@swim/structure implements a generic structured data model that is compatible
with JSON, XML, and many other data languages. @swim/structure has first
class support for XPath/JSONPath-style selectors, as well as operator syntax
trees, and lambda functions. @swim/structure is written in TypeScript, but
can be used from either TypeScript or JavaScript. @swim/structure is part
of the @swim/core framework.
Think of @swim/structure as a generic abstract syntax tree that can represent
many structured data models, including parsed JSON, parsed XML, parsed Recon,
parsed Protocol Buffers, and more. In addition to structured data models,
@swim/structure has generic syntax trees for selector languages, like XPath,
JSONPath, and Recon selectors. @swim/structure also provides generic syntax
trees for algebraic, logical, bitwise, and function invocation operators, as
well as syntax trees for lambda function definitions. An Interpreter is
provided for evaluating selectors, operators, and function invocations.
Parsers from source languages to @swim/structure syntax trees are provided by
other packages. The @swim/recon library implements a parser and serializer
for Recon, Recon selectors, and Recon expressions.
The heart of @swim/structure is its uniform structured data model. Swim
uses an abstract data model to decouple itself from the irregularities and
limitations of common data formats, such as JSON or XML.
To illuminate the complexity and limitations that @swim/structure was
designed to solve, let's first consider the data models of JSON and XML.
JSON's data model consists of four primitive types: string, number,
boolean, and null; and two composite types: object, and array. Note
that because JSON has two distinct composite types, its data model doesn't
produce uniform tree structures. JSON also lacks a consistent way to
disambiguate polymorphic structures. And JSON's lack of expressiveness leads
to frequent use of textual microformats, which require additional parsing steps.
XML's data model consists of one quasi-primitive type: text nodes, which
may internally compose out-of-band entity references; and one composite type:
element. Note that XML does not produce uniform tree structures either, due
to the fact that elements have both child nodes, and associated attributes.
And because of its textual nature, XML leads to profuse use of ad hoc string
microformats. Rather than natively implemented a structured type system, XML
layers on various nominally typed schema languages.
@swim/structure implements a uniform tree data model that is a superset of
both the JSON and XML data models. The Swim structured data model has six
primitive types: data, text, num, bool, extant, and absent; two
field types: attr, and slot; and a single composite type: record.
Having only one composite type allows every compound data structure to be
treated as a uniform tree. The record type effectively behaves like a
partially-keyed list, enabling it to model both objects and arrays. The attr
field type provides a consistent polymorphic disambiguation mechanism, similar
to—but more uniform and expressive than—XML tags. The slot field type models
object properties as distinct child items that happen to have a key. But
unlike JSON object keys, slot keys are not restricted to string values.
At the center of @swim/structure is the Item class, which defines an
algebraic data type for representing and manipulating structured data. Item
provides many methods for operating on structured values, most of which are
closed over the Item type, meaning they always return other instances of
Item. This closure of operations over the Item type make it safe and
expressive to traverse, transform, and convert arbitrary data structures,
without excessive conditional logic to type check and validate structures
obtained from external sources.
Every Item is either a Field or a Value. Every Field is either an
Attr or a Slot. And every Value is either a Record, Data, Text,
Num, Bool, Extant, or Absent. Think of Item as analogous to the set
of all JSON values, with the inclusion of object fields as first class elements.
A Field represents a key-value pair, where both the key and value are of type
Value. An Attr is a discriminated kind of Field whose key is always of
type Text. Every Field that is not explicitly an Attr is a Slot.
Think of a Slot as a field of a JSON object, or as an attribute of an XML tag.
Think of an Attr like an XML tag, where the key of the Attr is the tag name,
and the value of the Attr is a Record containing the element's attributes.
Every Item that is not a Field is a Value. A Value can either be one
of four primitive value types: Data, Text, Num, or Bool; one of two
unit types: Extant, or Absent; or the composite type: Record. Think of
a Value as representing an arbitrary data structure.
A Data object represents opaque binary data; it wraps a JavaScript
Uint8Array. A Text object represents a Unicode string, and wraps a
primitive JavaScript string. A Num object represents a numeric value,
encapsulating a primitive JavaScript number. A Bool object represents a
boolean value, wrapping a primitive JavaScript boolean.
There are two unit types: Extant, and Absent. Extant represents a thing
that exists, but has no value; sort of like JavaScript's null value, but a
valid object on which you can invoke methods. Absent represents something
that does not exist; similar to JavaScript's undefined value, but a valid
instance of Item.
A Record is a simple container of Item members, and is the only composite
structure type. A Record containing only Field members is analogous to a
JSON object—though unlike JSON, its keys are not restricted to strings. A
Record containing only Value members is similar to a JSON array. A Record
with a leading Attr bears resemblance to an XML element. And a Record with
a mixture of Field and Value members acts like a partially keyed list.
Beyond representing static data structures, @swim/structure can also model
dynamic data structures, expressed using Selector, Operator, and Func
extensions to the structured Value type. All dynamic values extend the
abstract Expression class. Expression trees treat code as just another
data type.
Invoking the evaluate method of any Item returns a new Item with all
nested expressions interpreted in lexical order and scope. The substitute
method partially evaluates an Item, interpreting only the sub-expressions
that contain no unresolveable selectors.
The @swim/dataflow
library implements a compiler from @swim/structure expressions to
live-updated structures that automatically recompute themselves when
any transitively dependent selector changes.
A Selector is an Expression that defines a filter function, which, given
a selection scope, evaluates to some subset of items contained in that scope.
Each Selector represents a filter operation, followed by a subselection,
defined by a chained thenSelector. A Selector expression thus consists
of a sequence of filter steps, terminating with the identity selector.
@swim/structure implements the following Selector expressions:
IdentitySelector – selects the selection scope.
GetSelector – selects the Value associated with some key for each
Field in the selection scope.
GetAttrSelector – selects the Value associated with some key for each
Attr in the selection scope.
GetItemSelector – selects the Item at some index of each Record in
the selection scope.
KeysSelector – selects the key of each Field in the selection scope.
ValuesSelector – selects the value of each Field in the selection
scope, as well as each Value in the selection scope.
ChildrenSelector – selects the members of each Record in the
selection scope.
DescendantsSelector – recursively selects the members of each Record
in the selection scope.
FilterSelector – selects each Item in the selection scope for which
some expression, evaluated in the current selection scope, returns a truthy
value.
LiteralSelector – selects the result of some expression, evaluated in
the current selection scope.
An Operator is an Expression that performs an arithmetic, logical, bitwise,
or comparison operation on its operand expressions. An Operator expression
evaluates to Absent when its operands cannot be coerced to a suitable type.
@swim/structure implements the following Operator expressions.
ConditionalOperator – ternary operator that evaluates its ifTerm, and
if truthy, evaluates its thenTerm, and if falsey, evaluates its elseTerm.
OrOperator – binary operator that evaluates its first operand,
and if falsy, evaluates its second oprand.
AndOperator – binary operator that evaluates its first operand,
and if truthy, evaluates its second operand.
BitwiseOrOperator – binary operator that evaluates to the bitwise
inclusive OR of its integer operands.
BitwiseXorOperator – binary operator that evaluates to the bitwise
exclusive OR of its integer operands.
BitwiseAndOperator – binary operator that evaluates to the bitwise
AND of its integer operands.
LtOperator – binary operator that evaluates to true if its first
operand is strictly less than its second operand, and otherwise evaluates
to Absent.
LeOperator – binary operator that evaluates to true if its first
operand is less than or equal to its second operand, and otherwise evaluates
to Absent.
EqOperator – binary operator that evaluates to true if its first
operand is structurally equal to its second operand, and otherwise evaluates
to Absent.
NeOperator – binary operator that evaluates to true if its first
operand is not structurally equal to its second operand, and otherwise
evaluates to Absent.
GeOperator – binary operator that evaluates to true if its first
operand is greater than or equal to its second operand, and otherwise
evaluates to Absent.
GtOperator – binary operator that evaluates to true if its first
operand is strictly greater than its second operand, and otherwise evaluates
to Absent.
PlusOperator – binary operator that evaluates to the sum of its numeric
operands.
MinusOperator – binary operator that evaluates to the difference of its
numeric operands.
TimesOperator – binary operator that evaluates to the product of its
numeric operands.
DivideOperator – binary operator that evaluates to the division of its
numeric operands.
ModuloOperator – binary operator that evaluates to the modulus of its
numeric operands.
NotOperator – unary operator that evaluates to the logical negation of
its operand.
BitwiseNotOperator – unary operator that evaluates to the bitwise
complement of its integer operand.
NegativeOperator – unary operator that evaluates to the negation of its
numeric operand.
PositiveOperator – unary operator that evaluates to its numeric operand.
InvokeOperator – operator that invokes its evaluates func operand
with its unevaluated args operand.
A Func is an Expression with an invoke method that takes an argument
Value, an Interpreter, and an optional InvokeOperator, and returns an
Item. A Func may take a Record as its argument in order to support
multiple parameters. A Func is usually invoked with unevaluated arguments;
a Func can choose to eagerly evaluate its arguments, or to operate like a
macro on the syntax trees of its arguments.
@swim/structure has the following builtin Func implementations:
LambdaFunc – an anonymouse function that, when invoked, evaluates its
template expression with its bindings identifiers in scope and bound to
its eagerly evaluated arguments.
BridgeFunc – a function implemented in JavaScript.
An Interpreter is the context in which an Expression is evaluated. It
maintains a stack of lexical selection scopes, observes all evaluation steps,
and enforces execution limits.
A Form defines a conversion between a structural type, and some nominal
JavaScript type. The mold method converts a nominal JavaScript type to an
Item. And the cast method converts an Item to a nominal JavaScript type,
if possible.
The unit method optionally returns a default value for the nominal JavaScript
type. The tag method optionally returns a discriminating Attr key string,
which, if defined, can be used to optimize polymorphic cast operations.
@swim/structure implements standard forms for builtin JavaScript types.
For an npm-managed project, npm install @swim/structure to
make it a dependency. TypeScript sources will be installed into
node_modules/@swim/structure/main. Transpiled JavaScript and TypeScript
definition files install into node_modules/@swim/structure/lib/main.
And a pre-built UMD script can be found in
node_modules/@swim/structure/dist/main/swim-structure.js.
Browser applications can load swim-core.js, which comes bundled with the
@swim/structure library, directly from the SwimOS CDN.
<!-- Development --><scriptsrc="https://cdn.swimos.org/js/latest/swim-core.js"></script><!-- Production --><scriptsrc="https://cdn.swimos.org/js/latest/swim-core.min.js"></script>
Alternatively, the standalone swim-system.js script may be loaded
from the SwimOS CDN, which bundles @swim/structure together with all other
@swim/system
libraries.
<!-- Development --><scriptsrc="https://cdn.swimos.org/js/latest/swim-system.js"></script><!-- Production --><scriptsrc="https://cdn.swimos.org/js/latest/swim-system.min.js"></script>
When loaded by a web browser, the swim-core.js script adds all
@swim/structure library exports to the global swim namespace.
The swim-system.js script also adds all @swim/structure library exports
to the global swim namespace, making it a drop-in replacement for
swim-core.js when additional @swim/system libraries are needed.
@swim/structure
@swim/structure implements a generic structured data model that is compatible with JSON, XML, and many other data languages. @swim/structure has first class support for XPath/JSONPath-style selectors, as well as operator syntax trees, and lambda functions. @swim/structure is written in TypeScript, but can be used from either TypeScript or JavaScript. @swim/structure is part of the @swim/core framework.
Overview
Think of @swim/structure as a generic abstract syntax tree that can represent many structured data models, including parsed JSON, parsed XML, parsed Recon, parsed Protocol Buffers, and more. In addition to structured data models, @swim/structure has generic syntax trees for selector languages, like XPath, JSONPath, and Recon selectors. @swim/structure also provides generic syntax trees for algebraic, logical, bitwise, and function invocation operators, as well as syntax trees for lambda function definitions. An
Interpreter
is provided for evaluating selectors, operators, and function invocations.Parsers from source languages to @swim/structure syntax trees are provided by other packages. The @swim/recon library implements a parser and serializer for Recon, Recon selectors, and Recon expressions.
Data Model
The heart of @swim/structure is its uniform structured data model. Swim uses an abstract data model to decouple itself from the irregularities and limitations of common data formats, such as JSON or XML.
To illuminate the complexity and limitations that @swim/structure was designed to solve, let's first consider the data models of JSON and XML.
JSON's data model consists of four primitive types:
string
,number
,boolean
, andnull
; and two composite types:object
, andarray
. Note that because JSON has two distinct composite types, its data model doesn't produce uniform tree structures. JSON also lacks a consistent way to disambiguate polymorphic structures. And JSON's lack of expressiveness leads to frequent use of textual microformats, which require additional parsing steps.XML's data model consists of one quasi-primitive type:
text
nodes, which may internally compose out-of-band entity references; and one composite type:element
. Note that XML does not produce uniform tree structures either, due to the fact that elements have both child nodes, and associated attributes. And because of its textual nature, XML leads to profuse use of ad hoc string microformats. Rather than natively implemented a structured type system, XML layers on various nominally typed schema languages.@swim/structure implements a uniform tree data model that is a superset of both the JSON and XML data models. The Swim structured data model has six primitive types:
data
,text
,num
,bool
,extant
, andabsent
; two field types:attr
, andslot
; and a single composite type:record
.Having only one composite type allows every compound data structure to be treated as a uniform tree. The
record
type effectively behaves like a partially-keyed list, enabling it to model both objects and arrays. Theattr
field type provides a consistent polymorphic disambiguation mechanism, similar to—but more uniform and expressive than—XML tags. Theslot
field type models object properties as distinct child items that happen to have a key. But unlike JSON object keys,slot
keys are not restricted to string values.Structures
At the center of @swim/structure is the
Item
class, which defines an algebraic data type for representing and manipulating structured data.Item
provides many methods for operating on structured values, most of which are closed over theItem
type, meaning they always return other instances ofItem
. This closure of operations over theItem
type make it safe and expressive to traverse, transform, and convert arbitrary data structures, without excessive conditional logic to type check and validate structures obtained from external sources.Every
Item
is either aField
or aValue
. EveryField
is either anAttr
or aSlot
. And everyValue
is either aRecord
,Data
,Text
,Num
,Bool
,Extant
, orAbsent
. Think ofItem
as analogous to the set of all JSON values, with the inclusion of object fields as first class elements.A
Field
represents a key-value pair, where both the key and value are of typeValue
. AnAttr
is a discriminated kind ofField
whose key is always of typeText
. EveryField
that is not explicitly anAttr
is aSlot
. Think of aSlot
as a field of a JSON object, or as an attribute of an XML tag. Think of anAttr
like an XML tag, where the key of theAttr
is the tag name, and the value of theAttr
is aRecord
containing the element's attributes.Every
Item
that is not aField
is aValue
. AValue
can either be one of four primitive value types:Data
,Text
,Num
, orBool
; one of two unit types:Extant
, orAbsent
; or the composite type:Record
. Think of aValue
as representing an arbitrary data structure.A
Data
object represents opaque binary data; it wraps a JavaScriptUint8Array
. AText
object represents a Unicode string, and wraps a primitive JavaScriptstring
. ANum
object represents a numeric value, encapsulating a primitive JavaScriptnumber
. ABool
object represents a boolean value, wrapping a primitive JavaScriptboolean
.There are two unit types:
Extant
, andAbsent
.Extant
represents a thing that exists, but has no value; sort of like JavaScript'snull
value, but a valid object on which you can invoke methods.Absent
represents something that does not exist; similar to JavaScript'sundefined
value, but a valid instance ofItem
.A
Record
is a simple container ofItem
members, and is the only composite structure type. ARecord
containing onlyField
members is analogous to a JSON object—though unlike JSON, its keys are not restricted to strings. ARecord
containing onlyValue
members is similar to a JSON array. ARecord
with a leadingAttr
bears resemblance to an XML element. And aRecord
with a mixture ofField
andValue
members acts like a partially keyed list.Expressions
Beyond representing static data structures, @swim/structure can also model dynamic data structures, expressed using
Selector
,Operator
, andFunc
extensions to the structuredValue
type. All dynamic values extend the abstractExpression
class.Expression
trees treat code as just another data type.Invoking the
evaluate
method of anyItem
returns a newItem
with all nested expressions interpreted in lexical order and scope. Thesubstitute
method partially evaluates anItem
, interpreting only the sub-expressions that contain no unresolveable selectors.The @swim/dataflow library implements a compiler from @swim/structure expressions to live-updated structures that automatically recompute themselves when any transitively dependent selector changes.
Selectors
A
Selector
is anExpression
that defines a filter function, which, given a selection scope, evaluates to some subset of items contained in that scope. EachSelector
represents a filter operation, followed by a subselection, defined by a chainedthen
Selector
. ASelector
expression thus consists of a sequence of filter steps, terminating with the identity selector.@swim/structure implements the following
Selector
expressions:IdentitySelector
– selects the selection scope.GetSelector
– selects theValue
associated with some key for eachField
in the selection scope.GetAttrSelector
– selects theValue
associated with some key for eachAttr
in the selection scope.GetItemSelector
– selects theItem
at some index of eachRecord
in the selection scope.KeysSelector
– selects the key of eachField
in the selection scope.ValuesSelector
– selects the value of eachField
in the selection scope, as well as eachValue
in the selection scope.ChildrenSelector
– selects the members of eachRecord
in the selection scope.DescendantsSelector
– recursively selects the members of eachRecord
in the selection scope.FilterSelector
– selects eachItem
in the selection scope for which some expression, evaluated in the current selection scope, returns a truthy value.LiteralSelector
– selects the result of some expression, evaluated in the current selection scope.Operators
An
Operator
is anExpression
that performs an arithmetic, logical, bitwise, or comparison operation on its operand expressions. AnOperator
expression evaluates toAbsent
when its operands cannot be coerced to a suitable type. @swim/structure implements the followingOperator
expressions.ConditionalOperator
– ternary operator that evaluates itsifTerm
, and if truthy, evaluates itsthenTerm
, and if falsey, evaluates itselseTerm
.OrOperator
– binary operator that evaluates its first operand, and if falsy, evaluates its second oprand.AndOperator
– binary operator that evaluates its first operand, and if truthy, evaluates its second operand.BitwiseOrOperator
– binary operator that evaluates to the bitwise inclusive OR of its integer operands.BitwiseXorOperator
– binary operator that evaluates to the bitwise exclusive OR of its integer operands.BitwiseAndOperator
– binary operator that evaluates to the bitwise AND of its integer operands.LtOperator
– binary operator that evaluates totrue
if its first operand is strictly less than its second operand, and otherwise evaluates toAbsent
.LeOperator
– binary operator that evaluates totrue
if its first operand is less than or equal to its second operand, and otherwise evaluates toAbsent
.EqOperator
– binary operator that evaluates totrue
if its first operand is structurally equal to its second operand, and otherwise evaluates toAbsent
.NeOperator
– binary operator that evaluates totrue
if its first operand is not structurally equal to its second operand, and otherwise evaluates toAbsent
.GeOperator
– binary operator that evaluates totrue
if its first operand is greater than or equal to its second operand, and otherwise evaluates toAbsent
.GtOperator
– binary operator that evaluates totrue
if its first operand is strictly greater than its second operand, and otherwise evaluates toAbsent
.PlusOperator
– binary operator that evaluates to the sum of its numeric operands.MinusOperator
– binary operator that evaluates to the difference of its numeric operands.TimesOperator
– binary operator that evaluates to the product of its numeric operands.DivideOperator
– binary operator that evaluates to the division of its numeric operands.ModuloOperator
– binary operator that evaluates to the modulus of its numeric operands.NotOperator
– unary operator that evaluates to the logical negation of its operand.BitwiseNotOperator
– unary operator that evaluates to the bitwise complement of its integer operand.NegativeOperator
– unary operator that evaluates to the negation of its numeric operand.PositiveOperator
– unary operator that evaluates to its numeric operand.InvokeOperator
– operator that invokes its evaluatesfunc
operand with its unevaluatedargs
operand.Functions
A
Func
is anExpression
with aninvoke
method that takes an argumentValue
, anInterpreter
, and an optionalInvokeOperator
, and returns anItem
. AFunc
may take aRecord
as its argument in order to support multiple parameters. AFunc
is usually invoked with unevaluated arguments; aFunc
can choose to eagerly evaluate its arguments, or to operate like a macro on the syntax trees of its arguments.@swim/structure has the following builtin
Func
implementations:LambdaFunc
– an anonymouse function that, when invoked, evaluates itstemplate
expression with itsbindings
identifiers in scope and bound to its eagerly evaluated arguments.BridgeFunc
– a function implemented in JavaScript.Interpreters
An
Interpreter
is the context in which anExpression
is evaluated. It maintains a stack of lexical selection scopes, observes all evaluation steps, and enforces execution limits.Forms
A
Form
defines a conversion between a structural type, and some nominal JavaScript type. Themold
method converts a nominal JavaScript type to anItem
. And thecast
method converts anItem
to a nominal JavaScript type, if possible.The
unit
method optionally returns a default value for the nominal JavaScript type. Thetag
method optionally returns a discriminatingAttr
key string, which, if defined, can be used to optimize polymorphiccast
operations.@swim/structure implements standard forms for builtin JavaScript types.
Installation
npm
For an npm-managed project,
npm install @swim/structure
to make it a dependency. TypeScript sources will be installed intonode_modules/@swim/structure/main
. Transpiled JavaScript and TypeScript definition files install intonode_modules/@swim/structure/lib/main
. And a pre-built UMD script can be found innode_modules/@swim/structure/dist/main/swim-structure.js
.Browser
Browser applications can load
swim-core.js
, which comes bundled with the @swim/structure library, directly from the SwimOS CDN.Alternatively, the standalone
swim-system.js
script may be loaded from the SwimOS CDN, which bundles @swim/structure together with all other @swim/system libraries.Usage
ES6/TypeScript
@swim/structure can be imported as an ES6 module from TypeScript and other ES6-compatible environments.
CommonJS/Node.js
@swim/structure can also be used as a CommonJS module in Node.js applications.
Browser
When loaded by a web browser, the
swim-core.js
script adds all @swim/structure library exports to the globalswim
namespace.The
swim-system.js
script also adds all @swim/structure library exports to the globalswim
namespace, making it a drop-in replacement forswim-core.js
when additional @swim/system libraries are needed.