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import { D3Sel } from "../utils/Util";
import { SimpleEventHandler } from "../utils/SimpleEventHandler";
import { getSemanticSimilarityColor } from "../utils/SurprisalColorConfig";
import { HIGHLIGHT_CONSTANTS } from "./constants";
import * as d3 from "d3";
/** 水平线段:x0/x1 为 x 轴范围,y 为 y 轴值(如 chunk 匹配度) */
export type ChunkLine = { x0: number; x1: number; y: number };
export type ScatterPlotData = {
/** 原始数组(x=索引)或显式点数组 */
data: number[] | Array<{ x: number; y: number }>;
xLabel?: string;
yLabel?: string;
extent?: { x?: [number, number]; y?: [number, number] };
scatterColor?: string;
lineColor?: string;
/** 是否绘制移动平均线,默认 true */
showMovingAverage?: boolean;
/** 可选:chunk 匹配线,每段起点 x0、终点 x1、y 为匹配度 */
chunkLines?: ChunkLine[];
/** 可选:固定阈值线,y 轴值,每次分析固定 */
thresholdLine?: number;
/** 为 true 且存在 chunkLines 时,绘制与直方图类似的悬停区、标签与点击(match score 专用) */
chunkInteraction?: boolean;
}
export type ScatterChunkClickEvent = {
chunkIndex: number;
x0: number;
x1: number;
matchDegree: number;
totalChunks: number;
source?: string;
};
type Point = {
x: number,
y: number
}
type RenderData = {
scatterPoints: Point[];
movingAverageLine: Point[];
chunkLines: ChunkLine[];
chunkInteraction: boolean;
thresholdLine?: number;
extent?: { x?: [number, number]; y?: [number, number] };
xLabel?: string;
yLabel?: string;
scatterColor?: string;
lineColor?: string;
showMovingAverage: boolean;
}
/** 与直方图 bar-label 一致的百分比格式 */
function formatPercentage(count: number, total: number): string {
const percentage = (count / total * 100);
if (percentage > 1) {
const formatted = Number(percentage.toPrecision(2));
return `${formatted}%`;
}
const formatted = Number(percentage.toPrecision(1));
return `${formatted}%`;
}
export class ScatterPlot extends VComponent<ScatterPlotData> {
protected css_name = 'ScatterPlotX';
protected options = {
width: 400,
height: 200,
margin_top: 10,
margin_bottom: 21,
margin_left: 10,
margin_right: 35,
numberFormat: d3.format('.2f')
};
protected _current: { selectedChunkX0: number | null; hoveredChunkX0: number | null } = {
selectedChunkX0: null,
hoveredChunkX0: null
};
static events = {
chunkClicked: 'scatter-chunk-clicked'
};
constructor(d3Parent: D3Sel, eventHandler?: SimpleEventHandler, options: {} = {}) {
super(d3Parent, eventHandler);
this.superInitSVG(options, ['bg', 'main', 'fg']);
this._init();
}
protected _init() {
const op = this.options;
this.parent.attrs({
width: op.width,
height: op.height,
viewBox: `0 0 ${op.width} ${op.height}`,
preserveAspectRatio: 'xMidYMid meet'
});
// 背景面板
this.layers.bg.insert('rect', ':first-child')
.attr('class', 'panel-bg')
.attr('x', -12)
.attr('y', 0)
.attr('width', op.width + 12)
.attr('height', op.height)
.attr('rx', 6)
.attr('ry', 6)
.style('fill', 'transparent');
// Y轴
this.layers.bg.append('g')
.attr('class', 'y-axis')
.attr('transform', `translate(${op.width - op.margin_right},0)`);
// X轴
this.layers.bg.append('g')
.attr('class', 'x-axis')
.attr('transform', `translate(0,${op.height - op.margin_bottom + 0.5})`);
}
protected _wrangle(data: ScatterPlotData): RenderData {
const chunkInteraction = !!data.chunkInteraction;
const raw = data.data;
const isPoints = raw.length > 0 && typeof raw[0] === 'object' && 'x' in raw[0] && 'y' in raw[0];
const scatterPoints: Point[] = isPoints
? (raw as Array<{ x: number; y: number }>).slice(0, 10000)
: (raw as number[]).slice(0, 10000).map((y, i) => ({ x: i, y }));
if (scatterPoints.length === 0) {
return {
scatterPoints: [],
movingAverageLine: [],
chunkLines: data.chunkLines ?? [],
chunkInteraction,
thresholdLine: data.thresholdLine,
extent: data.extent,
xLabel: data.xLabel,
yLabel: data.yLabel,
scatterColor: data.scatterColor,
lineColor: data.lineColor,
showMovingAverage: data.showMovingAverage ?? true
};
}
const showMovingAverage = data.showMovingAverage ?? true;
let movingAverage: Point[] = [];
if (showMovingAverage && !isPoints) {
const rawSurprisals = raw as number[];
const T = rawSurprisals.length;
const movingAverageWindow = 32;
for (let i = 0; i < T; i++) {
const halfWindow = Math.floor(movingAverageWindow / 2);
const start = Math.max(0, i - halfWindow);
const end = Math.min(T, i + halfWindow + 1);
const windowTokens = rawSurprisals.slice(start, end);
const avg = windowTokens.reduce((sum, val) => sum + val, 0) / windowTokens.length;
movingAverage.push({ x: i, y: avg });
}
}
return {
scatterPoints,
movingAverageLine: movingAverage,
chunkLines: data.chunkLines ?? [],
chunkInteraction,
thresholdLine: data.thresholdLine,
extent: data.extent,
xLabel: data.xLabel,
yLabel: data.yLabel,
scatterColor: data.scatterColor,
lineColor: data.lineColor,
showMovingAverage
};
}
setSelectedChunk(x0: number | null): void {
this._current.selectedChunkX0 = x0;
if (x0 === null) this._current.hoveredChunkX0 = null;
if (this.renderData) {
this._render(this.renderData as RenderData);
}
}
clearSelection(): void {
this.setSelectedChunk(null);
}
protected _render(rd: RenderData): void {
const op = this.options;
// 如果没有任何散点也没有 chunk 线,只保留一个最简占位:清空主图层后直接返回
if (rd.scatterPoints.length === 0 && rd.chunkLines.length === 0) {
this.layers.main.selectAll('*').remove();
this.layers.fg.selectAll('.chunk-match-label').remove();
this.layers.fg.selectAll('.hover-area').remove();
return;
}
const allXValues = (() => {
const base = rd.showMovingAverage
? [...rd.scatterPoints.map(d => d.x), ...rd.movingAverageLine.map(d => d.x)]
: rd.scatterPoints.map(d => d.x);
if (rd.chunkLines.length > 0) {
for (const c of rd.chunkLines) {
base.push(c.x0, c.x1);
}
}
return base;
})();
const xExtent = rd.extent?.x ?? (d3.extent(allXValues) as [number, number]);
if (!xExtent || xExtent.length !== 2 || !isFinite(xExtent[0]) || !isFinite(xExtent[1]) || xExtent[0] >= xExtent[1]) {
const xMax = d3.max(allXValues) ?? 1;
xExtent[0] = 0;
xExtent[1] = Math.max(1, xMax);
}
const yExtent: [number, number] = rd.extent?.y ?? [0, 20];
// semantic match per chunk progress:x=字符偏移,但希望 x 轴刻度显示为“全文位置百分比”
const showXAsPercent = !!rd.chunkInteraction;
const xDomainSpan = xExtent[1] - xExtent[0];
const xAxisDefaultTickFormat = d3.format('d');
const xAxisPercentTickFormat = (d: number) => {
if (!isFinite(xDomainSpan) || xDomainSpan <= 0) return xAxisDefaultTickFormat(d);
const pct = ((d - xExtent[0]) / xDomainSpan) * 100;
const clamped = Math.max(0, Math.min(100, pct));
return `${Math.round(clamped)}%`;
};
// 创建比例尺
const xScale = d3.scaleLinear()
.domain(xExtent)
.range([op.margin_left, op.width - op.margin_right]);
if (!showXAsPercent) xScale.nice();
const yScale = d3.scaleLinear()
.domain(yExtent)
.range([op.height - op.margin_bottom, op.margin_top]);
if (rd.showMovingAverage && rd.movingAverageLine.length > 0) {
const line = d3.line<Point>()
.x(d => xScale(d.x))
.y(d => yScale(d.y))
.curve(d3.curveLinear);
this.layers.main.selectAll('.moving-average-line')
.data([rd.movingAverageLine])
.join('path')
.attr('class', 'moving-average-line')
.attr('d', line)
.style('fill', 'none')
.style('stroke', rd.lineColor || '#ff6b6b')
.style('stroke-width', 2);
} else {
this.layers.main.selectAll('.moving-average-line').remove();
}
// 固定阈值线(灰色,横跨全 x 轴)
const thresholdData = rd.thresholdLine != null && isFinite(rd.thresholdLine) ? [rd.thresholdLine] : [];
this.layers.main.selectAll('.threshold-line')
.data(thresholdData)
.join('line')
.attr('class', 'threshold-line')
.attr('x1', xScale(xExtent[0]))
.attr('x2', xScale(xExtent[1]))
.attr('y1', d => yScale(d))
.attr('y2', d => yScale(d))
.style('stroke', '#999')
.style('stroke-width', 1)
.style('stroke-dasharray', '4,4')
.style('opacity', 0.5);
// chunk 匹配线(水平线段,y=匹配度,x0~x1=chunk 范围)
const selX0 = this._current.selectedChunkX0;
if (selX0 != null && !rd.chunkLines.some(c => c.x0 === selX0)) {
this._current.selectedChunkX0 = null;
}
const hovX0 = this._current.hoveredChunkX0;
if (hovX0 != null && !rd.chunkLines.some(c => c.x0 === hovX0)) {
this._current.hoveredChunkX0 = null;
}
const selectedX0 = this._current.selectedChunkX0;
const hoveredX0 = this._current.hoveredChunkX0;
if (rd.chunkLines.length > 0) {
const chunkStrokeUnselected = () => getSemanticSimilarityColor(1);
const chunkStrokeFor = (d: ChunkLine) =>
selectedX0 === d.x0 ? HIGHLIGHT_CONSTANTS.HIGHLIGHT_COLOR : chunkStrokeUnselected();
/** 选中或悬停:加粗;仅选中时描边为蓝色 */
const chunkLineEmphasized = (d: ChunkLine) =>
selectedX0 === d.x0 || hoveredX0 === d.x0;
this.layers.main.selectAll<SVGLineElement, ChunkLine>('.chunk-line')
.data(rd.chunkLines, d => d.x0.toString())
.join(
enter => enter.append('line')
.attr('class', 'chunk-line')
.attr('x1', d => xScale(d.x0))
.attr('x2', d => xScale(d.x1))
.attr('y1', d => yScale(d.y))
.attr('y2', d => yScale(d.y))
.style('stroke', d => chunkStrokeFor(d))
.style('stroke-width', d => chunkLineEmphasized(d) ? 4 : 2)
.style('opacity', null)
.style('filter', null)
.style('pointer-events', 'none'),
update => update
.attr('x1', d => xScale(d.x0))
.attr('x2', d => xScale(d.x1))
.attr('y1', d => yScale(d.y))
.attr('y2', d => yScale(d.y))
.style('stroke', d => chunkStrokeFor(d))
.style('stroke-width', d => chunkLineEmphasized(d) ? 4 : 2)
.style('opacity', null)
.style('filter', null)
);
} else {
this.layers.main.selectAll('.chunk-line').remove();
}
// 渲染散点(后渲染,在线上方)
this.layers.main.selectAll('.scatter-point')
.data(rd.scatterPoints)
.join('circle')
.attr('class', 'scatter-point')
.attr('cx', d => xScale(d.x))
.attr('cy', d => yScale(d.y))
.attr('r', 1.5)
.style('fill', rd.scatterColor || '#70b0ff')
.style('opacity', 0.5)
const xAxis = d3.axisBottom(xScale)
.tickFormat(showXAsPercent ? xAxisPercentTickFormat : xAxisDefaultTickFormat)
// 强制端点刻度出现(0%~100%),避免 d3 ticks 默认不包含边界
.tickValues(showXAsPercent
? [0, 25, 50, 75, 100].map(p => xExtent[0] + xDomainSpan * (p / 100))
: undefined);
this.layers.bg.select('.x-axis')
.call(xAxis as any);
const yAxisTicks = yExtent[1] <= 1
? [0, 0.25, 0.5, 0.75, 1]
: Array.from({ length: 11 }, (_, i) => i * 2);
const yAxisTickFormat = (d: number) =>
yExtent[1] > 1 && Math.abs(d - 20) < 0.001 ? '∞' : op.numberFormat(d);
const yAxis = d3.axisRight(yScale)
.tickValues(yAxisTicks)
.tickFormat(yAxisTickFormat);
this.layers.bg.select('.y-axis')
.call(yAxis as any);
const lines = rd.chunkLines;
const n = lines.length;
if (rd.chunkInteraction && n > 0) {
const getChunkIndex = (d: ChunkLine) => lines.findIndex(c => c.x0 === d.x0 && c.x1 === d.x1);
const getCenterX = (d: ChunkLine) => {
const x0 = xScale(d.x0);
const x1 = xScale(d.x1);
return 0.5 * (x0 + x1);
};
this.layers.fg.selectAll<SVGTextElement, ChunkLine>('.chunk-match-label')
.data(lines, (d: ChunkLine) => d.x0.toString())
.join('text')
.attr('class', 'chunk-match-label bar-label sizeLabel')
.attr('text-anchor', 'middle')
.attr('transform', d => {
const x = getCenterX(d);
const y = yScale(d.y) - 4;
const safeY = isFinite(y) ? y : op.margin_top;
return `translate(${x},${safeY})`;
})
.text(d =>
hoveredX0 === d.x0 ? formatPercentage(d.y * 100, 100) : ''
)
.style('cursor', 'pointer');
const eventHandler = this.eventHandler;
const sourceId = this.parent.attr('id') || this.parent.node()?.id || '';
this.layers.fg.selectAll<SVGRectElement, ChunkLine>('.hover-area')
.data(lines, (d: ChunkLine) => d.x0.toString())
.join('rect')
.attr('class', 'hover-area')
.attrs({
x: d => {
const x = xScale(d.x0);
return isFinite(x) ? x : 0;
},
y: op.margin_top,
width: d => {
const w = xScale(d.x1) - xScale(d.x0);
return isFinite(w) && w > 0 ? w : 1;
},
height: op.height - op.margin_bottom - op.margin_top,
})
.style('fill', 'transparent')
.style('pointer-events', 'all')
.style('cursor', 'pointer')
.on('mouseenter', (_event, d) => {
this._current.hoveredChunkX0 = d.x0;
if (this.renderData) this._render(this.renderData as RenderData);
})
.on('mouseleave', (_event, d) => {
if (this._current.hoveredChunkX0 === d.x0) {
this._current.hoveredChunkX0 = null;
}
if (this.renderData) this._render(this.renderData as RenderData);
})
.on('click', (event, d) => {
event.stopPropagation();
const chunkIndex = getChunkIndex(d);
if (chunkIndex < 0) return;
if (this._current.selectedChunkX0 === d.x0) {
this._current.selectedChunkX0 = null;
if (this.renderData) this._render(this.renderData as RenderData);
eventHandler.trigger(ScatterPlot.events.chunkClicked, <ScatterChunkClickEvent>{
chunkIndex: -1,
x0: d.x0,
x1: d.x1,
matchDegree: d.y,
totalChunks: n,
source: sourceId
});
} else {
this._current.selectedChunkX0 = d.x0;
if (this.renderData) this._render(this.renderData as RenderData);
eventHandler.trigger(ScatterPlot.events.chunkClicked, <ScatterChunkClickEvent>{
chunkIndex,
x0: d.x0,
x1: d.x1,
matchDegree: d.y,
totalChunks: n,
source: sourceId
});
}
});
} else {
this.layers.fg.selectAll('.chunk-match-label').remove();
this.layers.fg.selectAll('.hover-area').remove();
}
}
}
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