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Topic_Agent/Topic_Blog/Topics/Topics_Biz/Topics_Meeting/Topics_Rag의 마크다운 지식 문서를 Topic_General/Topic_Programming/Topic_Graphic/Topic_Business 4개 카테고리로 재분류. - 중복 제거: frontmatter의 status:duplicate/merged + duplicate_of/redirect_to 필드로 자기 자신을 중복으로 선언한 리다이렉트 stub 1032개 제거, 완전 동일 내용 파일 472개 제거, 동일 파일명·다른 내용 충돌 시 더 큰(완전한) 버전만 유지(162개 제거) — 총 1639개 중복 제거. - 분류: 폴더 단위로 명확한 항목(AI_and_ML/Coding/Architecture 등 → Programming, Comfyui/Visual_Effects → Graphic, Topics_Biz/Topics_Meeting/사업 등 → Business, Poetic_Blog_Writing/창의성/Game_Design 등 → General)은 폴더 우선순위로, 나머지 혼재 폴더(Topic_Agent/Topic_Blog/Topics 루트/Thinking & Reasoning/Other/UI_UX_Assets)는 title/tags 키워드 스코어링으로 파일 단위 분류(불명확한 경우 General로 폴백). 원본 폴더명은 "From_*" 서브폴더로 보존해 추적 가능성 유지. - 최종 배치: Programming 2784 / General 1608 / Graphic 285 / Business 249 = 4926개 문서. - 에이전트 운영 상태(.astra/.agent/.obsidian/sessions/memory/_company/docs/lessons/_shared/src)는 지식 콘텐츠가 아니므로 재분류 대상에서 제외하고 원위치 유지. - Topics/Topic_email(상위 보호 폴더 Topic_email과 파일명 100% 중복) 삭제 — 보호 폴더 자체는 미변경. - 완전히 비게 된 Topic_Agent/Topic_Blog/Topics_Biz/Topics_Rag 폴더 제거.
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id, title, category, status, canonical_id, aliases, duplicate_of, source_trust_level, confidence_score, verification_status, tags, raw_sources, last_reinforced, github_commit, tech_stack
| id | title | category | status | canonical_id | aliases | duplicate_of | source_trust_level | confidence_score | verification_status | tags | raw_sources | last_reinforced | github_commit | tech_stack | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| wiki-2026-0508-stat-injection-and-visual-render | Stat Injection and Visual Renderer Pipeline | 10_Wiki/Topics | verified | self |
|
none | B | 0.8 | applied |
|
2026-05-10 | pending |
|
Stat Injection and Visual Renderer Pipeline
매 한 줄
"매 simulation stats (HP, mana, status) → 매 visual layer (sprites, VFX, UI) 의 one-way injection pipeline". 매 game engine 의 ECS pattern + 매 render system. 매 simulation tick 의 authoritative state → 매 frame-rate-independent rendering. 2026 매 Bevy ECS, Unity DOTS, Unreal MASS 가 매 reference.
매 핵심
매 데이터 흐름
- Simulation tick (fixed 60 Hz): 매 stats mutation (Damage, Heal, StatusEffect).
- Stat aggregation: 매 base + buffs + equipment modifiers.
- Injection layer: 매 simulation stats → 매 visual components (HealthBar, SpriteTint, ParticleEmitter).
- Render pipeline: 매 cull → batch → draw call → GPU.
- Frame interpolation: 매 sim tick rate 와 매 render rate 의 mismatch 의 smooth.
매 layers
- Authoritative: simulation Components (Health, Mana, Position).
- Derived/Display: Visual Components (DisplayHealth, FlashTimer, FloatingText).
- Renderer: Sprite, Mesh, Material, Shader.
- Pipeline stages: Update → Late Update → PostUpdate → Render.
매 응용
- RPG combat — damage number 의 popup, sprite flash on hit.
- RTS — health bar, status icon, fog-of-war overlay.
- Action game — hit-stop, screen shake, VFX 의 trigger.
💻 패턴
Bevy ECS (Rust 1.83) — stat → visual injection
use bevy::prelude::*;
#[derive(Component)] struct Health { current: f32, max: f32 }
#[derive(Component)] struct HealthBar; // visual marker
#[derive(Component)] struct DamageFlash { timer: Timer }
fn inject_health_to_bar(
actors: Query<&Health, Changed<Health>>,
mut bars: Query<(&Parent, &mut Sprite), With<HealthBar>>,
) {
for (parent, mut sprite) in bars.iter_mut() {
if let Ok(h) = actors.get(parent.get()) {
let ratio = h.current / h.max;
sprite.custom_size = Some(Vec2::new(64.0 * ratio, 6.0));
sprite.color = Color::rgb(1.0 - ratio, ratio, 0.0);
}
}
}
Damage event → flash injection
#[derive(Event)] struct DamageEvent { target: Entity, amount: f32 }
fn on_damage(
mut events: EventReader<DamageEvent>,
mut commands: Commands,
mut healths: Query<&mut Health>,
) {
for ev in events.read() {
if let Ok(mut h) = healths.get_mut(ev.target) {
h.current -= ev.amount;
commands.entity(ev.target).insert(DamageFlash {
timer: Timer::from_seconds(0.15, TimerMode::Once),
});
}
}
}
fn tick_flash(
time: Res<Time>,
mut q: Query<(Entity, &mut DamageFlash, &mut Sprite)>,
mut commands: Commands,
) {
for (e, mut f, mut s) in q.iter_mut() {
f.timer.tick(time.delta());
s.color = if f.timer.finished() { Color::WHITE } else { Color::RED };
if f.timer.finished() { commands.entity(e).remove::<DamageFlash>(); }
}
}
Frame interpolation (fixed sim, variable render)
#[derive(Component)] struct Transform2D { pos: Vec2 }
#[derive(Component)] struct PrevPos(Vec2);
fn interpolate_render(
fixed: Res<FixedTime>,
q: Query<(&Transform2D, &PrevPos, &mut Transform)>,
) {
let alpha = fixed.accumulated().as_secs_f32() / fixed.timestep().as_secs_f32();
for (cur, prev, mut t) in q.iter_mut() {
let p = prev.0.lerp(cur.pos, alpha);
t.translation = p.extend(t.translation.z);
}
}
Render pipeline stages (Bevy schedule)
app.add_systems(FixedUpdate, (apply_damage, regen_mana))
.add_systems(Update, (inject_health_to_bar, tick_flash))
.add_systems(PostUpdate, (cull_offscreen, batch_sprites));
Floating damage text
fn spawn_damage_text(mut commands: Commands, mut events: EventReader<DamageEvent>,
transforms: Query<&Transform>) {
for ev in events.read() {
let tf = transforms.get(ev.target).unwrap();
commands.spawn((
Text2dBundle { text: Text::from_section(format!("{}", ev.amount as i32),
TextStyle { font_size: 24.0, color: Color::YELLOW, ..default() }),
transform: *tf, ..default() },
FloatingText { lifetime: Timer::from_seconds(1.0, TimerMode::Once), velocity: Vec2::Y * 50.0 },
));
}
}
Modifier aggregation (base + buffs + equipment)
fn aggregate_attack(
mut q: Query<(&BaseStats, &Buffs, &Equipment, &mut DerivedAttack)>,
) {
for (base, buffs, eq, mut atk) in q.iter_mut() {
let mut v = base.attack;
v += eq.iter().map(|i| i.attack_bonus).sum::<f32>();
v *= 1.0 + buffs.iter().map(|b| b.attack_mult).sum::<f32>();
atk.0 = v;
}
}
매 결정 기준
| 상황 | Approach |
|---|---|
| Modern data-oriented engine | Bevy ECS / Unity DOTS / Unreal MASS |
| OOP legacy engine | Component pattern + observer for stat→visual |
| Multiplayer authoritative server | Server simulation, client interpolation |
| Animation-heavy | Skeletal animation system separate from stats |
기본값: ECS — sim Components → 매 system 의 derive Visual Components → renderer 의 read-only.
🔗 Graph
- 부모: Entity Component System
- Adjacent: Bevy · Fixed Timestep
🤖 LLM 활용
언제: 매 game development, 매 simulation/render decoupling, 매 ECS pipeline 의 design. 언제 X: 매 일반 web/backend, 매 simple tool — over-engineering.
❌ 안티패턴
- Render reads sim mid-tick: 매 tearing — 매 PostUpdate 의 inject 의 사용.
- Visual mutates simulation: 매 one-way 의 violation — 매 determinism 의 lost (multiplayer fatal).
- Damage 의 main thread blocking VFX: 매 frame drop. 매 event-driven, async.
- Per-frame allocation: 매 GC stutter — 매 object pool, 매 ECS의 contiguous storage.
🧪 검증 / 중복
- Verified (Bevy 0.14 docs 2025; Unity DOTS docs; Game Engine Architecture Gregory 3rd ed).
- 신뢰도 B (synthesis from multiple engine practices).
🕓 Changelog
| 날짜 | 변경 |
|---|---|
| 2026-05-08 | Phase 1 |
| 2026-05-10 | Manual cleanup — full ECS injection pipeline with Bevy patterns |