Add a tutorial for the new Warm-start feature#1029
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lebrice wants to merge 6 commits intoEpistimio:developfrom
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Add a tutorial for the new Warm-start feature#1029lebrice wants to merge 6 commits intoEpistimio:developfrom
lebrice wants to merge 6 commits intoEpistimio:developfrom
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bouthilx
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bouthilx
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bouthilx
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| storage=current_experiment_storage, | ||
| executor=SingleExecutor(), | ||
| max_trials=current_experiment_n_runs, | ||
| # NOTE: This n_initial_points is changed slightly, since it also counts the trials from |
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It's interesting to make this fair comparison. In practice however would not need to force random points first at the previous results already provide a good basis to start bayesian optimization.
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Ok, should I keep this then? or not?
Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Use more samples for training of Profet model Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Warm-start example is a bit better Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Add more comments in the notebook Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Use Pytorch mnist/fashionmnist instead, bad Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> [dirty] Trying to find good settings Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Update example a bit, seems to work much better! Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Try to make the plot appear Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Add the pickleddb files for the databases Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Rename things, image still does show :( Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Add a thumbnail (image shows up now!) Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Removed the torch multiprocessing context setting Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Make path relative so CI will work too Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Add tutorial to index, add text to describe plot Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Move databases to avoid any possible abs paths Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Attempt to fix KnowledgeBase config merge issue Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Update the pickle files for the example Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Seed all the randomness, update pickles Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Fix issue with portability of PickledDB objects Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com> Update the pickleddb files for the example Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com>
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Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com>
Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com>
Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com>
Signed-off-by: Fabrice Normandin <fabrice.normandin@gmail.com>
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Adds an example of how to use the new warm-start feature.
Currently uses the Profet tasks, which require quite a bit of compute to run the first time (GPUS also help, but aren't required).
TODOS:
Current results:
