From 99578d72181256169b7d6a11b287be83a26279a4 Mon Sep 17 00:00:00 2001 From: Xavier Bouthillier Date: Wed, 16 Jun 2021 15:58:36 -0400 Subject: [PATCH 1/2] skeleton for HPO page --- docs/Handbook_hpo.rst | 43 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 43 insertions(+) diff --git a/docs/Handbook_hpo.rst b/docs/Handbook_hpo.rst index e69de29b..fe44f624 100644 --- a/docs/Handbook_hpo.rst +++ b/docs/Handbook_hpo.rst @@ -0,0 +1,43 @@ +Hyperparameter Optimization +=========================== + +Why it matters +-------------- + +Defining the search space +------------------------- + +Selecting HPO algorithms +------------------------ + + + +Visualizations +-------------- + + +Frameworks +---------- + +Oríon +^^^^^ + +Ray-Tune +^^^^^^^^ + +- Advantage if using Ray +- Many algorithms + + +Optuna +^^^^^^ + +- Good TPE implementation +- Less algorithms + + + + +References +---------- +AutoML book From 2f2991668bbf2863111bd26e1148f35c8c328b49 Mon Sep 17 00:00:00 2001 From: Xavier Bouthillier Date: Thu, 17 Jun 2021 13:53:12 -0400 Subject: [PATCH 2/2] Add bit more structure to HPO doc --- docs/Handbook_hpo.rst | 124 +++++++++++++++++++ docs/_static/dim_1.png | Bin 0 -> 5438 bytes docs/_static/dim_2.png | Bin 0 -> 14148 bytes docs/_static/dim_3.png | Bin 0 -> 54122 bytes docs/_static/easy_vs_hard.png | Bin 0 -> 154823 bytes docs/_static/grid_vs_random.png | Bin 0 -> 95675 bytes docs/_static/handbook_hpo_algo_selection.png | Bin 0 -> 93268 bytes docs/_static/par_dep_thumbnail.png | Bin 0 -> 94340 bytes docs/_static/parallel_coordinates_select.gif | Bin 0 -> 564040 bytes docs/_static/regret_thumbnail.png | Bin 0 -> 41064 bytes 10 files changed, 124 insertions(+) create mode 100644 docs/_static/dim_1.png create mode 100644 docs/_static/dim_2.png create mode 100644 docs/_static/dim_3.png create mode 100644 docs/_static/easy_vs_hard.png create mode 100644 docs/_static/grid_vs_random.png create mode 100644 docs/_static/handbook_hpo_algo_selection.png create mode 100644 docs/_static/par_dep_thumbnail.png create mode 100644 docs/_static/parallel_coordinates_select.gif create mode 100644 docs/_static/regret_thumbnail.png diff --git a/docs/Handbook_hpo.rst b/docs/Handbook_hpo.rst index fe44f624..334c4197 100644 --- a/docs/Handbook_hpo.rst +++ b/docs/Handbook_hpo.rst @@ -4,24 +4,148 @@ Hyperparameter Optimization Why it matters -------------- + + + +RL paper +Are GANs created equal? a large-scale study. Lucic et al (2017) +On the state of the art of evaluation in neural language models. Melis et al (2017) +Knowledge Base Completion: Baselines Strike Back. Kadlec et al (2017) +Repro paper +Accounting for variance in ML Benchmarks +Optimizer benchmark (DeepOBS?) + +Survey + + + + + Defining the search space ------------------------- +- Avoid turning discrete values into categories +- Use logarithmic distribution if the effect of hyperparameter on the objective is logarithmic (ex: +learning rates) +- Inverse logarithmic for hyperparameters behaving the other way around (ex: gamma of exponential learning rate schedule) (todo: get back equation from slides) + +Learning-rate +^^^^^^^^^^^^^ + + +Learning-rate schedule +^^^^^^^^^^^^^^^^^^^^^^ + + +Momentum +^^^^^^^^ + +Weight decay +^^^^^^^^^^^^ + +Mini-batch size +^^^^^^^^^^^^^^^ + +Size of layers +^^^^^^^^^^^^^^ + +Number of layers +^^^^^^^^^^^^^^^^ + + +Choosing the budget +------------------- + + +.. image:: _static/dim_1.png + :width: 300 + :alt: Alternative text + :align: center + +.. image:: _static/dim_2.png + :width: 300 + :alt: Alternative text + :align: center + +.. image:: _static/dim_3.png + :width: 300 + :alt: Alternative text + :align: center + +.. image:: _static/easy_vs_hard.png + :width: 600 + :alt: Alternative text + :align: center + + + + Selecting HPO algorithms ------------------------ +.. image:: _static/handbook_hpo_algo_selection.png + :width: 800 + :alt: Alternative text + :align: center + + +How many dimensions? +^^^^^^^^^^^^^^^^^^^^ + + +.. image:: _static/grid_vs_random.png + :width: 500 + :alt: Alternative text + :align: center + +Computational time per trial +^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Late learners +^^^^^^^^^^^^^ + +How many trials? +^^^^^^^^^^^^^^^^ + +Are all dimensions continuous? +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + + Visualizations -------------- +.. image:: _static/regret_thumbnail.png + :width: 500 + :alt: Alternative text + :align: center + + +.. image:: _static/parallel_coordinates_select.gif + :width: 500 + :alt: Alternative text + :align: center + + +.. image:: _static/par_dep_thumbnail.png + :width: 500 + :alt: 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