Comparison of data-serialization formats: Difference between revisions
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Revision as of 12:35, 13 August 2019
This is a comparison of data-serialization formats, various ways to convert complex objects to sequences of bits. It does not include markup languages used exclusively as document file formats.
Overview
Name | Creator-maintainer | Based on | Standardized? | Specification | Binary? | Human-readable? | Supports references?e | Schema-IDL? | Standard APIs | Supports Zero-copy operations |
---|---|---|---|---|---|---|---|---|---|---|
Apache Avro | Apache Software Foundation | — | No | Apache Avro™ 1.8.1 Specification | Yes | No | — | Yes (built-in) | — | — |
Apache Parquet | Apache Software Foundation | — | No | Apache Parquet[1] | Yes | No | No | — | Java, Python | No |
ASN.1 | ISO, IEC, ITU-T | — | Yes | ISO/IEC 8824; X.680 series of ITU-T Recommendations | Yes (BER, DER, PER, OER, or custom via ECN) |
Yes (XER, JER, GSER, or custom via ECN) |
Partialf | Yes (built-in) | — | Yes (OER) |
Bencode | Bram Cohen (creator) BitTorrent, Inc. (maintainer) |
— | De facto standard via BitTorrent Enhancement Proposal (BEP) | Part of BitTorrent protocol specification | Partially (numbers and delimiters are ASCII) |
No | No | No | No | — |
Binn | Bernardo Ramos | — | No | Binn Specification | Yes | No | No | No | No | Yes |
BSON | MongoDB | JSON | No | BSON Specification | Yes | No | No | No | No | — |
CBOR | Carsten Bormann, P. Hoffman | JSON (loosely) | Yes | RFC 7049 | Yes | No | Yes through tagging |
Yes (CDDL) |
No | Yes |
Comma-separated values (CSV) | RFC author: Yakov Shafranovich |
— | Partial (myriad informal variants used) |
RFC 4180 (among others) |
No | Yes | No | No | No | No |
Common Data Representation (CDR) | Object Management Group | — | Yes | General Inter-ORB Protocol | Yes | No | Yes | Yes | ADA, C, C++, Java, Cobol, Lisp, Python, Ruby, Smalltalk | — |
D-Bus Message Protocol | freedesktop.org | — | Yes | D-Bus Specification | Yes | No | No | Partial (Signature strings) |
Yes (see D-Bus) |
— |
Efficient XML Interchange (EXI) | W3C | XML, Efficient XML | Yes | Efficient XML Interchange (EXI) Format 1.0 | Yes | Yes (XML) |
Yes (XPointer, XPath) |
Yes (XML Schema) |
Yes (DOM, SAX, StAX, XQuery, XPath) |
— |
FlatBuffers | — | No | flatbuffers github page Specification | Yes | Yes (Apache Arrow) |
Partial (internal to the buffer) |
Yes [2] | C++, Java, C#, Go, Python, Rust, JavaScript, PHP, C, Dart, Lua, TypeScript | Yes | |
Fast Infoset | ISO, IEC, ITU-T | XML | Yes | ITU-T X.891 and ISO/IEC 24824-1:2007 | Yes | No | Yes (XPointer, XPath) |
Yes (XML schema) |
Yes (DOM, SAX, XQuery, XPath) |
— |
FHIR | Health_Level_7 | REST basics | Yes | Fast Healthcare Interoperability Resources | Yes | Yes | Yes | Yes | Hapi for FHIR[1] JSON, XML, Turtle | No |
HJSON | Christian Zangl | JSON | No | [3] | No | Yes | No | No | No | No |
HOCON | Typesafe Inc. | JSON, .properties | No | Informal specification | No | Yes | Yes | ? | Yes (native Java API for all JVM languages) |
No |
Ion | Amazon | JSON | No | The Amazon Ion Specification | Yes | Yes | No | No | No | — |
Java serialization | Oracle Corporation | — | Yes | Java Object Serialization | Yes | No | Yes | No | Yes | — |
JSON | Douglas Crockford | JavaScript syntax | Yes | STD 90/RFC 8259 (ancillary: RFC 6901, RFC 6902) |
No, but see BSON, Smile, UBJSON | Yes | Yes (JSON Pointer (RFC 6901); alternately: JSONPath, JPath, JSPON, json:select()), JSON-LD |
Partial (JSON Schema Proposal, ASN.1 with JER, Kwalify, Rx, Itemscript Schema), JSON-LD |
Partial (Clarinet, JSONQuery, JSONPath), JSON-LD |
No |
KMIP | OASIS | n/a | Yes | Oasis | Yes (Tag, Type, Length, Value) | Yes | No | No | No | — |
MessagePack | Sadayuki Furuhashi | JSON (loosely) | No | MessagePack format specification | Yes | No | No | No | No | Yes |
Netstrings | Dan Bernstein | — | No | netstrings.txt | Yes | Yes | No | No | No | Yes |
OGDL | Rolf Veen | ? | No | Specification | Yes (Binary Specification) |
Yes | Yes (Path Specification) |
Yes (Schema WD) |
— | |
OPC-UA Binary | OPC Foundation | — | No | opcfoundation.org | Yes | No | Yes | No | No | — |
OpenDDL | Eric Lengyel | C, PHP | No | OpenDDL.org | No | Yes | Yes | No | Yes (OpenDDL Library) |
— |
Pickle (Python) | Guido van Rossum | Python | De facto standard via Python Enhancement Proposals (PEPs) | [4] PEP 3154 -- Pickle protocol version 4 | Yes | No | No | No | Yes ([5]) |
No |
Property list | NeXT (creator) Apple (maintainer) |
? | Partial | Public DTD for XML format | Yesa | Yesb | No | ? | Cocoa, CoreFoundation, OpenStep, GnuStep | No |
Protocol Buffers (protobuf) | — | No | Developer Guide: Encoding | Yes | Partiald | No | Yes (built-in) | C++, C#, Java, Python, Javascript, Go | No | |
S-expressions | John McCarthy (original) Ron Rivest (internet draft) |
Lisp, Netstrings | Partial (largely de facto) |
"S-Expressions" Internet Draft | Yes ("Canonical representation") |
Yes ("Advanced transport representation") |
No | No | — | |
Smile | Tatu Saloranta | JSON | No | Smile Format Specification | Yes | No | No | Partial (JSON Schema Proposal, other JSON schemas/IDLs) |
Partial (via JSON APIs implemented with Smile backend, on Jackson, Python) |
— |
SOAP | W3C | XML | Yes | W3C Recommendations: SOAP/1.1 SOAP/1.2 |
Partial (Efficient XML Interchange, Binary XML, Fast Infoset, MTOM, XSD base64 data) |
Yes | Yes (built-in id/ref, XPointer, XPath) |
Yes (WSDL, XML schema) |
Yes (DOM, SAX, XQuery, XPath) |
— |
Structured Data eXchange Formats | Max Wildgrube | — | Yes | RFC 3072 | Yes | No | No | No | — | |
Thrift | Facebook (creator) Apache (maintainer) |
— | No | Original whitepaper | Yes | Partialc | No | Yes (built-in) | — | |
UBJSON | The Buzz Media, LLC | JSON, BSON | No | [6] | Yes | No | No | No | No | — |
eXternal Data Representation (XDR) | Sun Microsystems (creator) IETF (maintainer) |
— | Yes | STD 67/RFC 4506 | Yes | No | Yes | Yes | Yes | — |
XML | W3C | SGML | Yes | W3C Recommendations: 1.0 (Fifth Edition) 1.1 (Second Edition) |
Partial (Efficient XML Interchange, Binary XML, Fast Infoset, XSD base64 data) |
Yes | Yes (XPointer, XPath) |
Yes (XML schema, RELAX NG) |
Yes (DOM, SAX, XQuery, XPath) |
— |
XML-RPC | Dave Winer[2] | XML | No | XML-RPC Specification | No | Yes | No | No | No | — |
YAML | Clark Evans, Ingy döt Net, and Oren Ben-Kiki |
C, Java, Perl, Python, Ruby, Email, HTML, MIME, URI, XML, SAX, SOAP, JSON[3] | No | Version 1.2 | No | Yes | Yes | Partial (Kwalify, Rx, built-in language type-defs) |
No | — |
Name | Creator-maintainer | Based on | Standardized? | Specification | Binary? | Human-readable? | Supports references?e | Schema-IDL? | Standard APIs | Supports Zero-copy operations |
- a. ^ The current default format is binary.
- b. ^ The "classic" format is plain text, and an XML format is also supported.
- c. ^ Theoretically possible due to abstraction, but no implementation is included.
- d. ^ The primary format is binary, but a text format is available.[4]
- e. ^ Means that generic tools/libraries know how to encode, decode, and dereference a reference to another piece of data in the same document. A tool may require the IDL file, but no more. Excludes custom, non-standardized referencing techniques.
- f. ^ ASN.1 does offer OIDs, a standard format for globally unique identifiers, as well as a standard notation ("absolute reference") for referencing a component of a value. Thus it would be possible to reference a component of an encoded value present in a document by combining an OID (assigned to the document) and an "absolute reference" to the component of the value. However, there is no standard way to indicate that a field contains such an absolute reference. Therefore, a generic ASN.1 tool/library cannot automatically encode/decode/resolve references within a document without help from custom-written program code.
- g. ^ VelocyPack offers a value type to store pointers to other VPack items. It is allowed if the VPack data resides in memory, but not if stored on disk or sent over a network.
- h. ^ The primary format is binary, but a text format is available.[5][6]
- i. ^ The primary format is binary, but text and json formats are available.[7]
Syntax comparison of human-readable formats
Format | Null | Boolean true | Boolean false | Integer | Floating-point | String | Array | Associative array/Object |
---|---|---|---|---|---|---|---|---|
ASN.1 (XML Encoding Rules) |
<foo />
|
<foo>true</foo>
|
<foo>false</foo>
|
<foo>685230</foo>
|
<foo>6.8523015e+5</foo>
|
<foo>A to Z</foo>
|
<SeqOfUnrelatedDatatypes>
<isMarried>true</isMarried>
<hobby />
<velocity>-42.1e7</velocity>
<bookname>A to Z</bookname>
<bookname>We said, "no".</bookname>
</SeqOfUnrelatedDatatypes>
|
An object (the key is a field name):
<person>
<isMarried>true</isMarried>
<hobby />
<height>1.85</height>
<name>Bob Peterson</name>
</person>
A data mapping (the key is a data value): <competition>
<measurement>
<name>John</name>
<height>3.14</height>
</measurement>
<measurement>
<name>Jane</name>
<height>2.718</height>
</measurement>
</competition>
|
CSVb | null a(or an empty element in the row)a |
1 atrue a
|
0 afalse a
|
685230 -685230 a
|
6.8523015e+5 a
|
A to Z "We said, ""no""."
|
true,,-42.1e7,"A to Z"
|
42,1 A to Z,1,2,3 |
Format | Null | Boolean true | Boolean false | Integer | Floating-point | String | Array | Associative array/Object |
Ion |
|
true
|
false
|
685230 -685230 0xA74AE 0b111010010101110
|
6.8523015e5
|
"A to Z" '''
|
[true, null, -42.1e7, "A to Z"]
|
{'42': true, 'A to Z': [1, 2, 3]}
|
Netstringsc | 0:, a4:null, a
|
1:1, a4:true, a
|
1:0, a5:false, a
|
6:685230, a
|
9:6.8523e+5, a
|
6:A to Z,
|
29:4:true,0:,7:-42.1e7,6:A to Z,,
|
41:9:2:42,1:1,,25:6:A to Z,12:1:1,1:2,1:3,,,, a
|
JSON | null
|
true
|
false
|
685230 -685230
|
6.8523015e+5
|
"A to Z"
|
[true, null, -42.1e7, "A to Z"]
|
{"42": true, "A to Z": [1, 2, 3]}
|
OGDL[verification needed] | null a
|
true a
|
false a
|
685230 a
|
6.8523015e+5 a
|
"A to Z" 'A to Z' NoSpaces
|
true null -42.1e7 "A to Z"
|
42 true "A to Z" 1 2 3 42 true "A to Z", (1, 2, 3) |
Format | Null | Boolean true | Boolean false | Integer | Floating-point | String | Array | Associative array/Object |
OpenDDL | ref {null}
|
bool {true}
|
bool {false}
|
int32 {685230} int32 {0x74AE} int32 {0b111010010101110}
|
float {6.8523015e+5}
|
string {"A to Z"}
|
Homogeneous array:
int32 {1, 2, 3, 4, 5} Heterogeneous array: array { bool {true} ref {null} float {-42.1e7} string {"A to Z"} } |
dict { value (key = "42") {bool {true}} value (key = "A to Z") {int32 {1, 2, 3}} } |
Pickle (Python) | N.
|
I01\n.
|
I00\n.
|
I685230\n.
|
F685230.15\n.
|
S'A to Z'\n.
|
(lI01\na(laF-421000000.0\naS'A to Z'\na.
|
(dI42\nI01\nsS'A to Z'\n(lI1\naI2\naI3\nas.
|
Property list (plain text format)[8] |
— | <*BY>
|
<*BN>
|
<*I685230>
|
<*R6.8523015e+5>
|
"A to Z"
|
( <*BY>, <*R-42.1e7>, "A to Z" )
|
{ "42" = <*BY>; "A to Z" = ( <*I1>, <*I2>, <*I3> ); } |
Property list (XML format)[9][10] |
— | <true />
|
<false />
|
<integer>685230</integer>
|
<real>6.8523015e+5</real>
|
<string>A to Z</string>
|
<array>
<true />
<real>-42.1e7</real>
<string>A to Z</string>
</array>
|
<dict>
<key>42</key>
<true />
<key>A to Z</key>
<array>
<integer>1</integer>
<integer>2</integer>
<integer>3</integer>
</array>
</dict>
|
Protocol Buffers | — | true
|
false
|
685230 -685230
|
20.0855369
|
"A to Z"
|
field1: "value1" field1: "value2" field1: "value3 anotherfield { foo: 123 bar: 456 } anotherfield { foo: 222 bar: 333 } |
thing1: "blahblah"
thing2: 18923743
thing3: -44
thing4 {
submessage_field1: "foo"
submessage_field2: false
}
enumeratedThing: SomeEnumeratedValue
thing5: 123.456
[extensionFieldFoo]: "etc"
[extensionFieldThatIsAnEnum]: EnumValue
|
Format | Null | Boolean true | Boolean false | Integer | Floating-point | String | Array | Associative array/Object |
S-expressions | NIL nil
|
T #t ftrue
|
NIL #f ffalse
|
685230
|
6.8523015e+5
|
abc "abc" #616263# 3:abc {MzphYmM=} |YWJj|
|
(T NIL -42.1e7 "A to Z")
|
((42 T) ("A to Z" (1 2 3)))
|
YAML | ~ null Null NULL [11]
|
y Y yes Yes YES on On ON true True TRUE [12]
|
n N no No NO off Off OFF false False FALSE [12]
|
685230 +685_230 -685230 02472256 0x_0A_74_AE 0b1010_0111_0100_1010_1110 190:20:30 [13]
|
6.8523015e+5 685.230_15e+03 685_230.15 190:20:30.15 .inf -.inf .Inf .INF .NaN .nan .NAN [14]
|
A to Z "A to Z" 'A to Z'
|
[y, ~, -42.1e7, "A to Z"]
- y - - -42.1e7 - A to Z |
{"John":3.14, "Jane":2.718}
42: y A to Z: [1, 2, 3] |
XMLe and SOAP | <null /> a
|
true
|
false
|
685230
|
6.8523015e+5
|
A to Z
|
<item>true</item>
<item xsi:nil="true"/>
<item>-42.1e7</item>
<item>A to Z<item>
|
<map>
<entry key="42">true</entry>
<entry key="A to Z">
<item val="1"/>
<item val="2"/>
<item val="3"/>
</entry>
</map>
|
XML-RPC | <value><boolean>1</boolean></value>
|
<value><boolean>0</boolean></value>
|
<value><int>685230</int></value>
|
<value><double>6.8523015e+5</double></value>
|
<value><string>A to Z</string></value>
|
<value><array>
<data>
<value><boolean>1</boolean></value>
<value><double>-42.1e7</double></value>
<value><string>A to Z</string></value>
</data>
</array></value>
|
<value><struct>
<member>
<name>42</name>
<value><boolean>1</boolean></value>
</member>
<member>
<name>A to Z</name>
<value>
<array>
<data>
<value><int>1</int></value>
<value><int>2</int></value>
<value><int>3</int></value>
</data>
</array>
</value>
</member>
</struct>
|
- a. ^ Omitted XML elements are commonly decoded by XML data binding tools as NULLs. Shown here is another possible encoding; XML schema does not define an encoding for this datatype.
- b. ^ The RFC CSV specification only deals with delimiters, newlines, and quote characters; it does not directly deal with serializing programming data structures.
- c. ^ The netstrings specification only deals with nested byte strings; anything else is outside the scope of the specification.
- d. ^ PHP will unserialize any floating-point number correctly, but will serialize them to their full decimal expansion. For example, 3.14 will be serialized to 3.140000000000000124344978758017532527446746826171875.
- e. ^ XML data bindings and SOAP serialization tools provide type-safe XML serialization of programming data structures into XML. Shown are XML values that can be placed in XML elements and attributes.
- f. ^ This syntax is not compatible with the Internet-Draft, but is used by some dialects of Lisp.
Comparison of binary formats
Format | Null | Booleans | Integer | Floating-point | String | Array | Associative array/Object |
---|---|---|---|---|---|---|---|
ASN.1 (BER, PER or OER encoding) |
NULL type | BOOLEAN:
|
INTEGER:
|
REAL:
base-10 real values are represented as character strings in ISO 6093 format; binary real values are represented in a binary format that includes the mantissa, the base (2, 8, or 16), and the exponent; the special values NaN, -INF, +INF, and negative zero are also supported |
Multiple valid types (VisibleString, PrintableString, GeneralString, UniversalString, UTF8String) | data specifications SET OF (unordered) and SEQUENCE OF (guaranteed order) | user definable type |
Binn | \x00
|
True: \x01 False: \x02
|
big-endian 2's complement signed and unsigned 8/16/32/64 bits | single: big-endian binary32 double: big-endian binary64 |
UTF-8 encoded, null terminated, preceded by int8 or int32 string length in bytes | Typecode (one byte) + 1-4 bytes size + 1-4 bytes items count + list items | Typecode (one byte) + 1-4 bytes size + 1-4 bytes items count + key/value pairs |
BSON | Null type – 0 bytes for value | True: one byte \x01 False: \x00
|
int32: 32-bit little-endian 2's complement or int64: 64-bit little-endian 2's complement | double: little-endian binary64 | UTF-8 encoded, preceded by int32 encoded string length in bytes | BSON embedded document with numeric keys | BSON embedded document |
Concise Binary Object Representation (CBOR) | \xf6
|
True: \xf5 False: \xf4
|
Small positive number \x00-\x17 , small negative number \x20-\x37 (abs(N) <= 23) 8-bit: positive |
Typecode (one byte) + IEEE half/single/double | Typecode with length (like integer coding) and content. Bytestring and UTF-8 have different typecode |
Typecode with count (like integer coding) and items | Typecode with pairs count (like integer coding) and pairs |
Efficient XML Interchange (EXI) | xsi:nil element (1-4 bits depending on context) | 1 bit. | 0–12 bits (log2 range) bits for integers with defined ranges less than 4096. Extensible sequence of octets with infinite range for larger or undefined ranges. Also supports custom representations. | Scalable floating point representation requiring 18 to 88 bits depending on magnitude. Also supports IEEE and custom representations. | Length prefixed sequence of Unicode code points with partitioned string tables for efficient representation of repeated items. The length and code points are represented as variable length unsigned integers where values under 128 require 1 octet each. Also supports custom representations. | Repeated elements or length-prefixed list of values. Also supports custom representations. | Ordered (sequence) or unordered (all) group of named elements. |
FlatBuffers | Encoded as absence of field in parent object | True: one byte \x01 False: \x00
|
little-endian 2's complement signed and unsigned 8/16/32/64 bits | floats: little-endian binary32 | UTF-8 encoded, preceded by 32 bit integer length of string in bytes | Vectors of any other type, preceded by 32 bit integer length of number of elements | Tables (schema defined types) or Vectors sorted by key (maps / dictionaries) |
MessagePack | \xc0
|
True: \xc3 False: \xc2
|
Single byte "fixnum" (values -32..127)
or typecode (one byte) + big-endian (u)int8/16/32/64 |
Typecode (one byte) + IEEE single/double | Typecode + up to 15 bytes or typecode + length as uint8/16/32 + bytes; encoding is unspecified[15] |
As "fixarray" (single-byte prefix + up to 15 array items)
or typecode (one byte) + 2–4 bytes length + array items |
As "fixmap" (single-byte prefix + up to 15 key-value pairs)
or typecode (one byte) + 2–4 bytes length + key-value pairs |
Netstrings | 0:,
|
True: 1:1,
False: |
|||||
OGDL Binary | |||||||
Property list (binary format) |
|||||||
Protocol Buffers | Variable encoding length signed 32-bit: varint encoding of "ZigZag"-encoded value (n << 1) XOR (n >> 31)
Variable encoding length signed 64-bit: varint encoding of "ZigZag"-encoded |
floats: little-endian binary32 | UTF-8 encoded, preceded by varint-encoded integer length of string in bytes | Repeated value with the same tag | — | ||
Smile | \x21
|
True: \x23 False: \x22
|
Single byte "small" (values -16..15 encoded using \xc0 - \xdf ),
zigzag-encoded |
IEEE single/double, BigDecimal
|
Length-prefixed "short" Strings (up to 64 bytes), marker-terminated "long" Strings and (optional) back-references | Arbitrary-length heterogenous arrays with end-marker | Arbitrary-length key/value pairs with end-marker |
Structured Data eXchange Formats (SDXF) | big-endian signed 24-bit or 32-bit integer | big-endian IEEE double | either UTF-8 or ISO 8859-1 encoded | list of elements with identical ID and size, preceded by array header with int16 length | chunks can contain other chunks to arbitrary depth | ||
Thrift |
Any XML based representation can be compressed, or generated as, using EXI - Efficient XML Interchange, which is a "Schema Informed" (as opposed to schema-required, or schema-less) binary compression standard for XML.
See also
References
- ^ "HAPI FHIR - The Open Source FHIR API for Java". hapifhir.io.
- ^ "A Brief History of SOAP". www.xml.com.
- ^ Ben-Kiki, Oren; Evans, Clark; Net, Ingy döt (2009-10-01). "YAML Ain't Markup Language (YAML) Version 1.2". The Official YAML Web Site. Retrieved 2012-02-10.
- ^ "text_format.h - Protocol Buffers". Google Developers.
- ^ "Cap'n Proto serialization/RPC system: core tools and C++ library - capnproto/capnproto". 2 April 2019 – via GitHub.
- ^ "Cap'n Proto: The capnp Tool". capnproto.org.
- ^ "Fast Binary Encoding is ultra fast and universal serialization solution for C++, C#, Go, Java, JavaScript, Kotlin, Python, Ruby: chronoxor/FastBinaryEncoding". 2 April 2019 – via GitHub.
- ^ "NSPropertyListSerialization class documentation". www.gnustep.org.
- ^ "Documentation Archive". developer.apple.com.
- ^ "Documentation Archive". developer.apple.com.
- ^ Oren Ben-Kiki; Clark Evans; Brian Ingerson (2005-01-18). "Null Language-Independent Type for YAML Version 1.1". YAML.org. Retrieved 2009-09-12.
- ^ a b Oren Ben-Kiki; Clark Evans; Brian Ingerson (2005-01-18). "Boolean Language-Independent Type for YAML Version 1.1". YAML.org. Clark C. Evans. Retrieved 2009-09-12.
- ^ Oren Ben-Kiki; Clark Evans; Brian Ingerson (2005-02-11). "Integer Language-Independent Type for YAML Version 1.1". YAML.org. Clark C. Evans. Retrieved 2009-09-12.
- ^ Oren Ben-Kiki; Clark Evans; Brian Ingerson (2005-01-18). "Floating-Point Language-Independent Type for YAML Version 1.1". YAML.org. Clark C. Evans. Retrieved 2009-09-12.
- ^ "MessagePack is an extremely efficient object serialization library. It's like JSON, but very fast and small.: msgpack/msgpack". 2 April 2019 – via GitHub.