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Issue看板
前往新版Gitcode,体验更适合开发者的 AI 搜索 >>
提交
15f5cd29
编写于
7月 27, 2020
作者:
P
PyCaret
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
pycaret-nightly==0.36 part 2
上级
8266b6d7
变更
5
展开全部
隐藏空白更改
内联
并排
Showing
5 changed file
with
242 addition
and
683 deletion
+242
-683
pycaret/anomaly.py
pycaret/anomaly.py
+26
-156
pycaret/classification.py
pycaret/classification.py
+13
-84
pycaret/clustering.py
pycaret/clustering.py
+29
-152
pycaret/nlp.py
pycaret/nlp.py
+142
-148
pycaret/regression.py
pycaret/regression.py
+32
-143
未找到文件。
pycaret/anomaly.py
浏览文件 @
15f5cd29
...
...
@@ -2,7 +2,7 @@
# Author: Moez Ali <moez.ali@queensu.ca>
# License: MIT
# Release: PyCaret 2.0x
# Last modified : 2
4
/07/2020
# Last modified : 2
7
/07/2020
def
setup
(
data
,
categorical_features
=
None
,
...
...
@@ -350,182 +350,59 @@ def setup(data,
from
platform
import
python_version
,
platform
,
python_build
,
machine
logger
.
info
(
"python_version: "
+
str
(
python_version
()))
logger
.
info
(
"python_build: "
+
str
(
python_build
()))
logger
.
info
(
"machine: "
+
str
(
machine
()))
logger
.
info
(
"platform: "
+
str
(
platform
()))
import
psutil
psvm
=
psutil
.
virtual_memory
()
logger
.
info
(
"Memory: "
+
str
(
psvm
))
logger
.
info
(
"Physical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
False
)))
logger
.
info
(
"Logical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
True
)))
logger
.
info
(
"Checking libraries"
)
try
:
from
pandas
import
__version__
logger
.
info
(
"pd=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"pandas not found"
)
try
:
from
numpy
import
__version__
logger
.
info
(
"numpy=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"numpy not found"
)
try
:
from
sklearn
import
__version__
logger
.
info
(
"sklearn=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"sklearn not found"
)
try
:
from
xgboost
import
__version__
logger
.
info
(
"xgboost=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"xgboost not found"
)
try
:
from
lightgbm
import
__version__
logger
.
info
(
"lightgbm=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"lightgbm not found"
)
try
:
from
catboost
import
__version__
logger
.
info
(
"catboost=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"catboost not found"
)
try
:
from
kmodes
import
__version__
logger
.
info
(
"kmodes=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"kmodes not found"
)
try
:
from
pyod.version
import
__version__
logger
.
info
(
"pyod=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"pyod not found"
)
try
:
import
warnings
warnings
.
filterwarnings
(
'ignore'
)
from
gensim
import
__version__
logger
.
info
(
"gensim=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"gensim not found"
)
try
:
from
spacy
import
__version__
logger
.
info
(
"spacy=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"spacy not found"
)
try
:
from
nltk
import
__version__
logger
.
info
(
"nltk=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"nltk not found"
)
try
:
from
textblob
import
__version__
logger
.
info
(
"textblob=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"textblob not found"
)
try
:
from
pyLDAvis
import
__version__
logger
.
info
(
"pyLDAvis=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"pyLDAvis not found"
)
try
:
from
mlxtend
import
__version__
logger
.
info
(
"mlxtend=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"mlxtend not found"
)
try
:
from
matplotlib
import
__version__
logger
.
info
(
"matplotlib=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"matplotlib not found"
)
try
:
from
seaborn
import
__version__
logger
.
info
(
"seaborn=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"seaborn not found"
)
try
:
from
plotly
import
__version__
logger
.
info
(
"plotly=="
+
str
(
__version__
))
logger
.
info
(
"python_version: "
+
str
(
python_version
()))
except
:
logger
.
warning
(
"
plotly not found
"
)
logger
.
warning
(
"
cannot find platform.python_version
"
)
try
:
from
cufflinks
import
__version__
logger
.
info
(
"cufflinks=="
+
str
(
__version__
))
logger
.
info
(
"python_build: "
+
str
(
python_build
()))
except
:
logger
.
warning
(
"c
ufflinks not foun
d"
)
logger
.
warning
(
"c
annot find platform.python_buil
d"
)
try
:
from
yellowbrick
import
__version__
logger
.
info
(
"yellowbrick=="
+
str
(
__version__
))
logger
.
info
(
"machine: "
+
str
(
machine
()))
except
:
logger
.
warning
(
"
yellowbrick not found
"
)
logger
.
warning
(
"
cannot find platform.machine
"
)
try
:
from
shap
import
__version__
logger
.
info
(
"shap=="
+
str
(
__version__
))
logger
.
info
(
"platform: "
+
str
(
platform
()))
except
:
logger
.
warning
(
"
shap not found. cannot use interpret_model without shap.
"
)
logger
.
warning
(
"
cannot find platform.platform
"
)
try
:
from
pandas_profiling
import
__version__
logger
.
info
(
"pandas_profiling=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"pandas_profiling not found"
)
import
psutil
try
:
from
wordcloud
import
__version__
logger
.
info
(
"
wordcloud=="
+
str
(
__version__
))
psvm
=
psutil
.
virtual_memory
()
logger
.
info
(
"
Memory: "
+
str
(
psvm
))
except
:
logger
.
warning
(
"
wordcloud not found
"
)
logger
.
warning
(
"
cannot find psutil.version_memory
"
)
try
:
from
umap
import
__version__
logger
.
info
(
"
umap=="
+
str
(
__version__
))
logger
.
info
(
"Physical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
False
)))
logger
.
info
(
"
Logical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
True
)
))
except
:
logger
.
warning
(
"
umap not found
"
)
logger
.
warning
(
"
cannot find psutil.cpu_count
"
)
try
:
from
IPython
import
__version__
logger
.
info
(
"IPython=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"IPython not found"
)
logger
.
info
(
"Checking libraries"
)
try
:
from
ipywidget
s
import
__version__
logger
.
info
(
"
ipywidgets
=="
+
str
(
__version__
))
from
panda
s
import
__version__
logger
.
info
(
"
pd
=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"
ipywidget
s not found"
)
logger
.
warning
(
"
panda
s not found"
)
try
:
from
joblib
import
__version__
logger
.
info
(
"
joblib
=="
+
str
(
__version__
))
from
numpy
import
__version__
logger
.
info
(
"
numpy
=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"
joblib
not found"
)
logger
.
warning
(
"
numpy
not found"
)
try
:
from
imblearn
import
__version__
logger
.
info
(
"
imblearn
=="
+
str
(
__version__
))
from
pyod
import
__version__
logger
.
info
(
"
pyod
=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"
imblearn
not found"
)
logger
.
warning
(
"
pyod
not found"
)
try
:
from
mlflow.version
import
VERSION
...
...
@@ -535,13 +412,6 @@ def setup(data,
except
:
logger
.
warning
(
"mlflow not found"
)
try
:
from
awscli
import
__version__
logger
.
info
(
"awscli=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"awscli not found. cannot use deploy_model without awscli"
)
logger
.
info
(
"Checking Exceptions"
)
#run_time
...
...
pycaret/classification.py
浏览文件 @
15f5cd29
...
...
@@ -2,7 +2,7 @@
# Author: Moez Ali <moez.ali@queensu.ca>
# License: MIT
# Release: PyCaret 2.0x
# Last modified : 2
4
/07/2020
# Last modified : 2
7
/07/2020
def
setup
(
data
,
target
,
...
...
@@ -508,10 +508,18 @@ def setup(data,
logger
.
info
(
"platform: "
+
str
(
platform
()))
import
psutil
psvm
=
psutil
.
virtual_memory
()
logger
.
info
(
"Memory: "
+
str
(
psvm
))
logger
.
info
(
"Physical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
False
)))
logger
.
info
(
"Logical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
True
)))
try
:
psvm
=
psutil
.
virtual_memory
()
logger
.
info
(
"Memory: "
+
str
(
psvm
))
except
:
logger
.
warning
(
"cannot find psutil.version_memory"
)
try
:
logger
.
info
(
"Physical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
False
)))
logger
.
info
(
"Logical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
True
)))
except
:
logger
.
warning
(
"cannot find psutil.cpu_count"
)
logger
.
info
(
"Checking libraries"
)
...
...
@@ -527,7 +535,6 @@ def setup(data,
except
:
logger
.
warning
(
"numpy not found"
)
try
:
from
sklearn
import
__version__
logger
.
info
(
"sklearn=="
+
str
(
__version__
))
...
...
@@ -552,18 +559,6 @@ def setup(data,
except
:
logger
.
warning
(
"catboost not found"
)
try
:
from
shap
import
__version__
logger
.
info
(
"shap=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"shap not found. cannot use interpret_model without shap."
)
try
:
from
pandas_profiling
import
__version__
logger
.
info
(
"pandas_profiling=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"pandas_profiling not found"
)
try
:
from
mlflow.version
import
VERSION
import
warnings
...
...
@@ -571,72 +566,6 @@ def setup(data,
logger
.
info
(
"mlflow=="
+
str
(
VERSION
))
except
:
logger
.
warning
(
"mlflow not found"
)
"""
try:
from kmodes import __version__
logger.info("kmodes==" + str(__version__))
except:
logger.warning("kmodes not found")
try:
from pyod.version import __version__
logger.info("pyod==" + str(__version__))
except:
logger.warning("pyod not found")
try:
from matplotlib import __version__
logger.info("matplotlib==" + str(__version__))
except:
logger.warning("matplotlib not found")
try:
from yellowbrick import __version__
logger.info("yellowbrick==" + str(__version__))
except:
logger.warning("yellowbrick not found")
try:
from shap import __version__
logger.info("shap==" + str(__version__))
except:
logger.warning("shap not found. cannot use interpret_model without shap.")
try:
from pandas_profiling import __version__
logger.info("pandas_profiling==" + str(__version__))
except:
logger.warning("pandas_profiling not found")
try:
from IPython import __version__
logger.info("IPython==" + str(__version__))
except:
logger.warning("IPython not found")
try:
from ipywidgets import __version__
logger.info("ipywidgets==" + str(__version__))
except:
logger.warning("ipywidgets not found")
try:
from joblib import __version__
logger.info("joblib==" + str(__version__))
except:
logger.warning("joblib not found")
try:
from awscli import __version__
logger.info("awscli==" + str(__version__))
except:
logger.warning("awscli not found. cannot use deploy_model without awscli")
"""
#run_time
import
datetime
,
time
...
...
pycaret/clustering.py
浏览文件 @
15f5cd29
...
...
@@ -2,7 +2,7 @@
# Author: Moez Ali <moez.ali@queensu.ca>
# License: MIT
# Release: PyCaret 2.0x
# Last modified : 2
4
/07/2020
# Last modified : 2
7
/07/2020
def
setup
(
data
,
categorical_features
=
None
,
...
...
@@ -357,182 +357,65 @@ def setup(data,
from
platform
import
python_version
,
platform
,
python_build
,
machine
logger
.
info
(
"python_version: "
+
str
(
python_version
()))
logger
.
info
(
"python_build: "
+
str
(
python_build
()))
logger
.
info
(
"machine: "
+
str
(
machine
()))
logger
.
info
(
"platform: "
+
str
(
platform
()))
import
psutil
psvm
=
psutil
.
virtual_memory
()
logger
.
info
(
"Memory: "
+
str
(
psvm
))
logger
.
info
(
"Physical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
False
)))
logger
.
info
(
"Logical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
True
)))
logger
.
info
(
"Checking libraries"
)
try
:
from
pandas
import
__version__
logger
.
info
(
"pd=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"pandas not found"
)
try
:
from
numpy
import
__version__
logger
.
info
(
"numpy=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"numpy not found"
)
try
:
from
sklearn
import
__version__
logger
.
info
(
"sklearn=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"sklearn not found"
)
try
:
from
xgboost
import
__version__
logger
.
info
(
"xgboost=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"xgboost not found"
)
try
:
from
lightgbm
import
__version__
logger
.
info
(
"lightgbm=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"lightgbm not found"
)
try
:
from
catboost
import
__version__
logger
.
info
(
"catboost=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"catboost not found"
)
try
:
from
kmodes
import
__version__
logger
.
info
(
"kmodes=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"kmodes not found"
)
try
:
from
pyod.version
import
__version__
logger
.
info
(
"pyod=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"pyod not found"
)
try
:
import
warnings
warnings
.
filterwarnings
(
'ignore'
)
from
gensim
import
__version__
logger
.
info
(
"gensim=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"gensim not found"
)
try
:
from
spacy
import
__version__
logger
.
info
(
"spacy=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"spacy not found"
)
try
:
from
nltk
import
__version__
logger
.
info
(
"nltk=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"nltk not found"
)
try
:
from
textblob
import
__version__
logger
.
info
(
"textblob=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"textblob not found"
)
try
:
from
pyLDAvis
import
__version__
logger
.
info
(
"pyLDAvis=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"pyLDAvis not found"
)
try
:
from
mlxtend
import
__version__
logger
.
info
(
"mlxtend=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"mlxtend not found"
)
try
:
from
matplotlib
import
__version__
logger
.
info
(
"matplotlib=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"matplotlib not found"
)
try
:
from
seaborn
import
__version__
logger
.
info
(
"seaborn=="
+
str
(
__version__
))
logger
.
info
(
"python_version: "
+
str
(
python_version
()))
except
:
logger
.
warning
(
"
seaborn not found
"
)
logger
.
warning
(
"
cannot find platform.python_version
"
)
try
:
from
plotly
import
__version__
logger
.
info
(
"plotly=="
+
str
(
__version__
))
logger
.
info
(
"python_build: "
+
str
(
python_build
()))
except
:
logger
.
warning
(
"
plotly not foun
d"
)
logger
.
warning
(
"
cannot find platform.python_buil
d"
)
try
:
from
cufflinks
import
__version__
logger
.
info
(
"cufflinks=="
+
str
(
__version__
))
logger
.
info
(
"machine: "
+
str
(
machine
()))
except
:
logger
.
warning
(
"c
ufflinks not found
"
)
logger
.
warning
(
"c
annot find platform.machine
"
)
try
:
from
yellowbrick
import
__version__
logger
.
info
(
"yellowbrick=="
+
str
(
__version__
))
logger
.
info
(
"platform: "
+
str
(
platform
()))
except
:
logger
.
warning
(
"
yellowbrick not found
"
)
logger
.
warning
(
"
cannot find platform.platform
"
)
try
:
from
shap
import
__version__
logger
.
info
(
"shap=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"shap not found. cannot use interpret_model without shap."
)
import
psutil
try
:
from
pandas_profiling
import
__version__
logger
.
info
(
"
pandas_profiling=="
+
str
(
__version__
))
psvm
=
psutil
.
virtual_memory
()
logger
.
info
(
"
Memory: "
+
str
(
psvm
))
except
:
logger
.
warning
(
"
pandas_profiling not found
"
)
logger
.
warning
(
"
cannot find psutil.version_memory
"
)
try
:
from
wordcloud
import
__version__
logger
.
info
(
"
wordcloud=="
+
str
(
__version__
))
logger
.
info
(
"Physical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
False
)))
logger
.
info
(
"
Logical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
True
)
))
except
:
logger
.
warning
(
"
wordcloud not found
"
)
logger
.
warning
(
"
cannot find psutil.cpu_count
"
)
try
:
from
umap
import
__version__
logger
.
info
(
"umap=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"umap not found"
)
logger
.
info
(
"Checking libraries"
)
try
:
from
IPython
import
__version__
logger
.
info
(
"
IPython
=="
+
str
(
__version__
))
from
pandas
import
__version__
logger
.
info
(
"
pd
=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"
IPython
not found"
)
logger
.
warning
(
"
pandas
not found"
)
try
:
from
ipywidgets
import
__version__
logger
.
info
(
"
ipywidgets
=="
+
str
(
__version__
))
from
numpy
import
__version__
logger
.
info
(
"
numpy
=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"
ipywidgets
not found"
)
logger
.
warning
(
"
numpy
not found"
)
try
:
from
joblib
import
__version__
logger
.
info
(
"
joblib
=="
+
str
(
__version__
))
from
sklearn
import
__version__
logger
.
info
(
"
sklearn
=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"
joblib
not found"
)
logger
.
warning
(
"
sklearn
not found"
)
try
:
from
imblearn
import
__version__
logger
.
info
(
"
imblearn
=="
+
str
(
__version__
))
from
kmodes
import
__version__
logger
.
info
(
"
kmodes
=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"
imblearn
not found"
)
logger
.
warning
(
"
kmodes
not found"
)
try
:
from
mlflow.version
import
VERSION
...
...
@@ -542,12 +425,6 @@ def setup(data,
except
:
logger
.
warning
(
"mlflow not found"
)
try
:
from
awscli
import
__version__
logger
.
info
(
"awscli=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"awscli not found. cannot use deploy_model without awscli"
)
logger
.
info
(
"Checking Exceptions"
)
...
...
pycaret/nlp.py
浏览文件 @
15f5cd29
此差异已折叠。
点击以展开。
pycaret/regression.py
浏览文件 @
15f5cd29
...
...
@@ -2,7 +2,7 @@
# Author: Moez Ali <moez.ali@queensu.ca>
# License: MIT
# Release: PyCaret 2.0x
# Last modified : 2
4
/07/2020
# Last modified : 2
7
/07/2020
def
setup
(
data
,
target
,
...
...
@@ -497,16 +497,39 @@ def setup(data,
from
platform
import
python_version
,
platform
,
python_build
,
machine
logger
.
info
(
"python_version: "
+
str
(
python_version
()))
logger
.
info
(
"python_build: "
+
str
(
python_build
()))
logger
.
info
(
"machine: "
+
str
(
machine
()))
logger
.
info
(
"platform: "
+
str
(
platform
()))
try
:
logger
.
info
(
"python_version: "
+
str
(
python_version
()))
except
:
logger
.
warning
(
"cannot find platform.python_version"
)
try
:
logger
.
info
(
"python_build: "
+
str
(
python_build
()))
except
:
logger
.
warning
(
"cannot find platform.python_build"
)
try
:
logger
.
info
(
"machine: "
+
str
(
machine
()))
except
:
logger
.
warning
(
"cannot find platform.machine"
)
try
:
logger
.
info
(
"platform: "
+
str
(
platform
()))
except
:
logger
.
warning
(
"cannot find platform.platform"
)
import
psutil
psvm
=
psutil
.
virtual_memory
()
logger
.
info
(
"Memory: "
+
str
(
psvm
))
logger
.
info
(
"Physical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
False
)))
logger
.
info
(
"Logical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
True
)))
try
:
psvm
=
psutil
.
virtual_memory
()
logger
.
info
(
"Memory: "
+
str
(
psvm
))
except
:
logger
.
warning
(
"cannot find psutil.version_memory"
)
try
:
logger
.
info
(
"Physical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
False
)))
logger
.
info
(
"Logical Core: "
+
str
(
psutil
.
cpu_count
(
logical
=
True
)))
except
:
logger
.
warning
(
"cannot find psutil.cpu_count"
)
logger
.
info
(
"Checking libraries"
)
...
...
@@ -546,134 +569,6 @@ def setup(data,
except
:
logger
.
warning
(
"catboost not found"
)
try
:
from
kmodes
import
__version__
logger
.
info
(
"kmodes=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"kmodes not found"
)
try
:
from
pyod.version
import
__version__
logger
.
info
(
"pyod=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"pyod not found"
)
try
:
import
warnings
warnings
.
filterwarnings
(
'ignore'
)
from
gensim
import
__version__
logger
.
info
(
"gensim=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"gensim not found"
)
try
:
from
spacy
import
__version__
logger
.
info
(
"spacy=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"spacy not found"
)
try
:
from
nltk
import
__version__
logger
.
info
(
"nltk=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"nltk not found"
)
try
:
from
textblob
import
__version__
logger
.
info
(
"textblob=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"textblob not found"
)
try
:
from
pyLDAvis
import
__version__
logger
.
info
(
"pyLDAvis=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"pyLDAvis not found"
)
try
:
from
mlxtend
import
__version__
logger
.
info
(
"mlxtend=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"mlxtend not found"
)
try
:
from
matplotlib
import
__version__
logger
.
info
(
"matplotlib=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"matplotlib not found"
)
try
:
from
seaborn
import
__version__
logger
.
info
(
"seaborn=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"seaborn not found"
)
try
:
from
plotly
import
__version__
logger
.
info
(
"plotly=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"plotly not found"
)
try
:
from
cufflinks
import
__version__
logger
.
info
(
"cufflinks=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"cufflinks not found"
)
try
:
from
yellowbrick
import
__version__
logger
.
info
(
"yellowbrick=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"yellowbrick not found"
)
try
:
from
shap
import
__version__
logger
.
info
(
"shap=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"shap not found. cannot use interpret_model without shap."
)
try
:
from
pandas_profiling
import
__version__
logger
.
info
(
"pandas_profiling=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"pandas_profiling not found"
)
try
:
from
wordcloud
import
__version__
logger
.
info
(
"wordcloud=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"wordcloud not found"
)
try
:
from
umap
import
__version__
logger
.
info
(
"umap=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"umap not found"
)
try
:
from
IPython
import
__version__
logger
.
info
(
"IPython=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"IPython not found"
)
try
:
from
ipywidgets
import
__version__
logger
.
info
(
"ipywidgets=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"ipywidgets not found"
)
try
:
from
joblib
import
__version__
logger
.
info
(
"joblib=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"joblib not found"
)
try
:
from
imblearn
import
__version__
logger
.
info
(
"imblearn=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"imblearn not found"
)
try
:
from
mlflow.version
import
VERSION
import
warnings
...
...
@@ -682,12 +577,6 @@ def setup(data,
except
:
logger
.
warning
(
"mlflow not found"
)
try
:
from
awscli
import
__version__
logger
.
info
(
"awscli=="
+
str
(
__version__
))
except
:
logger
.
warning
(
"awscli not found. cannot use deploy_model without awscli"
)
#run_time
import
datetime
,
time
runtime_start
=
time
.
time
()
...
...
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