JavaScript Code Analysis

San Francisco HTML5 User Group - http://www.sfhtml5.org/events/91184172/

Transcript

1. JavaScript Code Analysis San Francisco December 5, 2012 Ariya Hidayat http://www.sfhtml5.org @ariyahidayat 1
2. Do you... •have a coding style/guidelines? •use code quality tool such as JSLint or JSHint? •actively prevent performance & coverage regressions? 2
3. Quality: Practical Aspects Avoid silly mistakes Write readable code Do not provoke ambiguities Improve future maintenance Learn better code pattern 3
4. Tools and Mistakes Likelihood S = Skill C = Complexity S C Average Engineer S C http://ariya.ofilabs.com/2012/11/language-tools-for-reducing-mistakes.html 4
5. Multiple Layers of Defense http://ariya.ofilabs.com/2012/12/quality-code-via-multiple-layers-of-defense.html 5
6. Better Use of the Tools Engineer Tools Feedback Cycle Boring Repetitive Time-consuming 6
7. Adaptive Tools Adjustment Explicit Implicit Customize analysis options Define new sets of rules Infer from high-quality sample Observe the engineer’s behavior 7
8. From Spelling Checker to Grammar Enforcement Your so wrong, therefore you loose! No misspelled word. Wrong choice of words! 8
9. Semantics + Convention var AppRouter = Backbone.Router.extend({ routes: { "posts/:id": "getPost", "*actions": "defaultRoute" } }); var app_router = new AppRouter; app_router.on('route:getPos', function (id) { // Do Something... }); 9
10. Foundation 10
11. JavaScript in the Browser User Interface Browser Engine Graphics Stack Data Persistence Render Engine JavaScript Engine Networking I/O 11
12. JavaScript Engine Building Blocks Virtual Machine/ Interpreter Parser Runtime Source Syntax Tree Built-in objects, host objects, ... Fast and conservative 12
13. Tokenization keyword equal sign semicolon identifier number var answer = 42; 13
14. Syntax Tree Variable Declaration Identifier Literal Constant answer 42 14
15. Specification Conformance • ECMA-262 compliant • Automatic semicolon insertion • Strict Mode, e.g. “use strict” • Unicode for identifiers 'use strict'; var ೔ຊޠ = 1 return ೔ຊޠ 15
16. { type: "Program", body: [ { type: "ExpressionStatement", expression: { type: "AssignmentExpression", operator: "=", left: { type: "Identifier", name: "answer" }, right: { type: "Literal", value: 42 } } } ] } Sensible Syntax Tree answer = 42 https://developer.mozilla.org/en/SpiderMonkey/Parser_API http://esprima.org/demo/parse.html Try online! 16
17. Specification, Parser Code, Syntax Tree function parseWhileStatement() { var test, body; expectKeyword('while'); expect('('); test = parseExpression(); expect(')'); body = parseStatement(); return { type: 'WhileStatement', test: test, body: body }; } while ( Expression ) Statement ECMA-262 Annex A.4 17
18. Syntax Node Location { type: "ExpressionStatement", expression: { type: "AssignmentExpression", operator: "=", left: { type: "Identifier", name: "answer", range: [0, 6] }, right: { type: "Literal", value: 42, range: [9, 11] }, range: [0, 11] }, range: [0, 11] } answer = 42 18
19. Error Tolerant Useful for IDE, editors, ... var msg = "Hello’; person..age = 18; if (person. 'use strict'; with (person) { } Mismatched quote Too many dots Incomplete, still typing Strict mode violation 19
20. Handle the Comments https://github.com/thejohnfreeman/jfdoc Documentation tool Code annotation https://github.com/goatslacker/node-typedjs // Life, Universe, and Everything answer = 42 comments: [ { range: [0, 34], type: "Line", value: " Life, Universe, and Everything" } ] 20
21. Forward Looking Experimental ‘harmony’ branch Object initializer shorthand { let x; const y = 0; } Block scope var point = {x, y}; Module & class module LinearAlgebra { export const System = 'Cartesian'; } class Vector3 { constructor (x, y, z) { this.x = x; this.y = y; this.z = z; } } Destructuring assignment point = {14, 3, 77}; {x, y, z} = point; 21
22. Code Regeneration Esprima Escodegen Source Syntax Tree Syntax Transformation Shorten variable name Inline short function Remove dead code Obfuscate Source 22
23. Tools 23
24. Brackets of Tools Static analysis Inspection Dynamic analysis Transformation 24
25. Inspection 25
26. Syntax Tree Visualization answer = 42 http://esprima.org/demo/parse.html 26
27. Syntax Demystifying Block statement 27
28. Syntax Validation http://esprima.org/demo/validate.html Try online! esvalidate test.js http://ariya.ofilabs.com/2012/10/javascript-validator-with-esprima.html 28
29. Part of Continuous Integration JUnit XML + Jenkins 29
30. Linter vs Validator Validator Linter Looks for specification violations Does not care about coding style Works well on generated/minified code Searches for suspicious pattern Warns on style inconsistencies Works well on hand-written code 30
31. (Git) Precommit Hook files=$(git diff-index --name-only HEAD | grep -P '\.js$') for file in $files; do esvalidate $file if [ $? -eq 1 ]; then echo "Syntax error: $file" exit 1 fi done 31
32. Code Outline Eclipse Functions Variables 32
33. Content Assist/Autocomplete/IntelliSense Scripted 33
34. Fragment Highlighting http://esprima.org/demo/highlight.html 34
35. Live Editing http://nornagon.github.com/scrubby/ 35
36. Most Popular Keywords this function if return var else for new in typeof while case break try catch delete throw switch continue default instanceof do void finally 4 10 12 14 15 25 35 38 72 84 84 115 122 143 188 225 232 436 562 2116 2878 3063 3108 3229 http://ariya.ofilabs.com/2012/03/most-popular-javascript-keywords.html var fs = require('fs'), esprima = require('esprima'), files = process.argv.splice(2); files.forEach(function (filename) { var content = fs.readFileSync(filename, 'utf-8'), tokens = esprima.parse(content, { tokens: true }).tokens; tokens.forEach(function (token) { if (token.type === 'Keyword') { console.log(token.value); } }); }); 36
37. Most Popular Statements http://ariya.ofilabs.com/2012/04/most-popular-javascript-statements.html ExpressionStatement BlockStatement IfStatement ReturnStatement VariableDeclaration FunctionDeclaration ForStatement ForInStatement WhileStatement BreakStatement TryStatement EmptyStatement ThrowStatement SwitchStatement ContinueStatement DoWhileStatement LabeledStatement 6 12 25 35 38 66 84 115 131 143 293 371 2116 2878 3063 6353 6728 var fs = require('fs'), esprima = require('esprima'), files = process.argv.splice(2); files.forEach(function (filename) { var content = fs.readFileSync(filename, 'utf-8'), syntax = esprima.parse(content); JSON.stringify(syntax, function (key, value) { if (key === 'type') { if (value.match(/Declaration$/) || value.match(/Statement$/)) { console.log(value); } } return value; }); }); 37
38. Identifier Length Distribution http://ariya.ofilabs.com/2012/05/javascript-identifier-length-distribution.html 0 250 500 750 0 5 10 15 20 25 30 35 40 45 mean of the identifier length is 8.27 characters prototype-1.7.0.0.js SCRIPT_ELEMENT_REJECTS_TEXTNODE_APPENDING prototype-1.7.0.0.js MOUSEENTER_MOUSELEAVE_EVENTS_SUPPORTED jquery-1.7.1.js subtractsBorderForOverflowNotVisible jquery.mobile-1.0.js getClosestElementWithVirtualBinding prototype-1.7.0.0.js HAS_EXTENDED_CREATE_ELEMENT_SYNTAX 38
39. More Code Metrics Comment density Expression depth Duplicated/similar fragment Native objects/functions usage 39
40. Static Analysis 40
41. “Code Linting” var fs = require('fs'), esprima = require('./esprima'), files = process.argv.splice(2); files.forEach(function (filename) { var content = fs.readFileSync(filename, 'utf-8'), syntax = esprima.parse(content, { loc: true }); JSON.stringify(syntax, function (key, value) { if (key === 'test' && value.operator === '==') console.log('Line', value.loc.start.line); return value; }); }); if (x == 9) { // do Something } Not a strict equal 41
42. “Boolean Trap” Finder Can you make up your mind? treeItem.setState(true, false); event.initKeyEvent("keypress", true, true, null, null, false, false, false, false, 9, 0); The more the merrier? Obfuscated choice var volumeSlider = new Slider(false); Double-negative component.setHidden(false); filter.setCaseInsensitive(false); http://ariya.ofilabs.com/2012/06/detecting-boolean-traps-with-esprima.html 42
43. Nested Ternary Conditionals http://ariya.ofilabs.com/2012/10/detecting-nested-ternary-conditionals.html var str = (age < 1) ? "baby" : (age < 5) ? "toddler" : (age < 18) ? "child": "adult"; 43
44. Strict Mode Check 'use strict'; block = { color: 'blue', height: 20, width: 10, color: 'red' }; Duplicate data property in object literal not allowed in strict mode http://ariya.ofilabs.com/2012/10/validating-strict-mode.html 44
45. Polluting Variables var height; // some fancy processing heigth = 200; Leaks to global http://ariya.ofilabs.com/2012/11/polluting-and-unused-javascript-variables.html test.js:3 heigth = 200; ^ LeakError: global leak detected: heigth https://github.com/kesla/node-leaky 45
46. Unused Variables var height; // some fancy processing heigth = 200; Declared but not used http://ariya.ofilabs.com/2012/11/polluting-and-unused-javascript-variables.html test.js height - on line 1 https://github.com/Kami/node-unused 46
47. Code Complexity http://jscomplexity.org/ if (true) "foo"; else "bar"; ◦ Maintainability index: 139.99732896539635 ◦ Physical LOC: 1 ◦ Logical LOC: 4 ◦ Aggregate cyclomatic complexity: 2 47
48. Dynamic Analysis 48
49. Statement Coverage http://ariya.ofilabs.com/2012/03/javascript-code-coverage-and-esprima.html x = 42; if (false) x = -1; https://github.com/itay/node-cover 49
50. Instrumentation for Coverage http://itay.github.com/snug_codecoverage_slides/ var a = 5; { __statement_ZyyqFc(1); var a = 5; } foo(); { __statement_ZyyqFc(2); __expression_kC$jur(3), foo(); } function foo() { ... }; function foo() { __block_n53cJc(1); ... } Statement Expression Block 50
51. Unit Test + Statement Coverage = Latent Trap http://ariya.ofilabs.com/2012/09/the-hidden-trap-of-code-coverage.html function inc(p, q) { if (q == undefined) q = 1; return p + q/q; } assert("inc(4) must give 5", inc(4) == 5); function inc(p, q) { if (q == undefined) return p + 1; return p + q/q; } assert("inc(4) must give 5", inc(4) == 5); Does not catch the missing code sequence 51
52. Branch Coverage function inc(p, q) { if (q == undefined) q = 1; return p + q/q; } assert("inc(4) must give 5", inc(4) == 5); E = Else is not taken https://github.com/yahoo/istanbul http://ariya.ofilabs.com/2012/12/javascript-code-coverage-with-istanbul.html 52
53. Execution Tracing http://ariya.ofilabs.com/2012/02/tracking-javascript-execution-during-startup.html https://gist.github.com/1823129 jQuery Mobile startup log 4640 function calls jquery.js 26 jQuery jquery.js 103 init undefined, undefined, [object Object] jquery.js 274 each (Function) jquery.js 631 each [object Object], (Function), undefined jquery.js 495 isFunction [object Object] jquery.js 512 type [object Object] jquery.mobile.js 1857 [Anonymous] jquery.mobile.js 642 [Anonymous] jquery.mobile.js 624 enableMouseBindings jquery.mobile.js 620 disableTouchBindings 53
54. Tracking the Scalability http://ariya.ofilabs.com/2012/01/scalable-web-apps-the-complexity-issue.html Array.prototype.swap = function (i, j) { var k = this[i]; this[i] = this[j]; this[j] = k; } Array.prototype.swap = function (i, j) { Log({ name: 'Array.prototype.swap', lineNumber: 1, range: [23, 94] }); var k = this[i]; this[i] = this[j]; this[j] = k; } 54
55. Transformation 55
56. Non-Destructive Partial Source Modification Modified Intact Do not remove comments Preserve indentation & other formatting Add “contextual” information Inject or change function invocation 56
57. String Literal Quotes http://ariya.ofilabs.com/2012/02/from-double-quotes-to-single-quotes.html console.log('Hello') [ { type: "Identifier", value: "console", range: [0, 7] }, { type: "Punctuator", value: ".", range: [7, 8] }, { type: "Identifier", value: "log", range: [8, 11] }, { type: "Punctuator", value: "(", range: [11, 12] }, { type: "String", value: "\"Hello\"", range: [12, 19] }, { type: "Punctuator", value: ")", range: [19, 19] } ] console.log("Hello") May need proper escaping List of tokens 57
58. Style Formatter CodePainter Source Sample code Formatted source Infer coding styles Indentation Quote for string literal Whitespace https://github.com/fawek/codepainter 58
59. Rewrite and Regenerate var syntax = esprima.parse('answer = 42;'); syntax.body[0].expression.right.value = 1337; escodegen.generate(syntax) answer = 1337; answer = 42; https://github.com/Constellation/escodegen 59
60. Minification & Obfuscation Array.prototype.swap = function (first, second) { var temp = this[first]; this[first] = this[second]; this[second] = temp; } Array.prototype.swap=function(a,b){var c=this[a];this[a]=this[b],this[b]=c} https://github.com/Constellation/esmangle 60
61. Syntax Augmentation ES.Future Exoskeleton 61
62. LLJS (Low-Level JavaScript) http://mbebenita.github.com/LLJS/ let x = 0; Block scope let u8 flag; let i32 position; struct Point { int x, y; }; Data types let u16 *p = q; Pointers 62
63. Sweet.js for Macro macro def { case $name:ident $params $body => { function $name $params $body } } def sweet(a) { console.log(“Hello World”); } Define def.. ..so that you can write http://sweetjs.org/ 63
64. Transpilation: Class Harmony ES 5.1 // Vector in 3-D Cartesian coordinate class Vector3 { constructor (x, y, z) { this.x = x; this.y = y; this.z = z; } } // Vector in 3-D Cartesian coordinate var Vector3 = (function () { function Vector3 (x, y, z) { this.x = x; this.y = y; this.z = z; } ; return Vector3;})(); Intact http://ariya.ofilabs.com/2012/09/javascripts-future-class-syntax.html 64
65. Transpilation: Module Harmony ES 5.1 http://ariya.ofilabs.com/2012/06/esprima-and-harmony-module.html module LinearAlgebra { // Create 2-D point. export function Point(x, y) { return { x, y }; } } var LinearAlgebra = function() { // Create 2-D point. function Point(x, y) { return { x: x, y: y }; } return { Point: Point }; }(); Intact https://github.com/jdiamond/harmonizr 65
66. Future 66
67. Assisted Code Review Should be automatic, based on predefined, historical, or heuristic patterns 67
68. Syntax Query if (x = 0) { /* do Something */ } IfStatement.test AssigmentExpression[operator='='] Which syntax family should be the model? CSS selector? XPath? SQL? 68
69. Copy Paste (Mistake) Detection function inside(point, rect) { return (point.x >= rect.x1) && (point.y >= rect.y1) && (point.x <= rect.x2) && (point.y <= rect.y1); } Forgotten change! 69
70. Refactoring Helper // Add two numbers function add(firt, two) { return firt + two; } // Add two numbers function add(first, two) { return first + two; } 70
71. And Many More... Semantic Diff Symbolic execution Informative syntax error Declarative transformation Pattern Matching 71
72. Parsing Infrastructure Smart editing Source transformation Minification & obfuscation Instrumentation Code coverage Dependency analysis Documentation generator Conditional contracts 72
73. Next-Generation Code Quality Tools To boldly analyze what no man has analyzed before... 73
74. Thank You ariya.hidayat@gmail.com @AriyaHidayat ariya.ofilabs.com 74