/**
* List for data storage
* @module echarts/data/List
*/
define(function (require) {
var UNDEFINED = 'undefined';
var globalObj = typeof window === 'undefined' ? global : window;
var Float64Array = typeof globalObj.Float64Array === UNDEFINED
? Array : globalObj.Float64Array;
var Int32Array = typeof globalObj.Int32Array === UNDEFINED
? Array : globalObj.Int32Array;
var dataCtors = {
'float': Float64Array,
'int': Int32Array,
// Ordinal data type can be string or int
'ordinal': Array,
'number': Array,
'time': Array
};
var Model = require('../model/Model');
var DataDiffer = require('./DataDiffer');
var zrUtil = require('zrender/core/util');
var modelUtil = require('../util/model');
var isObject = zrUtil.isObject;
var IMMUTABLE_PROPERTIES = [
'stackedOn', '_nameList', '_idList', '_rawData'
];
var transferImmuProperties = function (a, b) {
zrUtil.each(IMMUTABLE_PROPERTIES.concat(b.__wrappedMethods || []), function (propName) {
if (b.hasOwnProperty(propName)) {
a[propName] = b[propName];
}
});
a.__wrappedMethods = b.__wrappedMethods;
};
/**
* @constructor
* @alias module:echarts/data/List
*
* @param {Array.<string>} dimensions
* Dimensions should be concrete names like x, y, z, lng, lat, angle, radius
* @param {module:echarts/model/Model} hostModel
*/
var List = function (dimensions, hostModel) {
dimensions = dimensions || ['x', 'y'];
var dimensionInfos = {};
var dimensionNames = [];
for (var i = 0; i < dimensions.length; i++) {
var dimensionName;
var dimensionInfo = {};
if (typeof dimensions[i] === 'string') {
dimensionName = dimensions[i];
dimensionInfo = {
name: dimensionName,
stackable: false,
// Type can be 'float', 'int', 'number'
// Default is number, Precision of float may not enough
type: 'number'
};
}
else {
dimensionInfo = dimensions[i];
dimensionName = dimensionInfo.name;
dimensionInfo.type = dimensionInfo.type || 'number';
}
dimensionNames.push(dimensionName);
dimensionInfos[dimensionName] = dimensionInfo;
}
/**
* @readOnly
* @type {Array.<string>}
*/
this.dimensions = dimensionNames;
/**
* Infomation of each data dimension, like data type.
* @type {Object}
*/
this._dimensionInfos = dimensionInfos;
/**
* @type {module:echarts/model/Model}
*/
this.hostModel = hostModel;
/**
* @type {module:echarts/model/Model}
*/
this.dataType;
/**
* Indices stores the indices of data subset after filtered.
* This data subset will be used in chart.
* @type {Array.<number>}
* @readOnly
*/
this.indices = [];
/**
* Data storage
* @type {Object.<key, TypedArray|Array>}
* @private
*/
this._storage = {};
/**
* @type {Array.<string>}
*/
this._nameList = [];
/**
* @type {Array.<string>}
*/
this._idList = [];
/**
* Models of data option is stored sparse for optimizing memory cost
* @type {Array.<module:echarts/model/Model>}
* @private
*/
this._optionModels = [];
/**
* @param {module:echarts/data/List}
*/
this.stackedOn = null;
/**
* Global visual properties after visual coding
* @type {Object}
* @private
*/
this._visual = {};
/**
* Globel layout properties.
* @type {Object}
* @private
*/
this._layout = {};
/**
* Item visual properties after visual coding
* @type {Array.<Object>}
* @private
*/
this._itemVisuals = [];
/**
* Item layout properties after layout
* @type {Array.<Object>}
* @private
*/
this._itemLayouts = [];
/**
* Graphic elemnents
* @type {Array.<module:zrender/Element>}
* @private
*/
this._graphicEls = [];
/**
* @type {Array.<Array|Object>}
* @private
*/
this._rawData;
/**
* @type {Object}
* @private
*/
this._extent;
};
var listProto = List.prototype;
listProto.type = 'list';
/**
* Get dimension name
* @param {string|number} dim
* Dimension can be concrete names like x, y, z, lng, lat, angle, radius
* Or a ordinal number. For example getDimensionInfo(0) will return 'x' or 'lng' or 'radius'
* @return {string} Concrete dim name.
*/
listProto.getDimension = function (dim) {
if (!isNaN(dim)) {
dim = this.dimensions[dim] || dim;
}
return dim;
};
/**
* Get type and stackable info of particular dimension
* @param {string|number} dim
* Dimension can be concrete names like x, y, z, lng, lat, angle, radius
* Or a ordinal number. For example getDimensionInfo(0) will return 'x' or 'lng' or 'radius'
*/
listProto.getDimensionInfo = function (dim) {
return zrUtil.clone(this._dimensionInfos[this.getDimension(dim)]);
};
/**
* Initialize from data
* @param {Array.<Object|number|Array>} data
* @param {Array.<string>} [nameList]
* @param {Function} [dimValueGetter] (dataItem, dimName, dataIndex, dimIndex) => number
*/
listProto.initData = function (data, nameList, dimValueGetter) {
data = data || [];
if (!zrUtil.isArray(data)) {
throw new Error('Invalid data.');
}
this._rawData = data;
// Clear
var storage = this._storage = {};
var indices = this.indices = [];
var dimensions = this.dimensions;
var size = data.length;
var dimensionInfoMap = this._dimensionInfos;
var idList = [];
var nameRepeatCount = {};
nameList = nameList || [];
// Init storage
for (var i = 0; i < dimensions.length; i++) {
var dimInfo = dimensionInfoMap[dimensions[i]];
var DataCtor = dataCtors[dimInfo.type];
storage[dimensions[i]] = new DataCtor(size);
}
// Default dim value getter
dimValueGetter = dimValueGetter || function (dataItem, dimName, dataIndex, dimIndex) {
var value = modelUtil.getDataItemValue(dataItem);
return modelUtil.converDataValue(
zrUtil.isArray(value)
? value[dimIndex]
// If value is a single number or something else not array.
: value,
dimensionInfoMap[dimName]
);
};
for (var idx = 0; idx < data.length; idx++) {
var dataItem = data[idx];
// Each data item is value
// [1, 2]
// 2
// Bar chart, line chart which uses category axis
// only gives the 'y' value. 'x' value is the indices of cateogry
// Use a tempValue to normalize the value to be a (x, y) value
// Store the data by dimensions
for (var k = 0; k < dimensions.length; k++) {
var dim = dimensions[k];
var dimStorage = storage[dim];
// PENDING NULL is empty or zero
dimStorage[idx] = dimValueGetter(dataItem, dim, idx, k);
}
indices.push(idx);
}
// Use the name in option and create id
for (var i = 0; i < data.length; i++) {
var id = '';
if (!nameList[i]) {
nameList[i] = data[i].name;
// Try using the id in option
id = data[i].id;
}
var name = nameList[i] || '';
if (!id && name) {
// Use name as id and add counter to avoid same name
nameRepeatCount[name] = nameRepeatCount[name] || 0;
id = name;
if (nameRepeatCount[name] > 0) {
id += '__ec__' + nameRepeatCount[name];
}
nameRepeatCount[name]++;
}
id && (idList[i] = id);
}
this._nameList = nameList;
this._idList = idList;
};
/**
* @return {number}
*/
listProto.count = function () {
return this.indices.length;
};
/**
* Get value. Return NaN if idx is out of range.
* @param {string} dim Dim must be concrete name.
* @param {number} idx
* @param {boolean} stack
* @return {number}
*/
listProto.get = function (dim, idx, stack) {
var storage = this._storage;
var dataIndex = this.indices[idx];
// If value not exists
if (dataIndex == null) {
return NaN;
}
var value = storage[dim] && storage[dim][dataIndex];
// FIXME ordinal data type is not stackable
if (stack) {
var dimensionInfo = this._dimensionInfos[dim];
if (dimensionInfo && dimensionInfo.stackable) {
var stackedOn = this.stackedOn;
while (stackedOn) {
// Get no stacked data of stacked on
var stackedValue = stackedOn.get(dim, idx);
// Considering positive stack, negative stack and empty data
if ((value >= 0 && stackedValue > 0) // Positive stack
|| (value <= 0 && stackedValue < 0) // Negative stack
) {
value += stackedValue;
}
stackedOn = stackedOn.stackedOn;
}
}
}
return value;
};
/**
* Get value for multi dimensions.
* @param {Array.<string>} [dimensions] If ignored, using all dimensions.
* @param {number} idx
* @param {boolean} stack
* @return {number}
*/
listProto.getValues = function (dimensions, idx, stack) {
var values = [];
if (!zrUtil.isArray(dimensions)) {
stack = idx;
idx = dimensions;
dimensions = this.dimensions;
}
for (var i = 0, len = dimensions.length; i < len; i++) {
values.push(this.get(dimensions[i], idx, stack));
}
return values;
};
/**
* If value is NaN. Inlcuding '-'
* @param {string} dim
* @param {number} idx
* @return {number}
*/
listProto.hasValue = function (idx) {
var dimensions = this.dimensions;
var dimensionInfos = this._dimensionInfos;
for (var i = 0, len = dimensions.length; i < len; i++) {
if (
// Ordinal type can be string or number
dimensionInfos[dimensions[i]].type !== 'ordinal'
&& isNaN(this.get(dimensions[i], idx))
) {
return false;
}
}
return true;
};
/**
* Get extent of data in one dimension
* @param {string} dim
* @param {boolean} stack
*/
listProto.getDataExtent = function (dim, stack) {
var dimData = this._storage[dim];
var dimInfo = this.getDimensionInfo(dim);
stack = (dimInfo && dimInfo.stackable) && stack;
var dimExtent = (this._extent || (this._extent = {}))[dim + (!!stack)];
var value;
if (dimExtent) {
return dimExtent;
}
// var dimInfo = this._dimensionInfos[dim];
if (dimData) {
var min = Infinity;
var max = -Infinity;
// var isOrdinal = dimInfo.type === 'ordinal';
for (var i = 0, len = this.count(); i < len; i++) {
value = this.get(dim, i, stack);
// FIXME
// if (isOrdinal && typeof value === 'string') {
// value = zrUtil.indexOf(dimData, value);
// }
value < min && (min = value);
value > max && (max = value);
}
return (this._extent[dim + stack] = [min, max]);
}
else {
return [Infinity, -Infinity];
}
};
/**
* Get sum of data in one dimension
* @param {string} dim
* @param {boolean} stack
*/
listProto.getSum = function (dim, stack) {
var dimData = this._storage[dim];
var sum = 0;
if (dimData) {
for (var i = 0, len = this.count(); i < len; i++) {
var value = this.get(dim, i, stack);
if (!isNaN(value)) {
sum += value;
}
}
}
return sum;
};
/**
* Retreive the index with given value
* @param {number} idx
* @param {number} value
* @return {number}
*/
// FIXME Precision of float value
listProto.indexOf = function (dim, value) {
var storage = this._storage;
var dimData = storage[dim];
var indices = this.indices;
if (dimData) {
for (var i = 0, len = indices.length; i < len; i++) {
var rawIndex = indices[i];
if (dimData[rawIndex] === value) {
return i;
}
}
}
return -1;
};
/**
* Retreive the index with given name
* @param {number} idx
* @param {number} name
* @return {number}
*/
listProto.indexOfName = function (name) {
var indices = this.indices;
var nameList = this._nameList;
for (var i = 0, len = indices.length; i < len; i++) {
var rawIndex = indices[i];
if (nameList[rawIndex] === name) {
return i;
}
}
return -1;
};
/**
* Retreive the index of nearest value
* @param {string} dim
* @param {number} value
* @param {boolean} stack If given value is after stacked
* @return {number}
*/
listProto.indexOfNearest = function (dim, value, stack) {
var storage = this._storage;
var dimData = storage[dim];
if (dimData) {
var minDist = Number.MAX_VALUE;
var nearestIdx = -1;
for (var i = 0, len = this.count(); i < len; i++) {
var diff = value - this.get(dim, i, stack);
var dist = Math.abs(diff);
if (dist < minDist
// For the case of two data are same on xAxis, which has sequence data.
// Show the nearest index
// https://github.com/ecomfe/echarts/issues/2869
|| (dist === minDist && diff > 0)
) {
minDist = dist;
nearestIdx = i;
}
}
return nearestIdx;
}
return -1;
};
/**
* Get raw data index
* @param {number} idx
* @return {number}
*/
listProto.getRawIndex = function (idx) {
var rawIdx = this.indices[idx];
return rawIdx == null ? -1 : rawIdx;
};
/**
* Get raw data item
* @param {number} idx
* @return {number}
*/
listProto.getRawDataItem = function (idx) {
return this._rawData[this.getRawIndex(idx)];
};
/**
* @param {number} idx
* @param {boolean} [notDefaultIdx=false]
* @return {string}
*/
listProto.getName = function (idx) {
return this._nameList[this.indices[idx]] || '';
};
/**
* @param {number} idx
* @param {boolean} [notDefaultIdx=false]
* @return {string}
*/
listProto.getId = function (idx) {
return this._idList[this.indices[idx]] || (this.getRawIndex(idx) + '');
};
function normalizeDimensions(dimensions) {
if (!zrUtil.isArray(dimensions)) {
dimensions = [dimensions];
}
return dimensions;
}
/**
* Data iteration
* @param {string|Array.<string>}
* @param {Function} cb
* @param {boolean} [stack=false]
* @param {*} [context=this]
*
* @example
* list.each('x', function (x, idx) {});
* list.each(['x', 'y'], function (x, y, idx) {});
* list.each(function (idx) {})
*/
listProto.each = function (dimensions, cb, stack, context) {
if (typeof dimensions === 'function') {
context = stack;
stack = cb;
cb = dimensions;
dimensions = [];
}
dimensions = zrUtil.map(
normalizeDimensions(dimensions), this.getDimension, this
);
var value = [];
var dimSize = dimensions.length;
var indices = this.indices;
context = context || this;
for (var i = 0; i < indices.length; i++) {
if (dimSize === 0) {
cb.call(context, i);
}
// Simple optimization
else if (dimSize === 1) {
cb.call(context, this.get(dimensions[0], i, stack), i);
}
else {
for (var k = 0; k < dimSize; k++) {
value[k] = this.get(dimensions[k], i, stack);
}
// Index
value[k] = i;
cb.apply(context, value);
}
}
};
/**
* Data filter
* @param {string|Array.<string>}
* @param {Function} cb
* @param {boolean} [stack=false]
* @param {*} [context=this]
*/
listProto.filterSelf = function (dimensions, cb, stack, context) {
if (typeof dimensions === 'function') {
context = stack;
stack = cb;
cb = dimensions;
dimensions = [];
}
dimensions = zrUtil.map(
normalizeDimensions(dimensions), this.getDimension, this
);
var newIndices = [];
var value = [];
var dimSize = dimensions.length;
var indices = this.indices;
context = context || this;
for (var i = 0; i < indices.length; i++) {
var keep;
// Simple optimization
if (dimSize === 1) {
keep = cb.call(
context, this.get(dimensions[0], i, stack), i
);
}
else {
for (var k = 0; k < dimSize; k++) {
value[k] = this.get(dimensions[k], i, stack);
}
value[k] = i;
keep = cb.apply(context, value);
}
if (keep) {
newIndices.push(indices[i]);
}
}
this.indices = newIndices;
// Reset data extent
this._extent = {};
return this;
};
/**
* Data mapping to a plain array
* @param {string|Array.<string>} [dimensions]
* @param {Function} cb
* @param {boolean} [stack=false]
* @param {*} [context=this]
* @return {Array}
*/
listProto.mapArray = function (dimensions, cb, stack, context) {
if (typeof dimensions === 'function') {
context = stack;
stack = cb;
cb = dimensions;
dimensions = [];
}
var result = [];
this.each(dimensions, function () {
result.push(cb && cb.apply(this, arguments));
}, stack, context);
return result;
};
function cloneListForMapAndSample(original, excludeDimensions) {
var allDimensions = original.dimensions;
var list = new List(
zrUtil.map(allDimensions, original.getDimensionInfo, original),
original.hostModel
);
// FIXME If needs stackedOn, value may already been stacked
transferImmuProperties(list, original);
var storage = list._storage = {};
var originalStorage = original._storage;
// Init storage
for (var i = 0; i < allDimensions.length; i++) {
var dim = allDimensions[i];
var dimStore = originalStorage[dim];
if (zrUtil.indexOf(excludeDimensions, dim) >= 0) {
storage[dim] = new dimStore.constructor(
originalStorage[dim].length
);
}
else {
// Direct reference for other dimensions
storage[dim] = originalStorage[dim];
}
}
return list;
}
/**
* Data mapping to a new List with given dimensions
* @param {string|Array.<string>} dimensions
* @param {Function} cb
* @param {boolean} [stack=false]
* @param {*} [context=this]
* @return {Array}
*/
listProto.map = function (dimensions, cb, stack, context) {
dimensions = zrUtil.map(
normalizeDimensions(dimensions), this.getDimension, this
);
var list = cloneListForMapAndSample(this, dimensions);
// Following properties are all immutable.
// So we can reference to the same value
var indices = list.indices = this.indices;
var storage = list._storage;
var tmpRetValue = [];
this.each(dimensions, function () {
var idx = arguments[arguments.length - 1];
var retValue = cb && cb.apply(this, arguments);
if (retValue != null) {
// a number
if (typeof retValue === 'number') {
tmpRetValue[0] = retValue;
retValue = tmpRetValue;
}
for (var i = 0; i < retValue.length; i++) {
var dim = dimensions[i];
var dimStore = storage[dim];
var rawIdx = indices[idx];
if (dimStore) {
dimStore[rawIdx] = retValue[i];
}
}
}
}, stack, context);
return list;
};
/**
* Large data down sampling on given dimension
* @param {string} dimension
* @param {number} rate
* @param {Function} sampleValue
* @param {Function} sampleIndex Sample index for name and id
*/
listProto.downSample = function (dimension, rate, sampleValue, sampleIndex) {
var list = cloneListForMapAndSample(this, [dimension]);
var storage = this._storage;
var targetStorage = list._storage;
var originalIndices = this.indices;
var indices = list.indices = [];
var frameValues = [];
var frameIndices = [];
var frameSize = Math.floor(1 / rate);
var dimStore = targetStorage[dimension];
var len = this.count();
// Copy data from original data
for (var i = 0; i < storage[dimension].length; i++) {
targetStorage[dimension][i] = storage[dimension][i];
}
for (var i = 0; i < len; i += frameSize) {
// Last frame
if (frameSize > len - i) {
frameSize = len - i;
frameValues.length = frameSize;
}
for (var k = 0; k < frameSize; k++) {
var idx = originalIndices[i + k];
frameValues[k] = dimStore[idx];
frameIndices[k] = idx;
}
var value = sampleValue(frameValues);
var idx = frameIndices[sampleIndex(frameValues, value) || 0];
// Only write value on the filtered data
dimStore[idx] = value;
indices.push(idx);
}
return list;
};
/**
* Get model of one data item.
*
* @param {number} idx
*/
// FIXME Model proxy ?
listProto.getItemModel = function (idx) {
var hostModel = this.hostModel;
idx = this.indices[idx];
return new Model(this._rawData[idx], hostModel, hostModel && hostModel.ecModel);
};
/**
* Create a data differ
* @param {module:echarts/data/List} otherList
* @return {module:echarts/data/DataDiffer}
*/
listProto.diff = function (otherList) {
var idList = this._idList;
var otherIdList = otherList && otherList._idList;
return new DataDiffer(
otherList ? otherList.indices : [], this.indices, function (idx) {
return otherIdList[idx] || (idx + '');
}, function (idx) {
return idList[idx] || (idx + '');
}
);
};
/**
* Get visual property.
* @param {string} key
*/
listProto.getVisual = function (key) {
var visual = this._visual;
return visual && visual[key];
};
/**
* Set visual property
* @param {string|Object} key
* @param {*} [value]
*
* @example
* setVisual('color', color);
* setVisual({
* 'color': color
* });
*/
listProto.setVisual = function (key, val) {
if (isObject(key)) {
for (var name in key) {
if (key.hasOwnProperty(name)) {
this.setVisual(name, key[name]);
}
}
return;
}
this._visual = this._visual || {};
this._visual[key] = val;
};
/**
* Set layout property.
* @param {string} key
* @param {*} [val]
*/
listProto.setLayout = function (key, val) {
if (isObject(key)) {
for (var name in key) {
if (key.hasOwnProperty(name)) {
this.setLayout(name, key[name]);
}
}
return;
}
this._layout[key] = val;
};
/**
* Get layout property.
* @param {string} key.
* @return {*}
*/
listProto.getLayout = function (key) {
return this._layout[key];
};
/**
* Get layout of single data item
* @param {number} idx
*/
listProto.getItemLayout = function (idx) {
return this._itemLayouts[idx];
};
/**
* Set layout of single data item
* @param {number} idx
* @param {Object} layout
* @param {boolean=} [merge=false]
*/
listProto.setItemLayout = function (idx, layout, merge) {
this._itemLayouts[idx] = merge
? zrUtil.extend(this._itemLayouts[idx] || {}, layout)
: layout;
};
/**
* Clear all layout of single data item
*/
listProto.clearItemLayouts = function () {
this._itemLayouts.length = 0;
};
/**
* Get visual property of single data item
* @param {number} idx
* @param {string} key
* @param {boolean} ignoreParent
*/
listProto.getItemVisual = function (idx, key, ignoreParent) {
var itemVisual = this._itemVisuals[idx];
var val = itemVisual && itemVisual[key];
if (val == null && !ignoreParent) {
// Use global visual property
return this.getVisual(key);
}
return val;
};
/**
* Set visual property of single data item
*
* @param {number} idx
* @param {string|Object} key
* @param {*} [value]
*
* @example
* setItemVisual(0, 'color', color);
* setItemVisual(0, {
* 'color': color
* });
*/
listProto.setItemVisual = function (idx, key, value) {
var itemVisual = this._itemVisuals[idx] || {};
this._itemVisuals[idx] = itemVisual;
if (isObject(key)) {
for (var name in key) {
if (key.hasOwnProperty(name)) {
itemVisual[name] = key[name];
}
}
return;
}
itemVisual[key] = value;
};
var setItemDataAndSeriesIndex = function (child) {
child.seriesIndex = this.seriesIndex;
child.dataIndex = this.dataIndex;
child.dataType = this.dataType;
};
/**
* Set graphic element relative to data. It can be set as null
* @param {number} idx
* @param {module:zrender/Element} [el]
*/
listProto.setItemGraphicEl = function (idx, el) {
var hostModel = this.hostModel;
if (el) {
// Add data index and series index for indexing the data by element
// Useful in tooltip
el.dataIndex = idx;
el.dataType = this.dataType;
el.seriesIndex = hostModel && hostModel.seriesIndex;
if (el.type === 'group') {
el.traverse(setItemDataAndSeriesIndex, el);
}
}
this._graphicEls[idx] = el;
};
/**
* @param {number} idx
* @return {module:zrender/Element}
*/
listProto.getItemGraphicEl = function (idx) {
return this._graphicEls[idx];
};
/**
* @param {Function} cb
* @param {*} context
*/
listProto.eachItemGraphicEl = function (cb, context) {
zrUtil.each(this._graphicEls, function (el, idx) {
if (el) {
cb && cb.call(context, el, idx);
}
});
};
/**
* Shallow clone a new list except visual and layout properties, and graph elements.
* New list only change the indices.
*/
listProto.cloneShallow = function () {
var dimensionInfoList = zrUtil.map(this.dimensions, this.getDimensionInfo, this);
var list = new List(dimensionInfoList, this.hostModel);
// FIXME
list._storage = this._storage;
transferImmuProperties(list, this);
list.indices = this.indices.slice();
return list;
};
/**
* Wrap some method to add more feature
* @param {string} methodName
* @param {Function} injectFunction
*/
listProto.wrapMethod = function (methodName, injectFunction) {
var originalMethod = this[methodName];
if (typeof originalMethod !== 'function') {
return;
}
this.__wrappedMethods = this.__wrappedMethods || [];
this.__wrappedMethods.push(methodName);
this[methodName] = function () {
var res = originalMethod.apply(this, arguments);
return injectFunction.apply(this, [res].concat(zrUtil.slice(arguments)));
};
};
// Methods that create a new list based on this list should be listed here.
// Notice that those method should `RETURN` the new list.
listProto.TRANSFERABLE_METHODS = ['cloneShallow', 'downSample', 'map'];
// Methods that change indices of this list should be listed here.
listProto.CHANGABLE_METHODS = ['filterSelf'];
return List;
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