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| 1 | +package org.jetbrains.kotlinx.dataframe.io |
| 2 | + |
| 3 | +import org.apache.arrow.adapter.jdbc.JdbcFieldInfo |
| 4 | +import org.apache.arrow.adapter.jdbc.JdbcToArrowConfigBuilder |
| 5 | +import org.apache.arrow.adapter.jdbc.JdbcToArrowUtils |
| 6 | +import org.apache.arrow.adbc.core.AdbcDriver |
| 7 | +import org.apache.arrow.adbc.driver.jdbc.JdbcConnection |
| 8 | +import org.apache.arrow.adbc.driver.jdbc.JdbcDriver |
| 9 | +import org.apache.arrow.adbc.driver.jdbc.JdbcQuirks |
| 10 | +import org.apache.arrow.memory.RootAllocator |
| 11 | +import org.apache.arrow.vector.types.DateUnit |
| 12 | +import org.apache.arrow.vector.types.pojo.ArrowType |
| 13 | +import org.intellij.lang.annotations.Language |
| 14 | +import org.jetbrains.kotlinx.dataframe.DataFrame |
| 15 | +import org.jetbrains.kotlinx.dataframe.api.print |
| 16 | +import org.junit.Ignore |
| 17 | +import org.junit.Test |
| 18 | +import java.math.BigDecimal |
| 19 | +import java.sql.Connection |
| 20 | +import java.sql.Date |
| 21 | +import java.sql.Time |
| 22 | +import java.sql.Timestamp |
| 23 | +import java.sql.Types |
| 24 | +import java.util.UUID |
| 25 | +import kotlin.reflect.full.memberProperties |
| 26 | +import kotlin.reflect.jvm.isAccessible |
| 27 | + |
| 28 | +class ArrowAdbcTest { |
| 29 | + /** |
| 30 | + * We can connect to JDBC databases from arrow using [ADBC](https://arrow.apache.org/adbc/current/driver/jdbc.html). |
| 31 | + */ |
| 32 | + @Test |
| 33 | + fun `JDBC integration H2 MySQL`() { |
| 34 | + val url = "jdbc:h2:mem:test5;DB_CLOSE_DELAY=-1;MODE=MySQL;DATABASE_TO_UPPER=false" |
| 35 | + |
| 36 | + val db = JdbcDriver(RootAllocator()) |
| 37 | + .open( |
| 38 | + buildMap { |
| 39 | + AdbcDriver.PARAM_URI.set(this, url) |
| 40 | + }, |
| 41 | + ) |
| 42 | + |
| 43 | + val df = db.connect().use { connection -> |
| 44 | + // Create table Customer |
| 45 | + @Language("SQL") |
| 46 | + val createCustomerTableQuery = """ |
| 47 | + CREATE TABLE Customer ( |
| 48 | + id INT PRIMARY KEY, |
| 49 | + name VARCHAR(50), |
| 50 | + age INT |
| 51 | + ) |
| 52 | + """ |
| 53 | + connection.createStatement().apply { setSqlQuery(createCustomerTableQuery) }.executeUpdate() |
| 54 | + |
| 55 | + // Create table Sale |
| 56 | + @Language("SQL") |
| 57 | + val createSaleTableQuery = """ |
| 58 | + CREATE TABLE Sale ( |
| 59 | + id INT PRIMARY KEY, |
| 60 | + customerId INT, |
| 61 | + amount DECIMAL(10, 2) NOT NULL |
| 62 | + ) |
| 63 | + """ |
| 64 | + connection.createStatement().apply { setSqlQuery(createSaleTableQuery) }.executeUpdate() |
| 65 | + |
| 66 | + // add data to the Customer table |
| 67 | + listOf( |
| 68 | + "INSERT INTO Customer (id, name, age) VALUES (1, 'John', 40)", |
| 69 | + "INSERT INTO Customer (id, name, age) VALUES (2, 'Alice', 25)", |
| 70 | + "INSERT INTO Customer (id, name, age) VALUES (3, 'Bob', 47)", |
| 71 | + "INSERT INTO Customer (id, name, age) VALUES (4, NULL, NULL)", |
| 72 | + ).forEach { |
| 73 | + connection.createStatement().apply { setSqlQuery(it) }.executeUpdate() |
| 74 | + } |
| 75 | + |
| 76 | + // add data to the Sale table |
| 77 | + listOf( |
| 78 | + "INSERT INTO Sale (id, customerId, amount) VALUES (1, 1, 100.50)", |
| 79 | + "INSERT INTO Sale (id, customerId, amount) VALUES (2, 2, 50.00)", |
| 80 | + "INSERT INTO Sale (id, customerId, amount) VALUES (3, 1, 75.25)", |
| 81 | + "INSERT INTO Sale (id, customerId, amount) VALUES (4, 3, 35.15)", |
| 82 | + ).forEach { |
| 83 | + connection.createStatement().apply { setSqlQuery(it) }.executeUpdate() |
| 84 | + } |
| 85 | + |
| 86 | + val query = connection.createStatement().apply { |
| 87 | + setSqlQuery("SELECT * FROM Customer") |
| 88 | + }.executeQuery() |
| 89 | + |
| 90 | + DataFrame.readArrow(query.reader) |
| 91 | + } |
| 92 | + |
| 93 | + df.print(borders = true, columnTypes = true) |
| 94 | + } |
| 95 | + |
| 96 | + /** |
| 97 | + * We can connect to JDBC databases from arrow using [ADBC](https://arrow.apache.org/adbc/current/driver/jdbc.html). |
| 98 | + * TODO hard to define calendar stuff |
| 99 | + */ |
| 100 | + @Test |
| 101 | + @Ignore |
| 102 | + fun `JDBC integration H2 PostgreSQL`() { |
| 103 | + val url = |
| 104 | + "jdbc:h2:mem:test3;DB_CLOSE_DELAY=-1;MODE=PostgreSQL;DATABASE_TO_LOWER=TRUE;DEFAULT_NULL_ORDERING=HIGH" |
| 105 | + |
| 106 | + val config = JdbcToArrowConfigBuilder() |
| 107 | + .setArraySubTypeByColumnNameMap( |
| 108 | + mapOf( |
| 109 | + "dateArrayCol" to JdbcFieldInfo(Types.ARRAY), |
| 110 | + ), |
| 111 | + ).build() |
| 112 | + |
| 113 | + val quirks = JdbcQuirks.builder("h2") |
| 114 | + .typeConverter { |
| 115 | + if (it.jdbcType == Types.ARRAY) { |
| 116 | + ArrowType.Date(DateUnit.DAY) |
| 117 | + } else { |
| 118 | + JdbcToArrowUtils.getArrowTypeFromJdbcType(it.fieldInfo, null) |
| 119 | + } |
| 120 | + } |
| 121 | + .build() |
| 122 | + |
| 123 | + val db = JdbcDriver(RootAllocator()) |
| 124 | + .open( |
| 125 | + buildMap { |
| 126 | + AdbcDriver.PARAM_URI.set(this, url) |
| 127 | + put(JdbcDriver.PARAM_JDBC_QUIRKS, quirks) |
| 128 | + }, |
| 129 | + ) |
| 130 | + |
| 131 | + val df = db.connect().use { connection -> |
| 132 | + |
| 133 | + @Language("SQL") |
| 134 | + val createTableStatement = |
| 135 | + """ |
| 136 | + CREATE TABLE IF NOT EXISTS table1 ( |
| 137 | + id serial PRIMARY KEY, |
| 138 | + bigintCol bigint not null, |
| 139 | + smallintCol smallint not null, |
| 140 | + bigserialCol bigserial not null, |
| 141 | + booleanCol boolean not null, |
| 142 | + byteaCol bytea not null, |
| 143 | + characterCol character not null, |
| 144 | + characterNCol character(10) not null, |
| 145 | + charCol char not null, |
| 146 | + dateCol date not null, |
| 147 | + doubleCol double precision not null, |
| 148 | + integerCol integer, |
| 149 | + intArrayCol integer array, |
| 150 | + doubleArrayCol double precision array, |
| 151 | + dateArrayCol date array, |
| 152 | + textArrayCol text array, |
| 153 | + booleanArrayCol boolean array |
| 154 | + ) |
| 155 | + """.trimIndent() |
| 156 | + connection.createStatement().apply { setSqlQuery(createTableStatement) }.executeUpdate() |
| 157 | + |
| 158 | + @Language("SQL") |
| 159 | + val createTableQuery = |
| 160 | + """ |
| 161 | + CREATE TABLE IF NOT EXISTS table2 ( |
| 162 | + id serial PRIMARY KEY, |
| 163 | + moneyCol money not null, |
| 164 | + numericCol numeric not null, |
| 165 | + realCol real not null, |
| 166 | + smallintCol smallint not null, |
| 167 | + serialCol serial not null, |
| 168 | + textCol text, |
| 169 | + timeCol time not null, |
| 170 | + timeWithZoneCol time with time zone not null, |
| 171 | + timestampCol timestamp not null, |
| 172 | + timestampWithZoneCol timestamp with time zone not null, |
| 173 | + uuidCol uuid not null |
| 174 | + ) |
| 175 | + """.trimIndent() |
| 176 | + connection.createStatement().apply { setSqlQuery(createTableQuery) }.executeUpdate() |
| 177 | + |
| 178 | + @Language("SQL") |
| 179 | + val insertData1 = |
| 180 | + """ |
| 181 | + INSERT INTO table1 ( |
| 182 | + bigintCol, smallintCol, bigserialCol, booleanCol, |
| 183 | + byteaCol, characterCol, characterNCol, charCol, |
| 184 | + dateCol, doubleCol, |
| 185 | + integerCol, intArrayCol, |
| 186 | + doubleArrayCol, dateArrayCol, textArrayCol, booleanArrayCol |
| 187 | + ) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?) |
| 188 | + """.trimIndent() |
| 189 | + |
| 190 | + @Language("SQL") |
| 191 | + val insertData2 = |
| 192 | + """ |
| 193 | + INSERT INTO table2 ( |
| 194 | + moneyCol, numericCol, |
| 195 | + realCol, smallintCol, |
| 196 | + serialCol, textCol, timeCol, |
| 197 | + timeWithZoneCol, timestampCol, timestampWithZoneCol, |
| 198 | + uuidCol |
| 199 | + ) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?) |
| 200 | + """.trimIndent() |
| 201 | + |
| 202 | + // temporary workaround to create arrays |
| 203 | + val jdbcConnection = JdbcConnection::class |
| 204 | + .memberProperties |
| 205 | + .find { it.name == "connection" }!! |
| 206 | + .also { it.isAccessible = true } |
| 207 | + .get(connection as JdbcConnection) as Connection |
| 208 | + |
| 209 | + val intArray = jdbcConnection.createArrayOf("INTEGER", arrayOf(1, 2, 3)) |
| 210 | + val doubleArray = jdbcConnection.createArrayOf("DOUBLE", arrayOf(1.1, 2.2, 3.3)) |
| 211 | + val dateArray = jdbcConnection.createArrayOf( |
| 212 | + "DATE", |
| 213 | + arrayOf(Date.valueOf("2023-08-01"), Date.valueOf("2023-08-02")), |
| 214 | + ) |
| 215 | + val textArray = jdbcConnection.createArrayOf("TEXT", arrayOf("Hello", "World")) |
| 216 | + val booleanArray = jdbcConnection.createArrayOf("BOOLEAN", arrayOf(true, false, true)) |
| 217 | + |
| 218 | + jdbcConnection.prepareStatement(insertData1).use { |
| 219 | + for (i in 1..3) { |
| 220 | + it.setLong(1, i * 1000L) |
| 221 | + it.setShort(2, 11.toShort()) |
| 222 | + it.setLong(3, 1000000000L + i) |
| 223 | + it.setBoolean(4, i % 2 == 1) |
| 224 | + it.setBytes(5, byteArrayOf(1, 2, 3)) |
| 225 | + it.setString(6, "A") |
| 226 | + it.setString(7, "Hello") |
| 227 | + it.setString(8, "A") |
| 228 | + it.setDate(9, Date.valueOf("2023-08-01")) |
| 229 | + it.setDouble(10, 12.34) |
| 230 | + it.setInt(11, 12345 * i) |
| 231 | + it.setArray(12, intArray) |
| 232 | + it.setArray(13, doubleArray) |
| 233 | + it.setArray(14, dateArray) |
| 234 | + it.setArray(15, textArray) |
| 235 | + it.setArray(16, booleanArray) |
| 236 | + it.executeUpdate() |
| 237 | + } |
| 238 | + } |
| 239 | + |
| 240 | + jdbcConnection.prepareStatement(insertData2).use { |
| 241 | + // Insert data into table2 |
| 242 | + for (i in 1..3) { |
| 243 | + it.setBigDecimal(1, BigDecimal("123.45")) |
| 244 | + it.setBigDecimal(2, BigDecimal("12.34")) |
| 245 | + it.setFloat(3, 12.34f) |
| 246 | + it.setInt(4, 1000 + i) |
| 247 | + it.setInt(5, 1000000 + i) |
| 248 | + it.setString(6, null) |
| 249 | + it.setTime(7, Time.valueOf("12:34:56")) |
| 250 | + it.setTimestamp(8, Timestamp(System.currentTimeMillis())) |
| 251 | + it.setTimestamp(9, Timestamp(System.currentTimeMillis())) |
| 252 | + it.setTimestamp(10, Timestamp(System.currentTimeMillis())) |
| 253 | + it.setObject(11, UUID.randomUUID(), Types.OTHER) |
| 254 | + it.executeUpdate() |
| 255 | + } |
| 256 | + } |
| 257 | + |
| 258 | + val query = connection.createStatement().apply { |
| 259 | + setSqlQuery("SELECT * FROM table1") |
| 260 | + }.executeQuery() |
| 261 | + |
| 262 | + DataFrame.readArrow(query.reader) |
| 263 | + } |
| 264 | + |
| 265 | + df.print(borders = true, columnTypes = true) |
| 266 | + } |
| 267 | +} |
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