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Auto-sklearn baseline v1#32

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AxiomAlive wants to merge 66 commits intomainITMO-NSS-team/GAMLET:mainfrom auto-sklearn_baselineITMO-NSS-team/GAMLET:auto-sklearn_baselineCopy head branch name to clipboard

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Commits

Commits on Feb 26, 2023

• create requirements.txt

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• move to FEDOT 0.7.0

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• create Dockerfile

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• prepare experiment demo

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Commits on Mar 3, 2023

• adapt to FEDOT 0.7.0 again

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• fix similarity assessors

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Commits on Mar 4, 2023

• allow PymfeExtractor fill values with median

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Commits on Mar 24, 2023

• use FEDOT version with fixed initial assumptions

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Commits on Mar 30, 2023

• optional cache usage for MFE extractor

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• allow to advise only the n best models

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• finalize experiment

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Commits on Apr 7, 2023

• finalize experiment [2]

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Commits on Apr 8, 2023

• wrap & log exceptions; log progress to file

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• update requirements.txt

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• update timeouts

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Commits on Apr 18, 2023

• remove GOLEM from requirements.txt to inherit version required by FEDOT

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• clean openml cache

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• update Dockerfile

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Commits on Apr 20, 2023

• make experiment safer

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• add .dockerignore

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• fix save path

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Commits on May 2, 2023

• Making code more reusable and qualitative

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• Adding auto-sklearn run script with an example

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• Merge branch 'dont_download_cached_dataset_qualities' of github.com:ITMO-NSS-team/meta-automl-research into auto-sklearn_run

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Commits on May 11, 2023

• move to FEDOT 0.7.0

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• create Dockerfile

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• prepare experiment demo

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• fix similarity assessors

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• allow PymfeExtractor fill values with median

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  e0661f3

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• use FEDOT version with fixed initial assumptions

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  4f10b03

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• optional cache usage for MFE extractor

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• allow to advise only the n best models

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• finalize experiment

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• finalize experiment [2]

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• wrap & log exceptions; log progress to file

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• update timeouts

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• remove GOLEM from requirements.txt to inherit version required by FEDOT

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• clean openml cache

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• update Dockerfile

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• make experiment safer

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• add .dockerignore

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• fix save path

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Commits on May 15, 2023

• Merging remote

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• Resolving conflict

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Commits on May 17, 2023

• add logging in PymfeExtractor

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Commits on May 31, 2023

• add intelligent datasets train/test split

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Commits on Jun 30, 2023

• Refactor data storage (#15)

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Commits on Jul 3, 2023

• Auto-sklearn baseline in a progress

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• WIP: auto-sklearn baseline

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• examples/4_advising_models conflict resolving

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Commits on Jul 5, 2023

• Implemented Auto-sklearn baseline.

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Commits on Jul 6, 2023

• fix inner components

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• separate framework cache from other data

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• use yaml config for the experiment

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• refactor run.py

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Commits on Jul 7, 2023

• update requirements

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Commits on Jul 8, 2023

• Removing IDE configuration files.

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• Conflict resolving

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Commits on Jul 16, 2023

• make absolute path to config.yaml

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• fix train test split

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• refactor for frequent results saving

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• fix logging

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Commits on Jul 19, 2023

• Adding an AutoML baseline class

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• Reflecting API changes in an asklearn baseline

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• Merge pull request #37 from ITMO-NSS-team/automl_baseline

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• Merge branch 'docker_and_experiments' into auto-sklearn_baseline

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