Runtime Dataproc Serverless Spark 2.2.x

Komponen runtime Spark versi 2.2

Komponen 2.2.30
2024/10/31		 2.2.29
2024/10/25
 2.2.28
2024/10/17		 2.2.27
2024/10/11		 2.2.26
2024/10/04
Apache SparkCatatan 1 3.5.1 3.5.1 3.5.1 3.5.1 3.5.1
Konektor Cloud Storage 3.0.3 3.0.3 3.0.0 3.0.0 3.0.0
Konektor BigQuery 0.36.4 0.36.4 0.36.4 0.36.4 0.36.4
Java 17 17 17 17 17
Conda 24,1 24,1 24,1 24,1 24,1
Python 3.12 3.12 3.12 3.12 3.12
R 4,3 4,3 4,3 4,3 4,3
Scala 2.13 2.13 2.13 2.13 2.13

Catatan:

1. Runtime 2.2 menggunakan encoding karakter default UTF-8.

Library runtime Spark 2.2

learning, seperti TensorFlow, PyTorch, dan XGBoost, serta menawarkan lingkungan siap pakai untuk aplikasi machine learning dan data science.

Bagian berikut mencantumkan versi library yang tersedia di runtime Dataproc Serverless for Spark versi 2.2.

Library khusus GPU

Driver NVIDIA berikut dan versi library Spark Rapids tersedia di penampung Dataproc Serverless untuk mempercepat beban kerja batch Spark menggunakan library NVIDIA Spark Rapids.

Nama Paket Versi
Spark Rapids 24.04.0
Driver NVIDA 550.127.05

Library XGBoost

Library Python

Versi library Python berikut disertakan dalam runtime Dataproc Serverless untuk Spark versi 2.2.

Nama Paket Versi
mempercepat 0,33
bigframes 1,7
cookiecutter 2.6
cython 3.0
dask 2024.5
deepspeed 0,14
evaluate 0,4
fastavro 1.9
fastparquet 2024.2
gcsfs 2024.5
git 2,45
google-auth-oauthlib 1,2
google-cloud-aiplatform 1,60
google-cloud-bigquery 3,23
google-cloud-bigquery-storage 2.25
google-cloud-bigtable 2,23
google-cloud-container 2,45
google-cloud-datacatalog 3,19
google-cloud-dataproc 5,9
google-cloud-datastore 2,19
google-cloud-dlp 3,22
google-cloud-language 2.13
google-cloud-logging 3,10
google-cloud-monitoring 2,21
google-cloud-pubsub 2,21
google-cloud-redis 2,15
google-cloud-secret-manager 2,20
google-cloud-spanner 3,46
google-cloud-speech 2,26
google-cloud-storage 2,16
google-cloud-texttospeech 2,16
google-cloud-translate 3,15
google-cloud-vision 3.7
httplib2 0,22
ipyparallel 8.8
ipython-sql 0,3
ipywidgets 8.1
jupyter_http_over_ws 0,0
jupyterlab 4.1
jupyterlab-git 0,50
keyrings.google-artifactregistry-auth 1.1
langchain 0,2
lightgbm 4,5
markdown 3,6
matplotlib 3.8
nbclassic 1.0
nbconvert 7,16
nbdime 4.0
nltk 3.8
nodejs 20.12
numba 0,59
numpy 1,26
oauth2client 4.1
openblas 0,3
opencv 4,9
orc 2.0
pandas 2.2
pabrik kertas 2.6
pyarrow 15,0
pydot 2.0
pyhive 0,7
pymongo 4,7
pynvml 11.5
pytables 3.9
pytorch-cpu 2.3
ekspresi reguler 2024.5
permintaan 2,31
rtree 1,2
scikit-image 0,22
scikit-learn 1,5
scipy 1,11
seaborn 0,12
sentence-transformers 3.0
sqlalchemy 2.0
sympy 1.12
tokenizer 0,19
transformer 4,43
tornado 6.4
uritemplate 4.1
virtualenv 20,26
wordcloud 1.9
xgboost 2.0
ydata-profiling 4,8

Library R

Versi library R berikut disertakan dalam runtime Dataproc Serverless untuk Spark versi 2.2.

Nama Paket Versi
askpass 1,2
assertthat 0,2
backport 1,5
bit 4.0
bit64 4.0
blob 1,2
booting 1.3_30
menyeduh 1.0_10
sapu 1.0
callr 3.7
caret 6.0_94
cellranger 1.1
chron 2.3_61
class 7.3_22
cli 3,6
clipr 0,8
cluster 2.1
codetools 0,2_20
ruang warna 2.1_0
commonmark 1.9
cpp11 0,4
krayon 1,5
curl 5.1
data.table 1,15
dbi 1,2
dbplyr 2,5
menurun 1.4
devtools 2,4
ringkasan 0,6
dplyr 1.1
elipsis 0,3
evaluate 0,23
fansi 1.0
fastmap 1,2
forcats 1.0
foreach 1,5
asing 0,8_86
fs 1.6
mendatang 1,33
generik 0,1
ggplot2 3,5
gh 1.4
glmnet 4.1_8
global 0,16
lem 1,7
gower 1.0
gtable 0,3
surga 2,5
tinggi 0,10
hms 1.1
htmltools 0.5.8
htmlwidgets 1.6
httpuv 1.6
httr 1.4
hwriter 1.3.2
ini 0,3
ipred 0.9_14
isoband 0,2
iterator 1.0
jsonlite 1,8
kernsmooth 2.23_24
knitr 1,46
pelabelan 0,4
nanti 1,3
kisi 0,22_6
lava 1,7
lifecycle 1.0
listenv 0,9
lubridate 1.9
magrittr 2.0
markdown 1.12
massa 7.3_60
matriks 1.6_5
memoise 2.0
mgcv 1.9_1
mime 0,12
modelmetrics 1.2.2
modelr 0,1
munsell 0,5
nlme 3.1_164
nnet 7.3_19
numderiv 2016.8_1
openssl 2.2
pilar 1.9
pkgbuild 1.4
pkgconfig 2.0
pkgload 1,3
plogr 0,2
plyr 1,8
pujian 1.0
prettyunits 1,2
processx 3.8
prodlim 08/2023
progres 1,2
promise 1,3
proto 1.0
ps 1,7
purrr 1.0
r6 2,5
randomforest 4.7_1
rappdirs 0,3
rcmdcheck 1.4
rcolorbrewer 1.1_3
rcpp 1.0
rcurl 1.98_1
readr 2.1
readxl 1.4
resep 1.0
pertandingan ulang 2.0
remote 2,5
reprex 2.1
reshape2 1.4
rlang 1.1
rmarkdown 2,27
rodbc 1.3_23
roxygen2 7.3
rpart 4.1
rprojroot 2.0
rserve 1.8_7
rsqlite 2.3
rstudioapi 0,16
rvest 1.0
skala 1,3
selectr 0,4_2
sessioninfo 1,2
bentuk 1.4.6
mengkilap 1.8.1
sourcetools 0,1
spasial 7.3_17
m2 2021.1
stringi 1,8
stringr 1,5
survival 3.6_4
sys 3.4
teachingdemos 2.12
testthat 3.2.1
tibble 3.2
tidyr 1,3
tidyselect 1,2
tidyverse 2.0
timedate 4032,109
tinytex 0,51
usethis 2.2
utf8 1,2
uuid 1.2_0
vctrs 0,6
kumis 0,4
withr 3.0
xfun 0,44
xml2 1,3
xopen 1.0
xtable 1.8_4
yaml 2.3
zip 2.3