Databricks Runtime 6.4 (EoS)
Catatan
Dukungan untuk versi Databricks Runtime ini telah berakhir. Untuk tanggal akhir dukungan, lihat Riwayat akhir dukungan. Untuk semua versi Runtime Databricks yang didukung, lihat Versi dan kompatibilitas catatan rilis Databricks Runtime.
Databricks merilis versi ini pada Februari 2020.
Catatan
Dukungan untuk Databricks Runtime 6.4 berakhir pada 1 April 2021 karena berakhirnya dukungan untuk sistem operasi Ubuntu yang mendasarinya. Databricks meningkatkan ke Databricks Runtime 7.x atau 8.x sesegera mungkin untuk mendapatkan manfaat dari Apache Spark 3.x dan banyak fitur dan peningkatan baru yang dibangun ke dalam runtime yang lebih baru ini.
Anda memiliki opsi untuk bermigrasi ke Dukungan Diperpanjang Databricks Runtime 6.4, yang identik dengan Databricks Runtime 6.4 selain dari versi sistem operasi, JDK, dan sejumlah kecil pustaka R dan Python. Lihat Databricks Runtime 6.4 Extended Support (EoS).
Catatan rilis berikut berisi informasi tentang Databricks Runtime 6.4, didukung oleh Apache Spark 3.0.
Fitur baru
Memproses file data baru secara bertahap dengan Auto Loader (Pratinjau Publik)
Auto Loader memberi Anda cara yang lebih efisien untuk memproses file data baru secara bertahap saat tiba di penyimpanan blob cloud selama ETL. Ini adalah peningkatan melalui streaming terstruktur berbasis file, yang mengidentifikasi file baru dengan berulang kali mencantumkan direktori cloud dan melacak file yang telah dilihat, dan bisa sangat tidak efisien seiring dengan pertumbuhan direktori. Auto Loader juga lebih mudah dan efektif daripada streaming terstruktur berbasis pemberitahuan file, yang mengharuskan Anda mengonfigurasi layanan pemberitahuan file secara manual di cloud dan tidak membiarkan Anda mengisi ulang (backfill) file yang ada. Untuk detailnya, lihat Apa itu Pemuat Otomatis?.
Memuat data ke Delta Lake dengan idempotent retries (Pratinjau Publik)
Perintah COPY INTO SQL memungkinkan Anda memuat data ke Danau Delta dengan idempotent mencoba kembali. Untuk memuat data ke Delta Lake kini Anda harus menggunakan API Apache Spark DataFrame. Jika ada kegagalan selama pemuatan, Anda harus menanganinya secara efektif. Perintah COPY INTO yang baru menyediakan antarmuka deklaratif yang dikenali untuk pengguna SQL memuat data. Perintah melacak file yang dimuat sebelumnya dan Anda menjalankannya kembali dengan aman jika terjadi kegagalan.
Metrik operasi untuk semua penulisan, pembaruan, dan penghapusan pada tabel Delta yang sekarang ditampilkan dalam riwayat tabel
Anda sekarang dapat melihat metrik operasi (misalnya, jumlah file dan baris diubah) untuk semua penulisan, pembaruan, dan penghapusan pada tabel Delta dalam riwayat tabel. Pembuatan metrik ini dinonaktifkan secara default. Untuk mengaktifkan pembuatan metrik, atur konfigurasispark.databricks.delta.history.metricsEnabled Spark ke true.
Angka Matplotlib sebaris sekarang yang diaktifkan secara default di buku catatan Azure Databricks (Pratinjau Publik)
Menampilkan angka Matplotlib tanpa perlu meneruskan gambar ke metode display yang sekarang diaktifkan secara default. Untuk detailnya, lihat Matplotlib.
Penyempurnaan
Memperbaiki bug filter Parquet StartsWith
Memperbaiki filter yang NullPointerException disebabkan oleh push down StartWith ke Parquet. Masalah terjadi ketika kasus kolom dalam file Parquet berbeda dari kasus kolom yang ditentukan dalam tabel eksternal.
Apache Spark
Databricks Runtime 6.4 menyertakan Apache Spark 2.4.5. Rilis ini mencakup semua perbaikan dan peningkatan Spark yang disertakan dalam Databricks Runtime 6.3 (EoS), serta perbaikan bug dan peningkatan tambahan berikut yang dilakukan pada Spark:
- [SPARK-30657][SPARK-30658][SS] Memperbaiki dua bug dalam batas streaming [6.x]
- [SPARK-30433][SQL] Optimalkan rencana konflik kumpulkan
- [SPARK-30633][SQL] Tambahkan L ke benih saat jenis adalah LongType
- [SPARK-29777][[SPARKR] Hapus tes yang tidak lagi valid untuk panggilan rekursif
- [SPARK-30645][[SPARKR] Pindahkan data uji Unicode ke file eksternal
- [SPARK-30630][ML] Deprecate numTrees di GBT di 2.4.5
- [SPARK-30082][SQL] Bergantung pada paksaan tipe Scala saat membuat kueri ganti
- [SPARK-30556][SQL] Salin sparkContext.localproperties ke utas anak inSubqueryExec.executionContext
- [SPARK-30433][SQL] Membuat resolusi atribut konflik lebih terukur di ResolveReferences
- [SPARK-29708][SQL] Nilai agregat yang benar saat himpunan diduplikasi
- [SPARK-29450][SS] Ukur jumlah baris output untuk agregasi streaming dengan mode tambah
-
[SPARK-30312][SQL] Ganti nama conf dengan menambahkan
.enabled - [SPARK-30325][CORE] markPartitionCompleted menyebabkan status tugas tidak konsisten
- [SPARK-30246][CORE] OneForOneStreamManager mungkin membocorkan memori di connectionTerminated
- [SPARK-28152][SQL] Tambahkan conf lama untuk memetakan numerik MsSqlServerDialect lama
- [SPARK-30458][WEBUI] Perbaiki Waktu Komputasi Eksekutor yang Salah di Garis Waktu Halaman Panggung
- [SPARK-30312][SQL] Pertahankan izin jalur dan acl saat memotong tabel
- [SPARK-30447][SQL] Masalah nullability propagasi konstanta
- [SPARK-30410][SQL] Menghitung ukuran tabel dengan sejumlah besar partisi menyebabkan log banjir
- [SPARK-30225][CORE] Perilaku baca() yang benar melewati EOF di NioBufferedFileInputStream
- [SPARK-30285][CORE] Perbaiki kebuntuan antara LiveListenerBus#stop dan AsyncEventQueue#removeListenerOnError
- [SPARK-26560][SQL] Spark harus dapat menjalankan Apache Hive UDF menggunakan jar terlepas dari classloader konteks thread saat ini
- [SPARK-30339][SQL] Hindari gagal dua kali dalam pencarian fungsi
- [SPARK-30269][SQL] Harus menggunakan statistik partisi lama untuk memutuskan apakah akan memperbarui statistik saat menganalisis partisi
- [SPARK-30318][CORE] Tingkatkan jetty menjadi 9.3.27.v20190418
- [SPARK-17398][SQL] Perbaiki ClassCastException saat mengkueri tabel JSON yang dipartisi
Pembaruan pemeliharaan
Lihat Pembaruan pemeliharaan Databricks Runtime 6.4.
Lingkungan sistem
- Sistem Operasi: Ubuntu 16.04.6 LTS
- Java: 1.8.0_252
- Scala: 2.11.12
- Python: 3.7.3
- R: R versi 3.6.2 (2019-12-12)
- Delta Lake: 0.5.0
Catatan
Meskipun tersedia sebagai fitur eksperimental di Apache Spark 2.4, Scala 2.12 tidak didukung dalam Databricks Runtime 6.4.
Di bagian ini:
- Pustaka Python yang dipasang
- Pustaka R yang dipasang
- Pustaka Java dan Scala yang dipasang (versi kluster Scala 2.11)
Pustaka Python yang diinstal
| Pustaka | Versi | Pustaka | Versi | Pustaka | Versi |
|---|---|---|---|---|---|
| asn1crypto | 0.24.0 | backcall | 0.1.0 | boto | 2.49.0 |
| boto3 | 1.9.162 | botocore | 1.12.163 | certifi | 2019.3.9 |
| cffi | 1.12.2 | chardet | 3.0.4 | cryptography | 2.6.1 |
| cycler | 0.10.0 | Cython | 0.29.6 | decorator | 4.4.0 |
| docutils | 0.14 | idna | 2.8 | ipykernel | 5.1.0 |
| ipython | 7.4.0 | ipython-genutils | 0.2.0 | jedi | 0.13.3 |
| jmespath | 0.9.4 | jupyter-client | 5.2.4 | jupyter-core | 4.4.0 |
| kiwisolver | 1.1.0 | matplotlib | 3.0.3 | numpy | 1.16.2 |
| pandas | 0.24.2 | parso | 0.3.4 | patsy | 0.5.1 |
| pexpect=4.8.0 | 4.6.0 | pickleshare | 0.7.5 | pip | 19.0.3 |
| prompt-toolkit | 2.0.9 | psycopg2 | 2.7.6.1 | ptyprocess | 0.6.0 |
| pyarrow | 0.13.0 | pycparser | 2.19 | pycurl | 7.43.0 |
| Pygments | 2.3.1 | PyGObject | 3.20.0 | pyOpenSSL | 19.0.0 |
| pyparsing | 2.4.6 | PySocks | 1.6.8 | python-apt | 1.1.0.b1+ubuntu0.16.04.8 |
| python-dateutil | 2.8.0 | pytz | 2018.9 | pyzmq | 18.0.0 |
| permintaan | 2.21.0 | s3transfer | 0.2.1 | scikit-learn | 0.20.3 |
| scipy | 1.2.1 | seaborn | 0.9.0 | setuptools | 40.8.0 |
| six | 1.12.0 | ssh-import-id | 5.5 | statsmodels | 0.9.0 |
| tornado | 6.0.2 | traitlets=5.0.5 | 4.3.2 | unattended-upgrades | 0.1 |
| urllib3 | 1.24.1 | virtualenv | 16.4.1 | wcwidth | 0.1.7 |
| wheel | 0.33.1 |
Pustaka R yang diinstal
| Pustaka | Versi | Pustaka | Versi | Pustaka | Versi |
|---|---|---|---|---|---|
| abind | 1.4-5 | askpass | 1.1 | assertthat | 0.2.1 |
| backports | 1.1.5 | dasar | 3.6.2 | base64enc | 0.1-3 |
| BH | 1.69.0-1 | bit | 1.1-14 | bit64 | 0.9-7 |
| bitops | 1.0-6 | blob | 1.2.0 | boot | 1.3-23 |
| brew | 1.0-6 | callr | 3.3.2 | car | 3.0-4 |
| carData | 3.0-2 | caret | 6.0-84 | cellranger | 1.1.0 |
| chron | 2.3-54 | kelas | 7.3-15 | cli | 1.1.0 |
| clipr | 0.7.0 | clisymbols | 1.2.0 | klaster | 2.1.0 |
| codetools | 0.2-16 | colorspace | 1.4-1 | commonmark | 1.7 |
| compiler | 3.6.2 | config | 0,3 | covr | 3.3.2 |
| crayon | 1.3.4 | crosstalk | 1.0.0 | curl | 4.2 |
| data.table | 1.12.6 | datasets | 3.6.2 | DBI | 1.0.0 |
| dbplyr | 1.4.2 | desc | 1.2.0 | devtools | 2.2.1 |
| digest | 0.6.22 | doMC | 1.3.6 | dplyr | 0.8.3 |
| DT | 0,9 | ellipsis | 0.3.0 | evaluate | 0.14 |
| fansi | 0.4.0 | fastmap | 1.0.1 | forcats | 0.4.0 |
| foreach | 1.4.7 | foreign | 0.8-75 | forge | 0.2.0 |
| fs | 1.3.1 | gbm | 2.1.5 | generics | 0.0.2 |
| ggplot2 | 3.2.1 | GH | 1.0.1 | git2r | 0.26.1 |
| glmnet | 2.0-18 | glue | 1.3.1 | gower | 0.2.1 |
| graphics | 3.6.2 | grDevices | 3.6.2 | grid | 3.6.2 |
| gridExtra | 2.3 | gsubfn | 0,7 | gtable | 0.3.0 |
| h2o | 3.26.0.2 | haven | 2.1.1 | hms | 0.5.1 |
| htmltools | 0.4.0 | htmlwidgets | 1.5.1 | httpuv | 1.5.2 |
| httr | 1.4.1 | hwriter | 1.3.2 | hwriterPlus | 1.0-3 |
| ini | 0.3.1 | ipred | 0.9-9 | iterators | 1.0.12 |
| jsonlite | 1.6 | KernSmooth | 2.23-16 | labeling | 0,3 |
| later | 1.0.0 | lattice | 0.20-38 | lava | 1.6.6 |
| lazyeval | 0.2.2 | lifecycle | 0.1.0 | littler | 0.3.9 |
| lme4 | 1.1-21 | lubridate | 1.7.4 | magrittr | 1.5 |
| mapproj | 1.2.6 | Peta | 3.3.0 | maptools | 0.9-8 |
| MASS | 7.3-51.5 | Matrix | 1.2-18 | MatrixModels | 0.4-1 |
| memoise | 1.1.0 | methods | 3.6.2 | mgcv | 1.8-31 |
| mime | 0,7 | minqa | 1.2.4 | ModelMetrics | 1.2.2 |
| munsell | 0.5.0 | mvtnorm | 1.0-11 | nlme | 3.1-144 |
| nloptr | 1.2.1 | nnet | 7.3-12 | numDeriv | 2016.8-1.1 |
| openssl | 1.4.1 | openxlsx | 4.1.2 | parallel | 3.6.2 |
| pbkrtest | 0.4-7 | pillar | 1.4.2 | pkgbuild | 1.0.6 |
| pkgconfig | 2.0.3 | pkgKitten | 0.1.5 | pkgload | 1.0.2 |
| plogr | 0.2.0 | plyr | 1.8.4 | praise | 1.0.0 |
| prettyunits | 1.0.2 | pROC | 1.15.3 | processx | 3.4.1 |
| prodlim | 2018.04.18 | kemajuan | 1.2.2 | promises | 1.1.0 |
| proto | 1.0.0 | ps | 1.3.0 | purrr | 0.3.3 |
| quantreg | 5.51 | R.methodsS3 | 1.7.1 | R.oo | 1.22.0 |
| R.utils | 2.9.0 | r2d3 | 0.2.3 | R6 | 2.4.0 |
| randomForest | 4.6-14 | rappdirs | 0.3.1 | rcmdcheck | 1.3.3 |
| RColorBrewer | 1.1-2 | Rcpp | 1.0.2 | RcppEigen | 0.3.3.5.0 |
| RCurl | 1.95-4.12 | readr | 1.3.1 | readxl | 1.3.1 |
| recipes | 0.1.7 | rematch | 1.0.1 | remotes | 2.1.0 |
| reshape2 | 1.4.3 | rex | 1.1.2 | rio | 0.5.16 |
| rlang | 0.4.1 | RODBC | 1.3-16 | roxygen2 | 6.1.1 |
| rpart | 4.1-15 | rprojroot | 1.3-2 | Rserve | 1.8-6 |
| RSQLite | 2.1.2 | rstudioapi | 0.10 | rversions | 2.0.0 |
| scales | 1.0.0 | sessioninfo | 1.1.1 | shiny | 1.4.0 |
| sourcetools | 0.1.7 | sp | 1.3-1 | sparklyr | 1.0.4 |
| SparkR | 2.4.5 | SparseM | 1.77 | spatial | 7.3-11 |
| splines | 3.6.2 | sqldf | 0.4-11 | SQUAREM | 2017.10-1 |
| statmod | 1.4.32 | stats | 3.6.2 | stats4 | 3.6.2 |
| stringi | 1.4.3 | stringr | 1.4.0 | survival | 2.44-1.1 |
| sys | 3.3 | tcltk | 3.6.2 | TeachingDemos | 2.10 |
| testthat | 2.2.1 | tibble | 2.1.3 | tidyr | 1.0.0 |
| tidyselect | 0.2.5 | timeDate | 3043.102 | alat | 3.6.2 |
| usethis | 1.5.1 | utf8 | 1.1.4 | utils | 3.6.2 |
| vctrs | 0.2.0 | viridisLite | 0.3.0 | whisker | 0,4 |
| withr | 2.1.2 | xml2 | 1.2.2 | xopen | 1.0.0 |
| xtable | 1.8-4 | yaml | 2.2.0 | zeallot | 0.1.0 |
| zip | 2.0.4 |
Pustaka Java dan Scala yang dipasang(versi kluster Scala 2.11)
| ID Grup | ID Artefak | Versi |
|---|---|---|
| antlr | antlr | 2.7.7 |
| com.amazonaws | amazon-kinesis-client | 1.8.10 |
| com.amazonaws | aws-java-sdk-autoscaling | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudformation | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudfront | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudhsm | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudsearch | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudtrail | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudwatch | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudwatchmetrics | 1.11.595 |
| com.amazonaws | aws-java-sdk-codedeploy | 1.11.595 |
| com.amazonaws | aws-java-sdk-cognitoidentity | 1.11.595 |
| com.amazonaws | aws-java-sdk-cognitosync | 1.11.595 |
| com.amazonaws | aws-java-sdk-config | 1.11.595 |
| com.amazonaws | aws-java-sdk-core | 1.11.595 |
| com.amazonaws | aws-java-sdk-datapipeline | 1.11.595 |
| com.amazonaws | aws-java-sdk-directconnect | 1.11.595 |
| com.amazonaws | aws-java-sdk-directory | 1.11.595 |
| com.amazonaws | aws-java-sdk-dynamodb | 1.11.595 |
| com.amazonaws | aws-java-sdk-ec2 | 1.11.595 |
| com.amazonaws | aws-java-sdk-ecs | 1.11.595 |
| com.amazonaws | aws-java-sdk-efs | 1.11.595 |
| com.amazonaws | aws-java-sdk-elasticache | 1.11.595 |
| com.amazonaws | aws-java-sdk-elasticbeanstalk | 1.11.595 |
| com.amazonaws | aws-java-sdk-elasticloadbalancing | 1.11.595 |
| com.amazonaws | aws-java-sdk-elastictranscoder | 1.11.595 |
| com.amazonaws | aws-java-sdk-emr | 1.11.595 |
| com.amazonaws | aws-java-sdk-glacier | 1.11.595 |
| com.amazonaws | aws-java-sdk-glue | 1.11.595 |
| com.amazonaws | aws-java-sdk-iam | 1.11.595 |
| com.amazonaws | aws-java-sdk-importexport | 1.11.595 |
| com.amazonaws | aws-java-sdk-kinesis | 1.11.595 |
| com.amazonaws | aws-java-sdk-kms | 1.11.595 |
| com.amazonaws | aws-java-sdk-lambda | 1.11.595 |
| com.amazonaws | aws-java-sdk-logs | 1.11.595 |
| com.amazonaws | aws-java-sdk-machinelearning | 1.11.595 |
| com.amazonaws | aws-java-sdk-opsworks | 1.11.595 |
| com.amazonaws | aws-java-sdk-rds | 1.11.595 |
| com.amazonaws | aws-java-sdk-redshift | 1.11.595 |
| com.amazonaws | aws-java-sdk-route53 | 1.11.595 |
| com.amazonaws | aws-java-sdk-s3 | 1.11.595 |
| com.amazonaws | aws-java-sdk-ses | 1.11.595 |
| com.amazonaws | aws-java-sdk-simpledb | 1.11.595 |
| com.amazonaws | aws-java-sdk-simpleworkflow | 1.11.595 |
| com.amazonaws | aws-java-sdk-sns | 1.11.595 |
| com.amazonaws | aws-java-sdk-sqs | 1.11.595 |
| com.amazonaws | aws-java-sdk-ssm | 1.11.595 |
| com.amazonaws | aws-java-sdk-storagegateway | 1.11.595 |
| com.amazonaws | aws-java-sdk-sts | 1.11.595 |
| com.amazonaws | aws-java-sdk-support | 1.11.595 |
| com.amazonaws | aws-java-sdk-swf-libraries | 1.11.22 |
| com.amazonaws | aws-java-sdk-workspaces | 1.11.595 |
| com.amazonaws | jmespath-java | 1.11.595 |
| com.carrotsearch | hppc | 0.7.2 |
| com.chuusai | shapeless_2.11 | 2.3.2 |
| com.clearspring.analytics | stream | 2.7.0 |
| com.databricks | Rserve | 1.8-3 |
| com.databricks | dbml-local_2.11 | 0.5.0-db8-spark2.4 |
| com.databricks | dbml-local_2.11-tests | 0.5.0-db8-spark2.4 |
| com.databricks | jets3t | 0.7.1-0 |
| com.databricks.scalapb | compilerplugin_2.11 | 0.4.15-9 |
| com.databricks.scalapb | scalapb-runtime_2.11 | 0.4.15-9 |
| com.esotericsoftware | kryo-shaded | 4.0.2 |
| com.esotericsoftware | minlog | 1.3.0 |
| com.fasterxml | classmate | 1.0.0 |
| com.fasterxml.jackson.core | jackson-annotations | 2.6.7 |
| com.fasterxml.jackson.core | jackson-core | 2.6.7 |
| com.fasterxml.jackson.core | jackson-databind | 2.6.7.1 |
| com.fasterxml.jackson.dataformat | jackson-dataformat-cbor | 2.6.7 |
| com.fasterxml.jackson.datatype | jackson-datatype-joda | 2.6.7 |
| com.fasterxml.jackson.module | jackson-module-paranamer | 2.6.7 |
| com.fasterxml.jackson.module | jackson-module-scala_2.11 | 2.6.7.1 |
| com.github.fommil | jniloader | 1.1 |
| com.github.fommil.netlib | inti | 1.1.2 |
| com.github.fommil.netlib | native_ref-java | 1.1 |
| com.github.fommil.netlib | native_ref-java-natives | 1.1 |
| com.github.fommil.netlib | native_system-java | 1.1 |
| com.github.fommil.netlib | native_system-java-natives | 1.1 |
| com.github.fommil.netlib | netlib-native_ref-linux-x86_64-natives | 1.1 |
| com.github.fommil.netlib | netlib-native_system-linux-x86_64-natives | 1.1 |
| com.github.luben | zstd-jni | 1.3.2-2 |
| com.github.rwl | jtransforms | 2.4.0 |
| com.google.code.findbugs | jsr305 | 2.0.1 |
| com.google.code.gson | gson | 2.2.4 |
| com.google.guava | guava | 15.0 |
| com.google.protobuf | protobuf-java | 2.6.1 |
| com.googlecode.javaewah | JavaEWAH | 0.3.2 |
| com.h2database | h2 | 1.3.174 |
| com.jcraft | jsch | 0.1.50 |
| com.jolbox | bonecp | 0.8.0.RELEASE |
| com.microsoft.azure | azure-data-lake-store-sdk | 2.2.8 |
| com.microsoft.azure | azure-storage | 7.0.0 |
| com.microsoft.sqlserver | mssql-jdbc | 6.2.2.jre8 |
| com.ning | compress-lzf | 1.0.3 |
| com.sun.mail | javax.mail | 1.5.2 |
| com.thoughtworks.paranamer | paranamer | 2.8 |
| com.trueaccord.lenses | lenses_2.11 | 0,3 |
| com.twitter | chill-java | 0.9.3 |
| com.twitter | chill_2.11 | 0.9.3 |
| com.twitter | parquet-hadoop-bundle | 1.6.0 |
| com.twitter | util-app_2.11 | 6.23.0 |
| com.twitter | util-core_2.11 | 6.23.0 |
| com.twitter | util-jvm_2.11 | 6.23.0 |
| com.typesafe | config | 1.2.1 |
| com.typesafe.scala-logging | scala-logging-api_2.11 | 2.1.2 |
| com.typesafe.scala-logging | scala-logging-slf4j_2.11 | 2.1.2 |
| com.univocity | univocity-parsers | 2.7.3 |
| com.vlkan | flatbuffers | 1.2.0-3f79e055 |
| com.zaxxer | HikariCP | 3.1.0 |
| commons-beanutils | commons-beanutils | 1.9.4 |
| commons-cli | commons-cli | 1.2 |
| commons-codec | commons-codec | 1.10 |
| commons-collections | commons-collections | 3.2.2 |
| commons-configuration | commons-configuration | 1.6 |
| commons-dbcp | commons-dbcp | 1.4 |
| commons-digester | commons-digester | 1.8 |
| commons-httpclient | commons-httpclient | 3.1 |
| commons-io | commons-io | 2.4 |
| commons-lang | commons-lang | 2.6 |
| commons-logging | commons-logging | 1.1.3 |
| commons-net | commons-net | 3.1 |
| commons-pool | commons-pool | 1.5.4 |
| info.ganglia.gmetric4j | gmetric4j | 1.0.7 |
| io.airlift | aircompressor | 0.10 |
| io.dropwizard.metrics | metrics-core | 3.1.5 |
| io.dropwizard.metrics | metrics-ganglia | 3.1.5 |
| io.dropwizard.metrics | metrics-graphite | 3.1.5 |
| io.dropwizard.metrics | metrics-healthchecks | 3.1.5 |
| io.dropwizard.metrics | metrics-jetty9 | 3.1.5 |
| io.dropwizard.metrics | metrics-json | 3.1.5 |
| io.dropwizard.metrics | metrics-jvm | 3.1.5 |
| io.dropwizard.metrics | metrics-log4j | 3.1.5 |
| io.dropwizard.metrics | metrics-servlets | 3.1.5 |
| io.netty | netty | 3.9.9.Final |
| io.netty | netty-all | 4.1.42.Final |
| javax.activation | activation | 1.1.1 |
| javax.annotation | javax.annotation-api | 1.2 |
| javax.el | javax.el-api | 2.2.4 |
| javax.jdo | jdo-api | 3.0.1 |
| javax.servlet | javax.servlet-api | 3.1.0 |
| javax.servlet.jsp | jsp-api | 2.1 |
| javax.transaction | jta | 1.1 |
| javax.validation | validation-api | 1.1.0.Final |
| javax.ws.rs | javax.ws.rs-api | 2.0.1 |
| javax.xml.bind | jaxb-api | 2.2.2 |
| javax.xml.stream | stax-api | 1.0-2 |
| javolution | javolution | 5.5.1 |
| jline | jline | 2.14.6 |
| joda-time | joda-time | 2.9.3 |
| junit | junit | 4.12 |
| log4j | apache-log4j-extras | 1.2.17 |
| log4j | log4j | 1.2.17 |
| net.hydromatic | eigenbase-properties | 1.1.5 |
| net.razorvine | pyrolite | 4.13 |
| net.sf.jpam | jpam | 1.1 |
| net.sf.opencsv | opencsv | 2.3 |
| net.sf.supercsv | super-csv | 2.2.0 |
| net.snowflake | snowflake-ingest-sdk | 0.9.6 |
| net.snowflake | snowflake-jdbc | 3.12.0 |
| net.snowflake | spark-snowflake_2.11 | 2.5.9-spark_2.4 |
| net.sourceforge.f2j | arpack_combined_all | 0.1 |
| org.acplt | oncrpc | 1.0.7 |
| org.antlr | ST4 | 4.0.4 |
| org.antlr | antlr-runtime | 3.4 |
| org.antlr | antlr4-runtime | 4.7 |
| org.antlr | stringtemplate | 3.2.1 |
| org.apache.ant | ant | 1.9.2 |
| org.apache.ant | ant-jsch | 1.9.2 |
| org.apache.ant | ant-launcher | 1.9.2 |
| org.apache.arrow | arrow-format | 0.10.0 |
| org.apache.arrow | arrow-memory | 0.10.0 |
| org.apache.arrow | arrow-vector | 0.10.0 |
| org.apache.avro | avro | 1.8.2 |
| org.apache.avro | avro-ipc | 1.8.2 |
| org.apache.avro | avro-mapred-hadoop2 | 1.8.2 |
| org.apache.calcite | calcite-avatica | 1.2.0-incubating |
| org.apache.calcite | calcite-core | 1.2.0-incubating |
| org.apache.calcite | calcite-linq4j | 1.2.0-incubating |
| org.apache.commons | commons-compress | 1.8.1 |
| org.apache.commons | commons-crypto | 1.0.0 |
| org.apache.commons | commons-lang3 | 3.5 |
| org.apache.commons | commons-math3 | 3.4.1 |
| org.apache.curator | curator-client | 2.7.1 |
| org.apache.curator | curator-framework | 2.7.1 |
| org.apache.curator | curator-recipes | 2.7.1 |
| org.apache.derby | derby | 10.12.1.1 |
| org.apache.directory.api | api-asn1-api | 1.0.0-M20 |
| org.apache.directory.api | api-util | 1.0.0-M20 |
| org.apache.directory.server | apacheds-i18n | 2.0.0-M15 |
| org.apache.directory.server | apacheds-kerberos-codec | 2.0.0-M15 |
| org.apache.hadoop | hadoop-annotations | 2.7.3 |
| org.apache.hadoop | hadoop-auth | 2.7.3 |
| org.apache.hadoop | hadoop-client | 2.7.3 |
| org.apache.hadoop | hadoop-common | 2.7.3 |
| org.apache.hadoop | hadoop-hdfs | 2.7.3 |
| org.apache.hadoop | hadoop-mapreduce-client-app | 2.7.3 |
| org.apache.hadoop | hadoop-mapreduce-client-common | 2.7.3 |
| org.apache.hadoop | hadoop-mapreduce-client-core | 2.7.3 |
| org.apache.hadoop | hadoop-mapreduce-client-jobclient | 2.7.3 |
| org.apache.hadoop | hadoop-mapreduce-client-shuffle | 2.7.3 |
| org.apache.hadoop | hadoop-yarn-api | 2.7.3 |
| org.apache.hadoop | hadoop-yarn-client | 2.7.3 |
| org.apache.hadoop | hadoop-yarn-common | 2.7.3 |
| org.apache.hadoop | hadoop-yarn-server-common | 2.7.3 |
| org.apache.htrace | htrace-core | 3.1.0-incubating |
| org.apache.httpcomponents | httpclient | 4.5.6 |
| org.apache.httpcomponents | httpcore | 4.4.10 |
| org.apache.ivy | ivy | 2.4.0 |
| org.apache.orc | orc-core-nohive | 1.5.5 |
| org.apache.orc | orc-mapreduce-nohive | 1.5.5 |
| org.apache.orc | orc-shims | 1.5.5 |
| org.apache.parquet | parquet-column | 1.10.1.2-databricks4 |
| org.apache.parquet | parquet-common | 1.10.1.2-databricks4 |
| org.apache.parquet | parquet-encoding | 1.10.1.2-databricks4 |
| org.apache.parquet | parquet-format | 2.4.0 |
| org.apache.parquet | parquet-hadoop | 1.10.1.2-databricks4 |
| org.apache.parquet | parquet-jackson | 1.10.1.2-databricks4 |
| org.apache.thrift | libfb303 | 0.9.3 |
| org.apache.thrift | libthrift | 0.9.3 |
| org.apache.xbean | xbean-asm6-shaded | 4.8 |
| org.apache.zookeeper | zookeeper | 3.4.6 |
| org.codehaus.jackson | jackson-core-asl | 1.9.13 |
| org.codehaus.jackson | jackson-jaxrs | 1.9.13 |
| org.codehaus.jackson | jackson-mapper-asl | 1.9.13 |
| org.codehaus.jackson | jackson-xc | 1.9.13 |
| org.codehaus.janino | commons-compiler | 3.0.10 |
| org.codehaus.janino | janino | 3.0.10 |
| org.datanucleus | datanucleus-api-jdo | 3.2.6 |
| org.datanucleus | datanucleus-core | 3.2.10 |
| org.datanucleus | datanucleus-rdbms | 3.2.9 |
| org.eclipse.jetty | jetty-client | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-continuation | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-http | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-io | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-jndi | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-plus | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-proxy | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-security | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-server | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-servlet | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-servlets | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-util | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-webapp | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-xml | 9.3.27.v20190418 |
| org.fusesource.leveldbjni | leveldbjni-all | 1.8 |
| org.glassfish.hk2 | hk2-api | 2.4.0-b34 |
| org.glassfish.hk2 | hk2-locator | 2.4.0-b34 |
| org.glassfish.hk2 | hk2-utils | 2.4.0-b34 |
| org.glassfish.hk2 | osgi-resource-locator | 1.0.1 |
| org.glassfish.hk2.external | aopalliance-repackaged | 2.4.0-b34 |
| org.glassfish.hk2.external | javax.inject | 2.4.0-b34 |
| org.glassfish.jersey.bundles.repackaged | jersey-guava | 2.22.2 |
| org.glassfish.jersey.containers | jersey-container-servlet | 2.22.2 |
| org.glassfish.jersey.containers | jersey-container-servlet-core | 2.22.2 |
| org.glassfish.jersey.core | jersey-client | 2.22.2 |
| org.glassfish.jersey.core | jersey-common | 2.22.2 |
| org.glassfish.jersey.core | jersey-server | 2.22.2 |
| org.glassfish.jersey.media | jersey-media-jaxb | 2.22.2 |
| org.hamcrest | hamcrest-core | 1.3 |
| org.hamcrest | hamcrest-library | 1.3 |
| org.hibernate | hibernate-validator | 5.1.1.Final |
| org.iq80.snappy | snappy | 0,2 |
| org.javassist | javassist | 3.18.1-GA |
| org.jboss.logging | jboss-logging | 3.1.3.GA |
| org.jdbi | jdbi | 2.63.1 |
| org.joda | joda-convert | 1.7 |
| org.jodd | jodd-core | 3.5.2 |
| org.json4s | json4s-ast_2.11 | 3.5.3 |
| org.json4s | json4s-core_2.11 | 3.5.3 |
| org.json4s | json4s-jackson_2.11 | 3.5.3 |
| org.json4s | json4s-scalap_2.11 | 3.5.3 |
| org.lz4 | lz4-java | 1.4.0 |
| org.mariadb.jdbc | mariadb-java-client | 2.1.2 |
| org.mockito | mockito-core | 1.10.19 |
| org.objenesis | objenesis | 2.5.1 |
| org.postgresql | postgresql | 42.1.4 |
| org.roaringbitmap | RoaringBitmap | 0.7.45 |
| org.roaringbitmap | shims | 0.7.45 |
| org.rocksdb | rocksdbjni | 6.2.2 |
| org.rosuda.REngine | REngine | 2.1.0 |
| org.scala-lang | scala-compiler_2.11 | 2.11.12 |
| org.scala-lang | scala-library_2.11 | 2.11.12 |
| org.scala-lang | scala-reflect_2.11 | 2.11.12 |
| org.scala-lang.modules | scala-parser-combinators_2.11 | 1.1.0 |
| org.scala-lang.modules | scala-xml_2.11 | 1.0.5 |
| org.scala-sbt | test-interface | 1.0 |
| org.scalacheck | scalacheck_2.11 | 1.12.5 |
| org.scalactic | scalactic_2.11 | 3.0.3 |
| org.scalanlp | breeze-macros_2.11 | 0.13.2 |
| org.scalanlp | breeze_2.11 | 0.13.2 |
| org.scalatest | scalatest_2.11 | 3.0.3 |
| org.slf4j | jcl-over-slf4j | 1.7.16 |
| org.slf4j | jul-to-slf4j | 1.7.16 |
| org.slf4j | slf4j-api | 1.7.16 |
| org.slf4j | slf4j-log4j12 | 1.7.16 |
| org.spark-project.hive | hive-beeline | 1.2.1.spark2 |
| org.spark-project.hive | hive-cli | 1.2.1.spark2 |
| org.spark-project.hive | hive-jdbc | 1.2.1.spark2 |
| org.spark-project.hive | hive-metastore | 1.2.1.spark2 |
| org.spark-project.spark | tidak digunakan | 1.0.0 |
| org.spire-math | spire-macros_2.11 | 0.13.0 |
| org.spire-math | spire_2.11 | 0.13.0 |
| org.springframework | spring-core | 4.1.4.RELEASE |
| org.springframework | spring-test | 4.1.4.RELEASE |
| org.tukaani | xz | 1.5 |
| org.typelevel | machinist_2.11 | 0.6.1 |
| org.typelevel | macro-compat_2.11 | 1.1.1 |
| org.xerial | sqlite-jdbc | 3.8.11.2 |
| org.xerial.snappy | snappy-java | 1.1.7.3 |
| org.yaml | snakeyaml | 1.16 |
| oro | oro | 2.0.8 |
| software.amazon.ion | ion-java | 1.0.2 |
| stax | stax-api | 1.0.1 |
| xmlenc | xmlenc | 0.52 |