Calculate the Centroid of a Set of Vectors
工作流概述
这是一个包含8个节点的中等工作流,主要用于自动化处理各种任务。
工作流源代码
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"name": "Calculate the Centroid of a Set of Vectors",
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"assignments": [
{
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"name": "vectors",
"type": "array",
"value": "={{ $json.query.vectors }}"
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"name": "Validate & Compute Centroid",
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"parameters": {
"jsCode": "const input = items[0].json;
const vectors = input.vectors;
if (!Array.isArray(vectors) || vectors.length === 0) {
return [{ json: { error: \"Invalid input: Expected an array of vectors.\" } }];
}
const dimension = vectors[0].length;
if (!vectors.every(v => v.length === dimension)) {
return [{ json: { error: \"Vectors have inconsistent dimensions.\" } }];
}
const centroid = new Array(dimension).fill(0);
vectors.forEach(vector => {
vector.forEach((val, index) => {
centroid[index] += val;
});
});
for (let i = 0; i < dimension; i++) {
centroid[i] /= vectors.length;
}
return [{ json: { centroid } }];"
},
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{
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"name": "Return Centroid Response",
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"content": "📌 **Description:**
This node extracts the `vectors` array from the **GET request** and converts it into a properly formatted array for processing.
- **Ensures `vectors` is a valid array.**
- **If the parameter is missing, it may generate an error.**
🔹 **Expected Output Example:**
```json
{
\"vectors\": [[2,3,4],[4,5,6],[6,7,8]]
}
```
"
},
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"parameters": {
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"height": 500,
"content": "📌 **Description:**
This node performs **vector validation** and **centroid computation**.
- **Validation:** Ensures all vectors have the same number of dimensions.
- **Computation:** Averages each dimension to determine the centroid.
- **If validation fails:** Returns an error message indicating inconsistent dimensions.
🔹 **Successful Output Example:**
```json
{
\"centroid\": [4,5,6]
}
```
🔹 **Error Output Example:**
```json
{
\"error\": \"Vectors have inconsistent dimensions.\"
}
```
"
},
"typeVersion": 1
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{
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"name": "Sticky Note2",
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"position": [
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-200
],
"parameters": {
"color": 2,
"width": 680,
"height": 420,
"content": "📌 **Description:**
This node sends the **final response** back to the client that made the request.
- **If the computation is successful**, it returns the centroid.
- **If an error occurs**, it returns a descriptive error message.
🔹 **Example Response:**
```json
{
\"centroid\": [4, 5, 6]
}
```
"
},
"typeVersion": 1
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"parameters": {
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"content": "📌 **Description:**
This node acts as the **entry point** for the workflow, receiving a **GET request** containing an array of vectors in the `vectors` parameter.
- **Expected Input:** `vectors` parameter in JSON format.
- **Example Request:**
```plaintext
https://actions.singular-innovation.com/webhook-test/centroid?vectors=[[2,3,4],[4,5,6],[6,7,8]]
```
- **Output:** Passes the received data to the next node for processing.
"
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"active": true,
"pinData": {
"Receive Vectors": [
{
"json": {
"body": {},
"query": {
"vectors": "[[2,3,4],[4,5,6],[6,7,8]]"
},
"params": {},
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"connections": {
"Receive Vectors": {
"main": [
[
{
"node": "Extract & Parse Vectors",
"type": "main",
"index": 0
}
]
]
},
"Extract & Parse Vectors": {
"main": [
[
{
"node": "Validate & Compute Centroid",
"type": "main",
"index": 0
}
]
]
},
"Validate & Compute Centroid": {
"main": [
[
{
"node": "Return Centroid Response",
"type": "main",
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}
]
]
}
}
}
功能特点
- 自动检测新邮件
- AI智能内容分析
- 自定义分类规则
- 批量处理能力
- 详细的处理日志
技术分析
节点类型及作用
- Webhook
- Set
- Code
- Respondtowebhook
- Stickynote
复杂度评估
配置难度:
维护难度:
扩展性:
实施指南
前置条件
- 有效的Gmail账户
- n8n平台访问权限
- Google API凭证
- AI分类服务订阅
配置步骤
- 在n8n中导入工作流JSON文件
- 配置Gmail节点的认证信息
- 设置AI分类器的API密钥
- 自定义分类规则和标签映射
- 测试工作流执行
- 配置定时触发器(可选)
关键参数
| 参数名称 | 默认值 | 说明 |
|---|---|---|
| maxEmails | 50 | 单次处理的最大邮件数量 |
| confidenceThreshold | 0.8 | 分类置信度阈值 |
| autoLabel | true | 是否自动添加标签 |
最佳实践
优化建议
- 定期更新AI分类模型以提高准确性
- 根据邮件量调整处理批次大小
- 设置合理的分类置信度阈值
- 定期清理过期的分类规则
安全注意事项
- 妥善保管API密钥和认证信息
- 限制工作流的访问权限
- 定期审查处理日志
- 启用双因素认证保护Gmail账户
性能优化
- 使用增量处理减少重复工作
- 缓存频繁访问的数据
- 并行处理多个邮件分类任务
- 监控系统资源使用情况
故障排除
常见问题
邮件未被正确分类
检查AI分类器的置信度阈值设置,适当降低阈值或更新训练数据。
Gmail认证失败
确认Google API凭证有效且具有正确的权限范围,重新进行OAuth授权。
调试技巧
- 启用详细日志记录查看每个步骤的执行情况
- 使用测试邮件验证分类逻辑
- 检查网络连接和API服务状态
- 逐步执行工作流定位问题节点
错误处理
工作流包含以下错误处理机制:
- 网络超时自动重试(最多3次)
- API错误记录和告警
- 处理失败邮件的隔离机制
- 异常情况下的回滚操作