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Spreadsheet-like dataflow programming in ClojureScript.
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README.md

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Javelin Build Status

Spreadsheet-like dataflow programming in ClojureScript.

[tailrecursion/javelin "3.8.0"] ;; latest release

Example

(ns your-ns
  (:require [tailrecursion.javelin :refer [cell]])
  (:require-macros [tailrecursion.javelin :refer [cell=]]))

(defn start []
  (let [a (cell 0)              ;; input cell with initial value of 0.
        b (cell= (inc a))       ;; formula cell of a+1.
        c (cell= (+ 123 a b))]  ;; formula cell of a+b+123.
    (cell= (.log js/console c)) ;; anonymous formula cell for side effects.
    ;; c's initial value, 124, is printed.
    (swap! a inc)
    ;; a was incremented, and its new value propagated (consistently)
    ;; through b and c.  c's new value, 126, is printed to the console.
    ))

There are many more examples in the Javelin tests.

Demos

Overview

Javelin provides a spreadsheet-like computing environment consisting of input cells and formula cells and introduces the Cell reference type to represent both.

All Cells
  • contain values.
  • implement the IWatchable interface.
  • are dereferenced with deref or the @ reader macro.
Input Cells
  • are created by the cell function or defc macro.
  • are updated explicitly using swap! or reset!.
Formula Cells
  • are created with the formula function or the cell= and defc= macros.
  • are updated reactively according to a formula.
  • are read-only—updating a formula cell via swap! or reset! is an error (unless it's a lens).

Some examples of cells:

(defc a 42)               ;; cell containing the number 42
(defc b '(+ 1 2))         ;; cell containing the list (+ 1 2)
(defc c (+ 1 2))          ;; cell containing the number 3
(defc d {:x @a})          ;; cell containing the map {:x 42}

(defc= e {:x a})          ;; cell with formula {:x a}, updated when a changes
(defc= f (+ a 1))         ;; cell with formula (+ a 1), updated when a changes
(defc= g (+ a ~(inc @a))) ;; cell with formula (+ a 43), updated when a changes
(defc= h [e f g])         ;; cell with formula [e f g], updated when e, f, or g change

@h                        ;;=> [{:x 42} 43 85]
(reset! a 7)              ;;=> 7
@h                        ;;=> [{:x 7} 8 50]
(swap! f inc)             ;;=> ERROR: f is a formula cell, it updates itself!

Note the use of ~ in the definition of g. The expression (inc @a) is evaluated and the resulting value is used when creating the formula, rather than being recomputed each time the cell updates. See the Formulas section below.

Cells can be microbeasts...

(defc test-results
  {:scores [74 51 97 88 89 91 72 77 69 72 45 63]
   :proctor "Mr. Smith"
   :subject "Organic Chemistry"
   :sequence "CHM2049"})

(defc= test-results-with-mean
  (let [scores (:scores test-results)
        mean   (/ (reduce + scores) (count scores))
        grade  (cond (<= 90 mean) :A
                     (<= 80 mean) :B
                     (<= 70 mean) :C
                     (<= 60 mean) :D
                     :else        :F)]
    (assoc test-results :mean mean :grade grade)))

Formulas

All macros in formula expressions are fully expanded. The resulting expression is then interpreted according to the following rules:

  • The unquote form causes its argument to be evaluated in place and not walked.
  • The unquote-splicing form is interpreted as the composition of unquote as above and deref.

Some things don't make sense in formulas and cause errors:

  • Unsupported forms def, ns, deftype*, and defrecord*.
  • Circular dependencies between cells result in infinite loops at runtime.

Transactions

The dosync macro facilitates atomic, transactional updates to cells. This can be used to coordinate or batch updates such that propagation occurs only once for the entire transaction instead of once for each individual cell update.

For example, consider the following program:

(defc a 100)
(defc b 200)

(cell= (print "a + b =" (+ a b)))
;=> LOG: a + b = 300

(do
  (swap! a inc)
  (swap! a inc)
  (swap! b inc))
;=> LOG: a + b = 301
;=> LOG: a + b = 302
;=> LOG: a + b = 303

Notice how calling swap! on cells a and b individually causes the anonymous cell to print the sum three times–once for each update to a and b.

Using dosync these updates can be made inside of a transaction during which propagation is suspended:

(defc a 100)
(defc b 200)

(cell= (print "a + b =" (+ a b)))
;=> LOG: a + b = 300

(dosync
  (swap! a inc)
  (swap! a inc)
  (swap! b inc))
;=> LOG: a + b = 303

The sum is only logged a single time, even though a and b were updated multiple times.

Note: During a transaction the effects of swap! and reset! are immediately visible for input cells, but not for formula cells. Formula cells are updated and watchers are notified only after the transaction is complete.

Lenses

Lenses separate reads and writes in the cell graph. They are formula cells created with an extra argument—a special callback that provides the write implementation. The read implementation is provided by the underlying cell formula.

For example:

(defn path-cell [c path]
  (cell= (get-in c path) (partial swap! c assoc-in path)))

(defc a {:a [1 2 3], :b [4 5 6]})
(def  c (path-cell a [:a]))

@c                       ;=> [1 2 3]
(swap! c pop)            ;=> [1 2]
@c                       ;=> [1 2]
@a                       ;=> {:a [1 2], :b [4 5 6]}

@c                       ;=> [1 2]
(reset! c :x)            ;=> :x
@c                       ;=> :x
@a                       ;=> {:a :x, :b [4 5 6]}

@c                       ;=> :x
(swap! a assoc :a [1 2]) ;=> {:a [1 2], :b [4 5 6]}
@c                       ;=> [1 2]

The path-cell function returns a converging lens whose formula focuses in on a part of the underlying collection using get-in. The provided callback takes the desired new value and updates the underlying collection accordingly using assoc-in. The update propagates to the lens formula, thereby updating the value of the lens cell itself.

Interestingly, transactions can be used to create diverging lenses, inverting the above relationship between lens and underlying collection. Instead of focusing the lens on a single collection to extract a part it, the lens can be directed toward a number of individual cells to combine them into a single collection.

For example:

(defc  a 100)
(defc  b 200)
(defc= c {:a a, :b b} #(dosync (reset! a (:a %)) (reset! b (:b %))))

@a                       ;=> 100
@c                       ;=> {:a 100, :b 200}
(swap! c assoc :a 200)   ;=> {:a 200, :b 200}
@a                       ;=> 200

The c lens encapsulates the machinery of atomically updating both a and b in the standard cell interface.

Converging and diverging lenses can be useful for low-impact, surgical refactoring. They encapsulate the value and mutation semantic, eliminating the need to modify existing code that references the underlying cells.

Javelin API

Requiring the namespace and macros:

(ns my-ns
  (:require
    [tailrecursion.javelin
     :refer [cell? input? cell lens set-cell! alts! destroy-cell! cell-map]])
  (:require-macros
    [tailrecursion.javelin
     :refer [cell= defc defc= set-cell!= dosync cell-doseq]]))

API functions and macros:

(cell? c)
;; Returns c if c is a Cell, nil otherwise.

(input? c)
;; Returns c if c is an input cell, nil otherwise.

(formula? c)
;; Returns c if c is a formula cell, nil otherwise.

(lens? c)
;; Returns c if c is a lens cell, nil otherwise.

(cell expr)
;; Create new input cell with initial value expr.

(cell= expr)
;; Create new fomula cell with formula expr.

(cell= expr f)
;; Create new lens cell with formula expr and callback f. When swap! or reset!
;; is applied to the cell the callback is fired with the requested new value
;; provided as an argument. The callback does not manipulate the lens cell's
;; value directly, but it can swap! or reset! input cells (or do anything else),
;; possibly resulting in a new value being computed by the lens formula.

(defc symbol doc-string? expr)
;; Creates a new input cell and binds it to a var with the name symbol and
;; the docstring doc-string if provided.

(defc= symbol doc-string? expr)
;; Creates a new formula cell with formula expr and binds it to a var with the
;; name symbol and the docstring doc-string if provided.

(defc= symbol doc-string? expr f)
;; Creates a new lens cell with formula expr and callback f, and binds it to a
;; var with the name symbol and the docstring doc-string if provided.

(set-cell! c expr)
;; Convert c to input cell (if necessary) with value expr.

(set-cell!= c expr)
;; Convert c to formula cell (if necessary) with formula expr.

(set-cell!= c expr f)
;; Convert c to lens cell (if necessary) with formula expr and callback f.

(destroy-cell! c)
;; Disconnects c from the propagation graph so it can be GC'd.

(dosync exprs*)
;; Evaluates exprs (in an implicit do) in a transaction that encompasses exprs
;; and any nested calls. Cell propagation occurs only after all exprs have been
;; run, and propagation occurs only once. Only the final values of cells updated
;; within the transaction are propagated.

(alts! cs*)
;; Creates a formula cell whose value is a list of changed values in the cells cs.

(cell-map f c)
;; Given a cell c containing a seqable value of size n and a function f, returns
;; a sequence of n formula cells such that the ith cell's formula is (f (nth c i)).

(cell-let [binding-form c] body*)
;; Given a cell c and a binding form, binds names in the binding form to formula
;; cells containing the destructured values (these values will update as the
;; value of c changes) and evaluates the body expressions.

(cell-doseq seq-exprs body*)
;; Repeatedly executes the body expressions for side effects as doseq does, with
;; bindings as provided by "for", except that the binding forms are bound to
;; javelin cells, not values. The :while and :when filters are not supported at
;; this time.

(prop-cell prop-expr)
;; Returns a formula cell whose value is synced to the prop-expr, which is a
;; JavaScript property access expression, like (.-foo js/bar) for example.

(prop-cell prop-expr setter-cell callback?)
;; Given a property access expression (see above) prop-expr, a formula cell
;; setter-cell, and optionally a callback function, the JavaScript object
;; property specified by prop-expr is kept synced to the value in setter-cell
;; at all times. If the callback was provided it will be called whenever an
;; attempt is made to change the value of the property by means other than via
;; the setter-cell.

Building and Running Tests

To build Javelin with advanced optimizations and run tests in PhantomJS:

boot test-javelin --advanced

For development you may want to forgo optimizations and test continuously:

boot watch speak test-javelin

License

Copyright (c) Alan Dipert and Micha Niskin. All rights
reserved. The use and distribution terms for this software are
covered by the Eclipse Public License 1.0
(http://opensource.org/licenses/eclipse-1.0.php) which can be
found in the file epl-v10.html at the root of this
distribution. By using this software in any fashion, you are
agreeing to be bound by the terms of this license. You must not
remove this notice, or any other, from this software.
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