PoC ready

2025-02-27 22:10:01 +01:00 · 2025-02-27 22:10:01 +01:00 · b27ba969d8
commit b27ba969d8
parent c5202ca4c5
17 changed files with 59929 additions and 138 deletions
--- a/.gitignore
+++ b/.gitignore
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@ -0,0 +1,3 @@
+{
+    "recommendations": []
+}
--- a/my-app/app/api/upload-cv/route.ts
+++ b/my-app/app/api/upload-cv/route.ts
@ -0,0 +1,118 @@
+import 'core-js/features/promise/with-resolvers'; // Polyfill for Promise.withResolvers
+import { NextResponse } from "next/server";
+import fs from "fs";
+import path from "path";
+import * as pdfjsLib from 'pdfjs-dist';
+import '../../../public/utils/pdf.worker.mjs';
+import { v4 as uuidv4 } from 'uuid';
+import { fileTypeFromBuffer } from 'file-type';
+
+const uploadDir = path.join(process.cwd(), "uploads", "cv");
+
+// Ensure the upload directory exists
+if (!fs.existsSync(uploadDir)) {
+  fs.mkdirSync(uploadDir, { recursive: true });
+}
+
+async function extractTextFromPdf(pdfPath: string): Promise<string> {
+  console.log("Starting extractTextFromPdf for path:", pdfPath);
+  try {
+    console.log("Reading PDF file:", pdfPath);
+    const data = new Uint8Array(fs.readFileSync(pdfPath));
+    console.log("PDF file read successfully. Starting loading document...");
+    const loadingTask = pdfjsLib.getDocument({ data });
+    console.log("Loading task initiated. Waiting for promise...");
+    const pdf = await loadingTask.promise; // Await the PDF loading
+    console.log("PDF document loaded successfully. Number of pages:", pdf.numPages);
+    let fullText = "";
+    const processPages = async () => {
+      for (let i = 1; i <= pdf.numPages; i++) {
+        console.log("Processing page:", i);
+        const page = await pdf.getPage(i);
+        console.log("Page", i, "loaded. Getting text content...");
+        const textContent = await page.getTextContent();
+        console.log("Text content for page", i, "obtained. Processing items...");
+        fullText += textContent.items.map((item: any) => item.str ? item.str : '').join(" ");
+        console.log("Text from page", i, "added to fullText.");
+      }
+      console.log("Text extraction completed successfully.");
+      console.log("Parsed PDF Text before return:", fullText); // Added log here
+      return fullText;
+    };
+    return await processPages(); // Await the page processing
+  } catch (error) {
+    console.error("Error extracting text from PDF:", error);
+    throw new Error("Error extracting text from PDF");
+  } finally {
+    console.log("Finished extractTextFromPdf for path:", pdfPath);
+  }
+}
+
+
+export async function POST(req: Request) {
+  console.log("Received request for CV file upload");
+
+  try {
+    const formData = await req.formData();
+    const file: File | null = formData.get('cv') as unknown as File | null;
+
+
+    if (!file) {
+      console.warn("No file uploaded.");
+      return NextResponse.json({ message: "No file uploaded." }, { status: 400 });
+    }
+
+
+    const originalFilename = file.name;
+    const uniqueFilename = `${uuidv4()}-${originalFilename}`;
+    const newFilePath = path.join(uploadDir, uniqueFilename);
+    console.log(`Saving file to: ${newFilePath}`);
+
+
+    const fileBuffer = await file.arrayBuffer();
+    const type = await fileTypeFromBuffer(Buffer.from(fileBuffer));
+    console.log("Detected file type:", type);
+
+
+    if (!type || type.mime !== 'application/pdf') {
+      return NextResponse.json({ message: "Unsupported file type detected. Only PDF files are allowed." }, { status: 400 });
+    }
+
+    await fs.promises.writeFile(newFilePath, Buffer.from(fileBuffer));
+    console.log("File uploaded and saved successfully!");
+
+    console.log("Before PDF parsing");
+    const extractedText = await extractTextFromPdf(newFilePath);
+    console.log("After PDF parsing");
+    console.log("Before generating summary");
+    const command = `python3 utils/resume_analysis.py "${extractedText}"`;
+    console.log("Executing python command:", command);
+    console.log("Extracted Text being passed to python script:", extractedText);
+    console.log("Length of extractedText:", extractedText.length); // Log length
+    const executionResult: { stdout: string, stderr: string } = await new Promise((resolve, reject) => {
+      require('child_process').exec(command, (error: any, stdout: string, stderr: string) => {
+        if (error) {
+          console.error("Python script execution error:", error);
+          console.error("Python script stderr:", stderr);
+          reject({ error, stdout, stderr });
+        } else {
+          console.log("Python script executed successfully");
+          console.log("Python script stdout:", stdout);
+          resolve({ stdout, stderr });
+        }
+      });
+    });
+    const { stdout, stderr } = executionResult;
+
+    if (stderr) {
+      console.error("Error from python script (stderr):", stderr);
+    }
+    const summary: string = stdout.trim();
+    console.log("After generating summary");
+    return NextResponse.json({ summary: summary }, { status: 200 });
+
+  } catch (error: any) {
+    console.error("Error during file processing:", error);
+    return NextResponse.json({ message: "Error processing file: " + error.message }, { status: 500 });
+  }
+}
--- a/my-app/app/api/upload.ts
+++ b/my-app/app/api/upload.ts
@ -1,51 +0,0 @@
-import { NextApiRequest, NextApiResponse } from "next";
-import formidable from "formidable"; // Ensure you have installed @types/formidable
-import fs from "fs";
-import path from "path";
-
-// Disable Next.js's default body parsing
-export const config = {
-  api: {
-    bodyParser: false,
-  },
-};
-
-const uploadDir = path.join(process.cwd(), "uploads"); // Define the upload directory
-
-// Ensure the upload directory exists
-if (!fs.existsSync(uploadDir)) {
-  fs.mkdirSync(uploadDir, { recursive: true });
-}
-
-export default async function handler(req: NextApiRequest, res: NextApiResponse) {
-  console.log("Received request for file upload"); // Debug log
-  const form = new formidable.IncomingForm();
-  form.uploadDir = uploadDir; // Set the upload directory
-  form.keepExtensions = true; // Keep file extensions
-
-  form.parse(req, (err, fields, files) => {
-    if (err) {
-      console.error("Error parsing the file:", err); // Log the error
-      return res.status(500).json({ error: "Error parsing the file." });
-    }
-
-    const file = files.cv; // Access the uploaded file
-    if (!file) {
-      console.warn("No file uploaded."); // Warning log
-      return res.status(400).json({ error: "No file uploaded." });
-    }
-
-    const newFilePath = path.join(uploadDir, file.originalFilename || file.newFilename);
-    console.log(`Moving file to: ${newFilePath}`); // Debug log
-
-    // Move the file to the desired location
-    fs.rename(file.filepath, newFilePath, (err) => {
-      if (err) {
-        console.error("Error saving the file:", err); // Log the error
-        return res.status(500).json({ error: "Error saving the file." });
-      }
-      console.log("File uploaded successfully!"); // Debug log
-      res.status(200).json({ message: "File uploaded successfully!" });
-    });
-  });
-} 
--- a/my-app/app/page.tsx
+++ b/my-app/app/page.tsx
@ -1,15 +1,22 @@
 "use client";

 import Image from "next/image";
-import { FaBriefcase, FaUserGraduate, FaTools } from "react-icons/fa";
+import { FaBriefcase, FaUserGraduate, FaTools, FaFileUpload } from "react-icons/fa";
 import { useState } from "react";
+import CvSummaryPanel from "@/components/CvSummaryPanel"; // Import the new component

 export default function Home() {
  const [file, setFile] = useState<File | null>(null);
+  const [summary, setSummary] = useState<string | null>(null);
+  const [loading, setLoading] = useState<boolean>(false);
+  const [isSummaryVisible, setIsSummaryVisible] = useState<boolean>(false); // State for panel visibility
+

  const handleFileChange = (event: React.ChangeEvent<HTMLInputElement>) => {
    if (event.target.files) {
      setFile(event.target.files[0]);
+      setSummary(null); // Clear previous summary when file changes
+      setIsSummaryVisible(false); // Hide summary panel on new file upload
    }
  };

@ -17,69 +24,130 @@ export default function Home() {
    event.preventDefault();
    if (!file) return;

+    console.log("handleSubmit: Start"); // ADDED LOGGING
+
+    setLoading(true);
+    setSummary(null);
+    setIsSummaryVisible(false); // Hide summary panel while loading
+
    const formData = new FormData();
    formData.append("cv", file);

    try {
-      const response = await fetch("/api/upload", {
+      const response = await fetch("/api/upload-cv", {
        method: "POST",
        body: formData,
      });

      if (response.ok) {
-        alert("File uploaded successfully!");
-        setFile(null); // Reset the file input
+        const stream = response.body;
+        if (!stream) {
+          console.error("No response stream");
+          setLoading(false);
+          return;
+        }
+
+        const reader = stream.getReader();
+        let chunks = '';
+
+        while (true) {
+          const { done, value } = await reader.read();
+          if (done) {
+            break;
+          }
+          chunks += new TextDecoder().decode(value);
+        }
+        const parsed = JSON.parse(chunks);
+
+        console.log("handleSubmit: Parsed response:", parsed); // ADDED LOGGING
+        console.log("handleSubmit: Before setSummary - summary:", summary, "isSummaryVisible:", isSummaryVisible); // ADDED LOGGING
+
+        setSummary(parsed.summary);
+        setIsSummaryVisible(true); // Show summary panel after successful upload
+        console.log("Summary state updated:", parsed.summary);
+        console.log("handleSubmit: After setSummary - summary:", summary, "isSummaryVisible:", isSummaryVisible); // ADDED LOGGING
+
+
      } else {
-        alert("File upload failed.");
+        alert("CV summary failed.");
      }
    } catch (error) {
-      console.error("Error uploading file:", error);
-      alert("An error occurred while uploading the file.");
+      console.error("Error summarizing CV:", error);
+      alert("An error occurred while summarizing the CV.");
+    } finally {
+      setLoading(false);
+      console.log("handleSubmit: Finally block - loading:", loading); // ADDED LOGGING
    }
+     console.log("handleSubmit: End"); // ADDED LOGGING
  };

  return (
-    <div className="grid grid-rows-[20px_1fr_20px] items-center justify-items-center min-h-screen p-8 pb-20 gap-16 sm:p-20 font-[family-name:var(--font-geist-sans)]">
-      <main className="flex flex-col gap-8 row-start-2 items-center sm:items-start">
-        <h1 className="text-3xl font-bold">Welcome to Your CV Upgrade</h1>
-        <p className="text-lg text-center">
-          This platform is designed to help you enhance your CV and showcase your skills effectively.
-        </p>
-        <div className="flex flex-col gap-4">
-          <div className="flex items-center">
-            <FaBriefcase className="text-2xl mr-2" />
-            <p>Highlight your professional experience and achievements.</p>
+    <div className="min-h-screen p-8 pb-20 gap-16 sm:p-20 font-[family-name:var(--font-geist-sans)] bg-gray-50">
+      <main className="flex flex-col sm:flex-row gap-8 row-start-2 ">
+        <div className="flex flex-col gap-8 w-full sm:w-1/2 items-center sm:items-start">
+          <h1 className="text-3xl font-bold text-gray-900">Welcome to Your CV Upgrade</h1>
+          <p className="text-lg text-center sm:text-left text-gray-700">
+            This platform is designed to help you enhance your CV and showcase your skills effectively.
+          </p>
+          <div className="flex flex-col gap-4 mt-6">
+            <div className="flex items-center">
+              <FaBriefcase className="text-2xl mr-2 text-gray-600" />
+              <p className="text-gray-700">Highlight your professional experience and achievements.</p>
+            </div>
+            <div className="flex items-center">
+              <FaUserGraduate className="text-2xl mr-2 text-gray-600" />
+              <p className="text-gray-700">Showcase your educational background and certifications.</p>
+            </div>
+            <div className="flex items-center">
+              <FaTools className="text-2xl mr-2 text-gray-600" />
+              <p className="text-gray-700">Utilize our tools to create a standout CV that gets noticed.</p>
+            </div>
          </div>
-          <div className="flex items-center">
-            <FaUserGraduate className="text-2xl mr-2" />
-            <p>Showcase your educational background and certifications.</p>
-          </div>
-          <div className="flex items-center">
-            <FaTools className="text-2xl mr-2" />
-            <p>Utilize our tools to create a standout CV that gets noticed.</p>
+
+          <div className="flex flex-col items-center mt-8">
+            <label className="mb-2 text-lg text-gray-800">Upload Your CV (PDF):</label>
+            <input
+              type="file"
+              accept=".pdf"
+              onChange={handleFileChange}
+              className="hidden"
+              id="cv-upload"
+            />
+             <label htmlFor="cv-upload" className="inline-flex items-center justify-center px-4 py-2 border border-blue-500 rounded-md shadow-sm text-sm font-medium text-blue-700 bg-white hover:bg-blue-50 focus:outline-none focus:ring-2 focus:ring-offset-2 focus:ring-blue-500 cursor-pointer">
+              <FaFileUpload className="mr-2" /> Upload CV
+            </label>
+            {file && <p className="mt-2 text-sm text-gray-600">Selected file: {file.name}</p>}
+            <button
+              onClick={handleSubmit}
+              className="mt-4 bg-blue-600 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded focus:outline-none focus:shadow-outline disabled:opacity-50"
+              disabled={loading}
+            >
+              {loading ? "Summarizing..." : "Summarize CV"}
+            </button>
          </div>
        </div>
-
-        <div className="flex flex-col items-center mt-8">
-          <label className="mb-2 text-lg">Upload Your CV:</label>
-          <input
-            type="file"
-            accept=".pdf,.doc,.docx"
-            onChange={handleFileChange}
-            className="border border-gray-300 rounded p-2"
-          />
-          {file && <p className="mt-2">Selected file: {file.name}</p>}
-          <button
-            onClick={handleSubmit}
-            className="mt-4 bg-blue-500 text-white rounded p-2"
-          >
-            Submit
-          </button>
+        {/* Right Column - CV Summary Panel */}
+        <div className="w-full sm:w-1/2 sm:border-l sm:border-gray-200 sm:pl-8">
+                  <div className="p-6 bg-white rounded-md shadow-md">
+          {loading ? (
+            <div className="animate-pulse bg-gray-100 p-6">
+              <div className="h-4 bg-gray-300 rounded-md mb-2"></div>
+              <div className="h-4 bg-gray-300 rounded-md mb-2"></div>
+              <div className="h-4 bg-gray-300 rounded-md"></div>
+            </div>
+          ) : (
+            isSummaryVisible && summary && <CvSummaryPanel summary={summary} />
+          )}
+          </div>
        </div>
      </main>
-      <footer className="row-start-3 flex gap-6 flex-wrap items-center justify-center">
+      <footer className=" flex flex-col items-center justify-center mt-16 p-4 border-t border-gray-200">
+        <p className="text-center text-gray-500 text-sm mb-4">
+          This tool is inspired by and uses data from websites like{" "}
+        </p>
+        <div className="flex gap-6 flex-wrap items-center justify-center">
        <a
-          className="flex items-center gap-2 hover:underline hover:underline-offset-4"
+          className="flex items-center gap-2 hover:underline hover:underline-offset-4 text-sm text-gray-600"
          href="https://nextjs.org/learn?utm_source=create-next-app&utm_medium=appdir-template-tw&utm_campaign=create-next-app"
          target="_blank"
          rel="noopener noreferrer"
@ -94,7 +162,7 @@ export default function Home() {
          Learn
        </a>
        <a
-          className="flex items-center gap-2 hover:underline hover:underline-offset-4"
+          className="flex items-center gap-2 hover:underline hover:underline-offset-4 text-sm text-gray-600"
          href="https://vercel.com/templates?framework=next.js&utm_source=create-next-app&utm_medium=appdir-template-tw&utm_campaign=create-next-app"
          target="_blank"
          rel="noopener noreferrer"
@ -109,20 +177,21 @@ export default function Home() {
          Examples
        </a>
        <a
-          className="flex items-center gap-2 hover:underline hover:underline-offset-4"
+          className="flex items-center gap-2 hover:underline hover:underline-offset-4 text-sm text-gray-600"
          href="https://nextjs.org?utm_source=create-next-app&utm_medium=appdir-template-tw&utm_campaign=create-next-app"
          target="_blank"
          rel="noopener noreferrer"
        >
-          <Image
-            aria-hidden
-            src="/globe.svg"
-            alt="Globe icon"
-            width={16}
-            height={16}
-          />
-          Go to nextjs.org →
+            <Image
+              aria-hidden
+              src="/globe.svg"
+              alt="Globe icon"
+              width={16}
+              height={16}
+            />
+          nextjs.org
        </a>
+        </div>
      </footer>
    </div>
  );
--- a/my-app/components/CvSummaryPanel.tsx
+++ b/my-app/components/CvSummaryPanel.tsx
@ -0,0 +1,22 @@
+import React from 'react';
+
+interface CvSummaryPanelProps {
+  summary: string | null;
+}
+
+const CvSummaryPanel: React.FC<CvSummaryPanelProps> = ({ summary }) => {
+  if (!summary) {
+    return <div className="p-6 text-gray-500">No summary available yet. Upload your CV to see the summary.</div>;
+  }
+
+  return (
+    <div className="p-6 bg-gray-50 rounded-md shadow-md">
+      <h2 className="text-xl font-bold text-gray-900 mb-4">CV Summary</h2>
+      <div className="text-gray-700 whitespace-pre-line">
+        {summary}
+      </div>
+    </div>
+  );
+};
+
+export default CvSummaryPanel;
--- a/my-app/package-lock.json
+++ b/my-app/package-lock.json
--- a/my-app/package.json
+++ b/my-app/package.json
@ -10,11 +10,19 @@
    "debug": "NODE_DEBUG=next node server.js"
  },
  "dependencies": {
+    "@ai-sdk/google": "^1.1.17",
+    "ai": "^4.1.46",
+    "core-js": "^3.40.0",
+    "docx-parser": "^0.2.1",
+    "file-type": "^20.4.0",
    "formidable": "^3.5.2",
    "next": "15.1.7",
+    "pdfjs-dist": "^4.10.38",
    "react": "^19.0.0",
    "react-dom": "^19.0.0",
-    "react-icons": "^5.5.0"
+    "react-icons": "^5.5.0",
+    "uuid": "^11.1.0",
+    "zod": "^3.24.2"
  },
  "devDependencies": {
    "@eslint/eslintrc": "^3",
--- a/my-app/public/utils/pdf.worker.mjs
+++ b/my-app/public/utils/pdf.worker.mjs
--- a/my-app/utils/resume_analysis.py
+++ b/my-app/utils/resume_analysis.py
@ -0,0 +1,25 @@
+#!/usr/bin/env python3
+import sys
+from openai import OpenAI
+from pdfminer.high_level import extract_text
+
+client = OpenAI()
+
+def analyze_resume(text):
+    response = client.chat.completions.create(
+        model="gpt-4o-mini",
+        messages=[{
+            "role": "system",
+            "content": "Provide a concise summary of the resume, highlighting key skills and potential areas for improvement, in a few sentences."
+        },
+        {"role": "user", "content": text}]
+    )
+    return response.choices[0].message.content
+
+if __name__ == "__main__":
+    if len(sys.argv) > 1:
+        text_content = sys.argv[1]
+        summary = analyze_resume(text_content)
+        print(summary)
+    else:
+        print("Please provide text content as a command line argument.")
--- a/package-lock.json
+++ b/package-lock.json
@ -0,0 +1,281 @@
+{
+  "name": "CV",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "dependencies": {
+        "@ai-sdk/google": "^1.1.17",
+        "ai": "^4.1.46",
+        "zod": "^3.24.2"
+      }
+    },
+    "node_modules/@ai-sdk/google": {
+      "version": "1.1.17",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/google/-/google-1.1.17.tgz",
+      "integrity": "sha512-LFdRO+BMUagDplhZExOSr0cfmnoeV1s/gxpIsqt/AWCYnqY/dYGT74nhjbQ+rILeoE8vwnwUu/7OOZexhccm9A==",
+      "dependencies": {
+        "@ai-sdk/provider": "1.0.9",
+        "@ai-sdk/provider-utils": "2.1.10"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "zod": "^3.0.0"
+      }
+    },
+    "node_modules/@ai-sdk/provider": {
+      "version": "1.0.9",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/provider/-/provider-1.0.9.tgz",
+      "integrity": "sha512-jie6ZJT2ZR0uVOVCDc9R2xCX5I/Dum/wEK28lx21PJx6ZnFAN9EzD2WsPhcDWfCgGx3OAZZ0GyM3CEobXpa9LA==",
+      "dependencies": {
+        "json-schema": "^0.4.0"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@ai-sdk/provider-utils": {
+      "version": "2.1.10",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/provider-utils/-/provider-utils-2.1.10.tgz",
+      "integrity": "sha512-4GZ8GHjOFxePFzkl3q42AU0DQOtTQ5w09vmaWUf/pKFXJPizlnzKSUkF0f+VkapIUfDugyMqPMT1ge8XQzVI7Q==",
+      "dependencies": {
+        "@ai-sdk/provider": "1.0.9",
+        "eventsource-parser": "^3.0.0",
+        "nanoid": "^3.3.8",
+        "secure-json-parse": "^2.7.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "zod": "^3.0.0"
+      },
+      "peerDependenciesMeta": {
+        "zod": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@ai-sdk/react": {
+      "version": "1.1.18",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/react/-/react-1.1.18.tgz",
+      "integrity": "sha512-2wlWug6NVAc8zh3pgqtvwPkSNTdA6Q4x9CmrNXCeHcXfJkJ+MuHFQz/I7Wb7mLRajf0DAxsFLIhHyBCEuTkDNw==",
+      "dependencies": {
+        "@ai-sdk/provider-utils": "2.1.10",
+        "@ai-sdk/ui-utils": "1.1.16",
+        "swr": "^2.2.5",
+        "throttleit": "2.1.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "react": "^18 || ^19 || ^19.0.0-rc",
+        "zod": "^3.0.0"
+      },
+      "peerDependenciesMeta": {
+        "react": {
+          "optional": true
+        },
+        "zod": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@ai-sdk/ui-utils": {
+      "version": "1.1.16",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/ui-utils/-/ui-utils-1.1.16.tgz",
+      "integrity": "sha512-jfblR2yZVISmNK2zyNzJZFtkgX57WDAUQXcmn3XUBJyo8LFsADu+/vYMn5AOyBi9qJT0RBk11PEtIxIqvByw3Q==",
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+    "node_modules/zod-to-json-schema": {
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+      "peerDependencies": {
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+}
--- a/package.json
+++ b/package.json
@ -0,0 +1,7 @@
+{
+  "dependencies": {
+    "@ai-sdk/google": "^1.1.17",
+    "ai": "^4.1.46",
+    "zod": "^3.24.2"
+  }
+}
--- a/1
+++ b/1
@ -0,0 +1 @@
+Subproject commit daaad3bc174252c33eb6d185f8be21fe253cf887
--- a/utils/pdf.worker.js
+++ b/utils/pdf.worker.js
@ -1,8 +0,0 @@
-const { PDFDocument } = require('pdf-lib');
-
-self.addEventListener('message', async (e) => {
-  const pdfDoc = await PDFDocument.load(e.data);
-  const pages = pdfDoc.getPages();
-  const textContent = pages.map(p => p.getTextContent());
-  self.postMessage(textContent);
-});
--- a/utils/resume_analysis.py
+++ b/utils/resume_analysis.py
@ -1,16 +0,0 @@
-from openai import OpenAI
-from pdfminer.high_level import extract_text
-
-client = OpenAI()
-
-def analyze_resume(file_path):
-    text = extract_text(file_path)
-    response = client.chat.completions.create(
-        model="gpt-4-turbo",
-        messages=[{
-            "role": "system",
-            "content": "Analyze resume for:\n1. Missing ATS keywords\n2. Skill gaps\n3. Achievement opportunities"
-        },
-        {"role": "user", "content": text}]
-    )
-    return response.choices[0].message.content
--- a/1
+++ b/1
@ -0,0 +1 @@
+Subproject commit be751b77fd71ac830d81090ad792091493040729
--- a/1
+++ b/1
@ -0,0 +1 @@
+Subproject commit c4bc0ae48a812e7601ed2ac462b95e67fb0e322b
				`@ -0,0 +1 @@`
				`Subproject commit daaad3bc174252c33eb6d185f8be21fe253cf887`
				`@ -0,0 +1 @@`
				`Subproject commit be751b77fd71ac830d81090ad792091493040729`
				`@ -0,0 +1 @@`
				`Subproject commit c4bc0ae48a812e7601ed2ac462b95e67fb0e322b`