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[VL] Result mismatch in date format week year #7069

Description

@ccat3z

Backend

VL (Velox)

Bug description

'Y' means week-based-year in spark (SimpleDateFormat). But velox parse 'Y' as year.

Seq(
  ( 883584000), // 1998-01-01 00:00:00
  (1608912000), // 2020-12-26 00:00:00
  (1608998400), // 2020-12-27 00:00:00
  (1640361600), // 2021-12-25 00:00:00
  (1640448000), // 2021-12-26 00:00:00
  (1640966400), // 2022-01-01 00:00:00
  (1672416000), // 2022-12-31 00:00:00
  (1672502400), // 2023-01-01 00:00:00
  (1703865600), // 2023-12-30 00:00:00
  (1703952000), // 2023-12-31 00:00:00
).toDF("date")

spark.sql(s"""
  select
    from_unixtime(date, 'Y') as week_year,
    date
  from tmp
""")

/*
vanilla:                  gluten:
+---------+----------+    +---------+----------+
|week_year|      date|    |week_year|      date|
+---------+----------+    +---------+----------+
|     1998| 883584000|    |     1998| 883584000|
|     2020|1608912000|    |     2020|1608912000|
|     2021|1608998400|    |     2020|1608998400|
|     2021|1640361600|    |     2021|1640361600|
|     2022|1640448000|    |     2021|1640448000|
|     2022|1640966400|    |     2022|1640966400|
|     2022|1672416000|    |     2022|1672416000|
|     2023|1672502400|    |     2023|1672502400|
|     2023|1703865600|    |     2023|1703865600|
|     2024|1703952000|    |     2023|1703952000|
+---------+----------+    +---------+----------+
*/

I'm trying tofix this mismatch, and there are two issues that need to be resolved:

  1. JodaDateTimeFormatter interprets Y as the 'year of era', which is diff from SimpleDateFormat in java.

  2. Velox uses ISO standard to calc week date (e.g. Fix Spark WeekFunction on long years facebookincubator/velox#10713). But SimpleDateFormat use GregorianCalendar.

    The main difference is that SimpleDateFormat will define the firstDayOfWeek and the minimalDaysInFirstWeek based on locale. Tt is Sunday and 1 day by default. ISO8601 defines it as Monday and 4 days.

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