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??? ??? ??? AI ?? ??? ???? ??

Dec 24, 2024 am 08:47 AM

Build an AI-Powered Email Agent with Reusable Code

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??? ??? ????? ??? ???

??

? ???? ???? ??? ?????.

  1. ???? ?? ?? ??? ?????.
  2. LLM? ???? ?? ??? ???? ????? ?????.
  3. Gmail ??? ????(?? ?? ??).
  4. ??? ????? ????? ??? ??? ???????.

????

?? ??

1??: Gmail API ???

  1. Google Cloud Console? ???? Gmail API? ??????.
  2. ???? ??????? ?? OAuth ?? ??? ?????. ?? ??? ?? google-credentials.json ??? ?????? ???? ????? ?????.

2??: Ollama ??

Ollama? ?????? ?? LLM? ?????. ??? ? ??? ???????:

ollama pull mistral  

3??: ??? ??

??? Node.js ?????? ?????.

ollama pull mistral  

?? ??

1. ?? API? ????

Gmail? ?? OAuth ?? ??:

npm install -S @google-cloud/local-auth googleapis openai  

2. Gmail ?? ???

? ??? ???? ??? ??? ?? ID? ?????.

// google-api.js
const fs = require("fs");
const path = require("path");
const { authenticate } = require("@google-cloud/local-auth");
const { google } = require("googleapis");

class GoogleAPI {
  constructor(credentialFilename) {
    this.TOKEN_PATH = path.join(__dirname, `token-${credentialFilename}`);
    this.CREDENTIALS_PATH = path.join(__dirname, credentialFilename);
    this.SCOPES = [
      "https://mail.google.com/",
      "https://www.googleapis.com/auth/gmail.modify",
    ];
  }

  async authorize() {
    const loadSavedCredentials = () => {
      try {
        const content = fs.readFileSync(this.TOKEN_PATH);
        return google.auth.fromJSON(JSON.parse(content));
      } catch {
        return null;
      }
    };

    const saveCredentials = (client) => {
      const keys = JSON.parse(fs.readFileSync(this.CREDENTIALS_PATH));
      fs.writeFileSync(
        this.TOKEN_PATH,
        JSON.stringify({
          type: "authorized_user",
          client_id: keys.installed.client_id,
          client_secret: keys.installed.client_secret,
          refresh_token: client.credentials.refresh_token,
        })
      );
    };

    let client = await loadSavedCredentials();
    if (!client) {
      client = await authenticate({
        scopes: this.SCOPES,
        keyfilePath: this.CREDENTIALS_PATH,
      });
      if (client.credentials) saveCredentials(client);
    }
    return client;
  }
}

module.exports = GoogleAPI;

3. ??? ??

??? API?? ???? ??:

async function createAndGetLabels(labelsToCreate) {
  const google = await getGoogleClient();
  const gmail = google.gmail({ version: "v1" });

  const existingLabels = (await gmail.users.labels.list({ userId: "me" })).data.labels || [];

  const labelsMap = new Map();
  for (const label of labelsToCreate) {
    const existing = existingLabels.find((l) => l.name === label);
    if (existing) {
      labelsMap.set(label, existing.id);
    } else {
      const res = await gmail.users.labels.create({
        userId: "me",
        requestBody: { name: label },
      });
      labelsMap.set(label, res.data.id);
    }
  }
  return labelsMap;
}

4. ?? ??? ?????.

????? ?? ?? ???? ??:

async function readEmails(gmail, maxResults = 10) {
  const res = await gmail.users.messages.list({ userId: "me", labelIds: ["INBOX"], maxResults });
  return Promise.all(
    res.data.messages.map(async ({ id }) => {
      const email = await gmail.users.messages.get({ userId: "me", id });
      return email.data;
    })
  );
}

5. ??? ?? LLM? ?????

Ollama ?? OpenAI? ???? ??? ??:

function extractMailInfos(mail) {
  // Define the headers to extract
  const relevantHeaders = ["Date", "Subject"];

  // Extract and structure the relevant headers
  const headers = mail.payload.headers
    .filter(header => relevantHeaders.includes(header.name))
    .reduce((accumulator, header) => {
      accumulator[header.name] = header.value;
      return accumulator;
    }, {});

  // Add the unique mail ID directly to the headers object
  headers.id = mail.id;

  return headers;
}

?? ?? ??? ???

?? ?? ?? ???? ??? ??? ????.

async function classifyEmail(prompt) {
  const { OpenAI } = require("openai");
  const openai = new OpenAI({ baseURL: "http://127.0.0.1:11434/v1", apiKey: "not-needed" });

  const response = await openai.chat.completions.create({
    model: "mistral",
    temperature: 0.3,
    messages: [{ role: "user", content: prompt }],
  });

  return response.choices[0].message.content.trim();
}

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Undresser.AI Undress

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AI Clothes Remover

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Video Face Swap

Video Face Swap

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