diff --git a/.dockerignore b/.dockerignore new file mode 100644 index 0000000..6054892 --- /dev/null +++ b/.dockerignore @@ -0,0 +1,5 @@ +node_modules +frontend/node_modules +frontend/dist +backend/bin +.git diff --git a/.gitignore b/.gitignore index 66fd13c..873f0cf 100644 --- a/.gitignore +++ b/.gitignore @@ -13,3 +13,6 @@ # Dependency directories (remove the comment below to include it) # vendor/ + +# Frontend +**/node_modules/ \ No newline at end of file diff --git a/CLAUDE.md b/CLAUDE.md new file mode 100644 index 0000000..5faf4ca --- /dev/null +++ b/CLAUDE.md @@ -0,0 +1,162 @@ +# CLAUDE.md + +This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository. + +## Project Overview + +gen2d — AI 驱动的 2D 游戏素材生成工具。用户通过文本提示词或可视化参数,生成风格一致、管线友好的 Sprite、背景、UI 元素与动画帧。目标是无缝融入 Unity / Godot 等主流 2D 游戏引擎的工作流。 + +## Directory Structure + +``` +gen2d/ +├── backend/ # Go + Gin API 服务 +│ ├── cmd/ # 入口 (main.go) +│ ├── internal/ # 业务逻辑(不对外暴露) +│ │ ├── handler/ # HTTP handlers +│ │ ├── service/ # 业务 service 层 +│ │ ├── model/ # 数据模型 / DTO +│ │ ├── middleware/ +│ │ └── config/ +│ ├── pkg/ # 可复用的公共库 +│ ├── go.mod +│ └── go.sum +├── frontend/ # Vite + React 前端 +│ ├── src/ +│ │ ├── components/ +│ │ ├── pages/ +│ │ ├── hooks/ +│ │ ├── services/ # API 调用层 +│ │ ├── stores/ # 状态管理 +│ │ ├── types/ +│ │ └── utils/ +│ ├── public/ +│ ├── index.html +│ ├── vite.config.ts +│ ├── tsconfig.json +│ └── package.json +└── CLAUDE.md +``` + +## Common Commands + +### Backend (Go + Gin) + +```bash +cd backend + +# 安装依赖 +go mod tidy + +# 运行开发服务器 +go run cmd/main.go + +# 构建 +go build -o bin/gen2d cmd/main.go + +# 运行全部测试 +go test ./... + +# 运行单个包的测试 +go test ./internal/service/... + +# 运行单个测试函数 +go test -run TestFunctionName ./internal/service/ + +# 代码检查 +golangci-lint run +``` + +### Frontend (Vite + React) + +```bash +cd frontend + +# 安装依赖 +npm install + +# 开发服务器 +npm run dev + +# 构建生产版本 +npm run build + +# 预览生产构建 +npm run preview + +# 类型检查 +npm run typecheck + +# Lint +npm run lint + +# 运行测试 +npm run test + +# 运行单个测试文件 +npm run test -- src/components/AssetCard.test.tsx +``` + +## Architecture + +### 后端分层 + +- **Handler** — 解析 HTTP 请求,调用 service,返回响应。不包含业务逻辑。 +- **Service** — 核心业务逻辑:提示词处理、AI 模型调用、素材后处理。 +- **Model** — 请求/响应 DTO、数据库实体(如有)。 +- **Pkg** — 通用工具:图片处理、颜色分析、sprite 切片等。 + +### 前端架构 + +- 使用 React + TypeScript,状态管理使用 zustand 或 React Context。 +- API 调用集中在 `services/` 目录,组件不直接发请求。 +- 素材预览和参数调整是核心交互,需要关注 Canvas/WebGL 渲染性能。 + +### 前后端通信 + +- RESTful API,JSON 格式。 +- 前端开发时通过 Vite proxy 转发到后端 `localhost:PORT`。 +- 图片素材通过 base64 或对象存储 URL 传输,大文件走 OSS/COS。 + +## 2D 游戏素材生成约束 + +### 素材类型 + +项目需要覆盖以下常见 2D 游戏素材类型: + +- **Sprite / 角色** — 像素风、卡通、手绘风等,需支持多帧动画序列 +- **Tilemap / 地形瓦片** — 可无缝拼接的地形纹理(草地、水域、道路等) +- **UI 元素** — 按钮、血条、对话框、图标等 +- **背景 / 场景** — 横版卷轴背景、俯视视角场景 +- **特效** — 火焰、烟雾、魔法等粒子效果帧 + +### 风格一致性 + +- 提供**风格种子 (Style Seed)** 机制:用户选定一套风格后,后续生成继承相同的色板、线条风格、分辨率。 +- 支持**参考图上传**:以已有素材作为风格参考。 +- 生成时返回**风格向量 / 特征参数**,可用于后续生成的风格锁定。 + +### 管线兼容性 + +生成的素材需满足主流游戏引擎的导入要求: + +- **Sprite Sheet** — 输出标准的 spritesheet 拆分格式,附带 JSON/CSV 元数据(frame 位置、锚点、碰撞框)。 +- **透明通道** — PNG 格式,带 alpha 通道,背景透明。 +- **尺寸规范** — 支持常见尺寸(16×16, 32×32, 48×48, 64×64, 128×128, 256×256),可自定义。 +- **命名规范** — 输出文件遵循 `{category}_{name}_{index}.png` 格式,便于引擎批量导入。 +- **Unity / Godot 导出** — 可选生成 `.aseprite` 元数据或 Unity Sprite Editor 兼容的 `.meta` 信息。 + +### 生成效率与成本 + +- 支持**批量生成**:一次请求生成多个变体(如角色的行走 8 方向 × 4 帧)。 +- 提供**低分辨率预览 → 高分辨率出图**的两阶段流程,减少无效生成。 +- 后端应做**请求去重与缓存**:相同提示词 + 参数的结果缓存复用。 +- AI 模型调用支持**异步队列**,前端轮询或 WebSocket 获取结果。 + +## Conventions + +- 后端 Go 代码遵循 [Effective Go](https://go.dev/doc/effective_go) 和 Go 官方 style。 +- 前端使用 ESLint + Prettier,提交前自动格式化。 +- API 路径统一使用 `/api/v1/` 前缀。 +- 错误响应统一格式:`{"code": int, "message": string, "data": any}`。 +- Git commit message 使用中文或英文均可,但需要清晰描述变更内容。 diff --git a/backend/Dockerfile b/backend/Dockerfile new file mode 100644 index 0000000..63a0ad5 --- /dev/null +++ b/backend/Dockerfile @@ -0,0 +1,18 @@ +# ---- Build Stage ---- +FROM golang:1.26-alpine AS builder + +WORKDIR /src +COPY go.mod go.sum ./ +RUN go mod download + +COPY . . +RUN CGO_ENABLED=0 GOOS=linux go build -o /bin/gen2d ./cmd/main.go + +# ---- Runtime Stage ---- +FROM alpine:3.20 + +RUN apk add --no-cache ca-certificates +COPY --from=builder /bin/gen2d /usr/local/bin/gen2d + +EXPOSE 8080 +CMD ["gen2d"] diff --git a/backend/cmd/main.go b/backend/cmd/main.go new file mode 100644 index 0000000..8e4eff5 --- /dev/null +++ b/backend/cmd/main.go @@ -0,0 +1,30 @@ +// gen2d backend 入口 +package main + +import ( + "fmt" + "log" + + "gen2d/internal/config" + "gen2d/internal/handler" + + "github.com/gin-gonic/gin" +) + +func main() { + cfg := config.Load() + + gin.SetMode(cfg.Mode) + + r := gin.New() + r.Use(gin.Recovery()) // panic 恢复中间件,防止服务因未捕获异常宕机 + + // API v1 路由组 + r.GET("/api/v1/health", handler.Health) // 健康检查 + + addr := fmt.Sprintf(":%d", cfg.Port) + log.Printf("gen2d backend starting on %s", addr) + if err := r.Run(addr); err != nil { + log.Fatalf("server failed: %v", err) + } +} diff --git a/backend/go.mod b/backend/go.mod new file mode 100644 index 0000000..37f12d7 --- /dev/null +++ b/backend/go.mod @@ -0,0 +1,37 @@ +module gen2d + +go 1.26.3 + +require github.com/gin-gonic/gin v1.12.0 + +require ( + github.com/bytedance/gopkg v0.1.3 // indirect + github.com/bytedance/sonic v1.15.0 // indirect + github.com/bytedance/sonic/loader v0.5.0 // indirect + github.com/cloudwego/base64x v0.1.6 // indirect + github.com/gabriel-vasile/mimetype v1.4.12 // indirect + github.com/gin-contrib/sse v1.1.0 // indirect + github.com/go-playground/locales v0.14.1 // indirect + github.com/go-playground/universal-translator v0.18.1 // indirect + github.com/go-playground/validator/v10 v10.30.1 // indirect + github.com/goccy/go-json v0.10.5 // indirect + github.com/goccy/go-yaml v1.19.2 // indirect + github.com/json-iterator/go v1.1.12 // indirect + github.com/klauspost/cpuid/v2 v2.3.0 // indirect + github.com/leodido/go-urn v1.4.0 // indirect + github.com/mattn/go-isatty v0.0.20 // indirect + github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect + github.com/modern-go/reflect2 v1.0.2 // indirect + github.com/pelletier/go-toml/v2 v2.2.4 // indirect + github.com/quic-go/qpack v0.6.0 // indirect + github.com/quic-go/quic-go v0.59.0 // indirect + github.com/twitchyliquid64/golang-asm v0.15.1 // indirect + github.com/ugorji/go/codec v1.3.1 // indirect + go.mongodb.org/mongo-driver/v2 v2.5.0 // indirect + golang.org/x/arch v0.22.0 // indirect + golang.org/x/crypto v0.48.0 // indirect + golang.org/x/net v0.51.0 // indirect + golang.org/x/sys v0.41.0 // indirect + golang.org/x/text v0.34.0 // indirect + google.golang.org/protobuf v1.36.10 // indirect +) diff --git a/backend/go.sum b/backend/go.sum new file mode 100644 index 0000000..3a33231 --- /dev/null +++ b/backend/go.sum @@ -0,0 +1,89 @@ +github.com/bytedance/gopkg v0.1.3 h1:TPBSwH8RsouGCBcMBktLt1AymVo2TVsBVCY4b6TnZ/M= 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a/backend/internal/config/config.go b/backend/internal/config/config.go new file mode 100644 index 0000000..6254b87 --- /dev/null +++ b/backend/internal/config/config.go @@ -0,0 +1,35 @@ +// Package config 负责从环境变量加载应用配置。 +package config + +import ( + "os" + "strconv" +) + +// Config 应用全局配置,优先读取环境变量,未设置时使用默认值。 +type Config struct { + Port int // HTTP 监听端口,默认 8080,环境变量 GEN2D_PORT + Mode string // Gin 运行模式 (debug/release),环境变量 GEN2D_MODE + MaxFileSize int64 // 上传文件大小上限(字节),默认 10MB +} + +// Load 从环境变量加载配置并返回。 +func Load() *Config { + cfg := &Config{ + Port: 8080, + Mode: "debug", + MaxFileSize: 10 << 20, // 10MB + } + + if port := os.Getenv("GEN2D_PORT"); port != "" { + if p, err := strconv.Atoi(port); err == nil { + cfg.Port = p + } + } + + if mode := os.Getenv("GEN2D_MODE"); mode != "" { + cfg.Mode = mode + } + + return cfg +} diff --git a/backend/internal/handler/health.go b/backend/internal/handler/health.go new file mode 100644 index 0000000..eb61746 --- /dev/null +++ b/backend/internal/handler/health.go @@ -0,0 +1,12 @@ +package handler + +import ( + "gen2d/internal/model" + + "github.com/gin-gonic/gin" +) + +// Health 健康检查接口,返回服务运行状态。 +func Health(c *gin.Context) { + c.JSON(200, model.OK(gin.H{"status": "healthy"})) +} diff --git a/backend/internal/model/response.go b/backend/internal/model/response.go new file mode 100644 index 0000000..692eda2 --- /dev/null +++ b/backend/internal/model/response.go @@ -0,0 +1,19 @@ +// Package model 定义请求/响应的数据结构。 +package model + +// Response 统一 API 响应格式,所有接口均返回此结构。 +type Response struct { + Code int `json:"code"` // 业务状态码,0 表示成功 + Message string `json:"message"` // 状态描述 + Data any `json:"data,omitempty"` // 响应数据,错误时省略 +} + +// OK 构造成功响应。 +func OK(data any) Response { + return Response{Code: 0, Message: "ok", Data: data} +} + +// Fail 构造错误响应。 +func Fail(code int, msg string) Response { + return Response{Code: code, Message: msg} +} diff --git a/backend/pkg/splitsprite/splitsprite.go b/backend/pkg/splitsprite/splitsprite.go new file mode 100644 index 0000000..d63c5a4 --- /dev/null +++ b/backend/pkg/splitsprite/splitsprite.go @@ -0,0 +1,299 @@ +// Package splitsprite provides PNG sprite sheet splitting utilities. +// +// Pipeline: green screen removal → projection-based gap detection → +// split into tiles → filter out low-fill tiles → trim transparent edges. +package splitsprite + +import ( + "fmt" + "image" + "image/color" + "image/draw" + "math" + "sort" +) + +// Options configures the sprite sheet splitting pipeline. +type Options struct { + // GreenScreen enables green background removal. + GreenScreen bool + // GreenTolerance controls how aggressively green pixels are removed (0–1, default 0.2). + GreenTolerance float64 + + // GapThreshold is the max fraction of non-transparent pixels a row/column + // can have to be considered a gap (0–1, default 0.03). + GapThreshold float64 + // MinGapWidth is the minimum width in pixels a gap must have. + MinGapWidth int + + // MinFillRatio is the minimum fraction of non-transparent pixels a tile + // must have to be kept (0–1, default 0.3). + MinFillRatio float64 + + // Trim removes transparent borders from output tiles. + Trim bool + // OutW / OutH specify the output tile size (0 = keep original). + OutW, OutH int +} + +// DefaultOptions returns sensible default splitting options. +func DefaultOptions() *Options { + return &Options{ + GreenScreen: true, + GreenTolerance: 0.2, + GapThreshold: 0.03, + MinGapWidth: 2, + MinFillRatio: 0.3, + Trim: true, + } +} + +// Process splits a sprite sheet image into individual cleaned tile images. +// It runs the full pipeline: green screen removal → split → trim → resize. +func Process(img image.Image, opts *Options) ([]image.Image, error) { + if opts == nil { + opts = DefaultOptions() + } + + src := toRGBA(img) + + if opts.GreenScreen { + src = removeGreenScreen(src, opts.GreenTolerance) + } + + tiles := projectionSplit(src, opts.GapThreshold, opts.MinGapWidth, opts.MinFillRatio) + if len(tiles) == 0 { + return nil, fmt.Errorf("no tiles detected — try lowering GapThreshold or adjusting GreenTolerance") + } + + results := make([]image.Image, len(tiles)) + for i, t := range tiles { + sub := image.NewRGBA(image.Rect(0, 0, t.w, t.h)) + draw.Draw(sub, sub.Bounds(), src, image.Point{t.x, t.y}, draw.Src) + + if opts.Trim { + sub = trimAlpha(sub) + } + if opts.OutW > 0 && opts.OutH > 0 { + sub = resize(sub, opts.OutW, opts.OutH) + } + results[i] = sub + } + return results, nil +} + +// RemoveGreenScreen removes green-dominant background pixels, making them transparent. +func RemoveGreenScreen(img image.Image, tol float64) image.Image { + return removeGreenScreen(toRGBA(img), tol) +} + +// TrimAlpha removes fully transparent borders from an image. +func TrimAlpha(img image.Image) image.Image { + return trimAlpha(toRGBA(img)) +} + +// Resize resizes an image using nearest-neighbor interpolation. +func Resize(img image.Image, w, h int) image.Image { + return resize(toRGBA(img), w, h) +} + +// ============================ +// internal +// ============================ + +type tile struct { + x, y, w, h int +} + +func removeGreenScreen(rgba *image.RGBA, tol float64) *image.RGBA { + b := rgba.Bounds() + dst := image.NewRGBA(b) + absTol := tol * 255 + + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + r16, g16, bl16, a16 := rgba.At(x, y).RGBA() + if a16 == 0 { + continue + } + r, g, bl := float64(r16>>8), float64(g16>>8), float64(bl16>>8) + gDominance := g - (r+bl)/2 + if gDominance > absTol { + alpha := 1.0 - math.Min(gDominance/(absTol*2), 1.0) + dst.SetRGBA(x, y, color.RGBA{ + R: uint8(r), G: uint8(g), B: uint8(bl), + A: uint8(alpha * 255), + }) + } else { + dst.Set(x, y, rgba.At(x, y)) + } + } + } + return dst +} + +func projectionSplit(rgba *image.RGBA, gapThreshold float64, minGap int, minFill float64) []tile { + bounds := rgba.Bounds() + W, H := bounds.Dx(), bounds.Dy() + + rowRatio := make([]float64, H) + colRatio := make([]float64, W) + for y := 0; y < H; y++ { + n := 0 + for x := 0; x < W; x++ { + if alphaAt(rgba, x, y) > 0 { + n++ + } + } + rowRatio[y] = float64(n) / float64(W) + } + for x := 0; x < W; x++ { + n := 0 + for y := 0; y < H; y++ { + if alphaAt(rgba, x, y) > 0 { + n++ + } + } + colRatio[x] = float64(n) / float64(H) + } + + rowCuts := findCuts(rowRatio, gapThreshold, minGap) + colCuts := findCuts(colRatio, gapThreshold, minGap) + + if len(rowCuts) < 2 || len(colCuts) < 2 { + return nil + } + + var tiles []tile + for ri := 0; ri < len(rowCuts)-1; ri++ { + for ci := 0; ci < len(colCuts)-1; ci++ { + x := colCuts[ci] + y := rowCuts[ri] + w := colCuts[ci+1] - x + h := rowCuts[ri+1] - y + if tileFillRatio(rgba, x, y, w, h) >= minFill { + tiles = append(tiles, tile{x: x, y: y, w: w, h: h}) + } + } + } + return tiles +} + +func tileFillRatio(rgba *image.RGBA, x0, y0, w, h int) float64 { + total := w * h + if total == 0 { + return 0 + } + n := 0 + for y := y0; y < y0+h; y++ { + for x := x0; x < x0+w; x++ { + if alphaAt(rgba, x, y) > 0 { + n++ + } + } + } + return float64(n) / float64(total) +} + +func findCuts(ratios []float64, threshold float64, minGap int) []int { + n := len(ratios) + isGap := make([]bool, n) + for i, r := range ratios { + isGap[i] = r < threshold + } + + type segment struct{ start, end int } + var gaps []segment + i := 0 + for i < n { + if isGap[i] { + start := i + for i < n && isGap[i] { + i++ + } + if i-start >= minGap { + gaps = append(gaps, segment{start, i}) + } + } else { + i++ + } + } + + if len(gaps) == 0 { + return []int{0, n} + } + + cuts := []int{0} + for _, seg := range gaps { + cuts = append(cuts, seg.start+(seg.end-seg.start)/2) + } + cuts = append(cuts, n) + sort.Ints(cuts) + + dedup := cuts[:1] + for j := 1; j < len(cuts); j++ { + if cuts[j] != dedup[len(dedup)-1] { + dedup = append(dedup, cuts[j]) + } + } + return dedup +} + +func alphaAt(rgba *image.RGBA, x, y int) uint8 { + return rgba.Pix[rgba.PixOffset(x, y)+3] +} + +func trimAlpha(rgba *image.RGBA) *image.RGBA { + b := rgba.Bounds() + minX, minY := b.Max.X, b.Max.Y + maxX, maxY := b.Min.X, b.Min.Y + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + if alphaAt(rgba, x-b.Min.X, y-b.Min.Y) > 0 { + if x < minX { + minX = x + } + if x > maxX { + maxX = x + } + if y < minY { + minY = y + } + if y > maxY { + maxY = y + } + } + } + } + w := maxX - minX + 1 + h := maxY - minY + 1 + if w <= 0 || h <= 0 { + return rgba + } + dst := image.NewRGBA(image.Rect(0, 0, w, h)) + draw.Draw(dst, dst.Bounds(), rgba, image.Point{minX, minY}, draw.Src) + return dst +} + +func resize(rgba *image.RGBA, w, h int) *image.RGBA { + dst := image.NewRGBA(image.Rect(0, 0, w, h)) + sw, sh := rgba.Bounds().Dx(), rgba.Bounds().Dy() + for y := 0; y < h; y++ { + for x := 0; x < w; x++ { + sx := x * sw / w + sy := y * sh / h + dst.Set(x, y, rgba.At(sx, sy)) + } + } + return dst +} + +func toRGBA(src image.Image) *image.RGBA { + if rgba, ok := src.(*image.RGBA); ok { + return rgba + } + b := src.Bounds() + rgba := image.NewRGBA(b) + draw.Draw(rgba, b, src, b.Min, draw.Src) + return rgba +} diff --git a/docker-compose.yml b/docker-compose.yml new file mode 100644 index 0000000..2e14c32 --- /dev/null +++ b/docker-compose.yml @@ -0,0 +1,21 @@ +services: + backend: + build: + context: ./backend + dockerfile: Dockerfile + environment: + - GEN2D_MODE=release + - GEN2D_PORT=8080 + expose: + - "8080" + restart: unless-stopped + + frontend: + build: + context: ./frontend + dockerfile: Dockerfile + ports: + - "10000:80" + depends_on: + - backend + restart: unless-stopped diff --git a/docs/api.md b/docs/api.md new file mode 100644 index 0000000..6d238fb --- /dev/null +++ b/docs/api.md @@ -0,0 +1,62 @@ +# gen2d API 文档 + +Base URL: `http://localhost:8080` + +## 统一响应格式 + +所有接口均返回以下 JSON 结构: + +```json +{ + "code": 0, + "message": "ok", + "data": {} +} +``` + +| 字段 | 类型 | 说明 | +| --------- | ------ | -------------------------------------- | +| `code` | int | 业务状态码。`0` 表示成功,非零为错误码 | +| `message` | string | 状态描述 | +| `data` | any | 响应数据,错误时可能不返回此字段 | + +### 成功响应 + +```json +{ + "code": 0, + "message": "ok", + "data": { ... } +} +``` + +### 错误响应 + +```json +{ + "code": 400, + "message": "error description" +} +``` + +--- + +## 接口列表 + +### 健康检查 + +``` +GET /api/v1/health +``` + +**响应示例** + +```json +{ + "code": 0, + "message": "ok", + "data": { + "status": "healthy" + } +} +``` diff --git a/docs/architecture.md b/docs/architecture.md new file mode 100644 index 0000000..5242009 --- /dev/null +++ b/docs/architecture.md @@ -0,0 +1,234 @@ +# gen2d 多智能体架构设计 + +## 概述 + +gen2d 是一个 AI 驱动的 2D 游戏素材生成工具。核心思路是采用**多智能体协作流水线**,将素材生成拆分为 **处理前 → 处理中 → 处理后** 三个阶段,每个阶段由专门的 subagent 负责。 + +## 整体架构 + +``` +┌──────────────┐ ┌──────────────┐ ┌──────────────┐ +│ PromptBuilder │ ──▶ │ AssetGenerator │ ──▶ │ PostProcess │ +│ (提示词工程) │ │ (AI 出图) │ │ (质检+格式适配) │ +└──────────────┘ └──────────────┘ └──────────────┘ +``` + +三个 Agent 顺序执行,无需主控编排——上一步的输出即是下一步的输入。 + +--- + +## 一、处理前 — 提示词工程 & 风格注入 + +### 1.1 PromptBuilder Agent + +将用户输入一次性加工为最终生成提示词,合并了原本分散在多个步骤中的提示词改写、风格注入、管线标签拼接。 + +- **输入**:用户原始文本 + 素材类型标签 + StyleSeed 对象 + 技术参数 +- **输出**:直接可用于 `AssetGenerator` 的完整提示词 +- **处理逻辑**: + - 补全缺失细节(根据素材类型推断默认视角、构图等) + - 注入游戏美术专用术语(pixel art / hand-drawn / vector flat 等) + - 注入 StyleSeed 风格参数(色板、线条粗细、参考图特征向量) + - 拼接管线兼容性标签(`--ar 1:1 --res 64x64 --format png --alpha` 等) + - 添加质量关键词和负向提示词 + +**StyleSeed 数据结构**(前端维护,透传至 PromptBuilder): + - `palette`: 主色调 + 辅助色 + 高光/阴影色 + - `lineWeight`: 线条粗细等级 + - `styleRef`: 参考图特征向量(可选,来自用户上传的参考图) + - `resolution`: 目标分辨率 (16/32/48/64/128/256) + - `artStyle`: 美术风格枚举 (pixel/cartoon/hand-drawn/vector/flat) + +--- + +## 二、处理时 — 生成 & 风格控制 + +### 2.1 AssetGenerator(统一生成 Agent) + +所有素材类型共用同一个生成 Agent,调用底层 AI 推理 API 出图。不同素材类型的差异化需求已在预处理阶段由 `PromptBuilder` 按 `assetType` 注入到提示词中,不体现在生成阶段。 + +原本归属在"生成 Agent"上的特殊约束(帧间一致性、边缘拼接、UI 安全区、视差层、帧循环等),本质上是**后处理阶段**的验证和适配工作,应下沉到 `QualitySupervisor` 和 `FormatAdapter` 中按 `assetType` 做策略分发。 + +### 2.2 序列帧生成策略 + +对于多帧动画(角色行走、特效等),逐帧独立生成容易出现帧间外观不一致。采用 **版图生成法**: + +- AI 生成一张包含完整动作序列的大图(action plate),帧按网格排列 +- 后处理阶段由 `FormatAdapter` 按网格坐标切分为单帧 +- 一张版图内的角色外观、光影、比例天然一致 + +### 2.3 两阶段生成机制 + +- **Phase 1 — 低分辨率预览**:以目标分辨率的 1/4 快速生成缩略图,用户确认方向 +- **Phase 2 — 高分辨率出图**:确认后生成全分辨率素材 +- 减少无效生成消耗,节省 API 调用成本 + +--- + +## 三、处理后 — 质量监督 & 管线适配 + +### 3.1 QualitySupervisor Agent + +- **职责**:评估生成素材质量,决定是否需要重新生成 +- **检查维度**: + - 边缘清晰度(无模糊/锯齿) + - Alpha 通道正确性(背景是否完全透明) + - 风格一致性(与 StyleSeed 的偏差是否在阈值内) + - 分辨率匹配(输出尺寸是否与目标一致) + - 帧完整性(多帧素材是否缺帧) + - 无缝拼接(瓦片类素材的四边连接测试) +- **输出**:每张素材的质量评分 (0-100) + 问题描述 +- **决策**:评分 < 阈值 → 自动触发重新生成(最多重试 3 次) + +### 3.2 FormatAdapter Agent + +- **职责**:将原始生成结果转换为游戏引擎可用的格式 +- **功能**: + - **版图拆分**:将序列帧版图按网格切分为单帧(配合 2.2 版图生成法) + - **SpriteSheet 打包**:将单帧图片合并为 spritesheet,生成 JSON/CSV 元数据(帧位置、尺寸、锚点、碰撞框) + - **元数据生成**: + ```json + { + "frames": [ + { + "name": "walk_down_0", + "rect": [0, 0, 64, 64], + "anchor": [32, 56], + "duration": 100 + } + ], + "meta": { "size": [512, 512], "format": "RGBA8888" } + } + ``` + - **引擎导出**:可选生成 `.aseprite` 元数据或 Unity `.meta` 文件 + - **命名规范化**:确保输出遵循 `{category}_{name}_{index}.png` + +### 3.3 Cache & Dedup + +- **请求去重**:相同 `(提示词, 参数, StyleSeed)` 的生成请求直接返回缓存结果 +- **缓存分层**: + - L1: 内存 LRU(热点素材快速响应) + - L2: 本地文件/对象存储(持久化,跨实例共享) + +--- + +## 四、API 设计 + +所有接口统一前缀 `/api/v1/`,统一响应格式: + +```json +{ "code": 0, "message": "ok", "data": {} } +``` + +### 4.1 素材生成 + +| 方法 | 路径 | 说明 | +|------|------|------| +| POST | `/api/v1/generate` | 提交生成任务,返回 jobId | +| GET | `/api/v1/generate/:jobId` | 查询任务状态与进度 | +| GET | `/api/v1/generate/:jobId/result` | 获取生成结果(素材 URL + 元数据) | +| WS | `/api/v1/generate/:jobId/ws` | WebSocket 实时进度推送 | + +请求体示例 (POST /api/v1/generate): + +```json +{ + "prompt": "a brave knight in shining armor", + "assetType": "sprite", + "styleSeedId": "seed_abc123", + "params": { + "resolution": 64, + "frames": { "directions": 8, "framesPerDirection": 4 }, + "format": "spritesheet" + } +} +``` + +### 4.2 风格管理 + +| 方法 | 路径 | 说明 | +|------|------|------| +| POST | `/api/v1/style/seed` | 创建风格种子(可上传参考图) | +| GET | `/api/v1/style/seed/:id` | 获取风格种子详情 | +| GET | `/api/v1/style/seeds` | 列出所有风格种子 | +| POST | `/api/v1/style/extract` | 从参考图提取风格特征向量 | + +### 4.3 缓存管理 + +| 方法 | 路径 | 说明 | +|------|------|------| +| DELETE | `/api/v1/cache/:key` | 清除特定缓存 | +| POST | `/api/v1/cache/clear` | 批量清除缓存 | + +--- + +## 五、后端分层结构 + +``` +backend/internal/ +├── handler/ # HTTP handlers(薄层,只做参数绑定 + 调用 service) +│ ├── generate.go # 生成任务提交 / 查询 / WebSocket +│ ├── style.go # 风格种子 CRUD + 特征提取 +│ └── health.go # [已有] 健康检查 +├── service/ # 业务逻辑层 +│ ├── pipeline.go # 核心管线:接收请求 → PromptBuilder → AssetGenerator → QualitySupervisor → FormatAdapter +│ ├── inference.go # AI 推理 API 调用封装(可替换模型提供商) +│ └── style.go # 风格种子管理 & 参考图特征提取 +├── model/ # 数据模型 / DTO +│ ├── response.go # [已有] 统一响应 +│ ├── task.go # 生成任务 & 素材 +│ └── style.go # 风格种子 +├── middleware/ # 中间件 +│ ├── cors.go +│ ├── logger.go +│ └── ratelimit.go +├── config/ # [已有] 配置 +│ └── config.go +├── queue/ # 异步任务队列 +│ └── jobqueue.go +└── cache/ # 缓存层(请求去重 + 结果缓存) + └── cache.go +``` + +### 分层原则 + +- **handler**:只做参数绑定、校验、调用 service、返回响应。一个 handler 对应一组 API 路由。 +- **service**:承载所有业务逻辑。`pipeline.go` 是唯一编排入口,不再拆分成 orchestrator/preprocess/generator/postprocess 四个文件——这些是同一根管线的顺序步骤,拆开反而增加耦合面。 +- **model**:纯数据结构,不含业务逻辑。 + +--- + +## 六、前端集成 + +### 核心交互流程 + +``` +用户输入提示词 → 选择风格种子 → 配置参数 → 提交生成 + → 轮询/WebSocket 进度 → 预览缩略图 → 确认/调整 → 下载素材包 +``` + +### 关键组件树 + +``` +App +├── AssetGenerator # 生成工作台(主页面) +│ ├── PromptInput # 提示词输入 + 素材类型选择 +│ ├── StyleSelector # 风格种子选择器(含预览色板) +│ ├── ParamPanel # 参数面板(分辨率/帧数/格式/引擎) +│ └── ReferenceUpload # 参考图上传 +├── GenerationProgress # 生成进度展示 +│ ├── ProgressBar # 总进度 +│ ├── ThumbnailGrid # 缩略图网格(低分辨率预览) +│ └── AssetCard # 单张素材预览 + 质量评分 +├── StyleManager # 风格种子管理 +│ └── StylePalette # 色板可视化 +└── ExportPanel # 导出面板 + ├── FormatSelector # 格式选择(spritesheet/json/unity/godot) + └── DownloadButton # 打包下载 +``` + +### 状态管理 (zustand) + +- `useGenerationStore` — 生成任务队列、进度、结果 +- `useStyleStore` — 风格种子列表、当前选中风格 +- `useWebSocket` — WebSocket 连接管理 (自定义 hook) diff --git a/frontend/Dockerfile b/frontend/Dockerfile new file mode 100644 index 0000000..405dfe0 --- /dev/null +++ b/frontend/Dockerfile @@ -0,0 +1,17 @@ +# ---- Build Stage ---- +FROM node:20-alpine AS builder + +WORKDIR /app +COPY package.json package-lock.json* ./ +RUN npm ci + +COPY . . +RUN npm run build + +# ---- Runtime Stage ---- +FROM nginx:alpine + +COPY --from=builder /app/dist /usr/share/nginx/html +COPY nginx.conf /etc/nginx/conf.d/default.conf + +EXPOSE 80 diff --git a/frontend/index.html b/frontend/index.html new file mode 100644 index 0000000..50ab2b0 --- /dev/null +++ b/frontend/index.html @@ -0,0 +1,12 @@ + + + + + + gen2d + + +
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new file mode 100644 index 0000000..2f12ae3 --- /dev/null +++ b/frontend/package.json @@ -0,0 +1,23 @@ +{ + "name": "gen2d-frontend", + "private": true, + "version": "0.0.1", + "type": "module", + "scripts": { + "dev": "vite", + "build": "tsc && vite build", + "preview": "vite preview", + "typecheck": "tsc --noEmit" + }, + "dependencies": { + "react": "^18.3.1", + "react-dom": "^18.3.1" + }, + "devDependencies": { + "@types/react": "^18.3.12", + "@types/react-dom": "^18.3.1", + "@vitejs/plugin-react": "^4.3.4", + "typescript": "^5.6.3", + "vite": "^6.0.0" + } +} diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx new file mode 100644 index 0000000..b262d97 --- /dev/null +++ b/frontend/src/App.tsx @@ -0,0 +1,10 @@ +function App() { + return ( +
+

gen2d

+

AI 驱动的 2D 游戏素材生成工具

+
+ ) +} + +export default App diff --git a/frontend/src/main.tsx b/frontend/src/main.tsx new file mode 100644 index 0000000..feac8ee --- /dev/null +++ b/frontend/src/main.tsx @@ -0,0 +1,9 @@ +import { StrictMode } from 'react' +import { createRoot } from 'react-dom/client' +import App from './App' + +createRoot(document.getElementById('root')!).render( + + + , +) diff --git a/frontend/src/vite-env.d.ts b/frontend/src/vite-env.d.ts new file mode 100644 index 0000000..11f02fe --- /dev/null +++ b/frontend/src/vite-env.d.ts @@ -0,0 +1 @@ +/// diff --git a/frontend/tsconfig.json b/frontend/tsconfig.json new file mode 100644 index 0000000..20fb0a0 --- /dev/null +++ b/frontend/tsconfig.json @@ -0,0 +1,21 @@ +{ + "compilerOptions": { + "target": "ES2020", + "useDefineForClassFields": true, + "lib": ["ES2020", "DOM", "DOM.Iterable"], + "module": "ESNext", + "skipLibCheck": true, + "moduleResolution": "bundler", + "allowImportingTsExtensions": true, + "isolatedModules": true, + "moduleDetection": "force", + "noEmit": true, + "jsx": "react-jsx", + "strict": true, + "noUnusedLocals": true, + "noUnusedParameters": true, + "noFallthroughCasesInSwitch": true, + "forceConsistentCasingInFileNames": true + }, + "include": ["src"] +} diff --git a/frontend/vite.config.ts b/frontend/vite.config.ts new file mode 100644 index 0000000..3e35b47 --- /dev/null +++ b/frontend/vite.config.ts @@ -0,0 +1,15 @@ +import { defineConfig } from 'vite' +import react from '@vitejs/plugin-react' + +export default defineConfig({ + plugins: [react()], + server: { + port: 3000, + proxy: { + '/api': { + target: 'http://localhost:8080', + changeOrigin: true, + }, + }, + }, +})