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Go Implementation of the POLO Serialization Scheme

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go-polo

go-polo is a Go implementation of the POLO Encoding and Object Serialization Scheme. POLO stands for Prefix Ordered Lookup Offsets.

It is intended for use in projects that prioritize deterministic serialization, minimal wire sizes and serialization safety. POLO follows a very strict specification that is optimized for partial decoding and differential messaging. This implementation is compliant with the POLO Specification that describes both the encoding (wire) format as well as implementation guidelines for several languages.

Installation

Install the latest release using the following command

go get -u github.com/sarvalabs/go-polo

Features

Deterministic Serialization

POLO's strict specification is intended to create the same serialized wire for an object regardless of implementation. This is critical for cryptographic security with operations such as hashing which is used to guarantee data consistency and tamper proofing.

High Wire Efficiency

POLO has a highly optimized wire format allows messages to be relatively small, even surpassing Protocol Buffers occassionaly. This is mainly because it supports a larger type based wire tagging that allows some information (especially metadata) to be passed around inferentially and thus reducing the total amount of information actually present in the wire.

This is augmented by the fact that POLO supports Atomic Encoding, because of which simple objects such as integers & strings can be encoded without needing to be wrapped within a larger (structural) message

Partial Encoding/Decoding Constructs

The POLO wire format prefixes all metadata for the wire in the front, this metadata includes the wire type information as well as the offset position of the data. This kind of lookup based offset tags allows us to directly access the data for a particular field order. This capability is currently supported using the Document and Raw constructs.

The Document construct is used to create a string indexed collection of Raw object and it collapses into a special form of the POLO wire called the document-encoded wire with the WireDoc wire type. It's unique in that it preserves the field name (string index) for the data unlike regular POLO encoding and is similar to encoding schemes like JSON or YAML and consequently consumes more wire space.

The Raw construct is useful for capturing the wire data for a specific field in the struct. It can also be used to define a structure that 'skips' the unrequired fields by capturing their raw wire instead of decoding them.

Partial encodign/decoding capabilities for this implementation are unfinished can be extended to support field order based access/write for regular POLO encoded wires in the future.

Custom Encoding/Decoding Buffers

POLO describes two buffers, Polorizer and Depolorizer which are write-only and read-only respectively, allowing sequential encoding/decoding of objects and wire elements into them. This capability can be leveraged to implement the Polorizable and Depolorizable interfaces which describe the custom serialization form for an object.

Note: This capability can be dangerous if not implemented correctly, it generally recommended that both interfaces be implemented and are evenly capable of encoding/decoding the same contents to avoid inconsistency. It is intended to be used for object such as Go Interfaces which are not supported by default when using the reflection based Polorize and Depolorize functions.

Differential Messaging (Coming Soon)

POLO's partially encoding and field order based indexing (and string based indexing for document encoded wires) allows the possibility for messaging that only allows the transmission of the difference between two states, this is useful for any version managment system where the same data is incrementally updated and transmitted, the ability to index the difference and only transmit the difference can result in massive reduction in the wire sizes for these use cases that often re-transmit already available information.

Examples

Simple Polorization & Depolorization (Encoding/Decoding)

go-polo/polo_test.go

Lines 16 to 64 in 22a975e

// Fruit is an example for a Go struct
type Fruit struct {
Name string
Cost int `polo:"cost"`
Alias []string `polo:"alias"`
}
// ExamplePolorize is an example for using the Polorize function to
// encode a Fruit object into its POLO wire form using Go reflection
//
//nolint:lll
func ExamplePolorize() {
// Create a Fruit object
orange := &Fruit{"orange", 300, []string{"tangerine", "mandarin"}}
// Serialize the Fruit object
wire, err := Polorize(orange)
if err != nil {
log.Fatalln(err)
}
// Print the serialized bytes
fmt.Println(wire)
// Output:
// [14 79 6 99 142 1 111 114 97 110 103 101 1 44 63 6 150 1 116 97 110 103 101 114 105 110 101 109 97 110 100 97 114 105 110]
}
// ExampleDepolorize is an example for using the Depolorize function to
// decode a Fruit object from its POLO wire form using Go reflection
func ExampleDepolorize() {
wire := []byte{
14, 79, 6, 99, 142, 1, 111, 114, 97, 110, 103, 101, 1, 44, 63, 6, 150, 1, 116,
97, 110, 103, 101, 114, 105, 110, 101, 109, 97, 110, 100, 97, 114, 105, 110,
}
// Create a new instance of Fruit
object := new(Fruit)
// Deserialize the wire into the Fruit object (must be a pointer)
if err := Depolorize(object, wire); err != nil {
log.Fatalln(err)
}
// Print the deserialized object
fmt.Println(object)
// Output:
// &{orange 300 [tangerine mandarin]}
}

Custom Polorization & Depolorization (Encoding/Decoding)

go-polo/polo_test.go

Lines 66 to 173 in 22a975e

// CustomFruit is an example for a Go struct that
// implements the Polorizable and Depolorizable interfaces
type CustomFruit struct {
Name string
Cost int
Alias []string
}
// Polorize implements the Polorizable interface for
// CustomFruit and allows custom serialization of Fruit objects
func (fruit CustomFruit) Polorize() (*Polorizer, error) {
fmt.Println("Custom Serialize for Fruit Invoked")
// Create a new Polorizer
polorizer := NewPolorizer()
// Encode the Name field as a string
polorizer.PolorizeString(fruit.Name)
// Encode the Cost field as an integer
polorizer.PolorizeInt(int64(fruit.Cost))
// Create a new Polorizer to serialize the Alias field (slice)
aliases := NewPolorizer()
// Encode each element in the Alias slice as a string
for _, alias := range fruit.Alias {
aliases.PolorizeString(alias)
}
// Encode the Polorizer containing the alias field contents as packed data
polorizer.PolorizePacked(aliases)
return polorizer, nil
}
// Depolorize implements the Depolorizable interface for
// CustomFruit and allows custom deserialization of Fruit objects
func (fruit *CustomFruit) Depolorize(depolorizer *Depolorizer) (err error) {
fmt.Println("Custom Deserialize for Fruit Invoked")
// Convert the Depolorizer into a pack Depolorizer
depolorizer, err = depolorizer.DepolorizePacked()
if err != nil {
return fmt.Errorf("invalid wire: not a pack: %w", err)
}
// Decode the Name field as a string
fruit.Name, err = depolorizer.DepolorizeString()
if err != nil {
log.Fatalln("invalid field 'Name':", err)
}
// Decode the Cost field as a string
Cost, err := depolorizer.DepolorizeInt()
if err != nil {
log.Fatalln("invalid field 'Cost':", err)
}
fruit.Cost = int(Cost)
// Decode a new Depolorizer to deserialize the Alias field (slice)
aliases, err := depolorizer.DepolorizePacked()
if err != nil {
log.Fatalln("invalid field 'Alias':", err)
}
// Decode each element from the Alias decoder as a string
for !aliases.Done() {
alias, err := aliases.DepolorizeString()
if err != nil {
log.Fatalln("invalid field element 'Alias':", err)
}
fruit.Alias = append(fruit.Alias, alias)
}
return nil
}
// ExampleCustomEncoding is an example for using custom serialization and deserialization on the
// CustomFruit type by implementing the Polorizable and Depolorizable interfaces for it.
//
//nolint:govet, lll
func ExampleCustomEncoding() {
// Create a CustomFruit object
orange := &CustomFruit{"orange", 300, []string{"tangerine", "mandarin"}}
// Serialize the Fruit object
wire, err := Polorize(orange)
if err != nil {
log.Fatalln(err)
}
// Print the serialized bytes
fmt.Println(wire)
// Create a new instance of CustomFruit
object := new(CustomFruit)
// Deserialize the wire into the CustomFruit object (must be a pointer)
if err := Depolorize(object, wire); err != nil {
log.Fatalln(err)
}
// Print the deserialized object
fmt.Println(object)
// Output:
// Custom Serialize for Fruit Invoked
// [14 79 6 99 142 1 111 114 97 110 103 101 1 44 63 6 150 1 116 97 110 103 101 114 105 110 101 109 97 110 100 97 114 105 110]
// Custom Deserialize for Fruit Invoked

Wire Decoding with Any

go-polo/polo_test.go

Lines 175 to 212 in 22a975e

}
// ExampleWireDecoding is an example for using the Any type to capture
// the raw POLO encoded bytes for a specific field of the Fruit object.
//
//nolint:govet, lll
func ExampleWireDecoding() {
// RawFruit is a struct that can capture the raw POLO bytes of each field
type RawFruit struct {
Name Any
Cost int
Alias []string
}
// Create a Fruit object
orange := &Fruit{"orange", 300, []string{"tangerine", "mandarin"}}
// Serialize the Fruit object
wire, err := Polorize(orange)
if err != nil {
log.Fatalln(err)
}
// Print the serialized bytes
fmt.Println(wire)
// Create a new instance of RawFruit
object := new(RawFruit)
// Deserialize the wire into the RawFruit object (must be a pointer)
if err := Depolorize(object, wire); err != nil {
log.Fatalln(err)
}
// Print the deserialized object
fmt.Println(object)
// Output:
// [14 79 6 99 142 1 111 114 97 110 103 101 1 44 63 6 150 1 116 97 110 103 101 114 105 110 101 109 97 110 100 97 114 105 110]

Polorizer (Encoding Buffer)

// ExamplePolorizer is an example for using the Polorizer to encode the fields of a Fruit object
// using a Polorizer which allows sequential encoding of data into a write-only buffer
//
//nolint:lll
func ExamplePolorizer() {
// Create a Fruit object
orange := &Fruit{"orange", 300, []string{"tangerine", "mandarin"}}
// Create a new Polorizer
polorizer := NewPolorizer()
// Encode the Name field as a string
polorizer.PolorizeString(orange.Name)
// Encode the Cost field as an integer
polorizer.PolorizeInt(int64(orange.Cost))
// Create a new Polorizer to serialize the Alias field (slice)
aliases := NewPolorizer()
// Encode each element in the Alias slice as a string
for _, alias := range orange.Alias {
aliases.PolorizeString(alias)
}
// Encode the Polorizer containing the alias field contents as packed data
polorizer.PolorizePacked(aliases)
// Print the serialized bytes in the Polorizer buffer
fmt.Println(polorizer.Bytes())
// Output:
// [14 79 6 99 142 1 111 114 97 110 103 101 1 44 63 6 150 1 116 97 110 103 101 114 105 110 101 109 97 110 100 97 114 105 110]
}

Depolorizer (Decoding Buffer)

// ExampleDepolorizer is an example for using the Depolorizer to decode the fields of a Fruit object
// using a Depolorizer which allows sequential decoding of data from a read-only buffer
func ExampleDepolorizer() {
wire := []byte{
14, 79, 6, 99, 142, 1, 111, 114, 97, 110, 103, 101, 1, 44, 63, 6, 150, 1, 116,
97, 110, 103, 101, 114, 105, 110, 101, 109, 97, 110, 100, 97, 114, 105, 110,
}
// Create a new instance of Fruit
object := new(Fruit)
// Create a new Depolorizer from the data
depolorizer, err := NewDepolorizer(wire)
if err != nil {
log.Fatalln("invalid wire:", err)
}
depolorizer, err = depolorizer.DepolorizePacked()
if err != nil {
log.Fatalln("invalid wire:", err)
}
// Decode the Name field as a string
object.Name, err = depolorizer.DepolorizeString()
if err != nil {
log.Fatalln("invalid field 'Name':", err)
}
// Decode the Cost field as a string
Cost, err := depolorizer.DepolorizeInt()
if err != nil {
log.Fatalln("invalid field 'Cost':", err)
}
object.Cost = int(Cost)
// Decode a new Depolorizer to deserialize the Alias field (slice)
aliases, err := depolorizer.DepolorizePacked()
if err != nil {
log.Fatalln("invalid field 'Alias':", err)
}
// Decode each element from the Alias decoder as a string
for !aliases.Done() {
alias, err := aliases.DepolorizeString()
if err != nil {
log.Fatalln("invalid field element 'Alias':", err)
}
object.Alias = append(object.Alias, alias)
}
// Print the deserialized object
fmt.Println(object)
// Output:
// &{orange 300 [tangerine mandarin]}
}

Document Encoding

go-polo/document_test.go

Lines 12 to 74 in 22a975e

// ExampleDocument is an example for using the Document object's method to partially encode
// fields as properties into it and then serialize it into document encoded POLO bytes
//
//nolint:lll
func ExampleDocument() {
// Create a new Document
document := make(Document)
// Encode the 'Name' field
if err := document.Set("Name", "orange"); err != nil {
log.Fatalln(err)
}
// Encode the 'cost' field
if err := document.Set("cost", 300); err != nil {
log.Fatalln(err)
}
// Encode the 'alias' field
if err := document.Set("alias", []string{"tangerine", "mandarin"}); err != nil {
log.Fatalln(err)
}
// Print the Document object and it serialized bytes
fmt.Println(document)
fmt.Println(document.Bytes())
// Output:
// map[Name:[6 111 114 97 110 103 101] alias:[14 63 6 150 1 116 97 110 103 101 114 105 110 101 109 97 110 100 97 114 105 110] cost:[3 1 44]]
// [13 175 1 6 69 182 1 133 2 230 4 165 5 78 97 109 101 6 111 114 97 110 103 101 97 108 105 97 115 14 63 6 150 1 116 97 110 103 101 114 105 110 101 109 97 110 100 97 114 105 110 99 111 115 116 3 1 44]
}
// ExamplePolorizeDocument is an example for using PolorizeDocument to encode a
// struct into a Document and then further serializing it into document encoded POLO bytes
//
//nolint:lll
func ExamplePolorizeDocument() {
// Create a Fruit object
orange := &Fruit{"orange", 300, []string{"tangerine", "mandarin"}}
// Encode the object into a Document
document, err := PolorizeDocument(orange)
if err != nil {
log.Fatalln(err)
}
// Print the Document object
fmt.Println(document)
// Serialize the Document object
// This can also be done with document.Bytes()
wire, err := Polorize(document)
if err != nil {
log.Fatalln(err)
}
// Print the serialized Document
fmt.Println(wire)
// Output:
// map[Name:[6 111 114 97 110 103 101] alias:[14 63 6 150 1 116 97 110 103 101 114 105 110 101 109 97 110 100 97 114 105 110] cost:[3 1 44]]
// [13 175 1 6 69 182 1 133 2 230 4 165 5 78 97 109 101 6 111 114 97 110 103 101 97 108 105 97 115 14 63 6 150 1 116 97 110 103 101 114 105 110 101 109 97 110 100 97 114 105 110 99 111 115 116 3 1 44]
}

Document Decoding

go-polo/document_test.go

Lines 76 to 124 in 22a975e

// ExampleDepolorizeDocument_ToDocument is an example of using the Depolorize
// function to decode a document-encoded wire into a Document object
//
//nolint:govet, lll
func ExampleDepolorizeDocument_ToDocument() {
wire := []byte{
13, 175, 1, 6, 69, 182, 1, 133, 2, 230, 4, 165, 5, 78, 97, 109, 101, 6, 111, 114, 97,
110, 103, 101, 97, 108, 105, 97, 115, 14, 63, 6, 150, 1, 116, 97, 110, 103, 101, 114,
105, 110, 101, 109, 97, 110, 100, 97, 114, 105, 110, 99, 111, 115, 116, 3, 1, 44,
}
// Create a new Document
doc := make(Document)
// Deserialize the document bytes into a Document
if err := Depolorize(&doc, wire); err != nil {
log.Fatalln(err)
}
// Print the decoded Document
fmt.Println(doc)
// Output:
// map[Name:[6 111 114 97 110 103 101] alias:[14 63 6 150 1 116 97 110 103 101 114 105 110 101 109 97 110 100 97 114 105 110] cost:[3 1 44]]
}
// ExampleDepolorizeDocument_ToStruct is an example of using the Depolorize
// function to decode a document encoded wire into a Fruit object
//
//nolint:govet
func ExampleDepolorizeDocument_ToStruct() {
wire := []byte{
13, 175, 1, 6, 69, 182, 1, 133, 2, 230, 4, 165, 5, 78, 97, 109, 101, 6, 111, 114, 97,
110, 103, 101, 97, 108, 105, 97, 115, 14, 63, 6, 150, 1, 116, 97, 110, 103, 101, 114,
105, 110, 101, 109, 97, 110, 100, 97, 114, 105, 110, 99, 111, 115, 116, 3, 1, 44,
}
// Create a new instance of Fruit
object := new(Fruit)
// Deserialize the document bytes into the Fruit object
if err := Depolorize(object, wire, DocStructs()); err != nil {
log.Fatalln(err)
}
// Print the deserialized object
fmt.Println(object)
// Output:
// &{orange 300 [tangerine mandarin]}
}

Contributing

Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in the work by you, as defined in the Apache-2.0 license, shall be dual licensed as below, without any additional terms or conditions.

License

© 2024 Sarva Labs Inc. & MOI Protocol Developers.

This project is licensed under either of

at your option.

The SPDX license identifier for this project is MIT OR Apache-2.0.