├── .github └── workflows │ └── push.yml ├── .gitignore ├── LICENSE ├── README.md ├── docker-compose.yml ├── infra ├── createbuckets-entrypoint.sh ├── hive-metastore-init.sql ├── hive-site.xml └── pyspark.Dockerfile ├── notebooks └── example.ipynb ├── poetry.lock ├── pyproject.toml ├── src └── connections_utils.py └── test ├── __init__.py ├── test_pytest_example.py └── test_unittest_example.py /.github/workflows/push.yml: -------------------------------------------------------------------------------- 1 | name: Testing on push 2 | on: push 3 | jobs: 4 | test: 5 | runs-on: ubuntu-latest 6 | steps: 7 | - uses: actions/checkout@v2 8 | - name: Build the stack 9 | run: docker-compose up -d 10 | - name: Test 11 | run: docker exec spark-node pytest ./ 12 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2023 emmc15 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Pyspark Testing Env 2 | 3 | ![Build and Test Status](https://github.com/emmc15/pyspark-testing-env/actions/workflows/push.yml/badge.svg) 4 | 5 | Example Repo to have full end-to-end pyspark testing via docker-compose that allows for the following: 6 | 7 | - Quick and Easy setup for local testing and development environment and abstracting the complexity of setting up a pyspark environment 8 | - Full Pyspark Implementation 9 | - Full S3 like implementation with Minio 10 | - Read and write data to S3 and access them as tables in Spark through metastore 11 | - Ability to run pytest on the pyspark container 12 | - Read and write with delta format 13 | - Consistent environment for testing and development with docker-compose and poetry 14 | - Ability to run tests on push with github actions 15 | 16 | 17 | 18 | *NOTE*: This repo is not intended to be used in production. It is only intended to be used for testing purposes only. 19 | 20 | 21 | ## Quickstart 22 | 23 | ``` 24 | docker-compose build 25 | docker-compose up -d 26 | docker exec -it spark-node pytest . 27 | ``` 28 | 29 | ## Folder Layout 30 | 31 | **infra**: Contains the docker-compose file and the dockerfiles for the spark and minio containers 32 | 33 | **src**: Contains the python code 34 | 35 | **tests**: Contains the example tests used for working with pyspark with either pytest or unittest 36 | 37 | **.github**: Contains the github actions workflow for running the tests on push 38 | 39 | 40 | ## What is `connection_utils.py`? 41 | 42 | `connection_utils.py` is a utility file that contains the logic for connecting to the spark cluster and minio s3 cluster/node. It provides functions with sensible defaults for when running tests and accessing services locally with the docker-compose. When running tests it is highly recommeneded to use them, as without them you will need to pass in the connection information for the spark cluster and minio s3 cluster/node. This is not recommended as it will make the tests less portable and more difficult to run locally. The functions in `connection_utils.py` are as follows: 43 | 44 | - `create_docker_spark_builder`: Creates a spark builder that is configured to connect to the spark cluster running in docker-compose 45 | - `create_docker_s3_resource`: Creates a boto3 s3 resource that is configured to connect to the minio s3 cluster/node running in docker-compose 46 | - `create_docker_s3_client`: Creates a boto3 s3 client that is configured to connect to the minio s3 cluster/node running in docker-compose 47 | 48 | 49 | -------------------------------------------------------------------------------- /docker-compose.yml: -------------------------------------------------------------------------------- 1 | version: "3" 2 | 3 | services: 4 | mariadb: 5 | container_name: mariadb-hive 6 | image: mariadb:10.9.4 7 | ports: 8 | - 3036:3306 9 | environment: 10 | MYSQL_ROOT_PASSWORD: admin 11 | MYSQL_USER: admin 12 | MYSQL_PASSWORD: admin 13 | MYSQL_DATABASE: metastore_db 14 | volumes: 15 | - ./infra/hive-metastore-init.sql:/docker-entrypoint-initdb.d/hive-metastore-init.sql 16 | 17 | minio: 18 | container_name: minio 19 | image: minio/minio:latest 20 | environment: 21 | - MINIO_ACCESS_KEY=${MINIO_ACCESS_KEY:-accesskey} 22 | - MINIO_SECRET_KEY=${MINIO_SECRET_KEY:-secretkey} 23 | ports: 24 | - 9000:9000 # api port 25 | - 35703:35703 # console page port 26 | command: server /data 27 | 28 | createbuckets: 29 | image: minio/mc 30 | environment: 31 | - MINIO_ACCESS_KEY=${MINIO_ACCESS_KEY:-accesskey} 32 | - MINIO_SECRET_KEY=${MINIO_SECRET_KEY:-secretkey} 33 | volumes: 34 | - ./infra/createbuckets-entrypoint.sh:/usr/bin/entrypoint.sh 35 | entrypoint: /bin/sh /usr/bin/entrypoint.sh 36 | depends_on: 37 | - minio 38 | 39 | spark-node: 40 | container_name: spark-node 41 | image: spark-node:latest 42 | build: 43 | context: . 44 | dockerfile: ./infra/pyspark.Dockerfile 45 | volumes: 46 | - .:/workspace 47 | ports: 48 | - 8888:8888 49 | depends_on: 50 | - mariadb 51 | - minio 52 | -------------------------------------------------------------------------------- /infra/createbuckets-entrypoint.sh: -------------------------------------------------------------------------------- 1 | #/bin/bash 2 | 3 | 4 | /usr/bin/mc config host add local http://minio:9000 ${MINIO_ACCESS_KEY} ${MINIO_SECRET_KEY} 5 | /usr/bin/mc mb local/spark/warehouse 6 | /usr/bin/mc policy download local/spark/warehouse 7 | exit 0 -------------------------------------------------------------------------------- /infra/hive-metastore-init.sql: -------------------------------------------------------------------------------- 1 | -- SOURCE: https://github.com/apache/hive/blob/master/standalone-metastore/metastore-server/src/main/sql/mysql/hive-schema-3.0.0.mysql.sql 2 | 3 | -- MySQL dump 10.13 Distrib 5.5.25, for osx10.6 (i386) 4 | -- 5 | -- Host: localhost Database: test 6 | -- ------------------------------------------------------ 7 | -- Server version 5.5.25 8 | 9 | /*!40101 SET @OLD_CHARACTER_SET_CLIENT=@@CHARACTER_SET_CLIENT */; 10 | /*!40101 SET @OLD_CHARACTER_SET_RESULTS=@@CHARACTER_SET_RESULTS */; 11 | /*!40101 SET @OLD_COLLATION_CONNECTION=@@COLLATION_CONNECTION */; 12 | /*!40101 SET NAMES utf8 */; 13 | /*!40103 SET @OLD_TIME_ZONE=@@TIME_ZONE */; 14 | /*!40103 SET TIME_ZONE='+00:00' */; 15 | /*!40014 SET @OLD_UNIQUE_CHECKS=@@UNIQUE_CHECKS, UNIQUE_CHECKS=0 */; 16 | /*!40014 SET @OLD_FOREIGN_KEY_CHECKS=@@FOREIGN_KEY_CHECKS, FOREIGN_KEY_CHECKS=0 */; 17 | /*!40101 SET @OLD_SQL_MODE=@@SQL_MODE, SQL_MODE='NO_AUTO_VALUE_ON_ZERO' */; 18 | /*!40111 SET @OLD_SQL_NOTES=@@SQL_NOTES, SQL_NOTES=0 */; 19 | 20 | -- 21 | -- Table structure for table `BUCKETING_COLS` 22 | -- 23 | 24 | CREATE DATABASE IF NOT EXISTS metastore_db; 25 | USE metastore_db; 26 | 27 | 28 | /*!40101 SET @saved_cs_client = @@character_set_client */; 29 | /*!40101 SET character_set_client = utf8 */; 30 | CREATE TABLE IF NOT EXISTS `BUCKETING_COLS` ( 31 | `SD_ID` bigint(20) NOT NULL, 32 | `BUCKET_COL_NAME` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 33 | `INTEGER_IDX` int(11) NOT NULL, 34 | PRIMARY KEY (`SD_ID`,`INTEGER_IDX`), 35 | KEY `BUCKETING_COLS_N49` (`SD_ID`), 36 | CONSTRAINT `BUCKETING_COLS_FK1` FOREIGN KEY (`SD_ID`) REFERENCES `SDS` (`SD_ID`) 37 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 38 | /*!40101 SET character_set_client = @saved_cs_client */; 39 | 40 | -- 41 | -- Table structure for table `CDS` 42 | -- 43 | 44 | /*!40101 SET @saved_cs_client = @@character_set_client */; 45 | /*!40101 SET character_set_client = utf8 */; 46 | CREATE TABLE IF NOT EXISTS `CDS` ( 47 | `CD_ID` bigint(20) NOT NULL, 48 | PRIMARY KEY (`CD_ID`) 49 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 50 | /*!40101 SET character_set_client = @saved_cs_client */; 51 | 52 | -- 53 | -- Table structure for table `COLUMNS_V2` 54 | -- 55 | 56 | /*!40101 SET @saved_cs_client = @@character_set_client */; 57 | /*!40101 SET character_set_client = utf8 */; 58 | CREATE TABLE IF NOT EXISTS `COLUMNS_V2` ( 59 | `CD_ID` bigint(20) NOT NULL, 60 | `COMMENT` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 61 | `COLUMN_NAME` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 62 | `TYPE_NAME` MEDIUMTEXT DEFAULT NULL, 63 | `INTEGER_IDX` int(11) NOT NULL, 64 | PRIMARY KEY (`CD_ID`,`COLUMN_NAME`), 65 | KEY `COLUMNS_V2_N49` (`CD_ID`), 66 | CONSTRAINT `COLUMNS_V2_FK1` FOREIGN KEY (`CD_ID`) REFERENCES `CDS` (`CD_ID`) 67 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 68 | /*!40101 SET character_set_client = @saved_cs_client */; 69 | 70 | -- 71 | -- Table structure for table `DATABASE_PARAMS` 72 | -- 73 | 74 | /*!40101 SET @saved_cs_client = @@character_set_client */; 75 | /*!40101 SET character_set_client = utf8 */; 76 | CREATE TABLE IF NOT EXISTS `DATABASE_PARAMS` ( 77 | `DB_ID` bigint(20) NOT NULL, 78 | `PARAM_KEY` varchar(180) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 79 | `PARAM_VALUE` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 80 | PRIMARY KEY (`DB_ID`,`PARAM_KEY`), 81 | KEY `DATABASE_PARAMS_N49` (`DB_ID`), 82 | CONSTRAINT `DATABASE_PARAMS_FK1` FOREIGN KEY (`DB_ID`) REFERENCES `DBS` (`DB_ID`) 83 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 84 | /*!40101 SET character_set_client = @saved_cs_client */; 85 | 86 | CREATE TABLE `CTLGS` ( 87 | `CTLG_ID` BIGINT PRIMARY KEY, 88 | `NAME` VARCHAR(256), 89 | `DESC` VARCHAR(4000), 90 | `LOCATION_URI` VARCHAR(4000) NOT NULL, 91 | UNIQUE KEY `UNIQUE_CATALOG` (`NAME`) 92 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 93 | 94 | -- Insert a default value. The location is TBD. Hive will fix this when it starts 95 | INSERT INTO `CTLGS` VALUES (1, 'hive', 'Default catalog for Hive', 'TBD'); 96 | 97 | -- 98 | -- Table structure for table `DBS` 99 | -- 100 | 101 | /*!40101 SET @saved_cs_client = @@character_set_client */; 102 | /*!40101 SET character_set_client = utf8 */; 103 | CREATE TABLE IF NOT EXISTS `DBS` ( 104 | `DB_ID` bigint(20) NOT NULL, 105 | `DESC` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 106 | `DB_LOCATION_URI` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 107 | `NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 108 | `OWNER_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 109 | `OWNER_TYPE` varchar(10) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 110 | `CTLG_NAME` varchar(256) NOT NULL DEFAULT 'hive', 111 | PRIMARY KEY (`DB_ID`), 112 | UNIQUE KEY `UNIQUE_DATABASE` (`NAME`, `CTLG_NAME`), 113 | CONSTRAINT `CTLG_FK1` FOREIGN KEY (`CTLG_NAME`) REFERENCES `CTLGS` (`NAME`) 114 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 115 | /*!40101 SET character_set_client = @saved_cs_client */; 116 | 117 | -- 118 | -- Table structure for table `DB_PRIVS` 119 | -- 120 | 121 | /*!40101 SET @saved_cs_client = @@character_set_client */; 122 | /*!40101 SET character_set_client = utf8 */; 123 | CREATE TABLE IF NOT EXISTS `DB_PRIVS` ( 124 | `DB_GRANT_ID` bigint(20) NOT NULL, 125 | `CREATE_TIME` int(11) NOT NULL, 126 | `DB_ID` bigint(20) DEFAULT NULL, 127 | `GRANT_OPTION` smallint(6) NOT NULL, 128 | `GRANTOR` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 129 | `GRANTOR_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 130 | `PRINCIPAL_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 131 | `PRINCIPAL_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 132 | `DB_PRIV` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 133 | PRIMARY KEY (`DB_GRANT_ID`), 134 | UNIQUE KEY `DBPRIVILEGEINDEX` (`DB_ID`,`PRINCIPAL_NAME`,`PRINCIPAL_TYPE`,`DB_PRIV`,`GRANTOR`,`GRANTOR_TYPE`), 135 | KEY `DB_PRIVS_N49` (`DB_ID`), 136 | CONSTRAINT `DB_PRIVS_FK1` FOREIGN KEY (`DB_ID`) REFERENCES `DBS` (`DB_ID`) 137 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 138 | /*!40101 SET character_set_client = @saved_cs_client */; 139 | 140 | -- 141 | -- Table structure for table `GLOBAL_PRIVS` 142 | -- 143 | 144 | /*!40101 SET @saved_cs_client = @@character_set_client */; 145 | /*!40101 SET character_set_client = utf8 */; 146 | CREATE TABLE IF NOT EXISTS `GLOBAL_PRIVS` ( 147 | `USER_GRANT_ID` bigint(20) NOT NULL, 148 | `CREATE_TIME` int(11) NOT NULL, 149 | `GRANT_OPTION` smallint(6) NOT NULL, 150 | `GRANTOR` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 151 | `GRANTOR_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 152 | `PRINCIPAL_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 153 | `PRINCIPAL_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 154 | `USER_PRIV` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 155 | PRIMARY KEY (`USER_GRANT_ID`), 156 | UNIQUE KEY `GLOBALPRIVILEGEINDEX` (`PRINCIPAL_NAME`,`PRINCIPAL_TYPE`,`USER_PRIV`,`GRANTOR`,`GRANTOR_TYPE`) 157 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 158 | /*!40101 SET character_set_client = @saved_cs_client */; 159 | 160 | -- 161 | -- Table structure for table `IDXS` 162 | -- 163 | 164 | /*!40101 SET @saved_cs_client = @@character_set_client */; 165 | /*!40101 SET character_set_client = utf8 */; 166 | CREATE TABLE IF NOT EXISTS `IDXS` ( 167 | `INDEX_ID` bigint(20) NOT NULL, 168 | `CREATE_TIME` int(11) NOT NULL, 169 | `DEFERRED_REBUILD` bit(1) NOT NULL, 170 | `INDEX_HANDLER_CLASS` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 171 | `INDEX_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 172 | `INDEX_TBL_ID` bigint(20) DEFAULT NULL, 173 | `LAST_ACCESS_TIME` int(11) NOT NULL, 174 | `ORIG_TBL_ID` bigint(20) DEFAULT NULL, 175 | `SD_ID` bigint(20) DEFAULT NULL, 176 | PRIMARY KEY (`INDEX_ID`), 177 | UNIQUE KEY `UNIQUEINDEX` (`INDEX_NAME`,`ORIG_TBL_ID`), 178 | KEY `IDXS_N51` (`SD_ID`), 179 | KEY `IDXS_N50` (`INDEX_TBL_ID`), 180 | KEY `IDXS_N49` (`ORIG_TBL_ID`), 181 | CONSTRAINT `IDXS_FK1` FOREIGN KEY (`ORIG_TBL_ID`) REFERENCES `TBLS` (`TBL_ID`), 182 | CONSTRAINT `IDXS_FK2` FOREIGN KEY (`SD_ID`) REFERENCES `SDS` (`SD_ID`), 183 | CONSTRAINT `IDXS_FK3` FOREIGN KEY (`INDEX_TBL_ID`) REFERENCES `TBLS` (`TBL_ID`) 184 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 185 | /*!40101 SET character_set_client = @saved_cs_client */; 186 | 187 | -- 188 | -- Table structure for table `INDEX_PARAMS` 189 | -- 190 | 191 | /*!40101 SET @saved_cs_client = @@character_set_client */; 192 | /*!40101 SET character_set_client = utf8 */; 193 | CREATE TABLE IF NOT EXISTS `INDEX_PARAMS` ( 194 | `INDEX_ID` bigint(20) NOT NULL, 195 | `PARAM_KEY` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 196 | `PARAM_VALUE` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 197 | PRIMARY KEY (`INDEX_ID`,`PARAM_KEY`), 198 | KEY `INDEX_PARAMS_N49` (`INDEX_ID`), 199 | CONSTRAINT `INDEX_PARAMS_FK1` FOREIGN KEY (`INDEX_ID`) REFERENCES `IDXS` (`INDEX_ID`) 200 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 201 | /*!40101 SET character_set_client = @saved_cs_client */; 202 | 203 | -- 204 | -- Table structure for table `NUCLEUS_TABLES` 205 | -- 206 | 207 | /*!40101 SET @saved_cs_client = @@character_set_client */; 208 | /*!40101 SET character_set_client = utf8 */; 209 | CREATE TABLE IF NOT EXISTS `NUCLEUS_TABLES` ( 210 | `CLASS_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 211 | `TABLE_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 212 | `TYPE` varchar(4) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 213 | `OWNER` varchar(2) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 214 | `VERSION` varchar(20) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 215 | `INTERFACE_NAME` varchar(255) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 216 | PRIMARY KEY (`CLASS_NAME`) 217 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 218 | /*!40101 SET character_set_client = @saved_cs_client */; 219 | 220 | -- 221 | -- Table structure for table `PARTITIONS` 222 | -- 223 | 224 | /*!40101 SET @saved_cs_client = @@character_set_client */; 225 | /*!40101 SET character_set_client = utf8 */; 226 | CREATE TABLE IF NOT EXISTS `PARTITIONS` ( 227 | `PART_ID` bigint(20) NOT NULL, 228 | `CREATE_TIME` int(11) NOT NULL, 229 | `LAST_ACCESS_TIME` int(11) NOT NULL, 230 | `PART_NAME` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 231 | `SD_ID` bigint(20) DEFAULT NULL, 232 | `TBL_ID` bigint(20) DEFAULT NULL, 233 | PRIMARY KEY (`PART_ID`), 234 | UNIQUE KEY `UNIQUEPARTITION` (`PART_NAME`,`TBL_ID`), 235 | KEY `PARTITIONS_N49` (`TBL_ID`), 236 | KEY `PARTITIONS_N50` (`SD_ID`), 237 | CONSTRAINT `PARTITIONS_FK1` FOREIGN KEY (`TBL_ID`) REFERENCES `TBLS` (`TBL_ID`), 238 | CONSTRAINT `PARTITIONS_FK2` FOREIGN KEY (`SD_ID`) REFERENCES `SDS` (`SD_ID`) 239 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 240 | /*!40101 SET character_set_client = @saved_cs_client */; 241 | 242 | -- 243 | -- Table structure for table `PARTITION_EVENTS` 244 | -- 245 | 246 | /*!40101 SET @saved_cs_client = @@character_set_client */; 247 | /*!40101 SET character_set_client = utf8 */; 248 | CREATE TABLE IF NOT EXISTS `PARTITION_EVENTS` ( 249 | `PART_NAME_ID` bigint(20) NOT NULL, 250 | `CAT_NAME` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 251 | `DB_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 252 | `EVENT_TIME` bigint(20) NOT NULL, 253 | `EVENT_TYPE` int(11) NOT NULL, 254 | `PARTITION_NAME` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 255 | `TBL_NAME` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 256 | PRIMARY KEY (`PART_NAME_ID`), 257 | KEY `PARTITIONEVENTINDEX` (`PARTITION_NAME`) 258 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 259 | /*!40101 SET character_set_client = @saved_cs_client */; 260 | 261 | -- 262 | -- Table structure for table `PARTITION_KEYS` 263 | -- 264 | 265 | /*!40101 SET @saved_cs_client = @@character_set_client */; 266 | /*!40101 SET character_set_client = utf8 */; 267 | CREATE TABLE IF NOT EXISTS `PARTITION_KEYS` ( 268 | `TBL_ID` bigint(20) NOT NULL, 269 | `PKEY_COMMENT` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 270 | `PKEY_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 271 | `PKEY_TYPE` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 272 | `INTEGER_IDX` int(11) NOT NULL, 273 | PRIMARY KEY (`TBL_ID`,`PKEY_NAME`), 274 | KEY `PARTITION_KEYS_N49` (`TBL_ID`), 275 | CONSTRAINT `PARTITION_KEYS_FK1` FOREIGN KEY (`TBL_ID`) REFERENCES `TBLS` (`TBL_ID`) 276 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 277 | /*!40101 SET character_set_client = @saved_cs_client */; 278 | 279 | -- 280 | -- Table structure for table `PARTITION_KEY_VALS` 281 | -- 282 | 283 | /*!40101 SET @saved_cs_client = @@character_set_client */; 284 | /*!40101 SET character_set_client = utf8 */; 285 | CREATE TABLE IF NOT EXISTS `PARTITION_KEY_VALS` ( 286 | `PART_ID` bigint(20) NOT NULL, 287 | `PART_KEY_VAL` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 288 | `INTEGER_IDX` int(11) NOT NULL, 289 | PRIMARY KEY (`PART_ID`,`INTEGER_IDX`), 290 | KEY `PARTITION_KEY_VALS_N49` (`PART_ID`), 291 | CONSTRAINT `PARTITION_KEY_VALS_FK1` FOREIGN KEY (`PART_ID`) REFERENCES `PARTITIONS` (`PART_ID`) 292 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 293 | /*!40101 SET character_set_client = @saved_cs_client */; 294 | 295 | -- 296 | -- Table structure for table `PARTITION_PARAMS` 297 | -- 298 | 299 | /*!40101 SET @saved_cs_client = @@character_set_client */; 300 | /*!40101 SET character_set_client = utf8 */; 301 | CREATE TABLE IF NOT EXISTS `PARTITION_PARAMS` ( 302 | `PART_ID` bigint(20) NOT NULL, 303 | `PARAM_KEY` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 304 | `PARAM_VALUE` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 305 | PRIMARY KEY (`PART_ID`,`PARAM_KEY`), 306 | KEY `PARTITION_PARAMS_N49` (`PART_ID`), 307 | CONSTRAINT `PARTITION_PARAMS_FK1` FOREIGN KEY (`PART_ID`) REFERENCES `PARTITIONS` (`PART_ID`) 308 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 309 | /*!40101 SET character_set_client = @saved_cs_client */; 310 | 311 | -- 312 | -- Table structure for table `PART_COL_PRIVS` 313 | -- 314 | 315 | /*!40101 SET @saved_cs_client = @@character_set_client */; 316 | /*!40101 SET character_set_client = utf8 */; 317 | CREATE TABLE IF NOT EXISTS `PART_COL_PRIVS` ( 318 | `PART_COLUMN_GRANT_ID` bigint(20) NOT NULL, 319 | `COLUMN_NAME` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 320 | `CREATE_TIME` int(11) NOT NULL, 321 | `GRANT_OPTION` smallint(6) NOT NULL, 322 | `GRANTOR` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 323 | `GRANTOR_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 324 | `PART_ID` bigint(20) DEFAULT NULL, 325 | `PRINCIPAL_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 326 | `PRINCIPAL_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 327 | `PART_COL_PRIV` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 328 | PRIMARY KEY (`PART_COLUMN_GRANT_ID`), 329 | KEY `PART_COL_PRIVS_N49` (`PART_ID`), 330 | KEY `PARTITIONCOLUMNPRIVILEGEINDEX` (`PART_ID`,`COLUMN_NAME`,`PRINCIPAL_NAME`,`PRINCIPAL_TYPE`,`PART_COL_PRIV`,`GRANTOR`,`GRANTOR_TYPE`), 331 | CONSTRAINT `PART_COL_PRIVS_FK1` FOREIGN KEY (`PART_ID`) REFERENCES `PARTITIONS` (`PART_ID`) 332 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 333 | /*!40101 SET character_set_client = @saved_cs_client */; 334 | 335 | -- 336 | -- Table structure for table `PART_PRIVS` 337 | -- 338 | 339 | /*!40101 SET @saved_cs_client = @@character_set_client */; 340 | /*!40101 SET character_set_client = utf8 */; 341 | CREATE TABLE IF NOT EXISTS `PART_PRIVS` ( 342 | `PART_GRANT_ID` bigint(20) NOT NULL, 343 | `CREATE_TIME` int(11) NOT NULL, 344 | `GRANT_OPTION` smallint(6) NOT NULL, 345 | `GRANTOR` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 346 | `GRANTOR_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 347 | `PART_ID` bigint(20) DEFAULT NULL, 348 | `PRINCIPAL_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 349 | `PRINCIPAL_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 350 | `PART_PRIV` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 351 | PRIMARY KEY (`PART_GRANT_ID`), 352 | KEY `PARTPRIVILEGEINDEX` (`PART_ID`,`PRINCIPAL_NAME`,`PRINCIPAL_TYPE`,`PART_PRIV`,`GRANTOR`,`GRANTOR_TYPE`), 353 | KEY `PART_PRIVS_N49` (`PART_ID`), 354 | CONSTRAINT `PART_PRIVS_FK1` FOREIGN KEY (`PART_ID`) REFERENCES `PARTITIONS` (`PART_ID`) 355 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 356 | /*!40101 SET character_set_client = @saved_cs_client */; 357 | 358 | -- 359 | -- Table structure for table `ROLES` 360 | -- 361 | 362 | /*!40101 SET @saved_cs_client = @@character_set_client */; 363 | /*!40101 SET character_set_client = utf8 */; 364 | CREATE TABLE IF NOT EXISTS `ROLES` ( 365 | `ROLE_ID` bigint(20) NOT NULL, 366 | `CREATE_TIME` int(11) NOT NULL, 367 | `OWNER_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 368 | `ROLE_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 369 | PRIMARY KEY (`ROLE_ID`), 370 | UNIQUE KEY `ROLEENTITYINDEX` (`ROLE_NAME`) 371 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 372 | /*!40101 SET character_set_client = @saved_cs_client */; 373 | 374 | -- 375 | -- Table structure for table `ROLE_MAP` 376 | -- 377 | 378 | /*!40101 SET @saved_cs_client = @@character_set_client */; 379 | /*!40101 SET character_set_client = utf8 */; 380 | CREATE TABLE IF NOT EXISTS `ROLE_MAP` ( 381 | `ROLE_GRANT_ID` bigint(20) NOT NULL, 382 | `ADD_TIME` int(11) NOT NULL, 383 | `GRANT_OPTION` smallint(6) NOT NULL, 384 | `GRANTOR` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 385 | `GRANTOR_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 386 | `PRINCIPAL_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 387 | `PRINCIPAL_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 388 | `ROLE_ID` bigint(20) DEFAULT NULL, 389 | PRIMARY KEY (`ROLE_GRANT_ID`), 390 | UNIQUE KEY `USERROLEMAPINDEX` (`PRINCIPAL_NAME`,`ROLE_ID`,`GRANTOR`,`GRANTOR_TYPE`), 391 | KEY `ROLE_MAP_N49` (`ROLE_ID`), 392 | CONSTRAINT `ROLE_MAP_FK1` FOREIGN KEY (`ROLE_ID`) REFERENCES `ROLES` (`ROLE_ID`) 393 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 394 | /*!40101 SET character_set_client = @saved_cs_client */; 395 | 396 | -- 397 | -- Table structure for table `SDS` 398 | -- 399 | 400 | /*!40101 SET @saved_cs_client = @@character_set_client */; 401 | /*!40101 SET character_set_client = utf8 */; 402 | CREATE TABLE IF NOT EXISTS `SDS` ( 403 | `SD_ID` bigint(20) NOT NULL, 404 | `CD_ID` bigint(20) DEFAULT NULL, 405 | `INPUT_FORMAT` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 406 | `IS_COMPRESSED` bit(1) NOT NULL, 407 | `IS_STOREDASSUBDIRECTORIES` bit(1) NOT NULL, 408 | `LOCATION` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 409 | `NUM_BUCKETS` int(11) NOT NULL, 410 | `OUTPUT_FORMAT` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 411 | `SERDE_ID` bigint(20) DEFAULT NULL, 412 | PRIMARY KEY (`SD_ID`), 413 | KEY `SDS_N49` (`SERDE_ID`), 414 | KEY `SDS_N50` (`CD_ID`), 415 | CONSTRAINT `SDS_FK1` FOREIGN KEY (`SERDE_ID`) REFERENCES `SERDES` (`SERDE_ID`), 416 | CONSTRAINT `SDS_FK2` FOREIGN KEY (`CD_ID`) REFERENCES `CDS` (`CD_ID`) 417 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 418 | /*!40101 SET character_set_client = @saved_cs_client */; 419 | 420 | -- 421 | -- Table structure for table `SD_PARAMS` 422 | -- 423 | 424 | /*!40101 SET @saved_cs_client = @@character_set_client */; 425 | /*!40101 SET character_set_client = utf8 */; 426 | CREATE TABLE IF NOT EXISTS `SD_PARAMS` ( 427 | `SD_ID` bigint(20) NOT NULL, 428 | `PARAM_KEY` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 429 | `PARAM_VALUE` MEDIUMTEXT CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 430 | PRIMARY KEY (`SD_ID`,`PARAM_KEY`), 431 | KEY `SD_PARAMS_N49` (`SD_ID`), 432 | CONSTRAINT `SD_PARAMS_FK1` FOREIGN KEY (`SD_ID`) REFERENCES `SDS` (`SD_ID`) 433 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 434 | /*!40101 SET character_set_client = @saved_cs_client */; 435 | 436 | -- 437 | -- Table structure for table `SEQUENCE_TABLE` 438 | -- 439 | 440 | /*!40101 SET @saved_cs_client = @@character_set_client */; 441 | /*!40101 SET character_set_client = utf8 */; 442 | CREATE TABLE IF NOT EXISTS `SEQUENCE_TABLE` ( 443 | `SEQUENCE_NAME` varchar(255) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 444 | `NEXT_VAL` bigint(20) NOT NULL, 445 | PRIMARY KEY (`SEQUENCE_NAME`) 446 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 447 | /*!40101 SET character_set_client = @saved_cs_client */; 448 | 449 | INSERT INTO `SEQUENCE_TABLE` (`SEQUENCE_NAME`, `NEXT_VAL`) VALUES ('org.apache.hadoop.hive.metastore.model.MNotificationLog', 1); 450 | 451 | -- 452 | -- Table structure for table `SERDES` 453 | -- 454 | 455 | /*!40101 SET @saved_cs_client = @@character_set_client */; 456 | /*!40101 SET character_set_client = utf8 */; 457 | CREATE TABLE IF NOT EXISTS `SERDES` ( 458 | `SERDE_ID` bigint(20) NOT NULL, 459 | `NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 460 | `SLIB` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 461 | `DESCRIPTION` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 462 | `SERIALIZER_CLASS` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 463 | `DESERIALIZER_CLASS` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 464 | `SERDE_TYPE` integer, 465 | PRIMARY KEY (`SERDE_ID`) 466 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 467 | /*!40101 SET character_set_client = @saved_cs_client */; 468 | 469 | -- 470 | -- Table structure for table `SERDE_PARAMS` 471 | -- 472 | 473 | /*!40101 SET @saved_cs_client = @@character_set_client */; 474 | /*!40101 SET character_set_client = utf8 */; 475 | CREATE TABLE IF NOT EXISTS `SERDE_PARAMS` ( 476 | `SERDE_ID` bigint(20) NOT NULL, 477 | `PARAM_KEY` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 478 | `PARAM_VALUE` MEDIUMTEXT CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 479 | PRIMARY KEY (`SERDE_ID`,`PARAM_KEY`), 480 | KEY `SERDE_PARAMS_N49` (`SERDE_ID`), 481 | CONSTRAINT `SERDE_PARAMS_FK1` FOREIGN KEY (`SERDE_ID`) REFERENCES `SERDES` (`SERDE_ID`) 482 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 483 | /*!40101 SET character_set_client = @saved_cs_client */; 484 | 485 | -- 486 | -- Table structure for table `SKEWED_COL_NAMES` 487 | -- 488 | 489 | /*!40101 SET @saved_cs_client = @@character_set_client */; 490 | /*!40101 SET character_set_client = utf8 */; 491 | CREATE TABLE IF NOT EXISTS `SKEWED_COL_NAMES` ( 492 | `SD_ID` bigint(20) NOT NULL, 493 | `SKEWED_COL_NAME` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 494 | `INTEGER_IDX` int(11) NOT NULL, 495 | PRIMARY KEY (`SD_ID`,`INTEGER_IDX`), 496 | KEY `SKEWED_COL_NAMES_N49` (`SD_ID`), 497 | CONSTRAINT `SKEWED_COL_NAMES_FK1` FOREIGN KEY (`SD_ID`) REFERENCES `SDS` (`SD_ID`) 498 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 499 | /*!40101 SET character_set_client = @saved_cs_client */; 500 | 501 | -- 502 | -- Table structure for table `SKEWED_COL_VALUE_LOC_MAP` 503 | -- 504 | 505 | /*!40101 SET @saved_cs_client = @@character_set_client */; 506 | /*!40101 SET character_set_client = utf8 */; 507 | CREATE TABLE IF NOT EXISTS `SKEWED_COL_VALUE_LOC_MAP` ( 508 | `SD_ID` bigint(20) NOT NULL, 509 | `STRING_LIST_ID_KID` bigint(20) NOT NULL, 510 | `LOCATION` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 511 | PRIMARY KEY (`SD_ID`,`STRING_LIST_ID_KID`), 512 | KEY `SKEWED_COL_VALUE_LOC_MAP_N49` (`STRING_LIST_ID_KID`), 513 | KEY `SKEWED_COL_VALUE_LOC_MAP_N50` (`SD_ID`), 514 | CONSTRAINT `SKEWED_COL_VALUE_LOC_MAP_FK2` FOREIGN KEY (`STRING_LIST_ID_KID`) REFERENCES `SKEWED_STRING_LIST` (`STRING_LIST_ID`), 515 | CONSTRAINT `SKEWED_COL_VALUE_LOC_MAP_FK1` FOREIGN KEY (`SD_ID`) REFERENCES `SDS` (`SD_ID`) 516 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 517 | /*!40101 SET character_set_client = @saved_cs_client */; 518 | 519 | -- 520 | -- Table structure for table `SKEWED_STRING_LIST` 521 | -- 522 | 523 | /*!40101 SET @saved_cs_client = @@character_set_client */; 524 | /*!40101 SET character_set_client = utf8 */; 525 | CREATE TABLE IF NOT EXISTS `SKEWED_STRING_LIST` ( 526 | `STRING_LIST_ID` bigint(20) NOT NULL, 527 | PRIMARY KEY (`STRING_LIST_ID`) 528 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 529 | /*!40101 SET character_set_client = @saved_cs_client */; 530 | 531 | -- 532 | -- Table structure for table `SKEWED_STRING_LIST_VALUES` 533 | -- 534 | 535 | /*!40101 SET @saved_cs_client = @@character_set_client */; 536 | /*!40101 SET character_set_client = utf8 */; 537 | CREATE TABLE IF NOT EXISTS `SKEWED_STRING_LIST_VALUES` ( 538 | `STRING_LIST_ID` bigint(20) NOT NULL, 539 | `STRING_LIST_VALUE` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 540 | `INTEGER_IDX` int(11) NOT NULL, 541 | PRIMARY KEY (`STRING_LIST_ID`,`INTEGER_IDX`), 542 | KEY `SKEWED_STRING_LIST_VALUES_N49` (`STRING_LIST_ID`), 543 | CONSTRAINT `SKEWED_STRING_LIST_VALUES_FK1` FOREIGN KEY (`STRING_LIST_ID`) REFERENCES `SKEWED_STRING_LIST` (`STRING_LIST_ID`) 544 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 545 | /*!40101 SET character_set_client = @saved_cs_client */; 546 | 547 | -- 548 | -- Table structure for table `SKEWED_VALUES` 549 | -- 550 | 551 | /*!40101 SET @saved_cs_client = @@character_set_client */; 552 | /*!40101 SET character_set_client = utf8 */; 553 | CREATE TABLE IF NOT EXISTS `SKEWED_VALUES` ( 554 | `SD_ID_OID` bigint(20) NOT NULL, 555 | `STRING_LIST_ID_EID` bigint(20) NOT NULL, 556 | `INTEGER_IDX` int(11) NOT NULL, 557 | PRIMARY KEY (`SD_ID_OID`,`INTEGER_IDX`), 558 | KEY `SKEWED_VALUES_N50` (`SD_ID_OID`), 559 | KEY `SKEWED_VALUES_N49` (`STRING_LIST_ID_EID`), 560 | CONSTRAINT `SKEWED_VALUES_FK2` FOREIGN KEY (`STRING_LIST_ID_EID`) REFERENCES `SKEWED_STRING_LIST` (`STRING_LIST_ID`), 561 | CONSTRAINT `SKEWED_VALUES_FK1` FOREIGN KEY (`SD_ID_OID`) REFERENCES `SDS` (`SD_ID`) 562 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 563 | /*!40101 SET character_set_client = @saved_cs_client */; 564 | 565 | -- 566 | -- Table structure for table `SORT_COLS` 567 | -- 568 | 569 | /*!40101 SET @saved_cs_client = @@character_set_client */; 570 | /*!40101 SET character_set_client = utf8 */; 571 | CREATE TABLE IF NOT EXISTS `SORT_COLS` ( 572 | `SD_ID` bigint(20) NOT NULL, 573 | `COLUMN_NAME` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 574 | `ORDER` int(11) NOT NULL, 575 | `INTEGER_IDX` int(11) NOT NULL, 576 | PRIMARY KEY (`SD_ID`,`INTEGER_IDX`), 577 | KEY `SORT_COLS_N49` (`SD_ID`), 578 | CONSTRAINT `SORT_COLS_FK1` FOREIGN KEY (`SD_ID`) REFERENCES `SDS` (`SD_ID`) 579 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 580 | /*!40101 SET character_set_client = @saved_cs_client */; 581 | 582 | -- 583 | -- Table structure for table `TABLE_PARAMS` 584 | -- 585 | 586 | /*!40101 SET @saved_cs_client = @@character_set_client */; 587 | /*!40101 SET character_set_client = utf8 */; 588 | CREATE TABLE IF NOT EXISTS `TABLE_PARAMS` ( 589 | `TBL_ID` bigint(20) NOT NULL, 590 | `PARAM_KEY` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 591 | `PARAM_VALUE` MEDIUMTEXT CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 592 | PRIMARY KEY (`TBL_ID`,`PARAM_KEY`), 593 | KEY `TABLE_PARAMS_N49` (`TBL_ID`), 594 | CONSTRAINT `TABLE_PARAMS_FK1` FOREIGN KEY (`TBL_ID`) REFERENCES `TBLS` (`TBL_ID`) 595 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 596 | /*!40101 SET character_set_client = @saved_cs_client */; 597 | 598 | -- 599 | -- Table structure for table `MV_CREATION_METADATA` 600 | -- 601 | 602 | /*!40101 SET @saved_cs_client = @@character_set_client */; 603 | /*!40101 SET character_set_client = utf8 */; 604 | CREATE TABLE IF NOT EXISTS `MV_CREATION_METADATA` ( 605 | `MV_CREATION_METADATA_ID` bigint(20) NOT NULL, 606 | `CAT_NAME` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 607 | `DB_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 608 | `TBL_NAME` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 609 | `TXN_LIST` TEXT DEFAULT NULL, 610 | PRIMARY KEY (`MV_CREATION_METADATA_ID`) 611 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 612 | /*!40101 SET character_set_client = @saved_cs_client */; 613 | 614 | CREATE INDEX MV_UNIQUE_TABLE ON MV_CREATION_METADATA (TBL_NAME, DB_NAME) USING BTREE; 615 | 616 | -- 617 | -- Table structure for table `TBLS` 618 | -- 619 | 620 | /*!40101 SET @saved_cs_client = @@character_set_client */; 621 | /*!40101 SET character_set_client = utf8 */; 622 | CREATE TABLE IF NOT EXISTS `TBLS` ( 623 | `TBL_ID` bigint(20) NOT NULL, 624 | `CREATE_TIME` int(11) NOT NULL, 625 | `DB_ID` bigint(20) DEFAULT NULL, 626 | `LAST_ACCESS_TIME` int(11) NOT NULL, 627 | `OWNER` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 628 | `OWNER_TYPE` varchar(10) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 629 | `RETENTION` int(11) NOT NULL, 630 | `SD_ID` bigint(20) DEFAULT NULL, 631 | `TBL_NAME` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 632 | `TBL_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 633 | `VIEW_EXPANDED_TEXT` mediumtext, 634 | `VIEW_ORIGINAL_TEXT` mediumtext, 635 | `IS_REWRITE_ENABLED` bit(1) NOT NULL DEFAULT 0, 636 | PRIMARY KEY (`TBL_ID`), 637 | UNIQUE KEY `UNIQUETABLE` (`TBL_NAME`,`DB_ID`), 638 | KEY `TBLS_N50` (`SD_ID`), 639 | KEY `TBLS_N49` (`DB_ID`), 640 | CONSTRAINT `TBLS_FK1` FOREIGN KEY (`SD_ID`) REFERENCES `SDS` (`SD_ID`), 641 | CONSTRAINT `TBLS_FK2` FOREIGN KEY (`DB_ID`) REFERENCES `DBS` (`DB_ID`) 642 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 643 | /*!40101 SET character_set_client = @saved_cs_client */; 644 | 645 | -- 646 | -- Table structure for table `MV_TABLES_USED` 647 | -- 648 | 649 | /*!40101 SET @saved_cs_client = @@character_set_client */; 650 | /*!40101 SET character_set_client = utf8 */; 651 | CREATE TABLE IF NOT EXISTS `MV_TABLES_USED` ( 652 | `MV_CREATION_METADATA_ID` bigint(20) NOT NULL, 653 | `TBL_ID` bigint(20) NOT NULL, 654 | CONSTRAINT `MV_TABLES_USED_FK1` FOREIGN KEY (`MV_CREATION_METADATA_ID`) REFERENCES `MV_CREATION_METADATA` (`MV_CREATION_METADATA_ID`), 655 | CONSTRAINT `MV_TABLES_USED_FK2` FOREIGN KEY (`TBL_ID`) REFERENCES `TBLS` (`TBL_ID`) 656 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 657 | /*!40101 SET character_set_client = @saved_cs_client */; 658 | 659 | -- 660 | -- Table structure for table `TBL_COL_PRIVS` 661 | -- 662 | 663 | /*!40101 SET @saved_cs_client = @@character_set_client */; 664 | /*!40101 SET character_set_client = utf8 */; 665 | CREATE TABLE IF NOT EXISTS `TBL_COL_PRIVS` ( 666 | `TBL_COLUMN_GRANT_ID` bigint(20) NOT NULL, 667 | `COLUMN_NAME` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 668 | `CREATE_TIME` int(11) NOT NULL, 669 | `GRANT_OPTION` smallint(6) NOT NULL, 670 | `GRANTOR` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 671 | `GRANTOR_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 672 | `PRINCIPAL_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 673 | `PRINCIPAL_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 674 | `TBL_COL_PRIV` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 675 | `TBL_ID` bigint(20) DEFAULT NULL, 676 | PRIMARY KEY (`TBL_COLUMN_GRANT_ID`), 677 | KEY `TABLECOLUMNPRIVILEGEINDEX` (`TBL_ID`,`COLUMN_NAME`,`PRINCIPAL_NAME`,`PRINCIPAL_TYPE`,`TBL_COL_PRIV`,`GRANTOR`,`GRANTOR_TYPE`), 678 | KEY `TBL_COL_PRIVS_N49` (`TBL_ID`), 679 | CONSTRAINT `TBL_COL_PRIVS_FK1` FOREIGN KEY (`TBL_ID`) REFERENCES `TBLS` (`TBL_ID`) 680 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 681 | /*!40101 SET character_set_client = @saved_cs_client */; 682 | 683 | -- 684 | -- Table structure for table `TBL_PRIVS` 685 | -- 686 | 687 | /*!40101 SET @saved_cs_client = @@character_set_client */; 688 | /*!40101 SET character_set_client = utf8 */; 689 | CREATE TABLE IF NOT EXISTS `TBL_PRIVS` ( 690 | `TBL_GRANT_ID` bigint(20) NOT NULL, 691 | `CREATE_TIME` int(11) NOT NULL, 692 | `GRANT_OPTION` smallint(6) NOT NULL, 693 | `GRANTOR` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 694 | `GRANTOR_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 695 | `PRINCIPAL_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 696 | `PRINCIPAL_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 697 | `TBL_PRIV` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 698 | `TBL_ID` bigint(20) DEFAULT NULL, 699 | PRIMARY KEY (`TBL_GRANT_ID`), 700 | KEY `TBL_PRIVS_N49` (`TBL_ID`), 701 | KEY `TABLEPRIVILEGEINDEX` (`TBL_ID`,`PRINCIPAL_NAME`,`PRINCIPAL_TYPE`,`TBL_PRIV`,`GRANTOR`,`GRANTOR_TYPE`), 702 | CONSTRAINT `TBL_PRIVS_FK1` FOREIGN KEY (`TBL_ID`) REFERENCES `TBLS` (`TBL_ID`) 703 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 704 | /*!40101 SET character_set_client = @saved_cs_client */; 705 | 706 | -- 707 | -- Table structure for table `TAB_COL_STATS` 708 | -- 709 | CREATE TABLE IF NOT EXISTS `TAB_COL_STATS` ( 710 | `CS_ID` bigint(20) NOT NULL, 711 | `CAT_NAME` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 712 | `DB_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 713 | `TABLE_NAME` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 714 | `COLUMN_NAME` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 715 | `COLUMN_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 716 | `TBL_ID` bigint(20) NOT NULL, 717 | `LONG_LOW_VALUE` bigint(20), 718 | `LONG_HIGH_VALUE` bigint(20), 719 | `DOUBLE_HIGH_VALUE` double(53,4), 720 | `DOUBLE_LOW_VALUE` double(53,4), 721 | `BIG_DECIMAL_LOW_VALUE` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin, 722 | `BIG_DECIMAL_HIGH_VALUE` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin, 723 | `NUM_NULLS` bigint(20) NOT NULL, 724 | `NUM_DISTINCTS` bigint(20), 725 | `BIT_VECTOR` blob, 726 | `AVG_COL_LEN` double(53,4), 727 | `MAX_COL_LEN` bigint(20), 728 | `NUM_TRUES` bigint(20), 729 | `NUM_FALSES` bigint(20), 730 | `LAST_ANALYZED` bigint(20) NOT NULL, 731 | PRIMARY KEY (`CS_ID`), 732 | CONSTRAINT `TAB_COL_STATS_FK` FOREIGN KEY (`TBL_ID`) REFERENCES `TBLS` (`TBL_ID`) 733 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 734 | 735 | -- 736 | -- Table structure for table `PART_COL_STATS` 737 | -- 738 | CREATE TABLE IF NOT EXISTS `PART_COL_STATS` ( 739 | `CS_ID` bigint(20) NOT NULL, 740 | `CAT_NAME` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 741 | `DB_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 742 | `TABLE_NAME` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 743 | `PARTITION_NAME` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 744 | `COLUMN_NAME` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 745 | `COLUMN_TYPE` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 746 | `PART_ID` bigint(20) NOT NULL, 747 | `LONG_LOW_VALUE` bigint(20), 748 | `LONG_HIGH_VALUE` bigint(20), 749 | `DOUBLE_HIGH_VALUE` double(53,4), 750 | `DOUBLE_LOW_VALUE` double(53,4), 751 | `BIG_DECIMAL_LOW_VALUE` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin, 752 | `BIG_DECIMAL_HIGH_VALUE` varchar(4000) CHARACTER SET latin1 COLLATE latin1_bin, 753 | `NUM_NULLS` bigint(20) NOT NULL, 754 | `NUM_DISTINCTS` bigint(20), 755 | `BIT_VECTOR` blob, 756 | `AVG_COL_LEN` double(53,4), 757 | `MAX_COL_LEN` bigint(20), 758 | `NUM_TRUES` bigint(20), 759 | `NUM_FALSES` bigint(20), 760 | `LAST_ANALYZED` bigint(20) NOT NULL, 761 | PRIMARY KEY (`CS_ID`), 762 | CONSTRAINT `PART_COL_STATS_FK` FOREIGN KEY (`PART_ID`) REFERENCES `PARTITIONS` (`PART_ID`) 763 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 764 | 765 | CREATE INDEX PCS_STATS_IDX ON PART_COL_STATS (CAT_NAME, DB_NAME,TABLE_NAME,COLUMN_NAME,PARTITION_NAME) USING BTREE; 766 | 767 | -- 768 | -- Table structure for table `TYPES` 769 | -- 770 | 771 | /*!40101 SET @saved_cs_client = @@character_set_client */; 772 | /*!40101 SET character_set_client = utf8 */; 773 | CREATE TABLE IF NOT EXISTS `TYPES` ( 774 | `TYPES_ID` bigint(20) NOT NULL, 775 | `TYPE_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 776 | `TYPE1` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 777 | `TYPE2` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 778 | PRIMARY KEY (`TYPES_ID`), 779 | UNIQUE KEY `UNIQUE_TYPE` (`TYPE_NAME`) 780 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 781 | /*!40101 SET character_set_client = @saved_cs_client */; 782 | 783 | -- 784 | -- Table structure for table `TYPE_FIELDS` 785 | -- 786 | 787 | /*!40101 SET @saved_cs_client = @@character_set_client */; 788 | /*!40101 SET character_set_client = utf8 */; 789 | CREATE TABLE IF NOT EXISTS `TYPE_FIELDS` ( 790 | `TYPE_NAME` bigint(20) NOT NULL, 791 | `COMMENT` varchar(256) CHARACTER SET latin1 COLLATE latin1_bin DEFAULT NULL, 792 | `FIELD_NAME` varchar(128) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 793 | `FIELD_TYPE` varchar(767) CHARACTER SET latin1 COLLATE latin1_bin NOT NULL, 794 | `INTEGER_IDX` int(11) NOT NULL, 795 | PRIMARY KEY (`TYPE_NAME`,`FIELD_NAME`), 796 | KEY `TYPE_FIELDS_N49` (`TYPE_NAME`), 797 | CONSTRAINT `TYPE_FIELDS_FK1` FOREIGN KEY (`TYPE_NAME`) REFERENCES `TYPES` (`TYPES_ID`) 798 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 799 | 800 | -- Table `MASTER_KEYS` for classes [org.apache.hadoop.hive.metastore.model.MMasterKey] 801 | CREATE TABLE IF NOT EXISTS `MASTER_KEYS` 802 | ( 803 | `KEY_ID` INTEGER NOT NULL AUTO_INCREMENT, 804 | `MASTER_KEY` VARCHAR(767) BINARY NULL, 805 | PRIMARY KEY (`KEY_ID`) 806 | ) ENGINE=INNODB DEFAULT CHARSET=latin1; 807 | 808 | -- Table `DELEGATION_TOKENS` for classes [org.apache.hadoop.hive.metastore.model.MDelegationToken] 809 | CREATE TABLE IF NOT EXISTS `DELEGATION_TOKENS` 810 | ( 811 | `TOKEN_IDENT` VARCHAR(767) BINARY NOT NULL, 812 | `TOKEN` VARCHAR(767) BINARY NULL, 813 | PRIMARY KEY (`TOKEN_IDENT`) 814 | ) ENGINE=INNODB DEFAULT CHARSET=latin1; 815 | 816 | -- 817 | -- Table structure for VERSION 818 | -- 819 | CREATE TABLE IF NOT EXISTS `VERSION` ( 820 | `VER_ID` BIGINT NOT NULL, 821 | `SCHEMA_VERSION` VARCHAR(127) NOT NULL, 822 | `VERSION_COMMENT` VARCHAR(255), 823 | PRIMARY KEY (`VER_ID`) 824 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 825 | 826 | -- 827 | -- Table structure for table FUNCS 828 | -- 829 | CREATE TABLE IF NOT EXISTS `FUNCS` ( 830 | `FUNC_ID` BIGINT(20) NOT NULL, 831 | `CLASS_NAME` VARCHAR(4000) CHARACTER SET latin1 COLLATE latin1_bin, 832 | `CREATE_TIME` INT(11) NOT NULL, 833 | `DB_ID` BIGINT(20), 834 | `FUNC_NAME` VARCHAR(128) CHARACTER SET latin1 COLLATE latin1_bin, 835 | `FUNC_TYPE` INT(11) NOT NULL, 836 | `OWNER_NAME` VARCHAR(128) CHARACTER SET latin1 COLLATE latin1_bin, 837 | `OWNER_TYPE` VARCHAR(10) CHARACTER SET latin1 COLLATE latin1_bin, 838 | PRIMARY KEY (`FUNC_ID`), 839 | UNIQUE KEY `UNIQUEFUNCTION` (`FUNC_NAME`, `DB_ID`), 840 | KEY `FUNCS_N49` (`DB_ID`), 841 | CONSTRAINT `FUNCS_FK1` FOREIGN KEY (`DB_ID`) REFERENCES `DBS` (`DB_ID`) 842 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 843 | 844 | -- 845 | -- Table structure for table FUNC_RU 846 | -- 847 | CREATE TABLE IF NOT EXISTS `FUNC_RU` ( 848 | `FUNC_ID` BIGINT(20) NOT NULL, 849 | `RESOURCE_TYPE` INT(11) NOT NULL, 850 | `RESOURCE_URI` VARCHAR(4000) CHARACTER SET latin1 COLLATE latin1_bin, 851 | `INTEGER_IDX` INT(11) NOT NULL, 852 | PRIMARY KEY (`FUNC_ID`, `INTEGER_IDX`), 853 | CONSTRAINT `FUNC_RU_FK1` FOREIGN KEY (`FUNC_ID`) REFERENCES `FUNCS` (`FUNC_ID`) 854 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 855 | 856 | CREATE TABLE IF NOT EXISTS `NOTIFICATION_LOG` 857 | ( 858 | `NL_ID` BIGINT(20) NOT NULL, 859 | `EVENT_ID` BIGINT(20) NOT NULL, 860 | `EVENT_TIME` INT(11) NOT NULL, 861 | `EVENT_TYPE` varchar(32) NOT NULL, 862 | `CAT_NAME` varchar(256), 863 | `DB_NAME` varchar(128), 864 | `TBL_NAME` varchar(256), 865 | `MESSAGE` longtext, 866 | `MESSAGE_FORMAT` varchar(16), 867 | PRIMARY KEY (`NL_ID`) 868 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 869 | 870 | CREATE TABLE IF NOT EXISTS `NOTIFICATION_SEQUENCE` 871 | ( 872 | `NNI_ID` BIGINT(20) NOT NULL, 873 | `NEXT_EVENT_ID` BIGINT(20) NOT NULL, 874 | PRIMARY KEY (`NNI_ID`) 875 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 876 | 877 | INSERT INTO `NOTIFICATION_SEQUENCE` (`NNI_ID`, `NEXT_EVENT_ID`) SELECT * from (select 1 as `NNI_ID`, 1 as `NOTIFICATION_SEQUENCE`) a WHERE (SELECT COUNT(*) FROM `NOTIFICATION_SEQUENCE`) = 0; 878 | 879 | CREATE TABLE IF NOT EXISTS `KEY_CONSTRAINTS` 880 | ( 881 | `CHILD_CD_ID` BIGINT, 882 | `CHILD_INTEGER_IDX` INT(11), 883 | `CHILD_TBL_ID` BIGINT, 884 | `PARENT_CD_ID` BIGINT, 885 | `PARENT_INTEGER_IDX` INT(11) NOT NULL, 886 | `PARENT_TBL_ID` BIGINT NOT NULL, 887 | `POSITION` BIGINT NOT NULL, 888 | `CONSTRAINT_NAME` VARCHAR(400) NOT NULL, 889 | `CONSTRAINT_TYPE` SMALLINT(6) NOT NULL, 890 | `UPDATE_RULE` SMALLINT(6), 891 | `DELETE_RULE` SMALLINT(6), 892 | `ENABLE_VALIDATE_RELY` SMALLINT(6) NOT NULL, 893 | `DEFAULT_VALUE` VARCHAR(400), 894 | PRIMARY KEY (`CONSTRAINT_NAME`, `POSITION`) 895 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 896 | 897 | CREATE INDEX `CONSTRAINTS_PARENT_TABLE_ID_INDEX` ON KEY_CONSTRAINTS (`PARENT_TBL_ID`) USING BTREE; 898 | 899 | CREATE INDEX `CONSTRAINTS_CONSTRAINT_TYPE_INDEX` ON KEY_CONSTRAINTS (`CONSTRAINT_TYPE`) USING BTREE; 900 | 901 | -- ----------------------------- 902 | -- Metastore DB Properties table 903 | -- ----------------------------- 904 | CREATE TABLE IF NOT EXISTS `METASTORE_DB_PROPERTIES` ( 905 | `PROPERTY_KEY` varchar(255) NOT NULL, 906 | `PROPERTY_VALUE` varchar(1000) NOT NULL, 907 | `DESCRIPTION` varchar(1000), 908 | PRIMARY KEY(`PROPERTY_KEY`) 909 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 910 | 911 | 912 | -- --------------------- 913 | -- Resource plan tables. 914 | -- --------------------- 915 | CREATE TABLE IF NOT EXISTS WM_RESOURCEPLAN ( 916 | `RP_ID` bigint(20) NOT NULL, 917 | `NAME` varchar(128) NOT NULL, 918 | `QUERY_PARALLELISM` int(11), 919 | `STATUS` varchar(20) NOT NULL, 920 | `DEFAULT_POOL_ID` bigint(20), 921 | PRIMARY KEY (`RP_ID`), 922 | UNIQUE KEY `UNIQUE_WM_RESOURCEPLAN` (`NAME`) 923 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 924 | 925 | CREATE TABLE IF NOT EXISTS WM_POOL 926 | ( 927 | `POOL_ID` bigint(20) NOT NULL, 928 | `RP_ID` bigint(20) NOT NULL, 929 | `PATH` varchar(767) NOT NULL, 930 | `ALLOC_FRACTION` DOUBLE, 931 | `QUERY_PARALLELISM` int(11), 932 | `SCHEDULING_POLICY` varchar(767), 933 | PRIMARY KEY (`POOL_ID`), 934 | UNIQUE KEY `UNIQUE_WM_POOL` (`RP_ID`, `PATH`), 935 | CONSTRAINT `WM_POOL_FK1` FOREIGN KEY (`RP_ID`) REFERENCES `WM_RESOURCEPLAN` (`RP_ID`) 936 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 937 | 938 | ALTER TABLE `WM_RESOURCEPLAN` ADD CONSTRAINT `WM_RESOURCEPLAN_FK1` FOREIGN KEY (`DEFAULT_POOL_ID`) REFERENCES `WM_POOL`(`POOL_ID`); 939 | 940 | CREATE TABLE IF NOT EXISTS WM_TRIGGER 941 | ( 942 | `TRIGGER_ID` bigint(20) NOT NULL, 943 | `RP_ID` bigint(20) NOT NULL, 944 | `NAME` varchar(128) NOT NULL, 945 | `TRIGGER_EXPRESSION` varchar(1024), 946 | `ACTION_EXPRESSION` varchar(1024), 947 | `IS_IN_UNMANAGED` bit(1) NOT NULL DEFAULT 0, 948 | PRIMARY KEY (`TRIGGER_ID`), 949 | UNIQUE KEY `UNIQUE_WM_TRIGGER` (`RP_ID`, `NAME`), 950 | CONSTRAINT `WM_TRIGGER_FK1` FOREIGN KEY (`RP_ID`) REFERENCES `WM_RESOURCEPLAN` (`RP_ID`) 951 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 952 | 953 | CREATE TABLE IF NOT EXISTS WM_POOL_TO_TRIGGER 954 | ( 955 | `POOL_ID` bigint(20) NOT NULL, 956 | `TRIGGER_ID` bigint(20) NOT NULL, 957 | PRIMARY KEY (`POOL_ID`, `TRIGGER_ID`), 958 | CONSTRAINT `WM_POOL_TO_TRIGGER_FK1` FOREIGN KEY (`POOL_ID`) REFERENCES `WM_POOL` (`POOL_ID`), 959 | CONSTRAINT `WM_POOL_TO_TRIGGER_FK2` FOREIGN KEY (`TRIGGER_ID`) REFERENCES `WM_TRIGGER` (`TRIGGER_ID`) 960 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 961 | 962 | CREATE TABLE IF NOT EXISTS WM_MAPPING 963 | ( 964 | `MAPPING_ID` bigint(20) NOT NULL, 965 | `RP_ID` bigint(20) NOT NULL, 966 | `ENTITY_TYPE` varchar(128) NOT NULL, 967 | `ENTITY_NAME` varchar(128) NOT NULL, 968 | `POOL_ID` bigint(20), 969 | `ORDERING` int, 970 | PRIMARY KEY (`MAPPING_ID`), 971 | UNIQUE KEY `UNIQUE_WM_MAPPING` (`RP_ID`, `ENTITY_TYPE`, `ENTITY_NAME`), 972 | CONSTRAINT `WM_MAPPING_FK1` FOREIGN KEY (`RP_ID`) REFERENCES `WM_RESOURCEPLAN` (`RP_ID`), 973 | CONSTRAINT `WM_MAPPING_FK2` FOREIGN KEY (`POOL_ID`) REFERENCES `WM_POOL` (`POOL_ID`) 974 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 975 | 976 | -- ---------------------------- 977 | -- Transaction and Lock Tables 978 | -- ---------------------------- 979 | CREATE TABLE TXNS ( 980 | TXN_ID bigint PRIMARY KEY, 981 | TXN_STATE char(1) NOT NULL, 982 | TXN_STARTED bigint NOT NULL, 983 | TXN_LAST_HEARTBEAT bigint NOT NULL, 984 | TXN_USER varchar(128) NOT NULL, 985 | TXN_HOST varchar(128) NOT NULL, 986 | TXN_AGENT_INFO varchar(128), 987 | TXN_META_INFO varchar(128), 988 | TXN_HEARTBEAT_COUNT int 989 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 990 | 991 | CREATE TABLE TXN_COMPONENTS ( 992 | TC_TXNID bigint NOT NULL, 993 | TC_DATABASE varchar(128) NOT NULL, 994 | TC_TABLE varchar(128), 995 | TC_PARTITION varchar(767), 996 | TC_OPERATION_TYPE char(1) NOT NULL, 997 | TC_WRITEID bigint, 998 | FOREIGN KEY (TC_TXNID) REFERENCES TXNS (TXN_ID) 999 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1000 | 1001 | CREATE INDEX TC_TXNID_INDEX ON TXN_COMPONENTS (TC_TXNID); 1002 | 1003 | CREATE TABLE COMPLETED_TXN_COMPONENTS ( 1004 | CTC_TXNID bigint NOT NULL, 1005 | CTC_DATABASE varchar(128) NOT NULL, 1006 | CTC_TABLE varchar(256), 1007 | CTC_PARTITION varchar(767), 1008 | CTC_TIMESTAMP timestamp DEFAULT CURRENT_TIMESTAMP NOT NULL, 1009 | CTC_WRITEID bigint 1010 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1011 | 1012 | CREATE INDEX COMPLETED_TXN_COMPONENTS_IDX ON COMPLETED_TXN_COMPONENTS (CTC_DATABASE, CTC_TABLE, CTC_PARTITION) USING BTREE; 1013 | 1014 | CREATE TABLE NEXT_TXN_ID ( 1015 | NTXN_NEXT bigint NOT NULL 1016 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1017 | INSERT INTO NEXT_TXN_ID VALUES(1); 1018 | 1019 | CREATE TABLE HIVE_LOCKS ( 1020 | HL_LOCK_EXT_ID bigint NOT NULL, 1021 | HL_LOCK_INT_ID bigint NOT NULL, 1022 | HL_TXNID bigint NOT NULL, 1023 | HL_DB varchar(128) NOT NULL, 1024 | HL_TABLE varchar(128), 1025 | HL_PARTITION varchar(767), 1026 | HL_LOCK_STATE char(1) not null, 1027 | HL_LOCK_TYPE char(1) not null, 1028 | HL_LAST_HEARTBEAT bigint NOT NULL, 1029 | HL_ACQUIRED_AT bigint, 1030 | HL_USER varchar(128) NOT NULL, 1031 | HL_HOST varchar(128) NOT NULL, 1032 | HL_HEARTBEAT_COUNT int, 1033 | HL_AGENT_INFO varchar(128), 1034 | HL_BLOCKEDBY_EXT_ID bigint, 1035 | HL_BLOCKEDBY_INT_ID bigint, 1036 | PRIMARY KEY(HL_LOCK_EXT_ID, HL_LOCK_INT_ID), 1037 | KEY HIVE_LOCK_TXNID_INDEX (HL_TXNID) 1038 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1039 | 1040 | CREATE INDEX HL_TXNID_IDX ON HIVE_LOCKS (HL_TXNID); 1041 | 1042 | CREATE TABLE NEXT_LOCK_ID ( 1043 | NL_NEXT bigint NOT NULL 1044 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1045 | INSERT INTO NEXT_LOCK_ID VALUES(1); 1046 | 1047 | CREATE TABLE COMPACTION_QUEUE ( 1048 | CQ_ID bigint PRIMARY KEY, 1049 | CQ_DATABASE varchar(128) NOT NULL, 1050 | CQ_TABLE varchar(128) NOT NULL, 1051 | CQ_PARTITION varchar(767), 1052 | CQ_STATE char(1) NOT NULL, 1053 | CQ_TYPE char(1) NOT NULL, 1054 | CQ_TBLPROPERTIES varchar(2048), 1055 | CQ_WORKER_ID varchar(128), 1056 | CQ_START bigint, 1057 | CQ_RUN_AS varchar(128), 1058 | CQ_HIGHEST_WRITE_ID bigint, 1059 | CQ_META_INFO varbinary(2048), 1060 | CQ_HADOOP_JOB_ID varchar(32) 1061 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1062 | 1063 | CREATE TABLE COMPLETED_COMPACTIONS ( 1064 | CC_ID bigint PRIMARY KEY, 1065 | CC_DATABASE varchar(128) NOT NULL, 1066 | CC_TABLE varchar(128) NOT NULL, 1067 | CC_PARTITION varchar(767), 1068 | CC_STATE char(1) NOT NULL, 1069 | CC_TYPE char(1) NOT NULL, 1070 | CC_TBLPROPERTIES varchar(2048), 1071 | CC_WORKER_ID varchar(128), 1072 | CC_START bigint, 1073 | CC_END bigint, 1074 | CC_RUN_AS varchar(128), 1075 | CC_HIGHEST_WRITE_ID bigint, 1076 | CC_META_INFO varbinary(2048), 1077 | CC_HADOOP_JOB_ID varchar(32) 1078 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1079 | 1080 | CREATE TABLE NEXT_COMPACTION_QUEUE_ID ( 1081 | NCQ_NEXT bigint NOT NULL 1082 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1083 | INSERT INTO NEXT_COMPACTION_QUEUE_ID VALUES(1); 1084 | 1085 | CREATE TABLE AUX_TABLE ( 1086 | MT_KEY1 varchar(128) NOT NULL, 1087 | MT_KEY2 bigint NOT NULL, 1088 | MT_COMMENT varchar(255), 1089 | PRIMARY KEY(MT_KEY1, MT_KEY2) 1090 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1091 | 1092 | CREATE TABLE WRITE_SET ( 1093 | WS_DATABASE varchar(128) NOT NULL, 1094 | WS_TABLE varchar(128) NOT NULL, 1095 | WS_PARTITION varchar(767), 1096 | WS_TXNID bigint NOT NULL, 1097 | WS_COMMIT_ID bigint NOT NULL, 1098 | WS_OPERATION_TYPE char(1) NOT NULL 1099 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1100 | 1101 | CREATE TABLE TXN_TO_WRITE_ID ( 1102 | T2W_TXNID bigint NOT NULL, 1103 | T2W_DATABASE varchar(128) NOT NULL, 1104 | T2W_TABLE varchar(256) NOT NULL, 1105 | T2W_WRITEID bigint NOT NULL 1106 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1107 | 1108 | CREATE UNIQUE INDEX TBL_TO_TXN_ID_IDX ON TXN_TO_WRITE_ID (T2W_DATABASE, T2W_TABLE, T2W_TXNID); 1109 | CREATE UNIQUE INDEX TBL_TO_WRITE_ID_IDX ON TXN_TO_WRITE_ID (T2W_DATABASE, T2W_TABLE, T2W_WRITEID); 1110 | 1111 | CREATE TABLE NEXT_WRITE_ID ( 1112 | NWI_DATABASE varchar(128) NOT NULL, 1113 | NWI_TABLE varchar(256) NOT NULL, 1114 | NWI_NEXT bigint NOT NULL 1115 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1116 | 1117 | CREATE UNIQUE INDEX NEXT_WRITE_ID_IDX ON NEXT_WRITE_ID (NWI_DATABASE, NWI_TABLE); 1118 | 1119 | CREATE TABLE MIN_HISTORY_LEVEL ( 1120 | MHL_TXNID bigint NOT NULL, 1121 | MHL_MIN_OPEN_TXNID bigint NOT NULL, 1122 | PRIMARY KEY(MHL_TXNID) 1123 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1124 | 1125 | CREATE INDEX MIN_HISTORY_LEVEL_IDX ON MIN_HISTORY_LEVEL (MHL_MIN_OPEN_TXNID); 1126 | 1127 | CREATE TABLE `I_SCHEMA` ( 1128 | `SCHEMA_ID` BIGINT PRIMARY KEY, 1129 | `SCHEMA_TYPE` INTEGER NOT NULL, 1130 | `NAME` VARCHAR(256), 1131 | `DB_ID` BIGINT, 1132 | `COMPATIBILITY` INTEGER NOT NULL, 1133 | `VALIDATION_LEVEL` INTEGER NOT NULL, 1134 | `CAN_EVOLVE` bit(1) NOT NULL, 1135 | `SCHEMA_GROUP` VARCHAR(256), 1136 | `DESCRIPTION` VARCHAR(4000), 1137 | FOREIGN KEY (`DB_ID`) REFERENCES `DBS` (`DB_ID`), 1138 | KEY `UNIQUE_NAME` (`NAME`) 1139 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1140 | 1141 | CREATE TABLE `SCHEMA_VERSION` ( 1142 | `SCHEMA_VERSION_ID` bigint primary key, 1143 | `SCHEMA_ID` BIGINT, 1144 | `VERSION` INTEGER NOT NULL, 1145 | `CREATED_AT` BIGINT NOT NULL, 1146 | `CD_ID` BIGINT, 1147 | `STATE` INTEGER NOT NULL, 1148 | `DESCRIPTION` VARCHAR(4000), 1149 | `SCHEMA_TEXT` mediumtext, 1150 | `FINGERPRINT` VARCHAR(256), 1151 | `SCHEMA_VERSION_NAME` VARCHAR(256), 1152 | `SERDE_ID` bigint, 1153 | FOREIGN KEY (`SCHEMA_ID`) REFERENCES `I_SCHEMA` (`SCHEMA_ID`), 1154 | FOREIGN KEY (`CD_ID`) REFERENCES `CDS` (`CD_ID`), 1155 | FOREIGN KEY (`SERDE_ID`) REFERENCES `SERDES` (`SERDE_ID`), 1156 | KEY `UNIQUE_VERSION` (`SCHEMA_ID`, `VERSION`) 1157 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1158 | 1159 | CREATE TABLE REPL_TXN_MAP ( 1160 | RTM_REPL_POLICY varchar(256) NOT NULL, 1161 | RTM_SRC_TXN_ID bigint NOT NULL, 1162 | RTM_TARGET_TXN_ID bigint NOT NULL, 1163 | PRIMARY KEY (RTM_REPL_POLICY, RTM_SRC_TXN_ID) 1164 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1165 | 1166 | CREATE TABLE RUNTIME_STATS ( 1167 | RS_ID bigint primary key, 1168 | CREATE_TIME bigint NOT NULL, 1169 | WEIGHT bigint NOT NULL, 1170 | PAYLOAD blob 1171 | ) ENGINE=InnoDB DEFAULT CHARSET=latin1; 1172 | 1173 | CREATE INDEX IDX_RUNTIME_STATS_CREATE_TIME ON RUNTIME_STATS(CREATE_TIME); 1174 | 1175 | -- ----------------------------------------------------------------- 1176 | -- Record schema version. Should be the last step in the init script 1177 | -- ----------------------------------------------------------------- 1178 | INSERT INTO VERSION (VER_ID, SCHEMA_VERSION, VERSION_COMMENT) VALUES (1, '3.0.0', 'Hive release version 3.0.0'); 1179 | 1180 | /*!40101 SET character_set_client = @saved_cs_client */; 1181 | /*!40103 SET TIME_ZONE=@OLD_TIME_ZONE */; 1182 | 1183 | /*!40101 SET SQL_MODE=@OLD_SQL_MODE */; 1184 | /*!40014 SET FOREIGN_KEY_CHECKS=@OLD_FOREIGN_KEY_CHECKS */; 1185 | /*!40014 SET UNIQUE_CHECKS=@OLD_UNIQUE_CHECKS */; 1186 | /*!40101 SET CHARACTER_SET_CLIENT=@OLD_CHARACTER_SET_CLIENT */; 1187 | /*!40101 SET CHARACTER_SET_RESULTS=@OLD_CHARACTER_SET_RESULTS */; 1188 | /*!40101 SET COLLATION_CONNECTION=@OLD_COLLATION_CONNECTION */; 1189 | /*!40111 SET SQL_NOTES=@OLD_SQL_NOTES */; 1190 | 1191 | -- Dump completed on 2012-08-23 0:56:31 1192 | -------------------------------------------------------------------------------- /infra/hive-site.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | metastore.warehouse.dir 6 | s3a://spark/warehouse/ 7 | 8 | 9 | javax.jdo.option.ConnectionDriverName 10 | com.mysql.cj.jdbc.Driver 11 | 12 | 13 | javax.jdo.option.ConnectionURL 14 | jdbc:mysql://mariadb-hive:3306/metastore_db 15 | 16 | 17 | javax.jdo.option.ConnectionUserName 18 | admin 19 | 20 | 21 | javax.jdo.option.ConnectionPassword 22 | admin 23 | 24 | 25 | fs.s3a.access.key 26 | accesskey 27 | 28 | 29 | fs.s3a.secret.key 30 | secretkey 31 | 32 | 33 | fs.s3a.endpoint 34 | http://minio:9000 35 | 36 | 37 | fs.s3a.path.style.access 38 | true 39 | 40 | -------------------------------------------------------------------------------- /infra/pyspark.Dockerfile: -------------------------------------------------------------------------------- 1 | FROM apache/spark-py:3.3.1 2 | 3 | ARG HADOOP_VERSION=3.3.4 4 | ARG AWS_JAVA_SDK_VERSION=1.12.339 5 | ARG PYTHON_VERSION=3.9 6 | ARG PYSPARK_JAR_PATH=/opt/spark/jars/ 7 | 8 | # Switch to root user 9 | USER 0:0 10 | 11 | # Meta Store Connection Jar 12 | ADD https://repo1.maven.org/maven2/mysql/mysql-connector-java/8.0.19/mysql-connector-java-8.0.19.jar ${PYSPARK_JAR_PATH} 13 | 14 | # S3 Related Jars 15 | ADD https://repo1.maven.org/maven2/org/apache/hadoop/hadoop-aws/${HADOOP_VERSION}/hadoop-aws-${HADOOP_VERSION}.jar ${PYSPARK_JAR_PATH} 16 | ADD https://repo1.maven.org/maven2/com/amazonaws/aws-java-sdk-bundle/${AWS_JAVA_SDK_VERSION}/aws-java-sdk-bundle-${AWS_JAVA_SDK_VERSION}.jar ${PYSPARK_JAR_PATH} 17 | 18 | # Delta Lake Related Jars, versions might change if delta-spark python package is updated 19 | ADD https://repo1.maven.org/maven2/io/delta/delta-core_2.12/2.2.0/delta-core_2.12-2.2.0.jar ${PYSPARK_JAR_PATH} 20 | ADD https://repo1.maven.org/maven2/io/delta/delta-storage/2.2.0/delta-storage-2.2.0.jar ${PYSPARK_JAR_PATH} 21 | ADD https://repo1.maven.org/maven2/org/antlr/antlr4-runtime/4.8/antlr4-runtime-4.8.jar ${PYSPARK_JAR_PATH} 22 | COPY ./infra/hive-site.xml /opt/spark/conf/hive-site.xml 23 | 24 | WORKDIR /workspace 25 | 26 | COPY poetry.lock pyproject.toml ./ 27 | 28 | RUN pip install poetry ; \ 29 | poetry config virtualenvs.create false && poetry install 30 | 31 | COPY . ./ 32 | 33 | ENV PYTHONPATH "/usr/local/lib/python${PYTHON_VERSION}/dist-packages:/usr/lib/python${PYTHON_VERSION}/site-packages:/usr/lib/python3/dist-packages" 34 | ENTRYPOINT [ "jupyter-lab", "--allow-root", "--ip=0.0.0.0"] -------------------------------------------------------------------------------- /notebooks/example.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": null, 6 | "metadata": {}, 7 | "outputs": [], 8 | "source": [ 9 | "import src.connections_utils as connections" 10 | ] 11 | }, 12 | { 13 | "cell_type": "code", 14 | "execution_count": null, 15 | "metadata": {}, 16 | "outputs": [], 17 | "source": [ 18 | "spark_session = connections.create_docker_spark_builder().getOrCreate()" 19 | ] 20 | }, 21 | { 22 | "cell_type": "code", 23 | "execution_count": null, 24 | "metadata": {}, 25 | "outputs": [], 26 | "source": [ 27 | "import pandas as pd\n", 28 | "\n", 29 | "sample_data = pd.DataFrame({\"a\": [1, 2, 3], \"b\": [4, 5, 6]})\n", 30 | "\n", 31 | "spark_data = spark_session.createDataFrame(sample_data)" 32 | ] 33 | }, 34 | { 35 | "cell_type": "code", 36 | "execution_count": null, 37 | "metadata": {}, 38 | "outputs": [], 39 | "source": [ 40 | "spark_data.write.format(\"delta\").mode(\"overwrite\").saveAsTable(\"test_table\")" 41 | ] 42 | } 43 | ], 44 | "metadata": { 45 | "kernelspec": { 46 | "display_name": "Python 3", 47 | "language": "python", 48 | "name": "python3" 49 | }, 50 | "language_info": { 51 | "name": "python", 52 | "version": "3.8.10 (default, Nov 14 2022, 12:59:47) \n[GCC 9.4.0]" 53 | }, 54 | "orig_nbformat": 4, 55 | "vscode": { 56 | "interpreter": { 57 | "hash": "8a5edab282632443219e051e4ade2d1d5bbc671c781051bf1437897cbdfea0f1" 58 | } 59 | } 60 | }, 61 | "nbformat": 4, 62 | "nbformat_minor": 2 63 | } 64 | -------------------------------------------------------------------------------- /poetry.lock: -------------------------------------------------------------------------------- 1 | # This file is automatically @generated by Poetry and should not be changed by hand. 2 | 3 | [[package]] 4 | name = "anyio" 5 | version = "3.6.2" 6 | description = "High level compatibility layer for multiple asynchronous event loop implementations" 7 | category = "dev" 8 | optional = false 9 | python-versions = ">=3.6.2" 10 | files = [ 11 | {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"}, 12 | {file = "anyio-3.6.2.tar.gz", hash = "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421"}, 13 | ] 14 | 15 | [package.dependencies] 16 | idna = ">=2.8" 17 | sniffio = ">=1.1" 18 | 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"pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"] 2560 | 2561 | [metadata] 2562 | lock-version = "2.0" 2563 | python-versions = "^3.8.1" 2564 | content-hash = "842d241d61b94b2e112949b93773609bf664a6b8b8399858657df8b980d2fa78" 2565 | -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- 1 | [tool.poetry] 2 | name = "pyspark-testing-env" 3 | version = "0.1.0" 4 | description = "Example of a pyspark testing environment with poetry" 5 | authors = ["emmc15 "] 6 | readme = "README.md" 7 | license = "MIT" 8 | 9 | [tool.poetry.dependencies] 10 | python = "^3.8.1" 11 | pyspark = "^3.3.1" 12 | delta-spark = "^2.2.0" 13 | pandas = "^1.5.2" 14 | numpy = "^1.24.1" 15 | boto3 = "^1.26.50" 16 | 17 | 18 | [tool.poetry.group.dev.dependencies] 19 | pylint = "^2.15.10" 20 | black = "^22.12.0" 21 | flake8 = "^6.0.0" 22 | pytest = "^7.2.0" 23 | jupyterlab = "^3.5.2" 24 | 25 | [build-system] 26 | requires = ["poetry-core"] 27 | build-backend = "poetry.core.masonry.api" 28 | -------------------------------------------------------------------------------- /src/connections_utils.py: -------------------------------------------------------------------------------- 1 | """ 2 | 3 | """ 4 | import boto3 5 | from delta import configure_spark_with_delta_pip 6 | from pyspark.sql import SparkSession 7 | 8 | 9 | def create_docker_spark_builder(session_name: str="test") -> SparkSession.Builder: 10 | """ 11 | Creates a SparkSession.Builder with the settings needed to run in a docker container 12 | 13 | Args: 14 | session_name (str): Name of session 15 | 16 | Returns: 17 | SparkSession.Builder: _description_ 18 | """ 19 | 20 | builder = ( 21 | SparkSession.builder 22 | # Settings to manage performance and speed for testing in local mode 23 | .master("local[1]") 24 | .config("spark.driver.host", "127.0.0.1") 25 | .config("spark.sql.shuffle.partitions", "1") 26 | .config("spark.ui.enabled", "false") 27 | .config("spark.driver.memory", "2g") 28 | # hive-metastore connection settings 29 | .config("spark.sql.legacy.createHiveTableByDefault", "false") 30 | # .config("hive.metastore.uris", "thrift://hive-metastore:9083") 31 | #.config("spark.sql.catalogImplementation", "hive") 32 | .config("spark.hadoop.hive.hmshandler.retry.interval", "60") 33 | .config("spark.hadoop.hive.hmshandler.retry.attempts", "3") 34 | .config("spark.sql.warehouse.dir", "s3a://spark/warehouse/") 35 | # s3 connection settings 36 | .config("spark.hadoop.fs.s3a.access.key", "accesskey") 37 | .config("spark.hadoop.fs.s3a.secret.key", "secretkey") 38 | .config("spark.hadoop.fs.s3a.endpoint", "http://minio:9000") 39 | .config("spark.hadoop.fs.s3a.connection.ssl.enabled", "false") 40 | .config("spark.hadoop.fs.s3a.path.style.access", "true") 41 | .config("spark.hadoop.fs.s3a.impl", "org.apache.hadoop.fs.s3a.S3AFileSystem") 42 | .config("spark.hadoop.fs.s3a.attempts.maximum", "0") 43 | # Delta Config 44 | .config("spark.sql.extensions", "io.delta.sql.DeltaSparkSessionExtension") 45 | .config("spark.sql.catalog.spark_catalog", "org.apache.spark.sql.delta.catalog.DeltaCatalog") 46 | # name of session 47 | .appName(session_name) 48 | ) 49 | 50 | builder = configure_spark_with_delta_pip(spark_session_builder = builder) 51 | 52 | return builder 53 | 54 | 55 | def create_docker_s3_resource(): 56 | """ 57 | Returns default docker s3 resource for minio 58 | """ 59 | 60 | s3_resource = boto3.resource( 61 | "s3", 62 | endpoint_url="http://minio:9000", 63 | aws_access_key_id="accesskey", 64 | aws_secret_access_key="secretkey", 65 | verify=False, 66 | ) 67 | return s3_resource 68 | 69 | 70 | def create_docker_s3_client(): 71 | """ 72 | Returns default docker s3 client for minio 73 | """ 74 | s3_client = boto3.client( 75 | "s3", 76 | endpoint_url="http://minio:9000", 77 | aws_access_key_id="accesskey", 78 | aws_secret_access_key="secretkey", 79 | verify=False, 80 | ) 81 | 82 | return s3_client -------------------------------------------------------------------------------- /test/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/emmc15/pyspark-testing-env/651e15e106193f5e2544867ac7427d98403d9dbc/test/__init__.py -------------------------------------------------------------------------------- /test/test_pytest_example.py: -------------------------------------------------------------------------------- 1 | """ 2 | Example of usng pytest to write data using delta to s3 locally with minio 3 | """ 4 | import pytest 5 | import pandas as pd 6 | 7 | from src import connections_utils 8 | 9 | @pytest.fixture(scope="session") 10 | def spark_session(): 11 | spark_session = connections_utils.create_docker_spark_builder("tests").getOrCreate() 12 | yield spark_session 13 | spark_session.sql("DROP TABLE IF EXISTS test_table") 14 | spark_session.stop() 15 | 16 | def test_write_delta(spark_session): 17 | df = spark_session.createDataFrame([{"a": 1}, {"a": 2}]) 18 | df.write.format("delta").mode("overwrite").saveAsTable("test_table") 19 | actual_df = spark_session.sql("SELECT * FROM test_table").toPandas() 20 | expected_df = pd.DataFrame({"a": [1, 2]}) 21 | pd.testing.assert_frame_equal(actual_df, expected_df) -------------------------------------------------------------------------------- /test/test_unittest_example.py: -------------------------------------------------------------------------------- 1 | """ 2 | Example of usng unittest to write data using delta to s3 locally with minio 3 | """ 4 | import unittest 5 | import pandas as pd 6 | 7 | from src import connections_utils 8 | 9 | class TestDeltaWrite(unittest.TestCase): 10 | 11 | @classmethod 12 | def setUpClass(cls): 13 | cls.spark_session = connections_utils.create_docker_spark_builder("tests").getOrCreate() 14 | 15 | @classmethod 16 | def tearDownClass(cls): 17 | cls.spark_session.sql("DROP TABLE IF EXISTS test_table") 18 | cls.spark_session.stop() 19 | 20 | 21 | def test_write_delta(self): 22 | df = self.spark_session.createDataFrame([{"a": 1}, {"a": 2}]) 23 | df.write.format("delta").mode("overwrite").saveAsTable("test_table") 24 | actual_df = self.spark_session.sql("SELECT * FROM test_table").toPandas() 25 | expected_df = pd.DataFrame({"a": [1, 2]}) 26 | pd.testing.assert_frame_equal(actual_df, expected_df) --------------------------------------------------------------------------------