Important
This specification is still under active development, and has not been formally adopted.
A Variant represents a type that contain one of:
- Primitive: A type and corresponding value (e.g. INT, STRING)
- Array: An ordered list of Variant values
- Object: An unordered collection of string/Variant pairs (i.e. key/value pairs). An object may not contain duplicate keys.
A Variant is encoded with 2 binary values, the value and the metadata.
There are a fixed number of allowed primitive types, provided in the table below. These represent a commonly supported subset of the logical types allowed by the Parquet format.
The Variant Binary Encoding allows representation of semi-structured data (e.g. JSON) in a form that can be efficiently queried by path. The design is intended to allow efficient access to nested data even in the presence of very wide or deep structures.
Another motivation for the representation is that (aside from metadata) each nested Variant value is contiguous and self-contained. For example, in a Variant containing an Array of Variant values, the representation of an inner Variant value, when paired with the metadata of the full variant, is itself a valid Variant.
This document describes the Variant Binary Encoding scheme. VariantShredding.md describes the details of the Variant shredding scheme.
A Variant value in Parquet is represented by a group with 2 fields, named value and metadata.
Both fields value and metadata are of type binary, and cannot be null.
The encoded metadata always starts with a header byte.
7 6 5 4 3 0
+-------+---+---+---------------+
header | | | | version |
+-------+---+---+---------------+
^ ^
| +-- sorted_strings
+-- offset_size_minus_one
The version is a 4-bit value that must always contain the value 1.
sorted_strings is a 1-bit value indicating whether dictionary strings are sorted and unique.
offset_size_minus_one is a 2-bit value providing the number of bytes per dictionary size and offset field.
The actual number of bytes, offset_size, is offset_size_minus_one + 1.
The entire metadata is encoded as the following diagram shows:
7 0
+-----------------------+
metadata | header |
+-----------------------+
| |
: dictionary_size : <-- little-endian, `offset_size` bytes
| |
+-----------------------+
| |
: offset : <-- little-endian, `offset_size` bytes
| |
+-----------------------+
:
+-----------------------+
| |
: offset : <-- little-endian, `offset_size` bytes
| | (`dictionary_size + 1` offsets)
+-----------------------+
| |
: bytes :
| |
+-----------------------+
The metadata is encoded first with the header byte, then dictionary_size which is a little-endian value of offset_size bytes, and represents the number of string values in the dictionary.
Next, is an offset list, which contains dictionary_size + 1 values.
Each offset is a little-endian value of offset_size bytes, and represents the starting byte offset of the i-th string in bytes.
The first offset value will always be 0, and the last offset value will always be the total length of bytes.
The last part of the metadata is bytes, which stores all the string values in the dictionary.
All string values must be UTF-8 encoded strings.
The grammar for encoded metadata is as follows
metadata: <header> <dictionary_size> <dictionary>
header: 1 byte (<version> | <sorted_strings> << 4 | (<offset_size_minus_one> << 6))
version: a 4-bit version ID. Currently, must always contain the value 1
sorted_strings: a 1-bit value indicating whether metadata strings are sorted
offset_size_minus_one: 2-bit value providing the number of bytes per dictionary size and offset field.
dictionary_size: `offset_size` bytes. little-endian value indicating the number of strings in the dictionary
dictionary: <offset>* <bytes>
offset: `offset_size` bytes. little-endian value indicating the starting position of the ith string in `bytes`. The list should contain `dictionary_size + 1` values, where the last value is the total length of `bytes`.
bytes: UTF-8 encoded dictionary string values
Notes:
- Offsets are relative to the start of the
bytesarray. - The length of the ith string can be computed as
offset[i+1] - offset[i]. - The offset of the first string is always equal to 0 and is therefore redundant. It is included in the spec to simplify in-memory-processing.
offset_size_minus_oneindicates the number of bytes perdictionary_sizeandoffsetentry. I.e. a value of 0 indicates 1-byte offsets, 1 indicates 2-byte offsets, 2 indicates 3 byte offsets and 3 indicates 4-byte offsets.- If
sorted_stringsis set to 1, strings in the dictionary must be unique and sorted in lexicographic order. If the value is set to 0, readers may not make any assumptions about string order or uniqueness.
The entire encoded Variant value includes the value_metadata byte, and then 0 or more bytes for the val.
7 2 1 0
+------------------------------------+------------+
value | value_header | basic_type |
+------------------------------------+------------+
| |
: value_data : <-- 0 or more bytes
| |
+-------------------------------------------------+
The basic_type is 2-bit value that represents which basic type the Variant value is.
The basic types table shows what each value represents.
The value_header is a 6-bit value that contains more information about the type, and the format depends on the basic_type.
When basic_type is 0, value_header is a 6-bit primitive_header.
The primitive types table shows what each value represents.
5 0
+-----------------------+
value_header | primitive_header |
+-----------------------+
When basic_type is 1, value_header is a 6-bit short_string_header.
5 0
+-----------------------+
value_header | short_string_header |
+-----------------------+
The short_string_header value is the length of the string.
When basic_type is 2, value_header is made up of field_offset_size_minus_one, field_id_size_minus_one, and is_large.
5 4 3 2 1 0
+---+---+-------+-------+
value_header | | | | |
+---+---+-------+-------+
^ ^ ^
| | +-- field_offset_size_minus_one
| +-- field_id_size_minus_one
+-- is_large
field_offset_size_minus_one and field_id_size_minus_one are 2-bit values that represent the number of bytes used to encode the field offsets and field ids.
The actual number of bytes is computed as field_offset_size_minus_one + 1 and field_id_size_minus_one + 1.
is_large is a 1-bit value that indicates how many bytes are used to encode the number of elements.
If is_large is 0, 1 byte is used, and if is_large is 1, 4 bytes are used.
When basic_type is 3, value_header is made up of field_offset_size_minus_one, and is_large.
5 3 2 1 0
+-----------+---+-------+
value_header | | | |
+-----------+---+-------+
^ ^
| +-- field_offset_size_minus_one
+-- is_large
field_offset_size_minus_one is a 2-bit value that represents the number of bytes used to encode the field offset.
The actual number of bytes is computed as field_offset_size_minus_one + 1.
is_large is a 1-bit value that indicates how many bytes are used to encode the number of elements.
If is_large is 0, 1 byte is used, and if is_large is 1, 4 bytes are used.
The value_data encoding format depends on the type specified by value_metadata.
For some types, the value_data will be 0-bytes.
When basic_type is 0, value_data depends on the primitive_header value.
The primitive types table shows the encoding format for each primitive type.
When basic_type is 1, value_data is the sequence of UTF-8 encoded bytes that represents the string.
When basic_type is 2, value_data encodes an object.
The encoding format is shown in the following diagram:
7 0
+-----------------------+
object value_data | |
: num_elements : <-- little-endian, 1 or 4 bytes
| |
+-----------------------+
| |
: field_id : <-- little-endian, `field_id_size` bytes
| |
+-----------------------+
:
+-----------------------+
| |
: field_id : <-- little-endian, `field_id_size` bytes
| | (`num_elements` field_ids)
+-----------------------+
| |
: field_offset : <-- little-endian, `field_offset_size` bytes
| |
+-----------------------+
:
+-----------------------+
| |
: field_offset : <-- little-endian, `field_offset_size` bytes
| | (`num_elements + 1` field_offsets)
+-----------------------+
| |
: value :
| |
+-----------------------+
:
+-----------------------+
| |
: value : <-- (`num_elements` values)
| |
+-----------------------+
An object value_data begins with num_elements, a 1-byte or 4-byte little-endian value, representing the number of elements in the object.
The size in bytes of num_elements is indicated by is_large in the value_header.
Next, is a list of field_id values.
There are num_elements number of entries and each field_id is a little-endian value of field_id_size bytes.
A field_id is an index into the dictionary in the metadata.
The field_id list is followed by a field_offset list.
There are num_elements + 1 number of entries and each field_offset is a little-endian value of field_offset_size bytes.
A field_offset represents the byte offset (relative to the first byte of the first value) where the i-th value starts.
The last field_offset points to the byte after the end of the last value.
The field_offset list is followed by the value list.
There are num_elements number of value entries and each value is an encoded Variant value.
For the i-th key-value pair of the object, the key is the metadata dictionary entry indexed by the i-th field_id, and the value is the Variant value starting from the i-th field_offset byte offset.
The field ids and field offsets must be in lexicographical order of the corresponding field names in the metadata dictionary.
However, the actual value entries do not need to be in any particular order.
This implies that the field_offset values may not be monotonically increasing.
For example, for the following object:
{
"c": 3,
"b": 2,
"a": 1
}
The field_id list must be [<id for key "a">, <id for key "b">, <id for key "c">], in lexicographical order.
The field_offset list must be [<offset for value 1>, <offset for value 2>, <offset for value 3>, <last offset>].
The value list can be in any order.
When basic_type is 3, value_data encodes an array. The encoding format is shown in the following diagram:
7 0
+-----------------------+
array value_data | |
: num_elements : <-- little-endian, 1 or 4 bytes
| |
+-----------------------+
| |
: field_offset : <-- little-endian, `field_offset_size` bytes
| |
+-----------------------+
:
+-----------------------+
| |
: field_offset : <-- little-endian, `field_offset_size` bytes
| | (`num_elements + 1` field_offsets)
+-----------------------+
| |
: value :
| |
+-----------------------+
:
+-----------------------+
| |
: value : <-- (`num_elements` values)
| |
+-----------------------+
An array value_data begins with num_elements, a 1-byte or 4-byte little-endian value, representing the number of elements in the array.
The size in bytes of num_elements is indicated by is_large in the value_header.
Next, is a field_offset list.
There are num_elements + 1 number of entries and each field_offset is a little-endian value of field_offset_size bytes.
A field_offset represents the byte offset (relative to the first byte of the first value) where the i-th value starts.
The last field_offset points to the byte after the last byte of the last value.
The field_offset list is followed by the value list.
There are num_elements number of value entries and each value is an encoded Variant value.
For the i-th array entry, the value is the Variant value starting from the i-th field_offset byte offset.
The grammar for an encoded value is:
value: <value_metadata> <value_data>?
value_metadata: 1 byte (<basic_type> | (<value_header> << 2))
basic_type: ID from Basic Type table. <value_header> must be a corresponding variation
value_header: <primitive_header> | <short_string_header> | <object_header> | <array_header>
primitive_header: ID from Primitive Type table. <val> must be a corresponding variation of <primitive_val>
short_string_header: unsigned string length in bytes from 0 to 63
object_header: (is_large << 4 | field_id_size_minus_one << 2 | field_offset_size_minus_one)
array_header: (is_large << 2 | field_offset_size_minus_one)
value_data: <primitive_val> | <short_string_val> | <object_val> | <array_val>
primitive_val: see table for binary representation
short_string_val: UTF-8 encoded bytes
object_val: <num_elements> <field_id>* <field_offset>* <fields>
array_val: <num_elements> <field_offset>* <fields>
num_elements: a 1 or 4 byte little-endian value (depending on is_large in <object_header>/<array_header>)
field_id: a 1, 2, 3 or 4 byte little-endian value (depending on field_id_size_minus_one in <object_header>), indexing into the dictionary
field_offset: a 1, 2, 3 or 4 byte little-endian value (depending on field_offset_size_minus_one in <object_header>/<array_header>), providing the offset in bytes within fields
fields: <value>*
Each value_data must correspond to the type defined by value_metadata. Boolean and null types do not have a corresponding value_data, since their type defines their value.
Each array_val and object_val must contain exactly num_elements + 1 values for field_offset.
The last entry is the offset that is one byte past the last field (i.e. the total size of all fields in bytes).
All offsets are relative to the first byte of the first field in the object/array.
field_id_size_minus_one and field_offset_size_minus_one indicate the number of bytes per field ID/offset.
For example, a value of 0 indicates 1-byte IDs, 1 indicates 2-byte IDs, 2 indicates 3 byte IDs and 3 indicates 4-byte IDs.
The is_large flag for arrays and objects is used to indicate whether the number of elements is indicated using a one or four byte value.
When more than 255 elements are present, is_large must be set to true.
It is valid for an implementation to use a larger value than necessary for any of these fields (e.g. is_large may be true for an object with less than 256 elements).
The "short string" basic type may be used as an optimization to fold string length into the type byte for strings less than 64 bytes. It is semantically identical to the "string" primitive type.
The Decimal type contains a scale, but no precision. The implied precision of a decimal value is floor(log_10(val)) + 1.
| Basic Type | ID | Description |
|---|---|---|
| Primitive | 0 |
One of the primitive types |
| Short string | 1 |
A string with a length less than 64 bytes |
| Object | 2 |
A collection of (string-key, variant-value) pairs |
| Array | 3 |
An ordered sequence of variant values |
| Logical Type | Physical Type | Type ID | Equivalent Parquet Type | Binary format |
|---|---|---|---|---|
| NullType | null | 0 |
any | none |
| Boolean | boolean (True) | 1 |
BOOLEAN | none |
| Boolean | boolean (False) | 2 |
BOOLEAN | none |
| Exact Numeric | int8 | 3 |
INT(8, signed) | 1 byte |
| Exact Numeric | int16 | 4 |
INT(16, signed) | 2 byte little-endian |
| Exact Numeric | int32 | 5 |
INT(32, signed) | 4 byte little-endian |
| Exact Numeric | int64 | 6 |
INT(64, signed) | 8 byte little-endian |
| Double | double | 7 |
DOUBLE | IEEE little-endian |
| Exact Numeric | decimal4 | 8 |
DECIMAL(precision, scale) | 1 byte scale in range [0, 38], followed by little-endian unscaled value (see decimal table) |
| Exact Numeric | decimal8 | 9 |
DECIMAL(precision, scale) | 1 byte scale in range [0, 38], followed by little-endian unscaled value (see decimal table) |
| Exact Numeric | decimal16 | 10 |
DECIMAL(precision, scale) | 1 byte scale in range [0, 38], followed by little-endian unscaled value (see decimal table) |
| Date | date | 11 |
DATE | 4 byte little-endian |
| Timestamp | timestamp | 12 |
TIMESTAMP(true, MICROS) | 8-byte little-endian |
| TimestampNTZ | timestamp without time zone | 13 |
TIMESTAMP(false, MICROS) | 8-byte little-endian |
| Float | float | 14 |
FLOAT | IEEE little-endian |
| Binary | binary | 15 |
BINARY | 4 byte little-endian size, followed by bytes |
| String | string | 16 |
STRING | 4 byte little-endian size, followed by UTF-8 encoded bytes |
| Decimal Precision | Decimal value type |
|---|---|
| 1 <= precision <= 9 | int32 |
| 10 <= precision <= 18 | int64 |
| 18 <= precision <= 38 | int128 |
| > 38 | Not supported |
The Logical Type column indicates logical equivalence of physically encoded types. For example, a user expression operating on a string value containing "hello" should behave the same, whether it is encoded with the short string optimization, or long string encoding. Similarly, user expressions operating on an int8 value of 1 should behave the same as a decimal16 with scale 2 and unscaled value 100.
All strings within the Variant binary format must be UTF-8 encoded. This includes the dictionary key string values, the "short string" values, and the "long string" values.
For objects, field IDs and offsets must be listed in the order of the corresponding field names, sorted lexicographically. Note that the field values themselves are not required to follow this order. As a result, offsets will not necessarily be listed in ascending order. The field values are not required to be in the same order as the field IDs, to enable flexibility when constructing Variant values.
An implementation may rely on this field ID order in searching for field names. E.g. a binary search on field IDs (combined with metadata lookups) may be used to find a field with a given field.
Field names are case-sensitive. Field names are required to be unique for each object. It is an error for an object to contain two fields with the same name, whether or not they have distinct dictionary IDs.
An implementation is not expected to parse a Variant value whose metadata version is higher than the version supported by the implementation. However, new types may be added to the specification without incrementing the version ID. In such a situation, an implementation should be able to read the rest of the Variant value if desired.
A single Variant object may have poor read performance when only a small subset of fields are needed. A better approach is to create separate columns for individual fields, referred to as shredding or subcolumnarization. VariantShredding.md describes the Variant shredding specification in Parquet.