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5ea78cd
Porting DateFormatClass on new formatter
MaxGekk Dec 20, 2018
162252f
Porting UnixTime on new formatter
MaxGekk Dec 20, 2018
fd6f7cc
Porting FromUnixTime on new formatter
MaxGekk Dec 20, 2018
0089351
Fix task not serializable
MaxGekk Dec 20, 2018
5150615
Catch illigalargexception
MaxGekk Dec 20, 2018
29e94b4
Remove unused method newDateFormat
MaxGekk Dec 20, 2018
964780f
Set invalid date for Feb
MaxGekk Dec 20, 2018
9cd8f33
Enable legacy parser for Hive Compatibility suite
MaxGekk Dec 21, 2018
5d52c0e
Test for parsing AM/PM
MaxGekk Dec 21, 2018
f444f57
Handling DateTimeException
MaxGekk Dec 21, 2018
6d90b30
Set default time if it is not parsed
MaxGekk Dec 21, 2018
30d9226
Revert "Enable legacy parser for Hive Compatibility suite"
MaxGekk Dec 21, 2018
e4baad6
Enable STRICT mode
MaxGekk Dec 21, 2018
c3fe2a7
Set default values for month, day, minute and second.
MaxGekk Dec 21, 2018
7212132
Fix wrong pattern
MaxGekk Dec 22, 2018
5bea17e
Correct test title
MaxGekk Dec 22, 2018
e98532e
Merge remote-tracking branch 'origin/master' into new-time-cast
MaxGekk Dec 22, 2018
2851ede
Updating the migration guide
MaxGekk Dec 22, 2018
e335cb6
Update docs
MaxGekk Dec 22, 2018
2ac29d5
Making python style checker happy
MaxGekk Dec 22, 2018
6bc9f54
Addressing Wenchen's comments
MaxGekk Dec 24, 2018
fb21d93
Updating the migration guide regarding calendars
MaxGekk Dec 24, 2018
d9d3616
Merge branch 'new-time-cast' of github.com:MaxGekk/spark-1 into new-t…
MaxGekk Dec 24, 2018
d425570
Merge remote-tracking branch 'origin/master' into new-time-cast
MaxGekk Dec 24, 2018
0e1afc3
Merge branch 'new-time-cast' of github.com:MaxGekk/spark-1 into new-t…
MaxGekk Dec 24, 2018
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8 changes: 4 additions & 4 deletions R/pkg/R/functions.R
Original file line number Diff line number Diff line change
Expand Up @@ -1723,7 +1723,7 @@ setMethod("radians",
#' @details
#' \code{to_date}: Converts the column into a DateType. You may optionally specify
#' a format according to the rules in:
#' \url{http://docs.oracle.com/javase/tutorial/i18n/format/simpleDateFormat.html}.
#' \url{https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html}.
#' If the string cannot be parsed according to the specified format (or default),
#' the value of the column will be null.
#' By default, it follows casting rules to a DateType if the format is omitted
Expand Down Expand Up @@ -1819,7 +1819,7 @@ setMethod("to_csv", signature(x = "Column"),
#' @details
#' \code{to_timestamp}: Converts the column into a TimestampType. You may optionally specify
#' a format according to the rules in:
#' \url{http://docs.oracle.com/javase/tutorial/i18n/format/simpleDateFormat.html}.
#' \url{https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html}.
#' If the string cannot be parsed according to the specified format (or default),
#' the value of the column will be null.
#' By default, it follows casting rules to a TimestampType if the format is omitted
Expand Down Expand Up @@ -2240,7 +2240,7 @@ setMethod("n", signature(x = "Column"),
#' \code{date_format}: Converts a date/timestamp/string to a value of string in the format
#' specified by the date format given by the second argument. A pattern could be for instance
#' \code{dd.MM.yyyy} and could return a string like '18.03.1993'. All
#' pattern letters of \code{java.text.SimpleDateFormat} can be used.
#' pattern letters of \code{java.time.format.DateTimeFormatter} can be used.
#' Note: Use when ever possible specialized functions like \code{year}. These benefit from a
#' specialized implementation.
#'
Expand Down Expand Up @@ -2666,7 +2666,7 @@ setMethod("format_string", signature(format = "character", x = "Column"),
#' \code{from_unixtime}: Converts the number of seconds from unix epoch (1970-01-01 00:00:00 UTC)
#' to a string representing the timestamp of that moment in the current system time zone in the JVM
#' in the given format.
#' See \href{http://docs.oracle.com/javase/tutorial/i18n/format/simpleDateFormat.html}{
#' See \href{https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html}{
#' Customizing Formats} for available options.
#'
#' @rdname column_datetime_functions
Expand Down
1 change: 1 addition & 0 deletions docs/sql-migration-guide-upgrade.md
Original file line number Diff line number Diff line change
Expand Up @@ -39,6 +39,7 @@ displayTitle: Spark SQL Upgrading Guide

- In Spark version 2.4 and earlier, JSON datasource and JSON functions like `from_json` convert a bad JSON record to a row with all `null`s in the PERMISSIVE mode when specified schema is `StructType`. Since Spark 3.0, the returned row can contain non-`null` fields if some of JSON column values were parsed and converted to desired types successfully.

- Since Spark 3.0, the `unix_timestamp`, `date_format`, `to_unix_timestamp`, `from_unixtime`, `to_date`, `to_timestamp` functions use java.time API for parsing and formatting dates/timestamps from/to strings by using ISO chronology (https://docs.oracle.com/javase/8/docs/api/java/time/chrono/IsoChronology.html) based on Proleptic Gregorian calendar. In Spark version 2.4 and earlier, java.text.SimpleDateFormat and java.util.GregorianCalendar (hybrid calendar that supports both the Julian and Gregorian calendar systems, see https://docs.oracle.com/javase/7/docs/api/java/util/GregorianCalendar.html) is used for the same purpuse. New implementation supports pattern formats as described here https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html and performs strict checking of its input. For example, the `2015-07-22 10:00:00` timestamp cannot be parse if pattern is `yyyy-MM-dd` because the parser does not consume whole input. Another example is the `31/01/2015 00:00` input cannot be parsed by the `dd/MM/yyyy hh:mm` pattern because `hh` supposes hours in the range `1-12`. To switch back to the implementation used in Spark 2.4 and earlier, set `spark.sql.legacy.timeParser.enabled` to `true`.
## Upgrading From Spark SQL 2.3 to 2.4

- In Spark version 2.3 and earlier, the second parameter to array_contains function is implicitly promoted to the element type of first array type parameter. This type promotion can be lossy and may cause `array_contains` function to return wrong result. This problem has been addressed in 2.4 by employing a safer type promotion mechanism. This can cause some change in behavior and are illustrated in the table below.
Expand Down
6 changes: 3 additions & 3 deletions python/pyspark/sql/functions.py
Original file line number Diff line number Diff line change
Expand Up @@ -874,7 +874,7 @@ def date_format(date, format):
format given by the second argument.

A pattern could be for instance `dd.MM.yyyy` and could return a string like '18.03.1993'. All
pattern letters of the Java class `java.text.SimpleDateFormat` can be used.
pattern letters of the Java class `java.time.format.DateTimeFormatter` can be used.

.. note:: Use when ever possible specialized functions like `year`. These benefit from a
specialized implementation.
Expand Down Expand Up @@ -1094,7 +1094,7 @@ def to_date(col, format=None):
"""Converts a :class:`Column` of :class:`pyspark.sql.types.StringType` or
:class:`pyspark.sql.types.TimestampType` into :class:`pyspark.sql.types.DateType`
using the optionally specified format. Specify formats according to
`SimpleDateFormats <http://docs.oracle.com/javase/tutorial/i18n/format/simpleDateFormat.html>`_.
`DateTimeFormatter <https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html>`_. # noqa
By default, it follows casting rules to :class:`pyspark.sql.types.DateType` if the format
is omitted (equivalent to ``col.cast("date")``).

Expand All @@ -1119,7 +1119,7 @@ def to_timestamp(col, format=None):
"""Converts a :class:`Column` of :class:`pyspark.sql.types.StringType` or
:class:`pyspark.sql.types.TimestampType` into :class:`pyspark.sql.types.DateType`
using the optionally specified format. Specify formats according to
`SimpleDateFormats <http://docs.oracle.com/javase/tutorial/i18n/format/simpleDateFormat.html>`_.
`DateTimeFormatter <https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html>`_. # noqa
By default, it follows casting rules to :class:`pyspark.sql.types.TimestampType` if the format
is omitted (equivalent to ``col.cast("timestamp")``).

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -27,8 +27,7 @@ import org.apache.spark.sql.types._

class CSVInferSchema(val options: CSVOptions) extends Serializable {

@transient
private lazy val timestampParser = TimestampFormatter(
private val timestampParser = TimestampFormatter(
options.timestampFormat,
options.timeZone,
options.locale)
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -18,8 +18,7 @@
package org.apache.spark.sql.catalyst.expressions

import java.sql.Timestamp
import java.text.DateFormat
import java.util.{Calendar, TimeZone}
import java.util.{Calendar, Locale, TimeZone}

import scala.util.control.NonFatal

Expand All @@ -28,7 +27,8 @@ import org.apache.commons.lang3.StringEscapeUtils
import org.apache.spark.sql.catalyst.InternalRow
import org.apache.spark.sql.catalyst.expressions.codegen._
import org.apache.spark.sql.catalyst.expressions.codegen.Block._
import org.apache.spark.sql.catalyst.util.DateTimeUtils
import org.apache.spark.sql.catalyst.util.{DateTimeUtils, TimestampFormatter}
import org.apache.spark.sql.catalyst.util.DateTimeUtils._
import org.apache.spark.sql.types._
import org.apache.spark.unsafe.types.{CalendarInterval, UTF8String}

Expand Down Expand Up @@ -562,16 +562,17 @@ case class DateFormatClass(left: Expression, right: Expression, timeZoneId: Opti
copy(timeZoneId = Option(timeZoneId))

override protected def nullSafeEval(timestamp: Any, format: Any): Any = {
val df = DateTimeUtils.newDateFormat(format.toString, timeZone)
UTF8String.fromString(df.format(new java.util.Date(timestamp.asInstanceOf[Long] / 1000)))
val df = TimestampFormatter(format.toString, timeZone, Locale.US)
UTF8String.fromString(df.format(timestamp.asInstanceOf[Long]))
}

override def doGenCode(ctx: CodegenContext, ev: ExprCode): ExprCode = {
val dtu = DateTimeUtils.getClass.getName.stripSuffix("$")
val tf = TimestampFormatter.getClass.getName.stripSuffix("$")
val tz = ctx.addReferenceObj("timeZone", timeZone)
val locale = ctx.addReferenceObj("locale", Locale.US)
defineCodeGen(ctx, ev, (timestamp, format) => {
s"""UTF8String.fromString($dtu.newDateFormat($format.toString(), $tz)
.format(new java.util.Date($timestamp / 1000)))"""
s"""UTF8String.fromString($tf.apply($format.toString(), $tz, $locale)
.format($timestamp))"""
})
}

Expand Down Expand Up @@ -612,9 +613,10 @@ case class ToUnixTimestamp(
}

/**
* Converts time string with given pattern.
* (see [http://docs.oracle.com/javase/tutorial/i18n/format/simpleDateFormat.html])
* to Unix time stamp (in seconds), returns null if fail.
* Converts time string with given pattern to Unix time stamp (in seconds), returns null if fail.
* See [http://docs.oracle.com/javase/tutorial/i18n/format/simpleDateFormat.html]
* if SQL config spark.sql.legacy.timeParser.enabled is set to true otherwise
* [https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html].
* Note that hive Language Manual says it returns 0 if fail, but in fact it returns null.
* If the second parameter is missing, use "yyyy-MM-dd HH:mm:ss".
* If no parameters provided, the first parameter will be current_timestamp.
Expand Down Expand Up @@ -663,9 +665,9 @@ abstract class UnixTime
override def nullable: Boolean = true

private lazy val constFormat: UTF8String = right.eval().asInstanceOf[UTF8String]
private lazy val formatter: DateFormat =
private lazy val formatter: TimestampFormatter =
try {
DateTimeUtils.newDateFormat(constFormat.toString, timeZone)
TimestampFormatter(constFormat.toString, timeZone, Locale.US)
} catch {
case NonFatal(_) => null
}
Expand All @@ -677,16 +679,16 @@ abstract class UnixTime
} else {
left.dataType match {
case DateType =>
DateTimeUtils.daysToMillis(t.asInstanceOf[Int], timeZone) / 1000L
DateTimeUtils.daysToMillis(t.asInstanceOf[Int], timeZone) / MILLIS_PER_SECOND
case TimestampType =>
t.asInstanceOf[Long] / 1000000L
t.asInstanceOf[Long] / MICROS_PER_SECOND
case StringType if right.foldable =>
if (constFormat == null || formatter == null) {
null
} else {
try {
formatter.parse(
t.asInstanceOf[UTF8String].toString).getTime / 1000L
t.asInstanceOf[UTF8String].toString) / MICROS_PER_SECOND
} catch {
case NonFatal(_) => null
}
Expand All @@ -698,8 +700,8 @@ abstract class UnixTime
} else {
val formatString = f.asInstanceOf[UTF8String].toString
try {
DateTimeUtils.newDateFormat(formatString, timeZone).parse(
t.asInstanceOf[UTF8String].toString).getTime / 1000L
TimestampFormatter(formatString, timeZone, Locale.US).parse(
t.asInstanceOf[UTF8String].toString) / MICROS_PER_SECOND
} catch {
case NonFatal(_) => null
}
Expand All @@ -712,7 +714,7 @@ abstract class UnixTime
val javaType = CodeGenerator.javaType(dataType)
left.dataType match {
case StringType if right.foldable =>
val df = classOf[DateFormat].getName
val df = classOf[TimestampFormatter].getName
if (formatter == null) {
ExprCode.forNullValue(dataType)
} else {
Expand All @@ -724,24 +726,35 @@ abstract class UnixTime
$javaType ${ev.value} = ${CodeGenerator.defaultValue(dataType)};
if (!${ev.isNull}) {
try {
${ev.value} = $formatterName.parse(${eval1.value}.toString()).getTime() / 1000L;
${ev.value} = $formatterName.parse(${eval1.value}.toString()) / 1000000L;
} catch (java.lang.IllegalArgumentException e) {
${ev.isNull} = true;
} catch (java.text.ParseException e) {
${ev.isNull} = true;
} catch (java.time.format.DateTimeParseException e) {
${ev.isNull} = true;
} catch (java.time.DateTimeException e) {
${ev.isNull} = true;
}
}""")
}
case StringType =>
val tz = ctx.addReferenceObj("timeZone", timeZone)
val dtu = DateTimeUtils.getClass.getName.stripSuffix("$")
val locale = ctx.addReferenceObj("locale", Locale.US)
val dtu = TimestampFormatter.getClass.getName.stripSuffix("$")
nullSafeCodeGen(ctx, ev, (string, format) => {
s"""
try {
${ev.value} = $dtu.newDateFormat($format.toString(), $tz)
.parse($string.toString()).getTime() / 1000L;
${ev.value} = $dtu.apply($format.toString(), $tz, $locale)
.parse($string.toString()) / 1000000L;
} catch (java.lang.IllegalArgumentException e) {
${ev.isNull} = true;
} catch (java.text.ParseException e) {
${ev.isNull} = true;
} catch (java.time.format.DateTimeParseException e) {
${ev.isNull} = true;
} catch (java.time.DateTimeException e) {
${ev.isNull} = true;
}
"""
})
Expand Down Expand Up @@ -806,9 +819,9 @@ case class FromUnixTime(sec: Expression, format: Expression, timeZoneId: Option[
copy(timeZoneId = Option(timeZoneId))

private lazy val constFormat: UTF8String = right.eval().asInstanceOf[UTF8String]
private lazy val formatter: DateFormat =
private lazy val formatter: TimestampFormatter =
try {
DateTimeUtils.newDateFormat(constFormat.toString, timeZone)
TimestampFormatter(constFormat.toString, timeZone, Locale.US)
} catch {
case NonFatal(_) => null
}
Expand All @@ -823,8 +836,7 @@ case class FromUnixTime(sec: Expression, format: Expression, timeZoneId: Option[
null
} else {
try {
UTF8String.fromString(formatter.format(
new java.util.Date(time.asInstanceOf[Long] * 1000L)))
UTF8String.fromString(formatter.format(time.asInstanceOf[Long] * MICROS_PER_SECOND))
} catch {
case NonFatal(_) => null
}
Expand All @@ -835,8 +847,8 @@ case class FromUnixTime(sec: Expression, format: Expression, timeZoneId: Option[
null
} else {
try {
UTF8String.fromString(DateTimeUtils.newDateFormat(f.toString, timeZone)
.format(new java.util.Date(time.asInstanceOf[Long] * 1000L)))
UTF8String.fromString(TimestampFormatter(f.toString, timeZone, Locale.US)
.format(time.asInstanceOf[Long] * MICROS_PER_SECOND))
} catch {
case NonFatal(_) => null
}
Expand All @@ -846,7 +858,7 @@ case class FromUnixTime(sec: Expression, format: Expression, timeZoneId: Option[
}

override def doGenCode(ctx: CodegenContext, ev: ExprCode): ExprCode = {
val df = classOf[DateFormat].getName
val df = classOf[TimestampFormatter].getName
if (format.foldable) {
if (formatter == null) {
ExprCode.forNullValue(StringType)
Expand All @@ -859,21 +871,21 @@ case class FromUnixTime(sec: Expression, format: Expression, timeZoneId: Option[
${CodeGenerator.javaType(dataType)} ${ev.value} = ${CodeGenerator.defaultValue(dataType)};
if (!${ev.isNull}) {
try {
${ev.value} = UTF8String.fromString($formatterName.format(
new java.util.Date(${t.value} * 1000L)));
${ev.value} = UTF8String.fromString($formatterName.format(${t.value} * 1000000L));
} catch (java.lang.IllegalArgumentException e) {
${ev.isNull} = true;
}
}""")
}
} else {
val tz = ctx.addReferenceObj("timeZone", timeZone)
val dtu = DateTimeUtils.getClass.getName.stripSuffix("$")
val locale = ctx.addReferenceObj("locale", Locale.US)
val tf = TimestampFormatter.getClass.getName.stripSuffix("$")
nullSafeCodeGen(ctx, ev, (seconds, f) => {
s"""
try {
${ev.value} = UTF8String.fromString($dtu.newDateFormat($f.toString(), $tz).format(
new java.util.Date($seconds * 1000L)));
${ev.value} = UTF8String.fromString($tf.apply($f.toString(), $tz, $locale).
format($seconds * 1000000L));
} catch (java.lang.IllegalArgumentException e) {
${ev.isNull} = true;
}"""
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -37,8 +37,7 @@ private[sql] class JsonInferSchema(options: JSONOptions) extends Serializable {

private val decimalParser = ExprUtils.getDecimalParser(options.locale)

@transient
private lazy val timestampFormatter = TimestampFormatter(
private val timestampFormatter = TimestampFormatter(
options.timestampFormat,
options.timeZone,
options.locale)
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -26,7 +26,7 @@ import org.apache.commons.lang3.time.FastDateFormat

import org.apache.spark.sql.internal.SQLConf

sealed trait DateFormatter {
sealed trait DateFormatter extends Serializable {
def parse(s: String): Int // returns days since epoch
def format(days: Int): String
}
Expand All @@ -35,7 +35,8 @@ class Iso8601DateFormatter(
pattern: String,
locale: Locale) extends DateFormatter with DateTimeFormatterHelper {

private val formatter = buildFormatter(pattern, locale)
@transient
private lazy val formatter = buildFormatter(pattern, locale)
private val UTC = ZoneId.of("UTC")

private def toInstant(s: String): Instant = {
Expand All @@ -56,7 +57,8 @@ class Iso8601DateFormatter(
}

class LegacyDateFormatter(pattern: String, locale: Locale) extends DateFormatter {
private val format = FastDateFormat.getInstance(pattern, locale)
@transient
private lazy val format = FastDateFormat.getInstance(pattern, locale)

override def parse(s: String): Int = {
val milliseconds = format.parse(s).getTime
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -17,27 +17,36 @@

package org.apache.spark.sql.catalyst.util

import java.time.{Instant, LocalDateTime, ZonedDateTime, ZoneId}
import java.time.format.{DateTimeFormatter, DateTimeFormatterBuilder}
import java.time.temporal.{ChronoField, TemporalAccessor}
import java.time._
import java.time.chrono.IsoChronology
import java.time.format.{DateTimeFormatter, DateTimeFormatterBuilder, ResolverStyle}
import java.time.temporal.{ChronoField, TemporalAccessor, TemporalQueries}
import java.util.Locale

trait DateTimeFormatterHelper {

protected def buildFormatter(pattern: String, locale: Locale): DateTimeFormatter = {
new DateTimeFormatterBuilder()
.parseCaseInsensitive()
.appendPattern(pattern)
.parseDefaulting(ChronoField.YEAR_OF_ERA, 1970)
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Year must always present in timestamps/dates. Probability of an user is satisfied to default value 1970 is pretty low. Don't think if the user wants to parse let's say 14 Nov, he/she means 14 Nov 1970. I would guess current year but this approach is error prone.

.parseDefaulting(ChronoField.ERA, 1)
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Era is required in STRICT mode

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is 1 a reasonable default value for ERA?

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I think so. This is our current era: https://docs.oracle.com/javase/8/docs/api/java/time/temporal/ChronoField.html#ERA : "The value of the era that was active on 1970-01-01 (ISO) must be assigned the value 1."

.parseDefaulting(ChronoField.MONTH_OF_YEAR, 1)
.parseDefaulting(ChronoField.DAY_OF_MONTH, 1)
.parseDefaulting(ChronoField.HOUR_OF_DAY, 0)
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Hours must always present in the time part. The default value causes conflict if the timestamp pattern has a (AM or PM). If there are no hours, we set the time part to zero later.

.parseDefaulting(ChronoField.MINUTE_OF_HOUR, 0)
.parseDefaulting(ChronoField.SECOND_OF_MINUTE, 0)
.toFormatter(locale)
.withChronology(IsoChronology.INSTANCE)
.withResolverStyle(ResolverStyle.STRICT)
}

protected def toInstantWithZoneId(temporalAccessor: TemporalAccessor, zoneId: ZoneId): Instant = {
val localDateTime = LocalDateTime.from(temporalAccessor)
val localTime = if (temporalAccessor.query(TemporalQueries.localTime) == null) {
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If parsed timestamp does not have the time part at all, set all (hours, minutes, seconds and etc.) to zeros.

LocalTime.ofNanoOfDay(0)
} else {
LocalTime.from(temporalAccessor)
}
val localDate = LocalDate.from(temporalAccessor)
val localDateTime = LocalDateTime.of(localDate, localTime)
val zonedDateTime = ZonedDateTime.of(localDateTime, zoneId)
Instant.from(zonedDateTime)
}
Expand Down
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