工作流反思

flowchart LR
in(In)
out(Out)
coder(Coder)
reviewer(Reviewer)

in --想法--> coder ==解決方案==> reviewer --已核准--> out
reviewer ==已拒絕==> coder

classDef inputOutput fill:#f9f0ed,stroke:#debbae,stroke-width:2px,color:#b35b39,font-weight:bolder;
classDef processing fill:#F0F4EB,stroke:#C2D7A7,stroke-width:2px,color:#6B8F3C,font-weight:bolder;

class in inputOutput
class out inputOutput
class coder processing
class reviewer processing

npx -y @aigne/example-workflow-reflection

npx -y @aigne/example-workflow-reflection --interactive

echo "Write a function to validate email addresses" | npx -y @aigne/example-workflow-reflection

direction: down

In: {
  shape: oval
}

Out: {
  shape: oval
}

Coder: {
  shape: rectangle
}

Reviewer: {
  shape: rectangle
}

In -> Coder: "想法"
Coder -> Reviewer: "解決方案"
Reviewer -> Out: "已核准"
Reviewer -> Coder: "已拒絕"

export OPENAI_API_KEY="YOUR_OPENAI_API_KEY"

git clone https://github.com/AIGNE-io/aigne-framework

cd aigne-framework/examples/workflow-reflection
pnpm install

pnpm start

pnpm start -- --interactive

echo "Write a function to validate email addresses" | pnpm start

import { AIAgent, AIGNE, UserInputTopic, UserOutputTopic } from "@aigne/core";
import { OpenAIChatModel } from "@aigne/core/models/openai-chat-model.js";
import { z } from "zod";

const { OPENAI_API_KEY } = process.env;

// 初始化模型
const model = new OpenAIChatModel({
  apiKey: OPENAI_API_KEY,
});

// 定義 Coder Agent
const coder = AIAgent.from({
  subscribeTopic: [UserInputTopic, "rewrite_request"],
  publishTopic: "review_request",
  instructions: `\
You are a proficient coder. You write code to solve problems.
Work with the reviewer to improve your code.
Always put all finished code in a single Markdown code block.
For example:
\`\`\`python
def hello_world():
    print("Hello, World!")
\`\`\`

Respond using the following format:

Thoughts: <Your comments>
Code: <Your code>

Previous review result:
{{feedback}}

User's question:
{{question}}
`,
  outputSchema: z.object({
    code: z.string().describe("Your code"),
  }),
});

// 定義 Reviewer Agent
const reviewer = AIAgent.from({
  subscribeTopic: "review_request",
  publishTopic: (output) =>
    output.approval ? UserOutputTopic : "rewrite_request",
  instructions: `\
You are a code reviewer. You focus on correctness, efficiency and safety of the code.

The problem statement is: {{question}}
The code is:
\`\`\`
{{code}}
\`\`\`

Previous feedback:
{{feedback}}

Please review the code. If previous feedback was provided, see if it was addressed.
`,
  outputSchema: z.object({
    approval: z.boolean().describe("APPROVE or REVISE"),
    feedback: z.object({
      correctness: z.string().describe("Your comments on correctness"),
      efficiency: z.string().describe("Your comments on efficiency"),
      safety: z.string().describe("Your comments on safety"),
      suggested_changes: z
        .string()
        .describe("Your comments on suggested changes"),
    }),
  }),
  includeInputInOutput: true,
});

// 初始化並執行 AIGNE 實例
const aigne = new AIGNE({ model, agents: [coder, reviewer] });
aigne.publish(
  UserInputTopic,
  "Write a function to find the sum of all even numbers in a list.",
);

const { message } = await aigne.subscribe(UserOutputTopic);
console.log(message);

{
  "code": "def sum_of_even_numbers(numbers):\n    \"\"\"Function to calculate the sum of all even numbers in a list.\"\"\"\n    return sum(number for number in numbers if number % 2 == 0)",
  "approval": true,
  "feedback": {
    "correctness": "The function correctly calculates the sum of all even numbers in the given list. It properly checks for evenness using the modulus operator and sums the valid numbers.",
    "efficiency": "The implementation is efficient as it uses a generator expression which computes the sum in a single pass over the list. This minimizes memory usage as compared to creating an intermediate list of even numbers.",
    "safety": "The function does not contain any safety issues. However, it assumes that all elements in the input list are integers. It would be prudent to handle cases where the input contains non-integer values (e.g., None, strings, etc.).",
    "suggested_changes": "Consider adding type annotations to the function for better clarity and potential type checking, e.g. `def sum_of_even_numbers(numbers: list[int]) -> int:`. Also, include input validation to ensure 'numbers' is a list of integers."
  }
}

aigne observe