2.0.2-db2 cluster image
Databricks released this image in December, 2016.
Important
This release has been deprecated. For more information about the Databricks Runtime deprecation policy and schedule, see Databricks support lifecycles.
The following release notes provide information about the Spark 2.0.2-db2 cluster image powered by Apache Spark.
Apache Spark
2.0.2-db2 cluster image includes Apache Spark 2.0.2. Apache Spark 2.0.2 contains stability fixes, Apache Kafka support for Structured Streaming, and improved metrics for Structured Streaming. For more information, please see Apache Spark 2.0.2 release notes. 2.0.2-db2 cluster image also includes the following extra bug fixes and improvements:
SPARK-18280 [CORE]: Fix potential deadlock in StandaloneSchedulerBackend.dead.
SPARK-17703 [SQL]: Add unnamed version of addReferenceObj for minor objects.
SPARK-18137 [SQL]: Fix RewriteDistinctAggregates UnresolvedException when a UDAF has a foldable TypeCheck.
SPARK-17919 [R]: Make timeout to RBackend configurable in SparkR.
SPARK-18553 [CORE]: Fix leak of TaskSetManager following executor loss.
Changes and Improvements
2.0.2-db2 image adds the fix of SPARK-18553 on top of 2.0.2-db1.
System Environment
Operating System: Ubuntu 16.04.1 LTS
Java: 1.8.0_111
Scala: 2.10.6 (Scala 2.10 cluster version)/2.11.8 (Scala 2.11 cluster version)
Python: 2.7.12
R: R version 3.2.3 (2015-12-10)
Pre-installed Python Libraries
Library |
Version |
Library |
Version |
Library |
Version |
---|---|---|---|---|---|
ansi2html |
1.1.1 |
argparse |
1.2.1 |
boto |
2.42.0 |
boto3 |
1.4.1 |
botocore |
1.4.70 |
brewer2mpl |
1.4.1 |
certifi |
2016.2.28 |
cffi |
1.7.0 |
chardet |
2.3.0 |
colorama |
0.3.7 |
configobj |
5.0.6 |
cryptography |
1.5 |
cycler |
0.10.0 |
Cython |
0.24.1 |
decorator |
4.0.10 |
docutils |
0.12 |
enum34 |
1.1.6 |
et-xmlfile |
1.0.1 |
freetype-py |
1.0.2 |
funcsigs |
1.0.2 |
fusepy |
2.0.4 |
futures |
3.0.5 |
ggplot |
0.6.8 |
html5lib |
0.999 |
idna |
2.1 |
ipaddress |
1.0.16 |
ipython |
2.2.0 |
ipython-genutils |
0.1.0 |
jdcal |
1.2 |
Jinja2 |
2.8 |
jmespath |
0.9.0 |
llvmlite |
0.13.0 |
lxml |
3.6.4 |
MarkupSafe |
0.23 |
matplotlib |
1.5.3 |
mpld3 |
0.2 |
msgpack-python |
0.4.7 |
ndg-httpsclient |
0.3.3 |
numba |
0.28.1 |
numpy |
1.11.1 |
openpyxl |
2.3.2 |
pandas |
0.18.1 |
pathlib2 |
2.1.0 |
patsy |
0.4.1 |
pexpect |
4.0.1 |
pickleshare |
0.7.4 |
Pillow |
3.3.1 |
pip |
8.1.2 |
pkg_resources |
0.0.0 |
ply |
3.9 |
prompt-toolkit |
1.0.7 |
psycopg2 |
2.6.2 |
ptyprocess |
0.5.1 |
py4j |
0.10.3 |
pyasn1 |
0.1.9 |
pycparser |
2.14 |
Pygments |
2.1.3 |
PyGObject |
3.20.0 |
pyOpenSSL |
16.0.0 |
pyparsing |
2.1.4 |
pypng |
0.0.18 |
Python |
2.7.12 |
python-dateutil |
2.5.3 |
python-geohash |
0.8.5 |
pytz |
2016.6.1 |
requests |
2.11.1 |
s3transfer |
0.1.9 |
scikit-learn |
0.17.1 |
scipy |
0.18.1 |
scour |
0.32 |
seaborn |
0.7.1 |
setuptools |
28.6.0 |
simplejson |
3.8.2 |
simples3 |
1.0 |
singledispatch |
3.4.0.3 |
six |
1.10.0 |
statsmodels |
0.6.1 |
traitlets |
4.3.0 |
urllib3 |
1.19.1 |
virtualenv |
15.0.1 |
wcwidth |
0.1.7 |
wheel |
0.30.0a0 |
wsgiref |
0.1.2 |
Pre-installed R Libraries
Library |
Version |
Library |
Version |
Library |
Version |
---|---|---|---|---|---|
abind |
1.4-3 |
assertthat |
0.1 |
base |
3.2.3 |
BH |
1.60.0-2 |
bitops |
1.0-6 |
boot |
1.3-17 |
brew |
1.0-6 |
car |
2.1-3 |
caret |
6.0-71 |
chron |
2.3-47 |
class |
7.3-14 |
cluster |
2.0.5 |
codetools |
0.2-14 |
colorspace |
1.2-4 |
compiler |
3.2.3 |
crayon |
1.3.1 |
curl |
2.2 |
data.table |
1.9.6 |
datasets |
3.2.3 |
DBI |
0.5-1 |
devtools |
1.12.0 |
dichromat |
2.0-0 |
digest |
0.6.9 |
doMC |
1.3.4 |
dplyr |
0.5.0 |
foreach |
1.4.3 |
foreign |
0.8-66 |
gbm |
2.1.1 |
ggplot2 |
2.1.0 |
git2r |
0.15.0 |
glmnet |
2.0-5 |
graphics |
3.2.3 |
grDevices |
3.2.3 |
grid |
3.2.3 |
gsubfn |
0.6-6 |
gtable |
0.1.2 |
h2o |
3.10.0.8 |
httr |
1.2.1 |
hwriter |
1.3.2 |
hwriterPlus |
1.0-3 |
iterators |
1.0.8 |
jsonlite |
1.1 |
KernSmooth |
2.23-15 |
labeling |
0.3 |
lattice |
0.20-34 |
lazyeval |
0.2.0 |
littler |
0.3.0 |
lme4 |
1.1-12 |
lubridate |
1.6.0 |
magrittr |
1.5 |
mapproj |
1.2-4 |
maps |
3.0.2 |
MASS |
7.3-45 |
Matrix |
1.2-7.1 |
MatrixModels |
0.4-1 |
memoise |
1.0.0 |
methods |
3.2.3 |
mgcv |
1.8-11 |
mime |
0.5 |
minqa |
1.2.4 |
multicore |
0.2 |
munsell |
0.4.2 |
mvtnorm |
1.0-5 |
nlme |
3.1-124 |
nloptr |
1.0.4 |
nnet |
7.3-12 |
openssl |
0.9.4 |
parallel |
3.2.3 |
pbkrtest |
0.4-6 |
pkgKitten |
0.1.3 |
plyr |
1.8.4 |
praise |
1.0.0 |
pROC |
1.8 |
proto |
0.3-10 |
quantreg |
5.29 |
R.methodsS3 |
1.7.1 |
R.oo |
1.20.0 |
R.utils |
2.4.0 |
R6 |
2.2.0 |
randomForest |
4.6-12 |
RColorBrewer |
1.1-2 |
Rcpp |
0.12.7 |
RcppEigen |
0.3.2.9.0 |
RCurl |
1.95-4.8 |
reshape2 |
1.4.2 |
RODBC |
1.3-12 |
roxygen2 |
5.0.1 |
rpart |
4.1-10 |
Rserve |
1.7-3 |
RSQLite |
1.0.0 |
rstudioapi |
0.6 |
scales |
0.3.0 |
sp |
1.0-15 |
SparkR |
2.0.2 |
SparseM |
1.72 |
spatial |
7.3-11 |
splines |
3.2.3 |
sqldf |
0.4-10 |
statmod |
1.4.26 |
stats |
3.2.3 |
stats4 |
3.2.3 |
stringi |
1.0-1 |
stringr |
1.0.0 |
survival |
2.38-3 |
tcltk |
3.2.3 |
TeachingDemos |
2.10 |
testthat |
1.0.2 |
tibble |
1.2 |
tools |
3.2.3 |
utils |
3.2.3 |
whisker |
0.3-2 |
withr |
1.0.2 |