Github user cloud-fan commented on a diff in the pull request: https://github.com/apache/spark/pull/13680#discussion_r73814104 --- Diff: sql/catalyst/src/main/java/org/apache/spark/sql/catalyst/expressions/UnsafeArrayData.java --- @@ -25,55 +25,57 @@ import org.apache.spark.sql.types.*; import org.apache.spark.unsafe.Platform; import org.apache.spark.unsafe.array.ByteArrayMethods; +import org.apache.spark.unsafe.bitset.BitSetMethods; import org.apache.spark.unsafe.hash.Murmur3_x86_32; import org.apache.spark.unsafe.types.CalendarInterval; import org.apache.spark.unsafe.types.UTF8String; /** * An Unsafe implementation of Array which is backed by raw memory instead of Java objects. * - * Each tuple has three parts: [numElements] [offsets] [values] + * Each array has four parts: [numElements][null bits][values or offset][variable length portion] * - * The `numElements` is 4 bytes storing the number of elements of this array. + * The `numElements` is 8 bytes storing the number of elements of this array. * - * In the `offsets` region, we store 4 bytes per element, represents the relative offset (w.r.t. the - * base address of the array) of this element in `values` region. We can get the length of this - * element by subtracting next offset. - * Note that offset can by negative which means this element is null. + * In the `null bits` region, we store 1 bit per element, represents whether a element has null + * Its total size is ceil(numElements / 8) bytes, and it is aligned to 8-byte word boundaries. * - * In the `values` region, we store the content of elements. As we can get length info, so elements - * can be variable-length. + * In the `values or offset` region, we store the content of elements. For fields that hold + * fixed-length primitive types, such as long, double, or int, we store the value directly + * in the field. For fields with non-primitive or variable-length values, we store a relative + * offset (w.r.t. the base address of the array) that points to the beginning of + * the variable-length field into int. It can only be calculated by knowing the total bytes of --- End diff -- @davies, are you saying that we should make each variable-length element in the `variable length portion` word-aligned? Then we need to follow `UnsafeRow` and store both offset and length in `offset region`
--- If your project is set up for it, you can reply to this email and have your reply appear on GitHub as well. If your project does not have this feature enabled and wishes so, or if the feature is enabled but not working, please contact infrastructure at infrastruct...@apache.org or file a JIRA ticket with INFRA. --- --------------------------------------------------------------------- To unsubscribe, e-mail: reviews-unsubscr...@spark.apache.org For additional commands, e-mail: reviews-h...@spark.apache.org