Scikit-learn: Python 3.7rc1์—์„œ `pip install` ์‹คํŒจ(์ปดํŒŒ์ผ ์˜ค๋ฅ˜)

์— ๋งŒ๋“  2018๋…„ 06์›” 19์ผ  ยท  29์ฝ”๋ฉ˜ํŠธ  ยท  ์ถœ์ฒ˜: scikit-learn/scikit-learn

์„ค๋ช…

Python 3.7rc1์—์„œ pip install (์ปดํŒŒ์ผ ์˜ค๋ฅ˜: PyThreadState ์— ๊ตฌ์„ฑ์›์ด ์—†์Šต๋‹ˆ๋‹ค ...)์„ ํ•  ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค.

์ด๊ฒƒ์ด ๋ณด๊ณ ๋œ ๊ฒฝ์šฐ ์‚ฌ๊ณผํ•˜์ง€๋งŒ ๋ฌธ์ œ(ํ์‡„/๊ฐœ๋ฐฉ) ๋˜๋Š” ์ด์— ๋Œ€ํ•œ ํ’€ ๋ฆฌํ€˜์ŠคํŠธ์—์„œ ์ฐพ์„ ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค.

pyyaml(yaml/pyyaml#126), numpy(numpy/numpy#10500), cython(cython/cython#1978) ๋ฐ pygame(pygame/pygame#382)์— ์œ ์‚ฌํ•œ ๋ฌธ์ œ๊ฐ€ ์žˆ์—ˆ์Šต๋‹ˆ๋‹ค.

์žฌํ˜„ํ•  ๋‹จ๊ณ„/์ฝ”๋“œ

ํŒŒ์ด์ฌ 3.7rc1์„ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค.
pip install scikit-learn

์˜ˆ์ƒ ๊ฒฐ๊ณผ

pip ์„ฑ๊ณต.

์‹ค์ œ ๊ฒฐ๊ณผ

์ปดํŒŒ์ผ ์˜ค๋ฅ˜:

...
sklearn/cluster/_dbscan_inner.cpp: In function โ€˜int
__Pyx__GetException(PyThreadState*, PyObject**, PyObject**, PyObject**)โ€™:

sklearn/cluster/_dbscan_inner.cpp:6029:24: error: โ€˜PyThreadStateโ€™ has no member named โ€˜exc_typeโ€™
     tmp_type = tstate->exc_type;
                        ^
sklearn/cluster/_dbscan_inner.cpp:6030:25: error: โ€˜PyThreadStateโ€™ has no member named โ€˜exc_valueโ€™
     tmp_value = tstate->exc_value;
                         ^
sklearn/cluster/_dbscan_inner.cpp:6031:22: error: โ€˜PyThreadStateโ€™ has no member named โ€˜exc_tracebackโ€™
     tmp_tb = tstate->exc_traceback;
                      ^
sklearn/cluster/_dbscan_inner.cpp:6032:13: error: โ€˜PyThreadStateโ€™ has no member named โ€˜exc_typeโ€™
     tstate->exc_type = local_type;
             ^
sklearn/cluster/_dbscan_inner.cpp:6033:13: error: โ€˜PyThreadStateโ€™ has no member named โ€˜exc_valueโ€™
     tstate->exc_value = local_value;
             ^
sklearn/cluster/_dbscan_inner.cpp:6034:13: error: โ€˜PyThreadStateโ€™ has no member named โ€˜exc_tracebackโ€™
     tstate->exc_traceback = local_tb;
             ^
error: Command "g++ -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g
-fwrapv -O3 -Wall -fPIC
-I/data/install/lib/python3.7/site-packages/numpy/core/include
-I/data/install/lib/python3.7/site-packages/numpy/core/include
-I/data/install/include/python3.7m -c sklearn/cluster/_dbscan_inner.cpp -o
build/temp.linux-x86_64-3.7/sklearn/cluster/_dbscan_inner.o -MMD -MF
build/temp.linux-x86_64-3.7/sklearn/cluster/_dbscan_inner.o.d" failed with exit
status 1

๋ฒ„์ „

Linux-3.10.0-862.el7.x86_64-x86_64-with-redhat-7.5-Maipo
Python 3.7.0rc1 (default, Jun 19 2018, 10:54:58) 
[GCC 4.8.5 20150623 (Red Hat 4.8.5-28)]
NumPy 1.14.5
SciPy 1.1.0

๊ฐ€์žฅ ์œ ์šฉํ•œ ๋Œ“๊ธ€

์š”์ ์€ ํ‰๊ท ์ ์ธ Homebrew ์‚ฌ์šฉ์ž๊ฐ€ ๊ธฐ๋ณธ์ ์œผ๋กœ Python 3.7์„ ์‚ฌ์šฉํ•œ๋‹ค๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค.

Python 3.7์„ ์ง€์›ํ•  ๋งˆ์ด๋„ˆ 0.19.2 ๋ฆด๋ฆฌ์Šค๊ฐ€ ์ง„ํ–‰ ์ค‘์ž…๋‹ˆ๋‹ค.

๋ชจ๋“  29 ๋Œ“๊ธ€

์‹ ๊ณ ํ•ด ์ฃผ์…”์„œ ๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค!

์ตœ์‹  ๊ฐœ๋ฐœ ๋ฒ„์ „ ์„ค์น˜๊ฐ€ ์ž‘๋™ํ•ฉ๋‹ˆ๊นŒ?

pip install https://github.com/scikit-learn/scikit-learn/archive/master.zip

์ปดํŒŒ์ผํ•˜๋ ค๋ฉด Cython >=0.27.3์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.

(๋‚˜์ค‘์— ์ฐธ์กฐํ•  ์ˆ˜ ์žˆ๋„๋ก https://github.com/scikit-learn/scikit-learn/issues/11224์— ์—ฐ๊ฒฐ)

์ด๊ฒƒ์€ Cython์ด ์ˆ˜์ •ํ•˜๊ณ  ์ถœ์‹œํ•ด์•ผ ํ•˜๋Š” ๊ฒƒ ๊ฐ™์Šต๋‹ˆ๋‹ค. ์šฐ๋ฆฌ
์—ฌ๊ธฐ์—์„œ Py3.7์— ๋Œ€ํ•œ Cython์˜ ์ง€์›์— ์˜์กดํ•ฉ๋‹ˆ๋‹ค.

์˜ˆ, https://github.com/cython/cython/issues/1955 ์— ๋”ฐ๋ฅด๋ฉด Python 3.7์˜ ์ตœ์†Œ ์š”๊ตฌ ์‚ฌํ•ญ์€ ์ด ๋ฌธ์ œ๊ฐ€ ์ˆ˜์ •๋œ Cython 0.27.3์ž…๋‹ˆ๋‹ค. #11224์—์„œ ๋นŒ๋“œ๊ฐ€ Cython 0.28์—์„œ ์ œ๋Œ€๋กœ ์ž‘๋™ํ•˜๋Š”์ง€ ํ™•์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

doc/developers/advanced_installation.rst ์˜ ์ตœ์†Œ โ€‹โ€‹Cython ๋ฒ„์ „์€ Python 3.7์— ๋งž๊ฒŒ ์—…๋ฐ์ดํŠธ๋˜์–ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

Python 3.7 ์ง€์›์œผ๋กœ ์ด๋™ํ•˜๋Š” ๊ฐ€์žฅ ์‰ฌ์šด ๋ฐฉ๋ฒ•์€ ์ผ์ƒ์ ์ธ "์ตœ์‹  ์ข…์†์„ฑ" ์ž‘์—…์—์„œ Python 3.7 ์ง€์›์„ ์‚ฌ์šฉํ•˜๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค. ๊ทธ๋Ÿฌ๋‚˜ ์ด๊ฒƒ์€ NumPy์™€ SciPy๊ฐ€ Python 3.7์„ ์ง€์›ํ•  ๋•Œ ๊ฐ€์žฅ ์‰ฝ์Šต๋‹ˆ๋‹ค. NumPy๋Š” 3.7์šฉ ํœ ์„ ์ƒ์‚ฐํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ํ˜„์žฌ SciPy๋Š” Python 3.7์—์„œ ๋นŒ๋“œ๋ฅผ ๋งŒ๋“ค์ง€ ์•Š๊ณ  ์žˆ์ง€๋งŒ ์ž‘์—… ์ค‘์ž…๋‹ˆ๋‹ค(https://github.com/scipy/scipy/pull/8988). ๋”ฐ๋ผํ•ด๋ณด๋„๋ก ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค.

IMO, ์šฐ๋ฆฌ๋Š” v0.20.0์—์„œ Python 3.7 ์ง€์›์— ๋Œ€ํ•ด ๊ฑฑ์ •ํ•  ํ•„์š”๊ฐ€ ์—†์ง€๋งŒ SciPy ๋ฐ Six(https://github.com)์˜ ์ œํ•œ๋œ ์ง€์›์„ ๊ฐ์•ˆํ•  ๋•Œ ๋ฒ„๊ทธ ์ˆ˜์ • ๋ฆด๋ฆฌ์Šค(0.20.1 ๋˜๋Š” 0.20.2)์—์„œ ์ฒ˜๋ฆฌํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค. /benjaminp/six/pull/241).

IMO, v0.20.0์—์„œ Python 3.7 ์ง€์›์— ๋Œ€ํ•ด ๊ฑฑ์ •ํ•  ํ•„์š”๊ฐ€ ์—†์ง€๋งŒ ๋ฒ„๊ทธ ์ˆ˜์ • ๋ฆด๋ฆฌ์Šค(0.20.1 ๋˜๋Š” 0.20.2)์—์„œ ์ฒ˜๋ฆฌํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

Python 3.7์˜ ์ƒํ™ฉ์„ ์š”์•ฝํ•˜์ž๋ฉด,

์ด์ œ SciPy์—๋Š” Python 3.7(๋ชจ๋“  ํ”Œ๋žซํผ)์šฉ ๋ฐ”์ด๋„ˆ๋ฆฌ ํœ ์ด ์žˆ์Šต๋‹ˆ๋‹ค.

FWIW, #11409๋Š” numpy, scipy ๋ฐ cython์˜ ๊ฐœ๋ฐœ ๋ฒ„์ „์œผ๋กœ ๋นŒ๋“œํ•  ์ˆ˜ ์žˆ๊ณ  ๋ชจ๋“  ํ…Œ์ŠคํŠธ๊ฐ€ ํ†ต๊ณผํ•จ์„ ์‹๋ณ„ํ•ฉ๋‹ˆ๋‹ค(PendingDeprecationWarning ๋ฐ DeprecationWarning ํฌํ•จ). ๊ทธ๋Ÿฌ๋‚˜ ์˜ˆ์ œ ๊ฐค๋Ÿฌ๋ฆฌ๋ฅผ ์‹คํ–‰ํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค. ๋˜ํ•œ Windows์—์„œ ๋นŒ๋“œ๋ฅผ ์‹œ๋„ํ•˜์ง€๋„ ์•Š์Šต๋‹ˆ๋‹ค(์•„๋งˆ๋„ ๊ทธ๋ž˜์•ผ ํ•จ).

homebrew ๋Š” ์ €๋ฅผ python 3.7.0์œผ๋กœ ์—…๊ทธ๋ ˆ์ด๋“œํ–ˆ๊ณ  ์ €๋Š” ์ด์ œ scikit-learn ์—†์ด ๋‚จ์•˜์Šต๋‹ˆ๋‹ค.
๋‚ด๊ฐ€ ์–ธ์ œ pip3 install scikit-learn ์„ ํ•  ์ˆ˜ ์žˆ์„ ๊ฑฐ๋ผ๊ณ  ์ƒ๊ฐํ•ด? ์ผ์ฃผ์ผ? ํ•œ ๋‹ฌ? ๋…„?
๊ธฐ๋‹ค๋ฆด์ง€ ์•„๋‹ˆ๋ฉด 3.6.*์œผ๋กœ ๋‹ค์šด๊ทธ๋ ˆ์ด๋“œํ• ์ง€ ๊ฒฐ์ •ํ•˜๋ ค๋ฉด ์ด ์ •๋ณด๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
๋งค์šฐ ๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค.

๋‚ด๊ฐ€ ์–ธ์ œ pip3 install scikit-learn์„ ํ•  ์ˆ˜ ์žˆ์„ ๊ฑฐ๋ผ๊ณ  ์ƒ๊ฐํ•˜์„ธ์š”? ์ผ์ฃผ์ผ? ํ•œ ๋‹ฌ? ๋…„?

๋‹ค์Œ ๋ฆด๋ฆฌ์Šค๋ฅผ ์œ„ํ•œ ๋งค์šฐ ๋Œ€๋žต์ ์ธ ํ•œ ๋‹ฌ. ํ•œํŽธ https://github.com/scikit-learn/scikit-learn/issues/11320#issuecomment -398556438 ๊ฐœ๋ฐœ ๋ฒ„์ „์„ ์„ค์น˜ํ•˜๊ฑฐ๋‚˜ python 3.6์œผ๋กœ ๋‹ค์šด๊ทธ๋ ˆ์ด๋“œํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

์šฐ๋ฆฌ๋Š” Py3.7 ์ง€์›์„ ์œ„ํ•ด ์„œ๋‘˜๋Ÿฌ 0.19.2๋ฅผ ์ถœ์‹œํ•˜๋Š” ๊ฒƒ์„ ๊ณ ๋ คํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๊นŒ?

์ตœ๊ทผ์— ๊ทธ๊ฒƒ์— ๋Œ€ํ•ด ์—ด๋ฆฐ ๋ฌธ์ œ์˜ ์–‘์„ ๊ฐ์•ˆํ•  ๋•Œ ์‹ค์ œ๋กœ ๋” ๋ฐ”๋žŒ์งํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๋˜ํ•œ ๋ฏธ๋ž˜์— Python 3.7์„ ์‚ฌ์šฉํ•˜๋Š” ์‚ฌ๋žŒ๋“ค์„ ์œ„ํ•ด 0.19.x์™€ 0.20.x ์‚ฌ์ด์˜ ๋น„๊ต/ํšŒ๊ท€ ์ถ”์ ์„ ๋‹จ์ˆœํ™”ํ•  ๊ฒƒ์ž…๋‹ˆ๋‹ค.

0.19.2 ๋ฆด๋ฆฌ์Šค๋ฅผ ๋๋‚ด๋ฉด ํŠน๋ณ„ํ•œ ์ด์œ  ์—†์ด 0.19.1์„ ๋†“์ณค๊ธฐ ๋•Œ๋ฌธ์— ์ถ”๊ฐ€๋ฅผ ๊ณ ๋ คํ•ด์•ผ ํ•˜๋Š” ๋‘ ๊ฐ€์ง€ ์‚ฌํ•ญ์ด ์žˆ์Šต๋‹ˆ๋‹ค.

Ubuntu 18.04์—์„œ ๊ถŒ์žฅ๋˜๋Š” ํ•ด๊ฒฐ ๋ฐฉ๋ฒ•์€ ๋‹ค์Œ๊ณผ ๊ฐ™์Šต๋‹ˆ๋‹ค.
ํ• ์„ค์น˜ https://github.com/scikit-learn/scikit-learn/archive/master.zip

@rth

๋‹ค์Œ ๋ฆด๋ฆฌ์Šค๋ฅผ ์œ„ํ•œ ๋งค์šฐ ๋Œ€๋žต์ ์ธ ํ•œ ๋‹ฌ. ํ•œํŽธ ๊ฐœ๋ฐœ ๋ฒ„์ „ #11320(์ฝ”๋ฉ˜ํŠธ)์„ ์„ค์น˜ํ•˜๊ฑฐ๋‚˜ python 3.6์œผ๋กœ ๋‹ค์šด๊ทธ๋ ˆ์ด๋“œํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

Homebrew๋Š” ๊ธฐ๋ณธ Python ์„ค์น˜๋ฅผ 3.7๋กœ ์—…๋ฐ์ดํŠธํ–ˆ์Šต๋‹ˆ๋‹ค. homebrew๋Š” ํŠน์ • ๋ฒ„์ „์˜ ์„ค์น˜๋ฅผ ํ—ˆ์šฉํ•˜์ง€ ์•Š๊ธฐ ๋•Œ๋ฌธ์— 3.6์œผ๋กœ ๋‹ค์šด๊ทธ๋ ˆ์ด๋“œํ•˜๋Š” ๊ฒƒ์€ ์‰ฌ์šด ์ผ์ด ์•„๋‹™๋‹ˆ๋‹ค. ์ฐธ๊ณ ๋กœ

@bgyarfas brew์—์„œ python 3.7์—์„œ 3.6.5๋กœ ๋‹ค์‹œ ๋‹ค์šด๊ทธ๋ ˆ์ด๋“œํ•  ์ˆ˜ ์žˆ์–ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

brew info python3
brew switch python 3.6.5

์ด๊ฒƒ์€ ์ด์ „ ๋ฒ„์ „์ด ์—ฌ์ „ํžˆ ๋กœ์ปฌ ์‹œ์Šคํ…œ์— ์บ์‹œ๋˜์–ด ์žˆ๋Š” ๊ฒฝ์šฐ์—๋งŒ ์ž‘๋™ํ•ฉ๋‹ˆ๋‹ค.

@bgyarfas ํ™ˆ๋ธŒ๋ฅ˜์— 3.6 ์บ์‹œ๊ฐ€ ์—†์œผ๋ฉด pyenv๋ฅผ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๋‹ค์Œ์€ ๋‚˜๋ฅผ ์œ„ํ•ด ์ผํ–ˆ์Šต๋‹ˆ๋‹ค ...

brew install pyenv
pyenv install 3.6.5
eval "$(pyenv init -)"
pyenv shell 3.6.5
pip install virtualenv
virtualenv venv-3.6
source venv-3.6/bin/activate

virtualenv ์—†์ด๋„ ์ด ์ž‘์—…์„ ์ˆ˜ํ–‰ํ•  ์ˆ˜ ์žˆ์ง€๋งŒ ์ผ๋ฐ˜์ ์ธ ์„ค์ •์—์„œ๋Š” ์ด์— ์˜์กดํ•ฉ๋‹ˆ๋‹ค.

์š”์ ์€ ํ‰๊ท ์ ์ธ Homebrew ์‚ฌ์šฉ์ž๊ฐ€ ๊ธฐ๋ณธ์ ์œผ๋กœ Python 3.7์„ ์‚ฌ์šฉํ•œ๋‹ค๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค.

์š”์ ์€ ํ‰๊ท ์ ์ธ Homebrew ์‚ฌ์šฉ์ž๊ฐ€ ๊ธฐ๋ณธ์ ์œผ๋กœ Python 3.7์„ ์‚ฌ์šฉํ•œ๋‹ค๋Š” ๊ฒƒ์ž…๋‹ˆ๋‹ค.

Python 3.7์„ ์ง€์›ํ•  ๋งˆ์ด๋„ˆ 0.19.2 ๋ฆด๋ฆฌ์Šค๊ฐ€ ์ง„ํ–‰ ์ค‘์ž…๋‹ˆ๋‹ค.

19.2 ๋ฆด๋ฆฌ์Šค ์ผ์ •์€ ์–ด๋–ป๊ฒŒ ๋ฉ๋‹ˆ๊นŒ?
๊ฐ์‚ฌ!

@sam-s ์ง€๊ธˆ ํ•„์š”ํ•œ ๊ฒฝ์šฐ ์ตœ์‹  cython ๋ฒ„์ „์„ ์‚ฌ์šฉํ•˜์—ฌ ๋งˆ์Šคํ„ฐ ๋ธŒ๋žœ์น˜๋ฅผ ์„ค์น˜ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

pip install -U cython
pip install -e git+https://github.com/scikit-learn/scikit-learn@master#egg=scikit-learn

์ด๊ฒƒ์€ pipenv๋ฅผ ์‚ฌ์šฉํ•˜๋Š” Python 3.7์—์„œ ์ €์—๊ฒŒ ํšจ๊ณผ์ ์ด์—ˆ์Šต๋‹ˆ๋‹ค.
๋ฌผ๋ก  ๋ฆด๋ฆฌ์Šค๋ฅผ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๊ฒŒ ๋˜๋ฉด (์•„๋งˆ๋„) ๋ถˆ์•ˆ์ •ํ•œ ๋งˆ์Šคํ„ฐ ๋ถ„๊ธฐ์—์„œ ์˜ฌ๋ฐ”๋ฅธ ๋ฆด๋ฆฌ์Šค๋กœ ๋ฐ”๊ฟ”์•ผ ํ•ฉ๋‹ˆ๋‹ค.

๊ธฐ๋ณธ์ ์œผ๋กœ ์ค€๋น„๋œ 0.19.X ๋ถ„๊ธฐ์—์„œ ์„ค์น˜ํ•  ์ˆ˜๋„ ์žˆ์Šต๋‹ˆ๋‹ค.
ํ•˜์ง€๋งŒ ๋ฆด๋ฆฌ์Šค๋ฅผ ๋งŒ๋“ค ์ˆ˜ ์žˆ๋Š” ์‚ฌ๋žŒ์„ ์‚ฌ์šฉํ•  ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค.

๋ฆด๋ฆฌ์Šค 0.19.2๋Š” ์ด์ œ PyPI์—์„œ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. https://pypi.org/project/scikit-learn/0.19.2/

๊ณ ์ •์œผ๋กœ ๋‹ซ์Šต๋‹ˆ๋‹ค. Python 3.7์—์„œ 0.19.2๋ฅผ ์‚ฌ์šฉํ•˜์„ธ์š”.

0.20.X์˜ ๊ณ„ํš์€ ๋ฌด์—‡์ž…๋‹ˆ๊นŒ? 0.20.0์—์„œ๋Š” ๋นŒ๋“œํ•  ์ˆ˜ ์žˆ์ง€๋งŒ 0.20.1์—์„œ๋Š” ๋นŒ๋“œํ•  ์ˆ˜ ์—†๋Š” ๊ฒƒ ๊ฐ™์Šต๋‹ˆ๋‹ค.
์˜ค๋ฅ˜๋Š” ๋‹ค์Œ๊ณผ ๊ฐ™์Šต๋‹ˆ๋‹ค.

     sklearn/cluster/_hierarchical.cpp:24792:13: error: โ€˜PyThreadState {aka struct _ts}โ€™ has no member named โ€˜exc_tracebackโ€™; did you mean โ€˜curexc_tracebackโ€™?
           tstate->exc_traceback = *tb;

https://github.com/scikit-learn/scikit-learn/issues/11320#issuecomment -398631435์— ์–ธ๊ธ‰๋œ ๋Œ€๋กœ Cython์„ ์—…๋ฐ์ดํŠธํ•ด ๋ณด์…จ์Šต๋‹ˆ๊นŒ?

๋ฐฉ๊ธˆ 0.20.2๋กœ ์—…๋ฐ์ดํŠธ๋˜์—ˆ์œผ๋ฉฐ ์ž‘๋™ํ•ฉ๋‹ˆ๋‹ค.

0.20 ๋ณด๋‹ค ๋‚ฎ์€ ๋ชจ๋“  ๋ฒ„์ „(์˜ˆ: 0.16 , 0.17 , 0.18 , 0.19 )์ด ์ค‘๋‹จ๋˜๋Š” ๊ฒฝํ—˜์„ ํ–ˆ์Šต๋‹ˆ๋‹ค.

๋‚ด ํ…Œ์ŠคํŠธ: https://travis-ci.org/nok/sklearn-porter/builds/561765760

์ด ๋ฒ„์ „์„ ๋‹ค๋ฃฐ ๊ณ„ํš์ด ์žˆ์Šต๋‹ˆ๊นŒ?

0.20๋ณด๋‹ค ๋‚ฎ์€ ๋ชจ๋“  ๋ฒ„์ „(์˜ˆ: 0.16, 0.17, 0.18, 0.19)์ด ๊นจ์ง€๋Š” ๊ฒฝํ—˜์„ ํ–ˆ์Šต๋‹ˆ๋‹ค.
์ด ๋ฒ„์ „์„ ๋‹ค๋ฃฐ ๊ณ„ํš์ด ์žˆ์Šต๋‹ˆ๊นŒ?

๋‚˜๋Š” ๊ทธ๋ ‡๊ฒŒ ์ƒ๊ฐํ•˜์ง€ ์•Š๋Š”๋‹ค. Python 3.7 ์‚ฌ์šฉ์ž๋Š” ์ตœ์†Œํ•œ scikit-learn 0.20.X๋กœ ์—…๊ทธ๋ ˆ์ด๋“œํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

์ด ํŽ˜์ด์ง€๊ฐ€ ๋„์›€์ด ๋˜์—ˆ๋‚˜์š”?
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