StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics https://doi.org/10.1109/TVCG.2020.3030352
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
 
 
 
 
StackGenVis/frontend/node_modules/ndarray-ops/ndarray-ops.js

461 lines
13 KiB

"use strict"
var compile = require("cwise-compiler")
var EmptyProc = {
body: "",
args: [],
thisVars: [],
localVars: []
}
function fixup(x) {
if(!x) {
return EmptyProc
}
for(var i=0; i<x.args.length; ++i) {
var a = x.args[i]
if(i === 0) {
x.args[i] = {name: a, lvalue:true, rvalue: !!x.rvalue, count:x.count||1 }
} else {
x.args[i] = {name: a, lvalue:false, rvalue:true, count: 1}
}
}
if(!x.thisVars) {
x.thisVars = []
}
if(!x.localVars) {
x.localVars = []
}
return x
}
function pcompile(user_args) {
return compile({
args: user_args.args,
pre: fixup(user_args.pre),
body: fixup(user_args.body),
post: fixup(user_args.proc),
funcName: user_args.funcName
})
}
function makeOp(user_args) {
var args = []
for(var i=0; i<user_args.args.length; ++i) {
args.push("a"+i)
}
var wrapper = new Function("P", [
"return function ", user_args.funcName, "_ndarrayops(", args.join(","), ") {P(", args.join(","), ");return a0}"
].join(""))
return wrapper(pcompile(user_args))
}
var assign_ops = {
add: "+",
sub: "-",
mul: "*",
div: "/",
mod: "%",
band: "&",
bor: "|",
bxor: "^",
lshift: "<<",
rshift: ">>",
rrshift: ">>>"
}
;(function(){
for(var id in assign_ops) {
var op = assign_ops[id]
exports[id] = makeOp({
args: ["array","array","array"],
body: {args:["a","b","c"],
body: "a=b"+op+"c"},
funcName: id
})
exports[id+"eq"] = makeOp({
args: ["array","array"],
body: {args:["a","b"],
body:"a"+op+"=b"},
rvalue: true,
funcName: id+"eq"
})
exports[id+"s"] = makeOp({
args: ["array", "array", "scalar"],
body: {args:["a","b","s"],
body:"a=b"+op+"s"},
funcName: id+"s"
})
exports[id+"seq"] = makeOp({
args: ["array","scalar"],
body: {args:["a","s"],
body:"a"+op+"=s"},
rvalue: true,
funcName: id+"seq"
})
}
})();
var unary_ops = {
not: "!",
bnot: "~",
neg: "-",
recip: "1.0/"
}
;(function(){
for(var id in unary_ops) {
var op = unary_ops[id]
exports[id] = makeOp({
args: ["array", "array"],
body: {args:["a","b"],
body:"a="+op+"b"},
funcName: id
})
exports[id+"eq"] = makeOp({
args: ["array"],
body: {args:["a"],
body:"a="+op+"a"},
rvalue: true,
count: 2,
funcName: id+"eq"
})
}
})();
var binary_ops = {
and: "&&",
or: "||",
eq: "===",
neq: "!==",
lt: "<",
gt: ">",
leq: "<=",
geq: ">="
}
;(function() {
for(var id in binary_ops) {
var op = binary_ops[id]
exports[id] = makeOp({
args: ["array","array","array"],
body: {args:["a", "b", "c"],
body:"a=b"+op+"c"},
funcName: id
})
exports[id+"s"] = makeOp({
args: ["array","array","scalar"],
body: {args:["a", "b", "s"],
body:"a=b"+op+"s"},
funcName: id+"s"
})
exports[id+"eq"] = makeOp({
args: ["array", "array"],
body: {args:["a", "b"],
body:"a=a"+op+"b"},
rvalue:true,
count:2,
funcName: id+"eq"
})
exports[id+"seq"] = makeOp({
args: ["array", "scalar"],
body: {args:["a","s"],
body:"a=a"+op+"s"},
rvalue:true,
count:2,
funcName: id+"seq"
})
}
})();
var math_unary = [
"abs",
"acos",
"asin",
"atan",
"ceil",
"cos",
"exp",
"floor",
"log",
"round",
"sin",
"sqrt",
"tan"
]
;(function() {
for(var i=0; i<math_unary.length; ++i) {
var f = math_unary[i]
exports[f] = makeOp({
args: ["array", "array"],
pre: {args:[], body:"this_f=Math."+f, thisVars:["this_f"]},
body: {args:["a","b"], body:"a=this_f(b)", thisVars:["this_f"]},
funcName: f
})
exports[f+"eq"] = makeOp({
args: ["array"],
pre: {args:[], body:"this_f=Math."+f, thisVars:["this_f"]},
body: {args: ["a"], body:"a=this_f(a)", thisVars:["this_f"]},
rvalue: true,
count: 2,
funcName: f+"eq"
})
}
})();
var math_comm = [
"max",
"min",
"atan2",
"pow"
]
;(function(){
for(var i=0; i<math_comm.length; ++i) {
var f= math_comm[i]
exports[f] = makeOp({
args:["array", "array", "array"],
pre: {args:[], body:"this_f=Math."+f, thisVars:["this_f"]},
body: {args:["a","b","c"], body:"a=this_f(b,c)", thisVars:["this_f"]},
funcName: f
})
exports[f+"s"] = makeOp({
args:["array", "array", "scalar"],
pre: {args:[], body:"this_f=Math."+f, thisVars:["this_f"]},
body: {args:["a","b","c"], body:"a=this_f(b,c)", thisVars:["this_f"]},
funcName: f+"s"
})
exports[f+"eq"] = makeOp({ args:["array", "array"],
pre: {args:[], body:"this_f=Math."+f, thisVars:["this_f"]},
body: {args:["a","b"], body:"a=this_f(a,b)", thisVars:["this_f"]},
rvalue: true,
count: 2,
funcName: f+"eq"
})
exports[f+"seq"] = makeOp({ args:["array", "scalar"],
pre: {args:[], body:"this_f=Math."+f, thisVars:["this_f"]},
body: {args:["a","b"], body:"a=this_f(a,b)", thisVars:["this_f"]},
rvalue:true,
count:2,
funcName: f+"seq"
})
}
})();
var math_noncomm = [
"atan2",
"pow"
]
;(function(){
for(var i=0; i<math_noncomm.length; ++i) {
var f= math_noncomm[i]
exports[f+"op"] = makeOp({
args:["array", "array", "array"],
pre: {args:[], body:"this_f=Math."+f, thisVars:["this_f"]},
body: {args:["a","b","c"], body:"a=this_f(c,b)", thisVars:["this_f"]},
funcName: f+"op"
})
exports[f+"ops"] = makeOp({
args:["array", "array", "scalar"],
pre: {args:[], body:"this_f=Math."+f, thisVars:["this_f"]},
body: {args:["a","b","c"], body:"a=this_f(c,b)", thisVars:["this_f"]},
funcName: f+"ops"
})
exports[f+"opeq"] = makeOp({ args:["array", "array"],
pre: {args:[], body:"this_f=Math."+f, thisVars:["this_f"]},
body: {args:["a","b"], body:"a=this_f(b,a)", thisVars:["this_f"]},
rvalue: true,
count: 2,
funcName: f+"opeq"
})
exports[f+"opseq"] = makeOp({ args:["array", "scalar"],
pre: {args:[], body:"this_f=Math."+f, thisVars:["this_f"]},
body: {args:["a","b"], body:"a=this_f(b,a)", thisVars:["this_f"]},
rvalue:true,
count:2,
funcName: f+"opseq"
})
}
})();
exports.any = compile({
args:["array"],
pre: EmptyProc,
body: {args:[{name:"a", lvalue:false, rvalue:true, count:1}], body: "if(a){return true}", localVars: [], thisVars: []},
post: {args:[], localVars:[], thisVars:[], body:"return false"},
funcName: "any"
})
exports.all = compile({
args:["array"],
pre: EmptyProc,
body: {args:[{name:"x", lvalue:false, rvalue:true, count:1}], body: "if(!x){return false}", localVars: [], thisVars: []},
post: {args:[], localVars:[], thisVars:[], body:"return true"},
funcName: "all"
})
exports.sum = compile({
args:["array"],
pre: {args:[], localVars:[], thisVars:["this_s"], body:"this_s=0"},
body: {args:[{name:"a", lvalue:false, rvalue:true, count:1}], body: "this_s+=a", localVars: [], thisVars: ["this_s"]},
post: {args:[], localVars:[], thisVars:["this_s"], body:"return this_s"},
funcName: "sum"
})
exports.prod = compile({
args:["array"],
pre: {args:[], localVars:[], thisVars:["this_s"], body:"this_s=1"},
body: {args:[{name:"a", lvalue:false, rvalue:true, count:1}], body: "this_s*=a", localVars: [], thisVars: ["this_s"]},
post: {args:[], localVars:[], thisVars:["this_s"], body:"return this_s"},
funcName: "prod"
})
exports.norm2squared = compile({
args:["array"],
pre: {args:[], localVars:[], thisVars:["this_s"], body:"this_s=0"},
body: {args:[{name:"a", lvalue:false, rvalue:true, count:2}], body: "this_s+=a*a", localVars: [], thisVars: ["this_s"]},
post: {args:[], localVars:[], thisVars:["this_s"], body:"return this_s"},
funcName: "norm2squared"
})
exports.norm2 = compile({
args:["array"],
pre: {args:[], localVars:[], thisVars:["this_s"], body:"this_s=0"},
body: {args:[{name:"a", lvalue:false, rvalue:true, count:2}], body: "this_s+=a*a", localVars: [], thisVars: ["this_s"]},
post: {args:[], localVars:[], thisVars:["this_s"], body:"return Math.sqrt(this_s)"},
funcName: "norm2"
})
exports.norminf = compile({
args:["array"],
pre: {args:[], localVars:[], thisVars:["this_s"], body:"this_s=0"},
body: {args:[{name:"a", lvalue:false, rvalue:true, count:4}], body:"if(-a>this_s){this_s=-a}else if(a>this_s){this_s=a}", localVars: [], thisVars: ["this_s"]},
post: {args:[], localVars:[], thisVars:["this_s"], body:"return this_s"},
funcName: "norminf"
})
exports.norm1 = compile({
args:["array"],
pre: {args:[], localVars:[], thisVars:["this_s"], body:"this_s=0"},
body: {args:[{name:"a", lvalue:false, rvalue:true, count:3}], body: "this_s+=a<0?-a:a", localVars: [], thisVars: ["this_s"]},
post: {args:[], localVars:[], thisVars:["this_s"], body:"return this_s"},
funcName: "norm1"
})
exports.sup = compile({
args: [ "array" ],
pre:
{ body: "this_h=-Infinity",
args: [],
thisVars: [ "this_h" ],
localVars: [] },
body:
{ body: "if(_inline_1_arg0_>this_h)this_h=_inline_1_arg0_",
args: [{"name":"_inline_1_arg0_","lvalue":false,"rvalue":true,"count":2} ],
thisVars: [ "this_h" ],
localVars: [] },
post:
{ body: "return this_h",
args: [],
thisVars: [ "this_h" ],
localVars: [] }
})
exports.inf = compile({
args: [ "array" ],
pre:
{ body: "this_h=Infinity",
args: [],
thisVars: [ "this_h" ],
localVars: [] },
body:
{ body: "if(_inline_1_arg0_<this_h)this_h=_inline_1_arg0_",
args: [{"name":"_inline_1_arg0_","lvalue":false,"rvalue":true,"count":2} ],
thisVars: [ "this_h" ],
localVars: [] },
post:
{ body: "return this_h",
args: [],
thisVars: [ "this_h" ],
localVars: [] }
})
exports.argmin = compile({
args:["index","array","shape"],
pre:{
body:"{this_v=Infinity;this_i=_inline_0_arg2_.slice(0)}",
args:[
{name:"_inline_0_arg0_",lvalue:false,rvalue:false,count:0},
{name:"_inline_0_arg1_",lvalue:false,rvalue:false,count:0},
{name:"_inline_0_arg2_",lvalue:false,rvalue:true,count:1}
],
thisVars:["this_i","this_v"],
localVars:[]},
body:{
body:"{if(_inline_1_arg1_<this_v){this_v=_inline_1_arg1_;for(var _inline_1_k=0;_inline_1_k<_inline_1_arg0_.length;++_inline_1_k){this_i[_inline_1_k]=_inline_1_arg0_[_inline_1_k]}}}",
args:[
{name:"_inline_1_arg0_",lvalue:false,rvalue:true,count:2},
{name:"_inline_1_arg1_",lvalue:false,rvalue:true,count:2}],
thisVars:["this_i","this_v"],
localVars:["_inline_1_k"]},
post:{
body:"{return this_i}",
args:[],
thisVars:["this_i"],
localVars:[]}
})
exports.argmax = compile({
args:["index","array","shape"],
pre:{
body:"{this_v=-Infinity;this_i=_inline_0_arg2_.slice(0)}",
args:[
{name:"_inline_0_arg0_",lvalue:false,rvalue:false,count:0},
{name:"_inline_0_arg1_",lvalue:false,rvalue:false,count:0},
{name:"_inline_0_arg2_",lvalue:false,rvalue:true,count:1}
],
thisVars:["this_i","this_v"],
localVars:[]},
body:{
body:"{if(_inline_1_arg1_>this_v){this_v=_inline_1_arg1_;for(var _inline_1_k=0;_inline_1_k<_inline_1_arg0_.length;++_inline_1_k){this_i[_inline_1_k]=_inline_1_arg0_[_inline_1_k]}}}",
args:[
{name:"_inline_1_arg0_",lvalue:false,rvalue:true,count:2},
{name:"_inline_1_arg1_",lvalue:false,rvalue:true,count:2}],
thisVars:["this_i","this_v"],
localVars:["_inline_1_k"]},
post:{
body:"{return this_i}",
args:[],
thisVars:["this_i"],
localVars:[]}
})
exports.random = makeOp({
args: ["array"],
pre: {args:[], body:"this_f=Math.random", thisVars:["this_f"]},
body: {args: ["a"], body:"a=this_f()", thisVars:["this_f"]},
funcName: "random"
})
exports.assign = makeOp({
args:["array", "array"],
body: {args:["a", "b"], body:"a=b"},
funcName: "assign" })
exports.assigns = makeOp({
args:["array", "scalar"],
body: {args:["a", "b"], body:"a=b"},
funcName: "assigns" })
exports.equals = compile({
args:["array", "array"],
pre: EmptyProc,
body: {args:[{name:"x", lvalue:false, rvalue:true, count:1},
{name:"y", lvalue:false, rvalue:true, count:1}],
body: "if(x!==y){return false}",
localVars: [],
thisVars: []},
post: {args:[], localVars:[], thisVars:[], body:"return true"},
funcName: "equals"
})