[Apache TVM Discuss] [Development/RFC] [RFC] Building a new reproducible benchmark for TVM

2020-11-21 Thread Cody H. Yu via Apache TVM Discuss
Glad to see this is being planned! I could help on this as much as I can. One question/suggestion is that if we are going to have such formal benchmarking approach, maybe we can make it MLPref friendly so that everyone can use this TVM utility to run these models on the target platform and sub

[Apache TVM Discuss] [Development/RFC] [RFC] Building a new reproducible benchmark for TVM

2020-11-21 Thread tqchen via Apache TVM Discuss
It would also be great to consider output https://tvm.apache.org/docs/dev/benchmark.html and iterate on a common log format --- [Visit Topic](https://discuss.tvm.apache.org/t/rfc-building-a-new-reproducible-benchmark-for-tvm/8496/5) to respond. You are receiving this because you enabled

[Apache TVM Discuss] [Development/RFC] [RFC] Building a new reproducible benchmark for TVM

2020-11-21 Thread Zhi via Apache TVM Discuss
It is really nice to add the regression tests against a selected set of models, since the down streams users usually have to spend quite amount of time to find the root cause once there is a regression. Or they have to sync the upstream codebase as frequent as possible and test regression loca

[Apache TVM Discuss] [Development/RFC] [RFC] Building a new reproducible benchmark for TVM

2020-11-21 Thread Zhao Wu via Apache TVM Discuss
One question for the performance regression, how to judge the normal fluctuation, especially CPU? Like resnet50 maybe 20.00ms, but becomes 20.88ms after one pr? --- [Visit Topic](https://discuss.tvm.apache.org/t/rfc-building-a-new-reproducible-benchmark-for-tvm/8496/7) to respond. You