Config API + Optuna PoC = AutoML 🖤 #937
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catalyst/dl/scripts/tune.py
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| return args, unknown_args | ||
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| def process_trial_config(trial, config: Dict) -> Tuple[optuna.Trial, Dict]: |
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[pep8] reported by reviewdog 🐶
D103 Missing docstring in public function
| def on_stage_start(self, runner: "IRunner"): | ||
| """ | ||
| On stage start hook. | ||
| Takes ``optuna_trial`` from ``Experiment`` for future needs if required. |
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[pep8] reported by reviewdog 🐶
E501 line too long (80 > 79 characters)
| def on_stage_start(self, runner: "IRunner"): | ||
| """ | ||
| On stage start hook. | ||
| Takes ``optuna_trial`` from ``Experiment`` for future needs if required. |
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[pep8] reported by reviewdog 🐶
W505 doc line too long (80 > 79 characters)
Scitator
changed the title
catalyst/dl/scripts/tune.py
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| expdir=expdir, config=trial_config | ||
| ) | ||
| # @TODO: here we need better solution. | ||
| experiment._trial = trial |
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[pep8] reported by reviewdog 🐶
WPS437 Found protected attribute usage: _trial
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This pull request is now in conflicts. @Scitator, could you fix it? 🙏 |
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Before submitting
catalyst-make-codestyle && catalyst-check-codestyle(pip install -U catalyst-codestyle).make check-docs?Description
I think, everyone of us was looking for some tool to create some initial config, run hyperparameters search and just get the best model, right? looks like we are quite close :)
how to start
minimal example - https://github.com/catalyst-team/catalyst/tree/feature/config-api-optuna/examples/cifar_stages_optuna
config example - https://github.com/catalyst-team/catalyst/blob/feature/config-api-optuna/examples/cifar_stages_optuna/config.yml#L4#L9
hyperparamers space - https://github.com/catalyst-team/catalyst/blob/feature/config-api-optuna/examples/cifar_stages_optuna/model.py#L6$#L16
how to run
how to visualise plots
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