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The noctua
package aims to make it easier to work with
data stored in AWS Athena
.
noctua
package attempts to provide three levels of
interacting with AWS Athena:
AWS Athena
backend utilising the AWS SDK paws
. This
includes configuring AWS Athena Work Groups
to assuming different roles within AWS
when connecting to
AWS Athena
.noctua
, by providing a DBI
interface to AWS Athena
. Users are able to interact with
AWS Athena
utilising familiar functions and methods they
have used for other Databases from R.dplyr
is coming more popular, noctua
aims to
give dplyr
a seamless interface into
AWS Athena
.noctua
:As noctua
utilising the R AWS SDK paws
the
installation of noctua
is pretty straight forward:
# cran version
install.packages("noctua")
# Dev version
remotes::install_github("dyfanjones/noctua")
To help with users wishing to run noctua
in a docker, a simple docker file has been
created here.
To set up the docker please refer to link.
For demo purposes we will use the example
docker and run it locally:
# build docker image
docker build . -t noctua
# start container with aws credentials passed from local
docker run \
-e AWS_ACCESS_KEY_ID="$(aws configure get aws_access_key_id)" \
-e AWS_SECRET_ACCESS_KEY="$(aws configure get aws_secret_access_key)" \
-e AWS_SESSION_TOKEN="$(aws configure get aws_session_token)" \
-e AWS_DEFAULT_REGION="$(aws configure get region)" \
-it noctua
NOTE: readr
isn’t required for
noctua
, however it has been included in the docker file to
improve performance when querying AWS Athena.
library(DBI)
con <- dbConnect(noctua::athena())
# Get metadata
dbGetInfo(con)
# $profile_name
# [1] "default"
#
# $s3_staging
# [1] ######## NOTE: Please don't share your S3 bucket to the public
#
# $dbms.name
# [1] "default"
#
# $work_group
# [1] "primary"
#
# $poll_interval
# NULL
#
# $encryption_option
# NULL
#
# $kms_key
# NULL
#
# $expiration
# NULL
#
# $region_name
# [1] "eu-west-1"
#
# $paws
# [1] "0.1.6"
#
# $noctua
# [1] "1.5.1"
# create table to AWS Athena
dbWriteTable(con, "iris", iris)
dbGetQuery(con, "select * from iris limit 10")
# Info: (Data scanned: 860 Bytes)
# sepal_length sepal_width petal_length petal_width species
# 1: 5.1 3.5 1.4 0.2 setosa
# 2: 4.9 3.0 1.4 0.2 setosa
# 3: 4.7 3.2 1.3 0.2 setosa
# 4: 4.6 3.1 1.5 0.2 setosa
# 5: 5.0 3.6 1.4 0.2 setosa
# 6: 5.4 3.9 1.7 0.4 setosa
# 7: 4.6 3.4 1.4 0.3 setosa
# 8: 5.0 3.4 1.5 0.2 setosa
# 9: 4.4 2.9 1.4 0.2 setosa
# 10: 4.9 3.1 1.5 0.1 setosa
library(dplyr)
athena_iris <- tbl(con, "iris")
athena_iris %>%
select(species, sepal_length, sepal_width) %>%
head(10) %>%
collect()
# Info: (Data scanned: 860 Bytes)
# # A tibble: 10 x 3
# species sepal_length sepal_width
# <chr> <dbl> <dbl>
# 1 setosa 5.1 3.5
# 2 setosa 4.9 3
# 3 setosa 4.7 3.2
# 4 setosa 4.6 3.1
# 5 setosa 5 3.6
# 6 setosa 5.4 3.9
# 7 setosa 4.6 3.4
# 8 setosa 5 3.4
# 9 setosa 4.4 2.9
# 10 setosa 4.9 3.1
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.