Github user liancheng commented on a diff in the pull request:

    https://github.com/apache/spark/pull/8907#discussion_r40371067
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/parquet/CatalystRowConverter.scala
 ---
    @@ -332,24 +338,30 @@ private[parquet] class CatalystRowConverter(
         private def toDecimal(value: Binary): Decimal = {
           val precision = decimalType.precision
           val scale = decimalType.scale
    -      val bytes = value.getBytes
     
           if (precision <= CatalystSchemaConverter.MAX_PRECISION_FOR_INT64) {
    -        // Constructs a `Decimal` with an unscaled `Long` value if 
possible.
    +        // Constructs a `Decimal` with an unscaled `Long` value if 
possible.  The underlying
    +        // `ByteBuffer` implementation is guaranteed to be 
`HeapByteBuffer`, so here we are using
    +        // `Binary.toByteBuffer.array()` to steal the underlying byte 
array without copying it.
    +        val buffer = value.toByteBuffer
    +        val bytes = buffer.array()
    +        val start = buffer.position()
    +        val end = buffer.limit()
    +
             var unscaled = 0L
    -        var i = 0
    +        var i = start
     
    -        while (i < bytes.length) {
    +        while (i < end) {
               unscaled = (unscaled << 8) | (bytes(i) & 0xff)
               i += 1
             }
     
    -        val bits = 8 * bytes.length
    +        val bits = 8 * (end - start)
             unscaled = (unscaled << (64 - bits)) >> (64 - bits)
             Decimal(unscaled, precision, scale)
           } else {
             // Otherwise, resorts to an unscaled `BigInteger` instead.
    -        Decimal(new BigDecimal(new BigInteger(bytes), scale), precision, 
scale)
    +        Decimal(new BigDecimal(new BigInteger(value.getBytes), scale), 
precision, scale)
    --- End diff --
    
    For decimals whose precision is greater than 18, we still need to copy the 
byte array anyway to construct Java `BigInteger` instances.


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