有名どころ最適化ライブラリのPyPIダウンロード数調査

Makefile

default: 01

01:
    $(MAKE) -s ranking | tee ranking.md

ranking: TARGET ?= _ranking
ranking:
    $(MAKE) -s ${TARGET} | jqfpy -c 'd = get(); {"package": d["package"], **d["data"]}' | jqfpy --slurp 'sorted(get(), key=lambda x: x["last_month"] + (4 * x["last_week"]), reverse=True)' | dictknife cat -i json -o md

_ranking: OPT ?= -f json
_ranking:
    @pypistats recent ${OPT} hyperopt
    @pypistats recent ${OPT} cma
    @pypistats recent ${OPT} scikit-optimize
    @pypistats recent ${OPT} botorch
    @pypistats recent ${OPT} ax-platform
    @pypistats recent ${OPT} optuna
    @pypistats recent ${OPT} bayesian-optimization
    @pypistats recent ${OPT} GPyOpt
    @pypistats recent ${OPT} smac
    @pypistats recent ${OPT} cmaes

2020/04/03

package	last_day	last_month	last_week
scikit-optimize	24182	607753	142122
hyperopt	19783	465747	116191
optuna	2302	52643	15599
bayesian-optimization	1619	54725	11285
cma	818	27747	5642
gpyopt	377	7818	1831
smac	266	6255	1562
botorch	260	6851	1357
ax-platform	227	5416	1109
cmaes	1170	1630	1472