feat: find segment with highest integral jump in heatmap

This commit is contained in:
Kilo Code Cloud
2026-01-14 20:01:48 +00:00
parent 44415040d5
commit 3c263a78c6
3 changed files with 24 additions and 45 deletions

View File

@@ -6,7 +6,6 @@ export interface DownloadOptions {
url: string;
outputDir: string;
format: string;
skipStartSeconds: number;
}
interface RawHeatmapSegment {
@@ -23,7 +22,7 @@ interface ProcessedSegment {
start: number;
end: number;
intensity: number;
integral: number;
integralJump: number;
}
interface VideoInfo {
@@ -143,9 +142,8 @@ function getIntensity(segment: RawHeatmapSegment): number {
return segment.intensity ?? segment.heat ?? segment.value ?? 0;
}
function findSegmentByIntegral(
segments: RawHeatmapSegment[],
skipStartSeconds: number
function findHighestIntegralJump(
segments: RawHeatmapSegment[]
): ProcessedSegment | null {
// Convert to processed format and filter valid segments
const validSegments = segments
@@ -166,32 +164,25 @@ function findSegmentByIntegral(
return null;
}
// Calculate the primitive (integral) for each segment
// The integral represents cumulative watch time contribution
let cumulativeIntegral = 0;
// Calculate integral jump for each segment (intensity × duration)
const withIntegral = validSegments.map(seg => {
const segmentDuration = seg.end - seg.start;
const segmentIntegral = seg.intensity * segmentDuration;
cumulativeIntegral += segmentIntegral;
const integralJump = seg.intensity * segmentDuration;
return {
...seg,
integral: cumulativeIntegral,
integralJump,
};
});
// Sort by integral value (highest contribution first)
// The integral tells us which segment contributed most to total watch time
withIntegral.sort((a, b) => b.integral - a.integral);
// Find the highest integral segment that starts after skipStartSeconds
const candidate = withIntegral.find(seg => seg.start >= skipStartSeconds);
// If all segments are in the skipped region, return the highest one anyway
return candidate || withIntegral[0];
// Find the segment with the highest integral jump (biggest bump in the integral)
// This is the segment that contributed most to the total integral
return withIntegral.reduce((max, current) => {
return current.integralJump > max.integralJump ? current : max;
});
}
export async function downloadMostWatchedSegment(options: DownloadOptions): Promise<void> {
const { url, outputDir, format, skipStartSeconds } = options;
const { url, outputDir, format } = options;
// Create output directory if it doesn't exist
if (!existsSync(outputDir)) {
@@ -218,8 +209,8 @@ export async function downloadMostWatchedSegment(options: DownloadOptions): Prom
console.log(`\nHeatmap data found: ${info.heatmap.length} segments`);
// Find the segment with highest integral (using primitive function)
const topSegment = findSegmentByIntegral(info.heatmap, skipStartSeconds);
// Find segment with highest integral jump (biggest bump)
const topSegment = findHighestIntegralJump(info.heatmap);
if (!topSegment) {
console.log("No valid segments found. Downloading full video...");
@@ -228,11 +219,11 @@ export async function downloadMostWatchedSegment(options: DownloadOptions): Prom
return;
}
console.log(`\nSegment with highest integral (primitive):`);
console.log(`\nSegment with highest integral jump:`);
console.log(` Time: ${formatTime(topSegment.start)} - ${formatTime(topSegment.end)}`);
console.log(` Duration: ${formatTime(topSegment.end - topSegment.start)}`);
console.log(` Intensity: ${(topSegment.intensity * 100).toFixed(1)}%`);
console.log(` Integral: ${topSegment.integral.toFixed(4)}`);
console.log(` Integral Jump: ${topSegment.integralJump.toFixed(4)}`);
// Download the segment
const outputPath = join(outputDir, `${safeTitle}_most_watched.%(ext)s`);
@@ -243,13 +234,12 @@ export async function downloadMostWatchedSegment(options: DownloadOptions): Prom
// Save segment info
const segmentInfoPath = join(outputDir, `${safeTitle}_segment_info.txt`);
const segmentInfo = `# ${info.title}\n\n` +
`Most watched segment (highest integral from YouTube heatmap):\n` +
`Segment with highest integral jump (biggest bump in heatmap):\n` +
` Start: ${formatTime(topSegment.start)} (${topSegment.start.toFixed(1)}s)\n` +
` End: ${formatTime(topSegment.end)} (${topSegment.end.toFixed(1)}s)\n` +
` Duration: ${formatTime(topSegment.end - topSegment.start)}\n` +
` Intensity: ${(topSegment.intensity * 100).toFixed(1)}%\n` +
` Integral: ${topSegment.integral.toFixed(4)}\n\n` +
`Note: This segment had the highest integral value (cumulative watch contribution).\n`;
` Integral Jump: ${topSegment.integralJump.toFixed(4)}\n`;
writeFileSync(segmentInfoPath, segmentInfo);
console.log(`\nSegment info saved to: ${segmentInfoPath}`);