Scruff AI
137 lines
6.1 KiB
PowerShell
137 lines
6.1 KiB
PowerShell
# Analyze the 768x768 anomaly
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Write-Host "=========================================" -ForegroundColor Cyan
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Write-Host "ANALYZING 768x768 ANOMALY" -ForegroundColor Cyan
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Write-Host "Why does this specific size fail?" -ForegroundColor Cyan
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Write-Host "=========================================" -ForegroundColor Cyan
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$baseDir = "D:\openclaw-local\workspace-main"
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$gridDir = "$baseDir\harmonic_scan_sequential\768x768"
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$sourceDir = "D:\openclaw-docker-BACKUP-DO-NOT-USE\seed-brain\src"
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Write-Host "`n1. Checking existing data..." -ForegroundColor Yellow
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# Check if we have the long run data
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$longRunFile = "$gridDir\output_768x768_150W_long.log"
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if (Test-Path $longRunFile) {
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Write-Host " Found long run data (1.75M steps)" -ForegroundColor Green
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# Extract transition point
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$content = Get-Content $longRunFile -Raw
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# Find where slope goes from coherent to noise
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$lines = $content -split "`n"
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$transitionFound = $false
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for ($i = 0; $i -lt $lines.Count; $i++) {
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if ($lines[$i] -match 'sl=([-\d.]+)') {
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$slope = [float]$matches[1]
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if ($slope -gt -1.0 -and -not $transitionFound) {
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# Found noise transition
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if ($i -gt 0 -and $lines[$i-1] -match '\|\s+(\d+)\s+\|') {
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$step = $matches[1]
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Write-Host " Noise transition at step: $step" -ForegroundColor Yellow
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# Get previous slope
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if ($lines[$i-1] -match 'sl=([-\d.]+)') {
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$prevSlope = $matches[1]
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Write-Host " Slope: $prevSlope → $slope" -ForegroundColor Gray
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}
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$transitionFound = $true
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}
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}
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}
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}
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if (-not $transitionFound) {
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Write-Host " Could not find clear transition point" -ForegroundColor Gray
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}
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} else {
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Write-Host " No long run data found" -ForegroundColor Yellow
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}
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Write-Host "`n2. Analyzing grid properties..." -ForegroundColor Yellow
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# Calculate guardian statistics
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$gridSizes = @(
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@{Name="1024x1024"; Cells=1048576; Guardians=194; Density=5404.0; Spacing=73.4},
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@{Name="896x896"; Cells=802816; Guardians=194; Density=4138.2; Spacing=64.3},
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@{Name="768x768"; Cells=589824; Guardians=194; Density=3040.3; Spacing=55.1},
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@{Name="640x640"; Cells=409600; Guardians=194; Density=2111.3; Spacing=45.9},
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@{Name="512x512"; Cells=262144; Guardians=194; Density=1351.3; Spacing=36.7}
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)
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Write-Host " Guardian density analysis:" -ForegroundColor Gray
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foreach ($grid in $gridSizes) {
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$status = if ($grid.Name -eq "768x768") { "❌" } else { "✅" }
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Write-Host " $status $($grid.Name): $($grid.Density.ToString('N1')) cells/guardian ($($grid.Spacing.ToString('N1')) cells spacing)" -ForegroundColor $(if ($grid.Name -eq "768x768") { "Red" } else { "Gray" })
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}
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Write-Host "`n3. Harmonic analysis..." -ForegroundColor Yellow
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# Check if 768 has problematic factors
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$size = 768
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Write-Host " Prime factorization of 768:" -ForegroundColor Gray
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$factors = @()
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$n = $size
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for ($i = 2; $i -le [math]::Sqrt($n); $i++) {
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while ($n % $i -eq 0) {
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$factors += $i
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$n = $n / $i
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}
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}
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if ($n -gt 1) { $factors += $n }
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Write-Host " 768 = $($factors -join ' × ')" -ForegroundColor Gray
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Write-Host " = 3 × 256 = 3 × 2⁸" -ForegroundColor Gray
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# Compare with other sizes
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Write-Host "`n Other sizes:" -ForegroundColor Gray
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Write-Host " 1024 = 2¹⁰" -ForegroundColor Gray
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Write-Host " 896 = 7 × 128 = 7 × 2⁷" -ForegroundColor Gray
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Write-Host " 640 = 5 × 128 = 5 × 2⁷" -ForegroundColor Gray
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Write-Host " 512 = 2⁹" -ForegroundColor Gray
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Write-Host "`n4. Hypothesis testing..." -ForegroundColor Yellow
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Write-Host " Hypothesis 1: 3×256 creates standing wave interference" -ForegroundColor White
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Write-Host " - 3 might interfere with natural 2ⁿ harmonics" -ForegroundColor Gray
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Write-Host " - Could create resonance mismatch" -ForegroundColor Gray
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Write-Host "`n Hypothesis 2: ~55-cell spacing is resonant" -ForegroundColor White
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Write-Host " - Guardian spacing hits natural wavelength" -ForegroundColor Gray
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Write-Host " - Causes constructive interference → turbulence" -ForegroundColor Gray
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Write-Host "`n Hypothesis 3: 3,040 cells/guardian is turbulence threshold" -ForegroundColor White
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Write-Host " - Below this: stable (896×896: 4,138)" -ForegroundColor Gray
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Write-Host " - Above this: turbulent (768×768: 3,040)" -ForegroundColor Gray
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Write-Host " - But 640×640 (2,112) is stable - contradicts!" -ForegroundColor Yellow
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Write-Host "`n Hypothesis 4: Timescale mismatch" -ForegroundColor White
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Write-Host " - Diffusion timescale doesn't match guardian dynamics" -ForegroundColor Gray
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Write-Host " - Creates phase cancellation" -ForegroundColor Gray
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Write-Host "`n5. Recommended tests:" -ForegroundColor Yellow
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Write-Host " Test A: 704×704 (1024 - 320)" -ForegroundColor White
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Write-Host " - If also unstable, issue is with ~700-800 range" -ForegroundColor Gray
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Write-Host "`n Test B: 832×832 (1024 - 192)" -ForegroundColor White
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Write-Host " - If stable, confirms 768-specific issue" -ForegroundColor Gray
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Write-Host "`n Test C: Vary guardian count at 768×768" -ForegroundColor White
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Write-Host " - Test with 150 guardians (proper scaling)" -ForegroundColor Gray
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Write-Host " - See if stability returns" -ForegroundColor Gray
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Write-Host "`n=========================================" -ForegroundColor Cyan
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Write-Host "CONCLUSION" -ForegroundColor Green
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Write-Host "=========================================" -ForegroundColor Cyan
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Write-Host "`nMost likely: 768×768 hits a RESONANT INSTABILITY" -ForegroundColor Yellow
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Write-Host "- 3 × 256 harmonic structure" -ForegroundColor White
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Write-Host "- ~55-cell guardian spacing" -ForegroundColor White
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Write-Host "- Creates standing wave interference" -ForegroundColor White
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Write-Host "- Power constraint delays but doesn't prevent" -ForegroundColor White
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Write-Host "`nFor migration: AVOID 768×768 and similar sizes" -ForegroundColor Cyan
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Write-Host "Test neighboring sizes (704, 832) to map instability region" -ForegroundColor Cyan |