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

実施日: 2019/05/24

package	last_day	last_month	last_week
hyperopt	4789	123204	29240
scikit-optimize	4790	94593	28434
bayesian-optimization	976	18769	4902
gpyopt	304	20030	1926
cma	533	9333	2639
optuna	245	3670	1132
smac	136	3772	947
botorch	30	1192	204
ax-platform	30	1008	190
nevergrad	26	509	156
dragonfly	5	218	27

実施日: 2019/07/04

package	last_day	last_month	last_week
hyperopt	4810	160805	56062
scikit-optimize	1135	51395	7707
bayesian-optimization	667	17204	4594
cma	1009	14852	4616
optuna	461	13724	3087
gpyopt	166	6811	1199
smac	145	3912	894
nevergrad	68	935	390
botorch	49	881	249
ax-platform	45	912	221
dragonfly	3	201	44

実施日: 2019/08/03

package	last_day	last_month	last_week
hyperopt	13162	398630	79463
scikit-optimize	1424	36816	8650
bayesian-optimization	1293	31745	9253
featuretools	1077	29269	7389
cma	451	26301	2547
optuna	326	8903	1884
gpyopt	221	6506	1251
smac	135	4580	1019
nevergrad	58	1788	394
botorch	61	1005	284
ax-platform	41	925	280
dragonfly	1	159	29

実施日: 2019/09/15

package	last_day	last_month	last_week
hyperopt	20397	525321	129870
scikit-optimize	4135	70610	22391
cma	381	43872	2549
bayesian-optimization	857	27190	6357
featuretools	1164	27746	6127
optuna	340	8568	2082
gpyopt	256	5827	1475
smac	263	5420	1357
nevergrad	73	2354	503
ax-platform	78	1284	353
botorch	65	1197	346
dragonfly	3	164	28

実施日: 2019/10/09

package	last_day	last_month	last_week
h2o	2135	93733	14904
tsfresh	1882	47885	14052
featuretools	1514	38329	9074
tpot	1174	39160	7814
auto-ml	177	4355	1049
auto-sklearn	141	4589	916
mlbox	11	573	92

package	last_day	last_month	last_week
hyperopt	16175	461976	97648
scikit-optimize	6294	121483	30743
bayesian-optimization	1410	46091	10578
featuretools	1514	38329	9074
cma	1212	19087	5540
optuna	337	8581	2101
smac	201	5561	1234
gpyopt	243	5483	1152
nevergrad	70	1883	454
botorch	97	1708	450
ax-platform	84	1579	342
dragonfly	11	193	50

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