Files
cellxgene/client/src/reducers/controls.js
T
Bruce Martin 6b33315cbe Dataframe (#576)
* initial dataframe commit

* initial dataframe port of core app

* rename variables for clarity

* remove unused import

* comment out unused code

* fix array handling bug in crossfilter dimension creation

* allow creation of empty dataframes

* handle non-existent columns

* handle non-existent columns

* revise tests for new dataframe

* comments for clarity

* comments for clarity

* generate bulk add placeholder with real gene names

* fix bug in gene name adding

* more dataframe unit tests

* fix bug - subset from current world, not universe

* put cut and pasted code into a single function

* improve caching of crossfilter

* remove cascading update bug from graph

* more performance work

* improve state handling for scatterplot

* performance optimization of critical path

* add column summarization

* dataframe utils

* add callOnceLazy

* fix tests

* minor updates found during review

* fix misspelling

* remove RESTv02 from function names

* comment cleanup

* cut/icut col parameter defaults to null

* break up large test

* improve tests and comments on dataframe at/has functions
2019-02-22 11:31:34 -08:00

676 lines
20 KiB
JavaScript

// jshint esversion: 6
import _ from "lodash";
import { polygonContains } from "d3";
import { World, kvCache, WorldUtil } from "../util/stateManager";
import parseRGB from "../util/parseRGB";
import Crossfilter from "../util/typedCrossfilter";
import * as globals from "../globals";
import {
layoutDimensionName,
obsAnnoDimensionName,
userDefinedDimensionName,
diffexpDimensionName,
makeContinuousDimensionName
} from "../util/nameCreators";
import { fillRange } from "../util/typedCrossfilter/util";
/*
Selection state for categoricals are tracked in an Object that
has two main components for each category:
1. mapping of option value to an index
2. array of bool selection state by index
Remember that option values can be ANY js type, except undefined/null.
{
_category_name_1: {
// map of option value to index
categoryIndices: Map([
catval1: index,
...
])
// index->selection true/false state
categorySelected: [ true/false, true/false, ... ]
// number of options
numCategories: number,
// isTruncated - true if the options for selection has
// been truncated (ie, was too large to implement)
}
}
*/
function topNCategories(summary) {
const counts = _.map(summary.categories, cat =>
summary.categoryCounts.get(cat)
);
const sortIndex = fillRange(new Array(summary.numCategories)).sort(
(a, b) => counts[b] - counts[a]
);
const sortedCategories = _.map(sortIndex, i => summary.categories[i]);
const sortedCounts = _.map(sortIndex, i => counts[i]);
const N = globals.maxCategoricalOptionsToDisplay;
if (sortedCategories.length < N) {
return [sortedCategories, sortedCounts];
}
return [sortedCategories.slice(0, N), sortedCounts.slice(0, N)];
}
function createCategoricalSelectionState(state, world) {
const res = {};
_.forEach(world.summary.obs, (value, key) => {
if (value.categories) {
const isColorField = key.includes("color") || key.includes("Color");
const isSelectableCategory =
!isColorField &&
key !== "name" &&
value.categories.length < state.maxCategoryItems;
if (isSelectableCategory) {
const [categoryValues, categoryCounts] = topNCategories(value);
const categoryIndices = new Map(categoryValues.map((v, i) => [v, i]));
const numCategories = categoryIndices.size;
const categorySelected = new Array(numCategories).fill(true);
const isTruncated = categoryValues.length < value.numCategories;
res[key] = {
categoryValues, // array: of natively typed category values
categoryIndices, // map: category value (native type) -> category index
categorySelected, // array: t/f selection state
numCategories, // number: of categories
isTruncated, // bool: true if list was truncated
categoryCounts // array: cardinality of each category
};
}
}
});
return res;
}
/*
given a categoricalSelectionState, return the list of all category values
where selection state is true (ie, they are selected).
*/
function selectedValuesForCategory(categorySelectionState) {
const selectedValues = _([...categorySelectionState.categoryIndices])
.filter(tuple => categorySelectionState.categorySelected[tuple[1]])
.map(tuple => tuple[0])
.value();
return selectedValues;
}
/*
build a crossfilter dimension map for all gene expression related dimensions.
*/
function createGenesDimMap(userDefinedGenes, diffexpGenes, world, crossfilter) {
function _createGenesDimMap(genes, nameF) {
return genes.reduce((acc, gene) => {
acc[nameF(gene)] = World.createVarDimension(
world,
world.varDataCache,
crossfilter,
gene
);
return acc;
}, {});
}
return {
..._createGenesDimMap(userDefinedGenes, userDefinedDimensionName),
..._createGenesDimMap(diffexpGenes, diffexpDimensionName)
};
}
const Controls = (
state = {
// data loading flag
loading: false,
error: null,
// configuration
maxCategoryItems: globals.configDefaults.parameters["max-category-items"],
// the whole big bang
universe: null,
fullUniverseCache: null,
// all of the data + selection state
world: null,
colorRGB: null,
categoricalSelectionState: null,
crossfilter: null,
dimensionMap: null,
userDefinedGenes: [],
userDefinedGenesLoading: false,
diffexpGenes: [],
colorAccessor: null,
colorScale: null,
resettingInterface: false,
opacityForDeselectedCells: 0.2,
graphBrushSelection: null,
continuousSelection: null,
scatterplotXXaccessor: null, // just easier to read
scatterplotYYaccessor: null,
axesHaveBeenDrawn: false,
graphRenderCounter: 0 /* integer as <Component key={graphRenderCounter} - a change in key forces a remount */,
__storedStateForCelllist1__: null /* will need procedural control of brush ie., brush.extent https://bl.ocks.org/micahstubbs/3cda05ca68cba260cb81 */,
__storedStateForCelllist2__: null
},
action
) => {
/*
For now, log anything looking like an error to the console.
*/
if (action.error || /error/i.test(action.type)) {
console.error(action.error);
}
switch (action.type) {
/*****************************************************
Initialization, World/Universe management
and data loading.
******************************************************/
case "configuration load complete": {
// there are a couple of configuration items we need to retain
return {
...state,
maxCategoryItems: _.get(
state.config,
"parameters.max-category-items",
globals.configDefaults.parameters["max-category-items"]
)
};
}
case "initial data load start": {
return { ...state, loading: true };
}
case "initial data load complete (universe exists)": {
/* first light - create world & other data-driven defaults */
const { universe } = action;
const world = World.createWorldFromEntireUniverse(universe);
const colorRGB = new Array(universe.nObs).fill(
parseRGB(globals.defaultCellColor)
);
const categoricalSelectionState = createCategoricalSelectionState(
state,
world
);
const crossfilter = Crossfilter(world.obsAnnotations);
const dimensionMap = World.createObsDimensionMap(crossfilter, world);
WorldUtil.clearCaches();
return {
...state,
loading: false,
error: null,
universe,
fullUniverseCache: { world, crossfilter, dimensionMap },
world,
colorRGB,
categoricalSelectionState,
crossfilter,
dimensionMap,
colorAccessor: null,
resettingInterface: false
};
}
case "reset World to eq Universe": {
const {
userDefinedGenes,
diffexpGenes,
universe,
fullUniverseCache
} = state;
const { world, crossfilter } = fullUniverseCache;
// reset all crossfilter dimensions
_.forEach(fullUniverseCache.dimensionMap, dim => dim.filterAll());
const colorRGB = new Array(universe.nObs).fill(
parseRGB(globals.defaultCellColor)
);
const categoricalSelectionState = createCategoricalSelectionState(
state,
world
);
/* free dimensions not in cache (otherwise they leak) */
_.forEach(state.dimensionMap, (dim, dimName) => {
if (!fullUniverseCache.dimensionMap[dimName]) {
dim.dispose();
}
});
const dimensionMap = {
...fullUniverseCache.dimensionMap,
...createGenesDimMap(userDefinedGenes, diffexpGenes, world, crossfilter)
};
WorldUtil.clearCaches();
return {
...state,
world,
colorRGB,
categoricalSelectionState,
crossfilter,
dimensionMap,
colorAccessor: null,
resettingInterface: false
};
}
case "set World to current selection": {
const { userDefinedGenes, diffexpGenes } = state;
/* Set viewable world to be the currently selected data */
const world = World.createWorldFromCurrentSelection(
action.universe,
action.world,
action.crossfilter
);
const colorRGB = new Array(world.nObs).fill(
parseRGB(globals.defaultCellColor)
);
const categoricalSelectionState = createCategoricalSelectionState(
state,
world
);
const crossfilter = Crossfilter(world.obsAnnotations);
const dimensionMap = {
...World.createObsDimensionMap(crossfilter, world),
...createGenesDimMap(userDefinedGenes, diffexpGenes, world, crossfilter)
};
WorldUtil.clearCaches();
return {
...state,
loading: false,
error: null,
world,
colorRGB,
categoricalSelectionState,
crossfilter,
dimensionMap,
colorAccessor: null
};
}
case "expression load success": {
const { world, universe } = state;
let universeVarDataCache = universe.varDataCache;
let worldVarDataCache = world.varDataCache;
_.forEach(action.expressionData, (val, key) => {
universeVarDataCache = kvCache.set(universeVarDataCache, key, val);
if (kvCache.get(worldVarDataCache, key) === undefined) {
worldVarDataCache = kvCache.set(
worldVarDataCache,
key,
World.subsetVarData(world, universe, val)
);
}
});
return {
...state,
universe: {
...universe,
varDataCache: universeVarDataCache
},
world: {
...world,
varDataCache: worldVarDataCache
}
};
}
case "request user defined gene started": {
return {
...state,
userDefinedGenesLoading: true
};
}
case "request user defined gene error": {
return {
...state,
userDefinedGenesLoading: false
};
}
case "request user defined gene success": {
const { world, crossfilter, dimensionMap, userDefinedGenes } = state;
const worldVarDataCache = world.varDataCache;
const _userDefinedGenes = userDefinedGenes.slice();
const gene = action.data.genes[0];
dimensionMap[userDefinedDimensionName(gene)] = World.createVarDimension(
/* "__var__" + */
world,
worldVarDataCache,
crossfilter,
gene
);
return {
...state,
dimensionMap,
userDefinedGenes: _userDefinedGenes,
userDefinedGenesLoading: false
};
}
case "request differential expression success": {
const { world, crossfilter, dimensionMap } = state;
const worldVarDataCache = world.varDataCache;
const _diffexpGenes = [];
action.data.forEach(d => {
_diffexpGenes.push(world.varAnnotations.at(d[0], "name"));
});
_.forEach(_diffexpGenes, gene => {
dimensionMap[diffexpDimensionName(gene)] = World.createVarDimension(
/* "__var__" + */
world,
worldVarDataCache,
crossfilter,
gene
);
});
return {
...state,
dimensionMap,
diffexpGenes: _diffexpGenes
};
}
case "clear differential expression": {
const { world, universe, dimensionMap } = state;
const _dimensionMap = dimensionMap;
const universeVarDataCache = universe.varDataCache;
const worldVarDataCache = world.varDataCache;
_.forEach(action.diffExp, values => {
const name = world.varAnnotations.at(values[0], "name");
// clean up crossfilter dimensions
const dimension = dimensionMap[diffexpDimensionName(name)];
dimension.dispose();
delete dimensionMap[diffexpDimensionName(name)];
});
return {
...state,
dimensionMap: _dimensionMap,
diffexpGenes: [],
universe: {
...universe,
varDataCache: universeVarDataCache
},
world: {
...world,
varDataCache: worldVarDataCache
}
};
}
case "user defined gene": {
/*
this could also live in expression success with a conditional,
but that handles diffexp also
*/
const newUserDefinedGenes = state.userDefinedGenes.slice();
newUserDefinedGenes.push(action.data);
return {
...state,
userDefinedGenes: newUserDefinedGenes
};
}
case "clear user defined gene": {
const { userDefinedGenes, dimensionMap } = state;
const newUserDefinedGenes = _.filter(
userDefinedGenes,
d => d !== action.data
);
const dimension = dimensionMap[userDefinedDimensionName(action.data)];
dimension.dispose();
delete dimensionMap[userDefinedDimensionName(action.data)];
return {
...state,
dimensionMap,
userDefinedGenes: newUserDefinedGenes
};
}
case "clear all user defined genes": {
const { userDefinedGenes, dimensionMap } = state;
_.forEach(userDefinedGenes, gene => {
const dimension = dimensionMap[userDefinedDimensionName(gene)];
dimension.dispose();
delete dimensionMap[userDefinedDimensionName(gene)];
});
return {
...state,
dimensionMap,
userDefinedGenes: []
};
}
case "reset colorscale": {
const { world } = state;
const colorRGB = new Array(world.nObs).fill(
parseRGB(globals.defaultCellColor)
);
return {
...state,
colorRGB,
colorAccessor: null
};
}
case "expression load error":
case "initial data load error": {
return {
...state,
loading: false,
error: action.error
};
}
/*******************************
User Events
*******************************/
case "graph brush selection change": {
state.dimensionMap[layoutDimensionName("XY")].filterWithinRect(
action.brushCoords.northwest,
action.brushCoords.southeast
);
return {
...state,
graphBrushSelection: action.brushCoords
};
}
case "lasso deselect":
case "graph brush deselect": {
state.dimensionMap[layoutDimensionName("XY")].filterAll();
return {
...state,
graphBrushSelection: null
};
}
case "lasso selection": {
const { polygon } = action;
const dXY = state.dimensionMap[layoutDimensionName("XY")];
if (polygon.length < 3) {
// single point or a line is not a polygon, and is therefore a deselect
dXY.filterAll();
} else {
dXY.filterWithinPolygon(polygon);
}
return {
...state
};
}
case "continuous metadata histogram brush": {
const name = makeContinuousDimensionName(
action.continuousNamespace,
action.selection
);
// action.selection: metadata name being selected
// action.range: filter range, or null if deselected
if (!action.range) {
state.dimensionMap[name].filterAll();
} else {
state.dimensionMap[name].filterRange(action.range);
}
return { ...state };
}
case "change opacity deselected cells in 2d graph background":
return {
...state,
opacityForDeselectedCells: action.data
};
case "increment graph render counter": {
const c = state.graphRenderCounter + 1;
return {
...state,
graphRenderCounter: c
};
}
case "interface reset started": {
return {
...state,
resettingInterface: true
};
}
/*******************************
Categorical metadata
*******************************/
case "categorical metadata filter select": {
const newCategorySelected = Array.from(
state.categoricalSelectionState[action.metadataField].categorySelected
);
newCategorySelected[action.categoryIndex] = true;
const newCategoricalSelectionState = {
...state.categoricalSelectionState,
[action.metadataField]: {
...state.categoricalSelectionState[action.metadataField],
categorySelected: newCategorySelected
}
};
// update the filter to match all selected options
const cat = newCategoricalSelectionState[action.metadataField];
state.dimensionMap[obsAnnoDimensionName(action.metadataField)].filterEnum(
selectedValuesForCategory(cat)
);
return {
...state,
categoricalSelectionState: newCategoricalSelectionState
};
}
case "categorical metadata filter deselect": {
const newCategorySelected = Array.from(
state.categoricalSelectionState[action.metadataField].categorySelected
);
newCategorySelected[action.categoryIndex] = false;
const newCategoricalSelectionState = {
...state.categoricalSelectionState,
[action.metadataField]: {
...state.categoricalSelectionState[action.metadataField],
categorySelected: newCategorySelected
}
};
// update the filter to match all selected options
const cat = newCategoricalSelectionState[action.metadataField];
state.dimensionMap[obsAnnoDimensionName(action.metadataField)].filterEnum(
selectedValuesForCategory(cat)
);
return {
...state,
categoricalSelectionState: newCategoricalSelectionState
};
}
case "categorical metadata filter none of these": {
const newCategoricalSelectionState = {
...state.categoricalSelectionState,
[action.metadataField]: {
...state.categoricalSelectionState[action.metadataField],
categorySelected: Array.from(
state.categoricalSelectionState[action.metadataField]
.categorySelected
).fill(false)
}
};
state.dimensionMap[
obsAnnoDimensionName(action.metadataField)
].filterNone();
return {
...state,
categoricalSelectionState: newCategoricalSelectionState
};
}
case "categorical metadata filter all of these": {
const newCategoricalSelectionState = {
...state.categoricalSelectionState,
[action.metadataField]: {
...state.categoricalSelectionState[action.metadataField],
categorySelected: Array.from(
state.categoricalSelectionState[action.metadataField]
.categorySelected
).fill(true)
}
};
state.dimensionMap[
obsAnnoDimensionName(action.metadataField)
].filterAll();
return {
...state,
categoricalSelectionState: newCategoricalSelectionState
};
}
/*******************************
Color Scale
*******************************/
case "color by categorical metadata":
case "color by continuous metadata": {
return {
...state,
colorRGB: action.colors.rgb,
colorAccessor: action.colorAccessor,
colorScale: action.colorScale
};
}
case "color by expression": {
return {
...state,
colorRGB: action.colors.rgb,
colorAccessor: action.gene,
colorScale: action.colorScale
};
}
/*******************************
Scatterplot
*******************************/
case "set scatterplot x":
return {
...state,
scatterplotXXaccessor: action.data
};
case "set scatterplot y":
return {
...state,
scatterplotYYaccessor: action.data
};
case "clear scatterplot":
return {
...state,
scatterplotXXaccessor: null,
scatterplotYYaccessor: null
};
default:
return state;
}
};
export default Controls;