zuliani99 / automl-benchmark Goto Github PK
View Code? Open in Web Editor NEWBenchmark for some usual automated machine learning, such as: AutoSklearn, MLJAR, H2O, TPOT and AutoGluon. All visualized via a Dash Web Application
Benchmark for some usual automated machine learning, such as: AutoSklearn, MLJAR, H2O, TPOT and AutoGluon. All visualized via a Dash Web Application
I don't know how but this two does not save the pipelines in the result_class
clines the repository , build the docker image ( i hade to add the README.md file to it for it to work) , and when it ran i got:
RuntimeError: module compiled against API version 0x10 but this version of numpy is 0xe
build docker image and run
my machine:
After clicking the button the application does not open the modal for showing the pipelines of all algorithms for the specific dataset
Dataframe tested: 10.csv
Describe the bug
Error when trying to comapre two past openml benchmarks
Depends on the measure of the Kaggle competition. The score tables have to adapt and insert or not the leader's score.
Analise also the effect of doing a Kaggle benchmark on multiple competition
Referr to this issue
Make attention to line 165 of utils.py:
if (
collections.Counter(cls) == collections.Counter(dfs_class)
and collections.Counter(reg) == collections.Counter(dfs_reg)
and collections.Counter(pip) != collections.Counter(options_end)
)
This allow comparison only if there are the same classification and regression dataframe and if the end lifetime is different, note that now the end lifetime is the actual time consumed for computation. Which is also rounded to 3 significant digits.
So decide in a short time what logic to implement in this part of the code
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