zuliani99 / AutoML-Benchmark

Benchmark for some usual automated machine learning, such as: AutoSklearn, MLJAR, H2O, TPOT and AutoGluon. All visualized via a Dash Web Application

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Comparison between past benchmarks

zuliani99 opened this issue · comments

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

Changed in:

if (
  collections.Counter(cls) == collections.Counter(dfs_class)
  and collections.Counter(reg) == collections.Counter(dfs_reg)
  and collections.Counter(time_limit) != collections.Counter(options_start)
)

Now I can compare benchmarks with the same dataframes but with different starting limit time

At the moment it seems to be ok. If the problem isn't resolved i'll reopen this issue