高级功能
Qwen Image Edit 的高级功能和特性
高级功能
探索 Qwen Image Edit 为高级用户和企业应用提供的高级功能。
批量处理
处理多个图像
使用批量操作高效处理多个图像:
import { QwenImageEdit } from '@qwen/image-edit';
const client = new QwenImageEdit({
apiKey: process.env.QWEN_API_KEY
});
// 批量编辑多个图像
const batchEdit = async (images, prompt) => {
const results = await Promise.allSettled(
images.map(async (image, index) => {
try {
const result = await client.edit({
image: image,
prompt: prompt,
// 添加唯一标识符用于跟踪
metadata: { batchId: Date.now(), index }
});
return { success: true, result, index };
} catch (error) {
return { success: false, error, index };
}
})
);
return results;
};
// 使用方法
const images = [image1, image2, image3];
const results = await batchEdit(images, "添加复古滤镜");
// 处理结果
results.forEach((result, index) => {
if (result.status === 'fulfilled' && result.value.success) {
console.log(`图像 ${index} 处理成功`);
} else {
console.error(`图像 ${index} 处理失败:`, result.reason || result.value.error);
}
});
带速率限制的批量处理
class BatchProcessor {
constructor(client, options = {}) {
this.client = client;
this.concurrency = options.concurrency || 3;
this.delay = options.delay || 1000;
}
async processBatch(tasks) {
const results = [];
for (let i = 0; i < tasks.length; i += this.concurrency) {
const batch = tasks.slice(i, i + this.concurrency);
const batchResults = await Promise.allSettled(
batch.map(task => this.processTask(task))
);
results.push(...batchResults);
// 在批次之间添加延迟
if (i + this.concurrency < tasks.length) {
await new Promise(resolve => setTimeout(resolve, this.delay));
}
}
return results;
}
async processTask(task) {
return await this.client.edit(task);
}
}
// 使用方法
const processor = new BatchProcessor(client, {
concurrency: 2,
delay: 500
});
const tasks = images.map(image => ({
image,
prompt: "增强图像质量"
}));
const results = await processor.processBatch(tasks);
自定义模型
使用微调模型
利用自定义模型进行专业编辑任务:
// 使用自定义微调模型
const result = await client.edit({
image: inputImage,
prompt: "应用品牌特定样式",
model: "custom-brand-model-v1",
parameters: {
strength: 0.8,
guidance_scale: 7.5,
custom_params: {
brand_style: "现代",
color_palette: "企业色彩"
}
}
});
模型选择策略
class ModelSelector {
constructor() {
this.models = {
'portrait': 'qwen-portrait-v2',
'landscape': 'qwen-landscape-v2',
'product': 'qwen-product-v1',
'artistic': 'qwen-artistic-v3',
'custom-brand': 'custom-brand-model-v1'
};
}
selectModel(imageType, editType) {
// 选择合适模型的逻辑
if (editType === 'brand-styling') {
return this.models['custom-brand'];
}
return this.models[imageType] || 'qwen-general-v2';
}
}
const selector = new ModelSelector();
const model = selector.selectModel('portrait', 'enhancement');
const result = await client.edit({
image: inputImage,
prompt: "增强人像光线",
model: model
});
高级编辑技术
多步骤编辑流水线
class EditingPipeline {
constructor(client) {
this.client = client;
this.steps = [];
}
addStep(prompt, options = {}) {
this.steps.push({ prompt, options });
return this;
}
async execute(inputImage) {
let currentImage = inputImage;
const results = [];
for (const [index, step] of this.steps.entries()) {
try {
const result = await this.client.edit({
image: currentImage,
prompt: step.prompt,
...step.options
});
currentImage = result.image;
results.push({
step: index + 1,
prompt: step.prompt,
success: true,
result
});
} catch (error) {
results.push({
step: index + 1,
prompt: step.prompt,
success: false,
error
});
break;
}
}
return {
finalImage: currentImage,
steps: results
};
}
}
// 使用方法
const pipeline = new EditingPipeline(client)
.addStep("移除背景", { strength: 0.9 })
.addStep("添加专业光线", { strength: 0.7 })
.addStep("增强色彩", { strength: 0.6 });
const result = await pipeline.execute(inputImage);
条件编辑
const conditionalEdit = async (image, conditions) => {
// 首先分析图像
const analysis = await client.analyze({
image: image,
features: ['objects', 'colors', 'composition']
});
let editPrompt = "";
let editOptions = {};
// 根据分析结果应用条件
if (analysis.brightness < 0.3) {
editPrompt += "提亮图像,";
editOptions.strength = 0.8;
}
if (analysis.objects.includes('person')) {
editPrompt += "增强人像特征,";
editOptions.model = 'qwen-portrait-v2';
}
if (analysis.colors.saturation < 0.5) {
editPrompt += "增加色彩饱和度";
}
// 移除末尾的逗号和空格
editPrompt = editPrompt.replace(/, $/, '');
return await client.edit({
image: image,
prompt: editPrompt,
...editOptions
});
};
性能优化
图像预处理
class ImageOptimizer {
static async optimizeForEditing(image, options = {}) {
const {
maxWidth = 2048,
maxHeight = 2048,
quality = 0.9,
format = 'jpeg'
} = options;
return new Promise((resolve) => {
const canvas = document.createElement('canvas');
const ctx = canvas.getContext('2d');
const img = new Image();
img.onload = () => {
// 计算最佳尺寸
const ratio = Math.min(
maxWidth / img.width,
maxHeight / img.height,
1 // 不放大
);
canvas.width = img.width * ratio;
canvas.height = img.height * ratio;
// 应用图像平滑
ctx.imageSmoothingEnabled = true;
ctx.imageSmoothingQuality = 'high';
ctx.drawImage(img, 0, 0, canvas.width, canvas.height);
canvas.toBlob(resolve, `image/${format}`, quality);
};
img.src = URL.createObjectURL(image);
});
}
}
// 使用方法
const optimizedImage = await ImageOptimizer.optimizeForEditing(originalImage, {
maxWidth: 1024,
quality: 0.85
});
const result = await client.edit({
image: optimizedImage,
prompt: "专业照片增强"
});
缓存策略
class EditCache {
constructor(maxSize = 100) {
this.cache = new Map();
this.maxSize = maxSize;
}
generateKey(image, prompt, options = {}) {
// 创建输入参数的哈希
const params = JSON.stringify({ prompt, options });
return `${this.hashImage(image)}-${this.hashString(params)}`;
}
hashImage(image) {
// 基于图像大小和类型的简单哈希
return `${image.size}-${image.type}-${image.lastModified || Date.now()}`;
}
hashString(str) {
let hash = 0;
for (let i = 0; i < str.length; i++) {
const char = str.charCodeAt(i);
hash = ((hash << 5) - hash) + char;
hash = hash & hash; // 转换为32位整数
}
return hash.toString();
}
get(key) {
if (this.cache.has(key)) {
// 移动到末尾(LRU)
const value = this.cache.get(key);
this.cache.delete(key);
this.cache.set(key, value);
return value;
}
return null;
}
set(key, value) {
if (this.cache.size >= this.maxSize) {
// 移除最旧的条目
const firstKey = this.cache.keys().next().value;
this.cache.delete(firstKey);
}
this.cache.set(key, value);
}
}
// 带缓存的使用方法
const cache = new EditCache(50);
const cachedEdit = async (image, prompt, options = {}) => {
const key = cache.generateKey(image, prompt, options);
// 首先检查缓存
const cached = cache.get(key);
if (cached) {
console.log('缓存命中!');
return cached;
}
// 处理并缓存结果
const result = await client.edit({ image, prompt, ...options });
cache.set(key, result);
return result;
};
企业功能
Webhook 集成
// 设置异步处理的 webhook
const setupWebhook = async () => {
await client.webhook.create({
url: 'https://your-app.com/webhooks/qwen',
events: ['edit.completed', 'edit.failed', 'batch.completed'],
secret: process.env.WEBHOOK_SECRET
});
};
// 处理 webhook 事件
app.post('/webhooks/qwen', (req, res) => {
const signature = req.headers['x-qwen-signature'];
const payload = req.body;
// 验证 webhook 签名
if (!verifyWebhookSignature(payload, signature)) {
return res.status(401).send('无效签名');
}
switch (payload.event) {
case 'edit.completed':
handleEditCompleted(payload.data);
break;
case 'edit.failed':
handleEditFailed(payload.data);
break;
case 'batch.completed':
handleBatchCompleted(payload.data);
break;
}
res.status(200).send('OK');
});
使用分析
class UsageTracker {
constructor(client) {
this.client = client;
this.metrics = {
totalEdits: 0,
successfulEdits: 0,
failedEdits: 0,
totalProcessingTime: 0,
averageProcessingTime: 0
};
}
async trackEdit(editFunction) {
const startTime = Date.now();
try {
const result = await editFunction();
const processingTime = Date.now() - startTime;
this.updateMetrics(true, processingTime);
return result;
} catch (error) {
this.updateMetrics(false, Date.now() - startTime);
throw error;
}
}
updateMetrics(success, processingTime) {
this.metrics.totalEdits++;
this.metrics.totalProcessingTime += processingTime;
if (success) {
this.metrics.successfulEdits++;
} else {
this.metrics.failedEdits++;
}
this.metrics.averageProcessingTime =
this.metrics.totalProcessingTime / this.metrics.totalEdits;
}
getMetrics() {
return {
...this.metrics,
successRate: this.metrics.successfulEdits / this.metrics.totalEdits,
failureRate: this.metrics.failedEdits / this.metrics.totalEdits
};
}
}
// 使用方法
const tracker = new UsageTracker(client);
const result = await tracker.trackEdit(async () => {
return await client.edit({
image: inputImage,
prompt: "专业增强"
});
});
console.log('使用指标:', tracker.getMetrics());
安全最佳实践
API 密钥管理
// 安全的 API 密钥轮换
class SecureClient {
constructor(options) {
this.primaryKey = options.primaryKey;
this.backupKey = options.backupKey;
this.keyRotationInterval = options.keyRotationInterval || 24 * 60 * 60 * 1000; // 24小时
this.lastRotation = Date.now();
}
getCurrentKey() {
const now = Date.now();
if (now - this.lastRotation > this.keyRotationInterval) {
// 轮换密钥
[this.primaryKey, this.backupKey] = [this.backupKey, this.primaryKey];
this.lastRotation = now;
}
return this.primaryKey;
}
async makeRequest(params) {
try {
return await this.client.edit({
...params,
apiKey: this.getCurrentKey()
});
} catch (error) {
if (error.status === 401) {
// 尝试备用密钥
return await this.client.edit({
...params,
apiKey: this.backupKey
});
}
throw error;
}
}
}
输入验证
class SecureImageProcessor {
static validateImage(file) {
const maxSize = 10 * 1024 * 1024; // 10MB
const allowedTypes = ['image/jpeg', 'image/png', 'image/webp'];
if (file.size > maxSize) {
throw new Error('文件大小超过最大限制');
}
if (!allowedTypes.includes(file.type)) {
throw new Error('不支持的文件类型');
}
return true;
}
static sanitizePrompt(prompt) {
// 移除潜在有害内容
const sanitized = prompt
.replace(/<script[^>]*>.*?<\/script>/gi, '')
.replace(/javascript:/gi, '')
.replace(/on\w+\s*=/gi, '')
.trim();
if (sanitized.length > 500) {
throw new Error('提示词过长');
}
return sanitized;
}
}
监控和日志
class AdvancedLogger {
constructor(options = {}) {
this.logLevel = options.logLevel || 'info';
this.enableMetrics = options.enableMetrics || false;
}
log(level, message, metadata = {}) {
const logEntry = {
timestamp: new Date().toISOString(),
level,
message,
metadata,
requestId: metadata.requestId || this.generateRequestId()
};
if (this.shouldLog(level)) {
console.log(JSON.stringify(logEntry));
}
if (this.enableMetrics) {
this.sendToMetrics(logEntry);
}
}
shouldLog(level) {
const levels = ['debug', 'info', 'warn', 'error'];
return levels.indexOf(level) >= levels.indexOf(this.logLevel);
}
generateRequestId() {
return Math.random().toString(36).substring(2, 15);
}
sendToMetrics(logEntry) {
// 发送到您的指标服务
// 实现取决于您的监控堆栈
}
}
// 使用方法
const logger = new AdvancedLogger({ logLevel: 'info', enableMetrics: true });
const enhancedEdit = async (image, prompt, options = {}) => {
const requestId = logger.generateRequestId();
logger.log('info', '开始图像编辑', {
requestId,
imageSize: image.size,
prompt: prompt.substring(0, 100)
});
try {
const result = await client.edit({ image, prompt, ...options });
logger.log('info', '图像编辑完成', {
requestId,
success: true,
processingTime: result.processingTime
});
return result;
} catch (error) {
logger.log('error', '图像编辑失败', {
requestId,
error: error.message,
stack: error.stack
});
throw error;
}
};
这些高级功能需要适当的 API 访问级别,可能会产生额外费用。请联系支持团队获取企业功能访问权限。