: 25 tr-a-recall@64: 0.671535 tr-map: 1.000000 XGB stopped. Best iteration: [29] tr-a-recall@64:0.67466 tr-map:1.00000 XGB train: 1.02 obs: 64 error: 50 n_cache: 64 SA iter: 50 last_update: 49 max-0: 5.41 max-1: 6.23 temp: 0.90 elapsed: 3.41 SA iter: 100 last_update: 98 max-0: 5.58 max-1: 6.23 temp: 0.80 elapsed: 6.94 SA iter: 150 last_update: 145 max-0: 5.72 max-1: 6.37 temp: 0.70 elapsed: 10.61 SA iter: 200 last_update: 198 max-0: 5.76 max-1: 6.37 temp: 0.60 elapsed: 14.25 SA iter: 250 last_update: 247 max-0: 5.83 max-1: 6.45 temp: 0.50 elapsed: 17.87 SA iter: 300 last_update: 298 max-0: 6.03 max-1: 6.45 temp: 0.40 elapsed: 21.81 SA iter: 350 last_update: 349 max-0: 6.07 max-1: 6.45 temp: 0.30 elapsed: 25.57 SA iter: 400 last_update: 397 max-0: 6.11 max-1: 6.45 temp: 0.20 elapsed: 28.99 SA iter: 450 last_update: 444 max-0: 6.13 max-1: 6.45 temp: 0.10 elapsed: 32.60 SA iter: 500 last_update: 489 max-0: 6.14 max-1: 6.45 temp: 0.00 elapsed: 35.76 SA iter: 500 last_update: 489 elapsed: 35.76 ``` This is on a 64-core x86 ubuntu system with python 3.6.9. Performance is the same. ---------------------------------------------------------------- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. For queries about this service, please contact Infrastructure at: us...@infra.apache.org
