253 lines
9.9 KiB
Rust
253 lines
9.9 KiB
Rust
#![allow(dead_code, unused_imports, unused_variables, unused_macros, unreachable_patterns)]
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/// Fine-grid inner-shadow MAE tuning around the best parameters found by coarse grid.
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///
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/// Coarse grid result: blur_factor=6.0, passes=1, choke_scale=0.00, mask_strength=0.75
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/// This script tests finer ranges around those values.
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use std::io::Write;
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const GT_DIR: &str = "_tmp/inner_shadow_png_set";
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const CANVAS: u32 = 256;
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const MARGIN: u32 = 64;
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const RESULTS_FILE: &str = "inner_shadow_fine_results.txt";
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struct Sample {
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name: String,
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angle: f32,
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distance: f32,
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size: f32,
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choke: f32,
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opacity: f32,
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noise: f32,
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ref_pixels: Vec<u8>,
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content_mask: Vec<bool>,
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}
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fn main() {
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let entries: Vec<_> = std::fs::read_dir(GT_DIR)
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.unwrap_or_else(|e| panic!("cannot read {}: {}", GT_DIR, e))
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.filter_map(|e| e.ok())
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.filter(|e| {
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let s = e.file_name();
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let s = s.to_string_lossy();
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s.starts_with("is_a") && s.ends_with(".png")
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})
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.collect();
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println!("Found {} PNGs in {}", entries.len(), GT_DIR);
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let mut samples: Vec<Sample> = Vec::new();
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let mut skipped_noise = 0;
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for entry in &entries {
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let path = entry.path();
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let stem = path.file_stem().unwrap().to_string_lossy().to_string();
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let params = match parse_filename(&stem) {
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Some(p) => p,
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None => { eprintln!(" SKIP: {}", stem); continue; }
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};
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let (angle, distance, size, choke, opacity, noise, _blend) = params;
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if noise > 0.0 {
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skipped_noise += 1;
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continue;
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}
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let img = match image::open(&path) {
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Ok(i) => i,
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Err(e) => { eprintln!(" SKIP {}: {}", stem, e); continue; }
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};
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let rgba = img.to_rgba8();
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let raw = rgba.into_raw();
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let npix = (CANVAS * CANVAS) as usize;
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let mut content_mask = vec![false; npix];
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for i in 0..npix {
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let r = raw[i * 4];
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let g = raw[i * 4 + 1];
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let b = raw[i * 4 + 2];
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let a = raw[i * 4 + 3];
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content_mask[i] = a > 0 || !(r == 255 && g == 255 && b == 255);
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}
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samples.push(Sample {
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name: stem,
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angle, distance, size, choke, opacity, noise,
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ref_pixels: raw,
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content_mask,
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});
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}
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println!("Loaded {} samples (skipped {} with noise>0)", samples.len(), skipped_noise);
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if samples.is_empty() {
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eprintln!("No valid samples found.");
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std::process::exit(1);
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}
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let content_count = samples[0].content_mask.iter().filter(|&&b| b).count();
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println!("Content pixels per image: {} / {} ({:.1}%)",
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content_count, npix(), content_count as f64 / npix() as f64 * 100.0);
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let rect_alpha: Vec<u8> = {
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let n = npix();
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let mut a = vec![0u8; n];
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for y in 0..CANVAS {
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for x in 0..CANVAS {
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if x >= MARGIN && x < CANVAS - MARGIN && y >= MARGIN && y < CANVAS - MARGIN {
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a[(y * CANVAS + x) as usize] = 255;
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}
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}
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}
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a
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};
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let shadow_color: [u8; 4] = [220, 30, 30, 255];
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// Fine grid around best: bf=6.0, p=1, cs=0.00, ms=0.75
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let blur_factors: &[f32] = &[4.0, 4.5, 5.0, 5.5, 5.8, 6.0, 6.2, 6.5, 7.0, 8.0, 10.0];
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let passes_list: &[i32] = &[1, 2];
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let choke_scales: &[f32] = &[0.0, 0.1, 0.2, 0.3];
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let mask_strengths: &[f32] = &[0.5, 0.6, 0.65, 0.7, 0.75, 0.8, 0.85, 0.9, 1.0];
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let total_combos = blur_factors.len() * passes_list.len() * choke_scales.len() * mask_strengths.len();
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println!("Fine grid: {} combos x {} samples = {} evals", total_combos, samples.len(), total_combos * samples.len());
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std::io::stdout().flush().ok();
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let mut best_avg_mae = f64::MAX;
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let mut best_params = (0.0f32, 0i32, 0.0f32, 0.0f32);
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let mut eval_count = 0usize;
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// Also track per-angle best
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let angles: Vec<f32> = {
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let mut set = std::collections::BTreeSet::new();
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for s in &samples { set.insert(s.angle as i32); }
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set.into_iter().map(|a| a as f32).collect()
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};
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let mut per_angle_best: std::collections::HashMap<i32, (f64, f32, i32, f32, f32)> = std::collections::HashMap::new();
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for &blur_factor in blur_factors {
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for &passes in passes_list {
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for &choke_scale in choke_scales {
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for &mask_strength in mask_strengths {
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let mut total_mae = 0.0f64;
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for s in &samples {
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let shadow = hcie_fx::tuned::generate_inner_shadow_tuned(
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&rect_alpha, CANVAS, CANVAS,
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s.angle, s.distance, s.choke, s.size,
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shadow_color,
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blur_factor, passes, choke_scale, mask_strength,
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);
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let px = npix();
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let mut out = vec![0u8; px * 4];
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for i in 0..px {
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if rect_alpha[i] > 0 {
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out[i * 4] = 0;
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out[i * 4 + 1] = 0;
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out[i * 4 + 2] = 0;
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out[i * 4 + 3] = 255;
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}
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}
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for i in 0..px {
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let sa = shadow[i * 4 + 3];
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if sa == 0 { continue; }
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let dst = [out[i * 4], out[i * 4 + 1], out[i * 4 + 2], out[i * 4 + 3]];
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let src = [shadow[i * 4], shadow[i * 4 + 1], shadow[i * 4 + 2], sa];
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let blended = hcie_blend::blend_pixels(dst, src, hcie_blend::BlendMode::Normal, s.opacity);
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out[i * 4..i * 4 + 4].copy_from_slice(&blended);
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}
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let mut diff_sum = 0.0f64;
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let mut content_pixels = 0u64;
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for i in 0..px {
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if !s.content_mask[i] { continue; }
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content_pixels += 1;
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for c in 0..4 {
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diff_sum += (out[i * 4 + c] as i32 - s.ref_pixels[i * 4 + c] as i32).abs() as f64;
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}
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}
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if content_pixels > 0 {
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let mae = diff_sum / content_pixels as f64 / 4.0;
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total_mae += mae;
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// Per-angle tracking
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let angle_key = s.angle as i32;
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let entry = per_angle_best.entry(angle_key).or_insert((f64::MAX, 0.0, 0, 0.0, 0.0));
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if mae < entry.0 {
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*entry = (mae, blur_factor, passes, choke_scale, mask_strength);
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}
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}
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}
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eval_count += 1;
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let avg_mae = total_mae / samples.len() as f64;
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if avg_mae < best_avg_mae {
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best_avg_mae = avg_mae;
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best_params = (blur_factor, passes, choke_scale, mask_strength);
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println!("*** [{}/{}] NEW BEST avg MAE = {:.4} (bf={:.1}, p={}, cs={:.2}, ms={:.2})",
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eval_count, total_combos, best_avg_mae, blur_factor, passes, choke_scale, mask_strength);
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std::io::stdout().flush().ok();
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} else if eval_count % 100 == 0 {
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println!(" [{}/{}] avg={:.4} best={:.4}", eval_count, total_combos, avg_mae, best_avg_mae);
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std::io::stdout().flush().ok();
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}
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}
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}
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}
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}
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let (bbf, bp, bcs, bms) = best_params;
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println!("\n=== RESULT ===");
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println!("Best avg MAE = {:.4}", best_avg_mae);
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println!(" blur_factor = {:.1}", bbf);
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println!(" passes = {}", bp);
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println!(" choke_scale = {:.2}", bcs);
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println!(" mask_strength = {:.2}", bms);
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println!("\n=== PER-ANGLE BEST ===");
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for angle in &angles {
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let key = *angle as i32;
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if let Some((mae, bf, p, cs, ms)) = per_angle_best.get(&key) {
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println!(" angle={:.0}: MAE={:.4} bf={:.1} p={} cs={:.2} ms={:.2}",
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angle, mae, bf, p, cs, ms);
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}
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}
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if let Ok(mut file) = std::fs::OpenOptions::new()
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.create(true).write(true).truncate(true).open(RESULTS_FILE)
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{
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let _ = writeln!(file,
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"blur_factor={:.1} passes={} choke_scale={:.2} mask_strength={:.2}\n\
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avg_mae={:.4} samples={} combos={}",
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bbf, bp, bcs, bms, best_avg_mae, samples.len(), total_combos);
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let _ = writeln!(file, "\n=== PER-ANGLE BEST ===");
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for angle in &angles {
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let key = *angle as i32;
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if let Some((mae, bf, p, cs, ms)) = per_angle_best.get(&key) {
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let _ = writeln!(file, " angle={:.0}: MAE={:.4} bf={:.1} p={} cs={:.2} ms={:.2}",
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angle, mae, bf, p, cs, ms);
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}
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}
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}
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}
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fn npix() -> usize { (CANVAS * CANVAS) as usize }
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fn parse_filename(name: &str) -> Option<(f32, f32, f32, f32, f32, f32, String)> {
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let parts: Vec<&str> = name.split('_').collect();
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if parts.len() < 8 || parts[0] != "is" { return None; }
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let angle = parts[1].strip_prefix('a')?.parse::<f32>().ok()?;
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let distance = parts[2].strip_prefix('d')?.parse::<f32>().ok()?;
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let size = parts[3].strip_prefix('s')?.parse::<f32>().ok()?;
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let choke = parts[4].strip_prefix('c')?.parse::<f32>().ok()?;
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let opacity = parts[5].strip_prefix("op")?.parse::<f32>().ok()? / 100.0;
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let noise = parts[6].strip_prefix('n')?.parse::<f32>().ok()?;
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let blend = parts[7].to_string();
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Some((angle, distance, size, choke, opacity, noise, blend))
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}
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